diff --git a/neuralfoil/gen2_architecture/nn_weights_and_biases/nn-large.npz b/neuralfoil/gen2_architecture/nn_weights_and_biases/nn-large.npz new file mode 100644 index 0000000..1d29637 Binary files /dev/null and b/neuralfoil/gen2_architecture/nn_weights_and_biases/nn-large.npz differ diff --git a/neuralfoil/gen2_architecture/nn_weights_and_biases/nn-medium.npz b/neuralfoil/gen2_architecture/nn_weights_and_biases/nn-medium.npz new file mode 100644 index 0000000..975cc53 Binary files /dev/null and b/neuralfoil/gen2_architecture/nn_weights_and_biases/nn-medium.npz differ diff --git a/neuralfoil/gen2_architecture/nn_weights_and_biases/nn-small.npz b/neuralfoil/gen2_architecture/nn_weights_and_biases/nn-small.npz new file mode 100644 index 0000000..442a53f Binary files /dev/null and b/neuralfoil/gen2_architecture/nn_weights_and_biases/nn-small.npz differ diff --git a/neuralfoil/gen2_architecture/nn_weights_and_biases/nn-xlarge.npz 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/dev/null and b/neuralfoil/gen2_architecture/nn_weights_and_biases/nn-xxsmall.npz differ diff --git a/neuralfoil/gen2_architecture/nn_weights_and_biases/nn-xxxlarge.npz b/neuralfoil/gen2_architecture/nn_weights_and_biases/nn-xxxlarge.npz new file mode 100644 index 0000000..808511c Binary files /dev/null and b/neuralfoil/gen2_architecture/nn_weights_and_biases/nn-xxxlarge.npz differ diff --git a/training/gen2_architecture/log.log-25349789 b/training/gen2_architecture/log.log-25349789 new file mode 100644 index 0000000..fb4e4d4 --- /dev/null +++ b/training/gen2_architecture/log.log-25349789 @@ -0,0 +1,2755 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xxxlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 12.4095 | Test Loss: 7.89757 | analysis_confidence: 0.16938 | CL: 0.0507412 | ln_CD: 0.107963 | CM: 0.0080178 | Top_Xtr: 0.048517 | Bot_Xtr: 0.0446285 +Loss contributors: + s_ln_CD : 1.39705 + s_CL : 1.18602 + s_CM : 0.668075 + s_analysis_confidence : 0.140456 + s_Bot_Xtr : 0.0779697 + s_Top_Xtr : 0.0734238 + s_upper_bl_H_31 : 0.0707481 + s_upper_bl_H_29 : 0.0691393 + s_lower_bl_H_31 : 0.0676131 + s_upper_bl_H_30 : 0.0662822 +Epoch: 1 | Train Loss: 7.31765 | Test Loss: 7.00241 | analysis_confidence: 0.178281 | CL: 0.0468618 | ln_CD: 0.0956277 | CM: 0.00771547 | Top_Xtr: 0.0356813 | Bot_Xtr: 0.0376032 +Loss contributors: + s_ln_CD : 1.19996 + s_CL : 1.02899 + s_CM : 0.60953 + s_analysis_confidence : 0.134699 + s_upper_bl_H_31 : 0.0682511 + s_Bot_Xtr : 0.0663375 + s_lower_bl_H_31 : 0.062739 + s_lower_bl_H_1 : 0.0559617 + s_upper_bl_H_30 : 0.0558683 + s_lower_bl_H_0 : 0.055018 +Epoch: 2 | Train Loss: 7.02266 | Test Loss: 7.69342 | analysis_confidence: 0.168355 | CL: 0.0503133 | ln_CD: 0.0953976 | CM: 0.00808736 | Top_Xtr: 0.0391532 | Bot_Xtr: 0.0395436 +Loss contributors: + s_ln_CD : 1.25719 + s_CL : 1.18874 + s_CM : 0.666819 + s_analysis_confidence : 0.134004 + s_lower_bl_H_0 : 0.0734099 + s_Bot_Xtr : 0.0733393 + s_upper_bl_H_31 : 0.0667102 + s_upper_bl_H_20 : 0.0658181 + s_lower_bl_H_31 : 0.0648143 + s_lower_bl_H_1 : 0.0646684 +Epoch: 3 | Train Loss: 6.90326 | Test Loss: 6.90602 | analysis_confidence: 0.15698 | CL: 0.0453242 | ln_CD: 0.0999103 | CM: 0.00756511 | Top_Xtr: 0.0341871 | Bot_Xtr: 0.0359062 +Loss contributors: + s_ln_CD : 1.25673 + s_CL : 0.989199 + s_CM : 0.593442 + s_analysis_confidence : 0.129049 + s_upper_bl_H_31 : 0.0647214 + s_Bot_Xtr : 0.0641667 + s_lower_bl_H_31 : 0.0572799 + s_upper_bl_H_21 : 0.0569751 + s_upper_bl_H_30 : 0.0568103 + s_upper_bl_H_22 : 0.0548291 +Epoch: 4 | Train Loss: 6.81365 | Test Loss: 6.49112 | analysis_confidence: 0.164714 | CL: 0.0449597 | ln_CD: 0.081727 | CM: 0.00755513 | Top_Xtr: 0.035256 | Bot_Xtr: 0.0362447 +Loss contributors: + s_ln_CD : 1.05845 + s_CL : 0.990375 + s_CM : 0.592474 + s_analysis_confidence : 0.126082 + s_upper_bl_H_31 : 0.0626497 + s_Bot_Xtr : 0.0609088 + s_lower_bl_H_1 : 0.0570764 + s_lower_bl_H_2 : 0.0566068 + s_lower_bl_H_31 : 0.0564424 + s_upper_bl_H_30 : 0.0538403 +Epoch: 5 | Train Loss: 6.74454 | Test Loss: 7.08152 | analysis_confidence: 0.170547 | CL: 0.0459656 | ln_CD: 0.100941 | CM: 0.00763339 | Top_Xtr: 0.0375038 | Bot_Xtr: 0.0425196 +Loss contributors: + s_ln_CD : 1.26193 + s_CL : 1.04453 + s_CM : 0.610299 + s_analysis_confidence : 0.128891 + s_Bot_Xtr : 0.0715522 + s_upper_bl_H_31 : 0.0641733 + s_lower_bl_H_1 : 0.0607678 + s_lower_bl_H_31 : 0.0602505 + s_lower_bl_H_2 : 0.0595377 + s_lower_bl_H_3 : 0.057739 +Epoch: 6 | Train Loss: 6.6999 | Test Loss: 6.68642 | analysis_confidence: 0.154654 | CL: 0.0444252 | ln_CD: 0.0994385 | CM: 0.00754145 | Top_Xtr: 0.038044 | Bot_Xtr: 0.0449911 +Loss contributors: + s_ln_CD : 1.1756 + s_CL : 0.988664 + s_CM : 0.588302 + s_analysis_confidence : 0.12194 + s_Bot_Xtr : 0.0697331 + s_upper_bl_H_31 : 0.0599091 + s_lower_bl_H_31 : 0.0590136 + s_lower_bl_H_0 : 0.0537904 + s_lower_bl_H_1 : 0.0523051 + s_lower_bl_H_4 : 0.0521781 +Epoch: 7 | Train Loss: 6.71843 | Test Loss: 6.61332 | analysis_confidence: 0.172065 | CL: 0.0453034 | ln_CD: 0.0881245 | CM: 0.00765056 | Top_Xtr: 0.0370159 | Bot_Xtr: 0.0408971 +Loss contributors: + s_ln_CD : 1.11005 + s_CL : 0.988067 + s_CM : 0.597849 + s_analysis_confidence : 0.128949 + s_upper_bl_H_31 : 0.0795958 + s_lower_bl_H_31 : 0.0719426 + s_Bot_Xtr : 0.0679879 + s_upper_bl_H_30 : 0.0617133 + s_lower_bl_H_30 : 0.0553139 + s_lower_bl_H_1 : 0.052683 +Epoch: 8 | Train Loss: 6.67541 | Test Loss: 6.50851 | analysis_confidence: 0.151556 | CL: 0.0447535 | ln_CD: 0.0899464 | CM: 0.00757707 | Top_Xtr: 0.0316478 | Bot_Xtr: 0.0334468 +Loss contributors: + s_ln_CD : 1.17145 + s_CL : 0.964819 + s_CM : 0.573209 + s_analysis_confidence : 0.123485 + s_upper_bl_H_31 : 0.0641447 + s_lower_bl_H_31 : 0.0641327 + s_Bot_Xtr : 0.0592016 + s_upper_bl_H_30 : 0.0564821 + s_lower_bl_H_30 : 0.0559903 + s_lower_bl_H_1 : 0.0541423 +Epoch: 9 | Train Loss: 6.67717 | Test Loss: 6.74345 | analysis_confidence: 0.156396 | CL: 0.0443347 | ln_CD: 0.11612 | CM: 0.00734779 | Top_Xtr: 0.046185 | Bot_Xtr: 0.0465989 +Loss contributors: + s_ln_CD : 1.39447 + s_CL : 0.970891 + s_CM : 0.570497 + s_analysis_confidence : 0.127262 + s_Bot_Xtr : 0.0706543 + s_upper_bl_H_31 : 0.068585 + s_lower_bl_H_31 : 0.0611159 + s_Top_Xtr : 0.0600252 + s_upper_bl_H_30 : 0.0576658 + s_lower_bl_H_0 : 0.0528207 +Epoch: 10 | Train Loss: 6.68778 | Test Loss: 7.23167 | analysis_confidence: 0.159609 | CL: 0.0482111 | ln_CD: 0.14415 | CM: 0.00749393 | Top_Xtr: 0.0352649 | Bot_Xtr: 0.0415604 +Loss contributors: + s_ln_CD : 1.64519 + s_CL : 1.02802 + s_CM : 0.571114 + s_analysis_confidence : 0.125717 + s_Bot_Xtr : 0.0736276 + s_upper_bl_H_31 : 0.0631701 + s_lower_bl_H_31 : 0.0557518 + s_upper_bl_H_21 : 0.0546405 + s_lower_bl_H_1 : 0.0540055 + s_Top_Xtr : 0.0531408 +Epoch: 11 | Train Loss: 6.66749 | Test Loss: 6.89945 | analysis_confidence: 0.153778 | CL: 0.0480469 | ln_CD: 0.10136 | CM: 0.00763986 | Top_Xtr: 0.0560647 | Bot_Xtr: 0.05791 +Loss contributors: + s_ln_CD : 1.20666 + s_CL : 1.03857 + s_CM : 0.590266 + s_analysis_confidence : 0.124219 + s_Bot_Xtr : 0.0880983 + s_Top_Xtr : 0.0774038 + s_upper_bl_H_31 : 0.0635692 + s_upper_bl_H_27 : 0.0591718 + s_upper_bl_H_26 : 0.0582726 + s_lower_bl_H_31 : 0.0578002 +Epoch: 12 | Train Loss: 6.6979 | Test Loss: 6.99017 | analysis_confidence: 0.170174 | CL: 0.0454749 | ln_CD: 0.0976938 | CM: 0.00743499 | Top_Xtr: 0.0512547 | Bot_Xtr: 0.0488187 +Loss contributors: + s_ln_CD : 1.25465 + s_CL : 1.00922 + s_CM : 0.574348 + s_analysis_confidence : 0.131784 + s_Bot_Xtr : 0.079831 + s_Top_Xtr : 0.0714398 + s_upper_bl_H_31 : 0.066231 + s_lower_bl_H_31 : 0.0618697 + s_upper_bl_H_27 : 0.0574757 + s_upper_bl_H_26 : 0.0574006 +Epoch: 13 | Train Loss: 6.68649 | Test Loss: 6.63754 | analysis_confidence: 0.158525 | CL: 0.0459406 | ln_CD: 0.0834795 | CM: 0.00794459 | Top_Xtr: 0.0432656 | Bot_Xtr: 0.0428355 +Loss contributors: + s_ln_CD : 1.09419 + s_CL : 0.997646 + s_CM : 0.625569 + s_analysis_confidence : 0.123727 + s_Bot_Xtr : 0.065715 + s_upper_bl_H_31 : 0.065207 + s_lower_bl_H_31 : 0.0610955 + s_Top_Xtr : 0.0561261 + s_upper_bl_H_30 : 0.0559217 + s_lower_bl_H_1 : 0.0529384 +Epoch: 14 | Train Loss: 6.70088 | Test Loss: 7.82932 | analysis_confidence: 0.169032 | CL: 0.045745 | ln_CD: 0.127844 | CM: 0.0075811 | Top_Xtr: 0.0469358 | Bot_Xtr: 0.052986 +Loss contributors: + s_ln_CD : 1.45075 + s_CL : 1.01093 + s_CM : 0.597838 + s_analysis_confidence : 0.126623 + s_Bot_Xtr : 0.080914 + s_upper_bl_H_31 : 0.0670495 + s_lower_bl_H_31 : 0.0646108 + s_Top_Xtr : 0.0625744 + s_lower_bl_H_0 : 0.0588068 + s_upper_bl_H_30 : 0.0564799 +Epoch: 15 | Train Loss: 6.72236 | Test Loss: 6.76318 | analysis_confidence: 0.171328 | CL: 0.0458715 | ln_CD: 0.0900056 | CM: 0.00744736 | Top_Xtr: 0.0336697 | Bot_Xtr: 0.0353515 +Loss contributors: + s_ln_CD : 1.15441 + s_CL : 1.0237 + s_CM : 0.580844 + s_analysis_confidence : 0.130343 + s_upper_bl_H_31 : 0.0640286 + s_Bot_Xtr : 0.0599505 + s_lower_bl_H_31 : 0.0593561 + s_upper_bl_H_30 : 0.0549201 + s_lower_bl_H_1 : 0.0525041 + s_lower_bl_H_0 : 0.0516187 +Epoch: 16 | Train Loss: 6.78044 | Test Loss: 6.93935 | analysis_confidence: 0.158995 | CL: 0.0500517 | ln_CD: 0.0906746 | CM: 0.00833658 | Top_Xtr: 0.035195 | Bot_Xtr: 0.0377328 +Loss contributors: + s_ln_CD : 1.1775 + s_CL : 1.0968 + s_CM : 0.668878 + s_analysis_confidence : 0.126999 + s_upper_bl_H_31 : 0.0649005 + s_Bot_Xtr : 0.0615317 + s_lower_bl_H_31 : 0.0578944 + s_lower_bl_H_1 : 0.0548825 + s_upper_bl_H_30 : 0.0548607 + s_lower_bl_H_8 : 0.0514112 +Epoch: 17 | Train Loss: 6.75159 | Test Loss: 6.74901 | analysis_confidence: 0.164614 | CL: 0.0466441 | ln_CD: 0.0884453 | CM: 0.00829985 | Top_Xtr: 0.0397105 | Bot_Xtr: 0.0426514 +Loss contributors: + s_ln_CD : 1.08864 + s_CL : 1.02128 + s_CM : 0.680233 + s_analysis_confidence : 0.126402 + s_Bot_Xtr : 0.0672171 + s_upper_bl_H_31 : 0.0625482 + s_lower_bl_H_31 : 0.0580849 + s_upper_bl_H_30 : 0.0568103 + s_upper_bl_H_29 : 0.0548465 + s_lower_bl_H_1 : 0.0548192 +Epoch: 18 | Train Loss: 6.79089 | Test Loss: 7.03103 | analysis_confidence: 0.20119 | CL: 0.0449427 | ln_CD: 0.112435 | CM: 0.00751398 | Top_Xtr: 0.0479238 | Bot_Xtr: 0.0470979 +Loss contributors: + s_ln_CD : 1.32416 + s_CL : 0.988697 + s_CM : 0.583697 + s_analysis_confidence : 0.148474 + s_Bot_Xtr : 0.0708106 + s_upper_bl_H_31 : 0.0642811 + s_Top_Xtr : 0.0628699 + s_lower_bl_H_31 : 0.0573139 + s_upper_bl_H_30 : 0.0564076 + s_lower_bl_H_3 : 0.0557264 +Epoch: 19 | Train Loss: 6.83043 | Test Loss: 6.69453 | analysis_confidence: 0.167077 | CL: 0.0460283 | ln_CD: 0.090535 | CM: 0.0074741 | Top_Xtr: 0.0334085 | Bot_Xtr: 0.0346475 +Loss contributors: + s_ln_CD : 1.18795 + s_CL : 1.00303 + s_CM : 0.58733 + s_analysis_confidence : 0.130367 + s_upper_bl_H_31 : 0.0624822 + s_Bot_Xtr : 0.0609084 + s_lower_bl_H_31 : 0.0574136 + s_lower_bl_H_1 : 0.0551798 + s_upper_bl_H_30 : 0.052911 + s_lower_bl_H_0 : 0.0502415 +Epoch: 20 | Train Loss: 6.84127 | Test Loss: 6.91613 | analysis_confidence: 0.170031 | CL: 0.0482745 | ln_CD: 0.0877534 | CM: 0.00771383 | Top_Xtr: 0.0355137 | Bot_Xtr: 0.0370976 +Loss contributors: + s_ln_CD : 1.08001 + s_CL : 1.03959 + s_CM : 0.607242 + s_analysis_confidence : 0.132181 + s_Bot_Xtr : 0.0635472 + s_upper_bl_H_31 : 0.0632097 + s_lower_bl_H_31 : 0.0582043 + s_lower_bl_H_0 : 0.0564611 + s_upper_bl_H_30 : 0.0559423 + s_upper_bl_H_29 : 0.0549716 +Epoch: 21 | Train Loss: 6.88705 | Test Loss: 6.94053 | analysis_confidence: 0.167534 | CL: 0.0495518 | ln_CD: 0.0910143 | CM: 0.00809094 | Top_Xtr: 0.0397933 | Bot_Xtr: 0.0410322 +Loss contributors: + s_ln_CD : 1.187 + s_CL : 1.10179 + s_CM : 0.639892 + s_analysis_confidence : 0.126217 + s_upper_bl_H_31 : 0.0775654 + s_lower_bl_H_31 : 0.0718641 + s_Bot_Xtr : 0.0644849 + s_upper_bl_H_30 : 0.0632975 + s_lower_bl_H_30 : 0.0571545 + s_lower_bl_H_1 : 0.0560806 +Epoch: 22 | Train Loss: 6.87208 | Test Loss: 6.76696 | analysis_confidence: 0.171472 | CL: 0.0511153 | ln_CD: 0.0898958 | CM: 0.00752426 | Top_Xtr: 0.034825 | Bot_Xtr: 0.0360584 +Loss contributors: + s_CL : 1.10365 + s_ln_CD : 1.09658 + s_CM : 0.588491 + s_analysis_confidence : 0.127265 + s_upper_bl_H_31 : 0.0637031 + s_lower_bl_H_0 : 0.0628762 + s_Bot_Xtr : 0.0615341 + s_lower_bl_H_31 : 0.0594226 + s_lower_bl_H_4 : 0.0582471 + s_lower_bl_H_1 : 0.056598 +Epoch 00023: reducing learning rate of group 0 to 5.0000e-04. +Epoch: 23 | Train Loss: 5.66227 | Test Loss: 5.44782 | analysis_confidence: 0.152067 | CL: 0.0388236 | ln_CD: 0.0787073 | CM: 0.00651165 | Top_Xtr: 0.0315163 | Bot_Xtr: 0.0329376 +Loss contributors: + s_ln_CD : 0.95675 + s_CL : 0.802187 + s_CM : 0.469974 + s_analysis_confidence : 0.121062 + s_upper_bl_H_31 : 0.0517871 + s_Bot_Xtr : 0.051519 + s_lower_bl_H_31 : 0.0481469 + s_lower_bl_H_1 : 0.0449264 + s_upper_bl_H_30 : 0.0446944 + s_lower_bl_H_2 : 0.0441002 +Epoch: 24 | Train Loss: 5.43022 | Test Loss: 5.2619 | analysis_confidence: 0.150354 | CL: 0.0379371 | ln_CD: 0.0739511 | CM: 0.00629362 | Top_Xtr: 0.0308943 | Bot_Xtr: 0.0347102 +Loss contributors: + s_ln_CD : 0.909314 + s_CL : 0.771025 + s_CM : 0.444851 + s_analysis_confidence : 0.120356 + s_Bot_Xtr : 0.0516305 + s_upper_bl_H_31 : 0.0504999 + s_lower_bl_H_31 : 0.0466447 + s_upper_bl_H_30 : 0.0446319 + s_lower_bl_H_1 : 0.0431786 + s_lower_bl_H_0 : 0.0431261 +Epoch: 25 | Train Loss: 5.30152 | Test Loss: 5.24012 | analysis_confidence: 0.157371 | CL: 0.0375079 | ln_CD: 0.0738604 | CM: 0.00615703 | Top_Xtr: 0.0359586 | Bot_Xtr: 0.0350566 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s_analysis_confidence : 0.118327 + s_Bot_Xtr : 0.0729638 + s_Top_Xtr : 0.0558271 + s_upper_bl_H_31 : 0.049418 + s_lower_bl_H_31 : 0.0444462 + s_upper_bl_H_30 : 0.0425458 + s_lower_bl_H_1 : 0.0409511 +Epoch: 28 | Train Loss: 5.1278 | Test Loss: 5.14514 | analysis_confidence: 0.152735 | CL: 0.0390217 | ln_CD: 0.0754318 | CM: 0.00604442 | Top_Xtr: 0.0275632 | Bot_Xtr: 0.0285068 +Loss contributors: + s_ln_CD : 0.914758 + s_CL : 0.787581 + s_CM : 0.412375 + s_analysis_confidence : 0.12122 + s_upper_bl_H_31 : 0.0519409 + s_lower_bl_H_31 : 0.0481082 + s_Bot_Xtr : 0.0450626 + s_upper_bl_H_30 : 0.0440206 + s_lower_bl_H_30 : 0.0408995 + s_lower_bl_H_1 : 0.0399091 +Epoch: 29 | Train Loss: 5.06738 | Test Loss: 5.15067 | analysis_confidence: 0.162841 | CL: 0.0371363 | ln_CD: 0.0756805 | CM: 0.0062658 | Top_Xtr: 0.0283333 | Bot_Xtr: 0.0299167 +Loss contributors: + s_ln_CD : 0.909473 + s_CL : 0.762914 + s_CM : 0.445852 + s_analysis_confidence : 0.125024 + s_upper_bl_H_31 : 0.0495452 + s_Bot_Xtr : 0.0472002 + s_lower_bl_H_31 : 0.0459767 + s_upper_bl_H_30 : 0.0437931 + s_lower_bl_H_1 : 0.0425146 + s_lower_bl_H_30 : 0.0402677 +Epoch: 30 | Train Loss: 5.02306 | Test Loss: 5.07928 | analysis_confidence: 0.148514 | CL: 0.0366936 | ln_CD: 0.0764418 | CM: 0.00612946 | Top_Xtr: 0.0286676 | Bot_Xtr: 0.029711 +Loss contributors: + s_ln_CD : 0.916077 + s_CL : 0.737693 + s_CM : 0.42178 + s_analysis_confidence : 0.116989 + s_upper_bl_H_31 : 0.0489266 + s_lower_bl_H_31 : 0.0465517 + s_Bot_Xtr : 0.0460981 + s_upper_bl_H_30 : 0.0439971 + s_lower_bl_H_0 : 0.0435443 + s_lower_bl_H_30 : 0.0413871 +Epoch: 31 | Train Loss: 4.97574 | Test Loss: 5.05835 | analysis_confidence: 0.160285 | CL: 0.0367384 | ln_CD: 0.0761042 | CM: 0.00600277 | Top_Xtr: 0.0339413 | Bot_Xtr: 0.0349435 +Loss contributors: + s_ln_CD : 0.880737 + s_CL : 0.734155 + s_CM : 0.407563 + s_analysis_confidence : 0.120636 + s_Bot_Xtr : 0.047376 + s_upper_bl_H_31 : 0.0457797 + s_lower_bl_H_31 : 0.043271 + s_lower_bl_H_0 : 0.0416895 + s_lower_bl_H_1 : 0.0407402 + s_upper_bl_H_30 : 0.0397615 +Epoch: 32 | Train Loss: 4.95548 | Test Loss: 4.98858 | analysis_confidence: 0.147037 | CL: 0.0360694 | ln_CD: 0.0849985 | CM: 0.00578032 | Top_Xtr: 0.0304278 | Bot_Xtr: 0.0301531 +Loss contributors: + s_ln_CD : 0.967998 + s_CL : 0.72533 + s_CM : 0.39549 + s_analysis_confidence : 0.118304 + s_upper_bl_H_31 : 0.0465528 + s_Bot_Xtr : 0.0459518 + s_lower_bl_H_31 : 0.0432366 + s_upper_bl_H_30 : 0.0412871 + s_lower_bl_H_1 : 0.0412151 + s_lower_bl_H_0 : 0.0411962 +Epoch: 33 | Train Loss: 4.91235 | Test Loss: 4.93285 | analysis_confidence: 0.152165 | CL: 0.0367575 | ln_CD: 0.0770778 | CM: 0.00594388 | Top_Xtr: 0.030653 | Bot_Xtr: 0.0310227 +Loss contributors: + s_ln_CD : 0.902461 + s_CL : 0.743264 + s_CM : 0.406799 + s_analysis_confidence : 0.119188 + s_Bot_Xtr : 0.0493446 + s_lower_bl_H_1 : 0.0459859 + s_upper_bl_H_31 : 0.0448988 + s_lower_bl_H_31 : 0.0418198 + s_Top_Xtr : 0.0411163 + s_lower_bl_H_2 : 0.0392488 +Epoch: 34 | Train Loss: 4.89364 | Test Loss: 5.04294 | analysis_confidence: 0.153725 | CL: 0.0348162 | ln_CD: 0.0912287 | CM: 0.00562568 | Top_Xtr: 0.0361936 | Bot_Xtr: 0.0378002 +Loss contributors: + s_ln_CD : 1.01519 + s_CL : 0.71122 + s_CM : 0.384346 + s_analysis_confidence : 0.119072 + s_Bot_Xtr : 0.0531688 + s_Top_Xtr : 0.0448755 + s_upper_bl_H_31 : 0.0444172 + s_lower_bl_H_31 : 0.042201 + s_lower_bl_H_0 : 0.0420758 + s_lower_bl_H_1 : 0.040485 +Epoch: 35 | Train Loss: 4.86496 | Test Loss: 5.31582 | analysis_confidence: 0.162009 | CL: 0.0354971 | ln_CD: 0.111395 | CM: 0.0058104 | Top_Xtr: 0.0569223 | Bot_Xtr: 0.0614782 +Loss contributors: + s_ln_CD : 1.17918 + s_CL : 0.718118 + s_CM : 0.393782 + s_analysis_confidence : 0.122248 + s_Bot_Xtr : 0.0788584 + s_Top_Xtr : 0.0662979 + s_upper_bl_H_31 : 0.0466119 + s_lower_bl_H_31 : 0.0442869 + s_lower_bl_H_1 : 0.0415408 + s_upper_bl_H_30 : 0.0404881 +Epoch: 36 | Train Loss: 4.83407 | Test Loss: 4.86346 | analysis_confidence: 0.150483 | CL: 0.0349912 | ln_CD: 0.0712407 | CM: 0.00583981 | Top_Xtr: 0.0249766 | Bot_Xtr: 0.026604 +Loss contributors: + s_ln_CD : 0.859291 + s_CL : 0.718277 + s_CM : 0.400795 + s_analysis_confidence : 0.120835 + s_upper_bl_H_31 : 0.0495231 + s_lower_bl_H_31 : 0.045998 + s_Bot_Xtr : 0.0415883 + s_upper_bl_H_30 : 0.0410727 + s_lower_bl_H_1 : 0.0391555 + s_upper_bl_H_29 : 0.0380565 +Epoch: 37 | Train Loss: 4.8122 | Test Loss: 4.87248 | analysis_confidence: 0.15257 | CL: 0.0363067 | ln_CD: 0.0750703 | CM: 0.00572672 | Top_Xtr: 0.0329246 | Bot_Xtr: 0.0341187 +Loss contributors: + s_ln_CD : 0.944948 + s_CL : 0.721323 + s_CM : 0.387864 + s_analysis_confidence : 0.116721 + s_Bot_Xtr : 0.0456943 + s_upper_bl_H_31 : 0.0441823 + s_lower_bl_H_31 : 0.0425921 + s_lower_bl_H_0 : 0.041586 + s_upper_bl_H_30 : 0.0388648 + s_lower_bl_H_1 : 0.0383209 +Epoch: 38 | Train Loss: 4.806 | Test Loss: 4.97976 | analysis_confidence: 0.153341 | CL: 0.0361526 | ln_CD: 0.0780468 | CM: 0.00620605 | Top_Xtr: 0.0275791 | Bot_Xtr: 0.0285154 +Loss contributors: + s_ln_CD : 0.921086 + s_CL : 0.723911 + s_CM : 0.421667 + s_analysis_confidence : 0.11945 + s_upper_bl_H_31 : 0.0449587 + s_lower_bl_H_31 : 0.0444904 + s_Bot_Xtr : 0.0411397 + s_lower_bl_H_0 : 0.0397957 + s_lower_bl_H_1 : 0.0393535 + s_upper_bl_H_30 : 0.038309 +Epoch: 39 | Train Loss: 4.77607 | Test Loss: 5.08038 | analysis_confidence: 0.153547 | CL: 0.0367379 | ln_CD: 0.0892812 | CM: 0.0061526 | Top_Xtr: 0.0318991 | Bot_Xtr: 0.0339049 +Loss contributors: + s_ln_CD : 1.00054 + s_CL : 0.730422 + s_CM : 0.419962 + s_analysis_confidence : 0.116819 + s_Bot_Xtr : 0.0514556 + s_upper_bl_H_31 : 0.0438291 + s_lower_bl_H_3 : 0.0426634 + s_Top_Xtr : 0.0412882 + s_lower_bl_H_31 : 0.0409416 + s_lower_bl_H_1 : 0.0392249 +Epoch: 40 | Train Loss: 4.7624 | Test Loss: 5.23215 | analysis_confidence: 0.157505 | CL: 0.0368498 | ln_CD: 0.0789217 | CM: 0.00594024 | Top_Xtr: 0.0255433 | Bot_Xtr: 0.0274609 +Loss contributors: + s_ln_CD : 0.934624 + s_CL : 0.772059 + s_CM : 0.407437 + s_analysis_confidence : 0.12292 + s_upper_bl_H_18 : 0.0477644 + s_upper_bl_H_31 : 0.0477093 + s_Bot_Xtr : 0.047569 + s_upper_bl_H_19 : 0.0467583 + s_upper_bl_H_20 : 0.0453245 + s_upper_bl_H_30 : 0.0449711 +Epoch: 41 | Train Loss: 4.75186 | Test Loss: 4.74699 | analysis_confidence: 0.156763 | CL: 0.0349877 | ln_CD: 0.0680175 | CM: 0.00574947 | Top_Xtr: 0.0261625 | Bot_Xtr: 0.0273476 +Loss contributors: + s_ln_CD : 0.83929 + s_CL : 0.720295 + s_CM : 0.389386 + s_analysis_confidence : 0.118879 + s_upper_bl_H_31 : 0.0434324 + s_Bot_Xtr : 0.0418439 + s_lower_bl_H_0 : 0.0417214 + s_lower_bl_H_31 : 0.0410293 + s_lower_bl_H_1 : 0.040391 + s_upper_bl_H_30 : 0.0383853 +Epoch: 42 | Train Loss: 4.7307 | Test Loss: 4.76762 | analysis_confidence: 0.147306 | CL: 0.0350951 | ln_CD: 0.0731426 | CM: 0.00580024 | Top_Xtr: 0.0250317 | Bot_Xtr: 0.0260738 +Loss contributors: + s_ln_CD : 0.911517 + s_CL : 0.704361 + s_CM : 0.394516 + s_analysis_confidence : 0.117476 + s_upper_bl_H_31 : 0.0429277 + s_Bot_Xtr : 0.0405064 + s_lower_bl_H_31 : 0.0399479 + s_upper_bl_H_30 : 0.0383378 + s_lower_bl_H_1 : 0.037966 + s_lower_bl_H_0 : 0.0367756 +Epoch: 43 | Train Loss: 4.70004 | Test Loss: 4.72683 | analysis_confidence: 0.148911 | CL: 0.0356815 | ln_CD: 0.0705378 | CM: 0.00593891 | Top_Xtr: 0.0278551 | Bot_Xtr: 0.0286183 +Loss contributors: + s_ln_CD : 0.884248 + s_CL : 0.707721 + s_CM : 0.400338 + s_analysis_confidence : 0.116056 + s_Bot_Xtr : 0.044359 + s_upper_bl_H_31 : 0.0431072 + s_lower_bl_H_31 : 0.0400962 + s_upper_bl_H_30 : 0.0384372 + s_lower_bl_H_1 : 0.0373982 + s_lower_bl_H_0 : 0.0368491 +Epoch: 44 | Train Loss: 4.69711 | Test Loss: 4.63822 | analysis_confidence: 0.147067 | CL: 0.0342239 | ln_CD: 0.0689065 | CM: 0.0056999 | Top_Xtr: 0.0272861 | Bot_Xtr: 0.0288299 +Loss contributors: + s_ln_CD : 0.81994 + s_CL : 0.688683 + s_CM : 0.393992 + s_analysis_confidence : 0.119614 + s_upper_bl_H_31 : 0.0436098 + s_lower_bl_H_1 : 0.0426351 + s_Bot_Xtr : 0.0422823 + s_lower_bl_H_31 : 0.0418226 + s_upper_bl_H_30 : 0.0378693 + s_lower_bl_H_2 : 0.0374872 +Epoch: 45 | Train Loss: 4.66828 | Test Loss: 4.73882 | analysis_confidence: 0.148721 | CL: 0.0357066 | ln_CD: 0.0737933 | CM: 0.00577721 | Top_Xtr: 0.0282946 | Bot_Xtr: 0.0299167 +Loss contributors: + s_ln_CD : 0.87058 + s_CL : 0.70241 + s_CM : 0.389216 + s_analysis_confidence : 0.117841 + s_Bot_Xtr : 0.0426221 + s_upper_bl_H_31 : 0.0416316 + s_lower_bl_H_31 : 0.0409279 + s_lower_bl_H_1 : 0.0378447 + s_lower_bl_H_2 : 0.0374551 + s_upper_bl_H_30 : 0.0371858 +Epoch: 46 | Train Loss: 4.6622 | Test Loss: 4.76958 | analysis_confidence: 0.142962 | CL: 0.0352506 | ln_CD: 0.0704091 | CM: 0.00568712 | Top_Xtr: 0.0239388 | Bot_Xtr: 0.0254758 +Loss contributors: + s_ln_CD : 0.879112 + s_CL : 0.728417 + s_CM : 0.38646 + s_analysis_confidence : 0.117899 + s_upper_bl_H_31 : 0.0417223 + s_Bot_Xtr : 0.0405748 + s_lower_bl_H_2 : 0.0399285 + s_lower_bl_H_0 : 0.0395167 + s_lower_bl_H_31 : 0.0393498 + s_lower_bl_H_3 : 0.038293 +Epoch: 47 | Train Loss: 4.64802 | Test Loss: 4.6237 | analysis_confidence: 0.147163 | CL: 0.0339836 | ln_CD: 0.0690993 | CM: 0.00572547 | Top_Xtr: 0.0245125 | Bot_Xtr: 0.0252732 +Loss contributors: + s_ln_CD : 0.841877 + s_CL : 0.675275 + s_CM : 0.381892 + s_analysis_confidence : 0.116046 + s_upper_bl_H_31 : 0.0423504 + s_lower_bl_H_31 : 0.040565 + s_Bot_Xtr : 0.0401188 + s_lower_bl_H_0 : 0.0385844 + s_lower_bl_H_1 : 0.0379661 + s_lower_bl_H_2 : 0.0374582 +Epoch: 48 | Train Loss: 4.64076 | Test Loss: 4.63062 | analysis_confidence: 0.151133 | CL: 0.0369227 | ln_CD: 0.0649945 | CM: 0.0059709 | Top_Xtr: 0.0300112 | Bot_Xtr: 0.0311277 +Loss contributors: + s_ln_CD : 0.813407 + s_CL : 0.710698 + s_CM : 0.395727 + s_analysis_confidence : 0.118146 + s_Bot_Xtr : 0.0434206 + s_upper_bl_H_31 : 0.0425633 + s_lower_bl_H_31 : 0.0400377 + s_lower_bl_H_1 : 0.0396673 + s_upper_bl_H_30 : 0.036998 + s_lower_bl_H_2 : 0.0357204 +Epoch: 49 | Train Loss: 4.62144 | Test Loss: 4.99547 | analysis_confidence: 0.151826 | CL: 0.034328 | ln_CD: 0.110173 | CM: 0.00565076 | Top_Xtr: 0.0337216 | Bot_Xtr: 0.0364679 +Loss contributors: + s_ln_CD : 1.15865 + s_CL : 0.690102 + s_CM : 0.380187 + s_analysis_confidence : 0.116607 + s_Bot_Xtr : 0.0514379 + s_upper_bl_H_31 : 0.0472659 + s_lower_bl_H_31 : 0.0418945 + s_Top_Xtr : 0.0414802 + s_upper_bl_H_30 : 0.0406487 + s_lower_bl_H_1 : 0.0368079 +Epoch: 50 | Train Loss: 4.62602 | Test Loss: 4.7396 | analysis_confidence: 0.14412 | CL: 0.0342245 | ln_CD: 0.0755384 | CM: 0.00550622 | Top_Xtr: 0.02895 | Bot_Xtr: 0.0288878 +Loss contributors: + s_ln_CD : 0.897784 + s_CL : 0.692166 + s_CM : 0.372008 + s_analysis_confidence : 0.115715 + s_Bot_Xtr : 0.0467998 + s_upper_bl_H_31 : 0.0427178 + s_lower_bl_H_31 : 0.0396216 + s_Top_Xtr : 0.0389924 + s_lower_bl_H_2 : 0.0378594 + s_lower_bl_H_1 : 0.0373651 +Epoch: 51 | Train Loss: 4.61267 | Test Loss: 4.69015 | analysis_confidence: 0.156776 | CL: 0.0359064 | ln_CD: 0.0656903 | CM: 0.00599657 | Top_Xtr: 0.0257963 | Bot_Xtr: 0.0265572 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0.0371131 + s_upper_bl_H_30 : 0.0365057 + s_lower_bl_H_2 : 0.0356 +Epoch: 58 | Train Loss: 4.54518 | Test Loss: 4.82262 | analysis_confidence: 0.157803 | CL: 0.035416 | ln_CD: 0.0774486 | CM: 0.00575324 | Top_Xtr: 0.0317943 | Bot_Xtr: 0.0339691 +Loss contributors: + s_ln_CD : 0.944025 + s_CL : 0.723696 + s_CM : 0.392398 + s_analysis_confidence : 0.135239 + s_Bot_Xtr : 0.0467392 + s_upper_bl_H_31 : 0.0416859 + s_lower_bl_H_31 : 0.0404992 + s_lower_bl_H_0 : 0.0374986 + s_lower_bl_H_1 : 0.0372972 + s_upper_bl_H_30 : 0.0370856 +Epoch: 59 | Train Loss: 4.51917 | Test Loss: 4.59135 | analysis_confidence: 0.150376 | CL: 0.0357219 | ln_CD: 0.0692404 | CM: 0.00559883 | Top_Xtr: 0.0250237 | Bot_Xtr: 0.0263272 +Loss contributors: + s_ln_CD : 0.85042 + s_CL : 0.70165 + s_CM : 0.375113 + s_analysis_confidence : 0.117641 + s_upper_bl_H_31 : 0.0424672 + s_lower_bl_H_31 : 0.0394395 + s_Bot_Xtr : 0.0390777 + s_lower_bl_H_1 : 0.037444 + s_upper_bl_H_30 : 0.0374086 + s_lower_bl_H_2 : 0.0351551 +Epoch: 60 | Train Loss: 4.52007 | Test Loss: 4.72144 | analysis_confidence: 0.153678 | CL: 0.0347474 | ln_CD: 0.0725879 | CM: 0.00557195 | Top_Xtr: 0.0304314 | Bot_Xtr: 0.0294522 +Loss contributors: + s_ln_CD : 0.883849 + s_CL : 0.696413 + s_CM : 0.377742 + s_analysis_confidence : 0.120112 + s_Bot_Xtr : 0.0426043 + s_upper_bl_H_31 : 0.0404628 + s_lower_bl_H_31 : 0.0393817 + s_lower_bl_H_1 : 0.0391749 + s_lower_bl_H_2 : 0.03717 + s_upper_bl_H_30 : 0.0365059 +Epoch: 61 | Train Loss: 4.51542 | Test Loss: 4.91527 | analysis_confidence: 0.150359 | CL: 0.0345134 | ln_CD: 0.0888253 | CM: 0.0056159 | Top_Xtr: 0.0310778 | Bot_Xtr: 0.032701 +Loss contributors: + s_ln_CD : 0.977707 + s_CL : 0.695724 + s_CM : 0.380156 + s_analysis_confidence : 0.118684 + s_Bot_Xtr : 0.0464166 + s_upper_bl_H_31 : 0.0402151 + s_lower_bl_H_31 : 0.0391776 + s_Top_Xtr : 0.0380266 + s_lower_bl_H_0 : 0.0374862 + s_lower_bl_H_1 : 0.0372868 +Epoch: 62 | Train Loss: 4.49809 | Test Loss: 4.89513 | analysis_confidence: 0.149825 | CL: 0.0339458 | ln_CD: 0.0756688 | CM: 0.00567279 | Top_Xtr: 0.0311673 | Bot_Xtr: 0.0318688 +Loss contributors: + s_ln_CD : 0.907498 + s_CL : 0.67457 + s_CM : 0.376984 + s_analysis_confidence : 0.120717 + s_upper_bl_H_31 : 0.0447595 + s_Bot_Xtr : 0.0430752 + s_lower_bl_H_31 : 0.0415499 + s_upper_bl_H_30 : 0.0415055 + s_lower_bl_H_30 : 0.0388327 + s_upper_bl_H_29 : 0.0367907 +Epoch: 63 | Train Loss: 4.48669 | Test Loss: 4.74199 | analysis_confidence: 0.143539 | CL: 0.0340387 | ln_CD: 0.0696573 | CM: 0.00595666 | Top_Xtr: 0.0240006 | Bot_Xtr: 0.0245687 +Loss contributors: + s_ln_CD : 0.877282 + s_CL : 0.683807 + s_CM : 0.405673 + s_analysis_confidence : 0.120698 + s_upper_bl_H_31 : 0.0420309 + s_lower_bl_H_1 : 0.0395197 + s_upper_bl_ret_0 : 0.0393743 + s_lower_bl_ret_0 : 0.0393309 + s_Bot_Xtr : 0.0387948 + s_lower_bl_H_31 : 0.0377371 +Epoch: 64 | Train Loss: 4.48414 | Test Loss: 4.53309 | analysis_confidence: 0.140873 | CL: 0.0330787 | ln_CD: 0.0638706 | CM: 0.00549535 | Top_Xtr: 0.0240173 | Bot_Xtr: 0.0256953 +Loss contributors: + s_ln_CD : 0.837479 + s_CL : 0.671953 + s_CM : 0.367561 + s_analysis_confidence : 0.115265 + s_Bot_Xtr : 0.0433618 + s_upper_bl_H_31 : 0.0397206 + s_lower_bl_H_31 : 0.0376531 + s_upper_bl_H_30 : 0.0363059 + s_lower_bl_H_1 : 0.0360931 + s_upper_bl_H_29 : 0.034488 +Epoch: 65 | Train Loss: 4.4798 | Test Loss: 4.64366 | analysis_confidence: 0.155888 | CL: 0.0347551 | ln_CD: 0.0725649 | CM: 0.00574216 | Top_Xtr: 0.0237964 | Bot_Xtr: 0.0245678 +Loss contributors: + s_ln_CD : 0.907927 + s_CL : 0.701187 + s_CM : 0.387811 + s_analysis_confidence : 0.117226 + s_upper_bl_H_31 : 0.0405897 + s_Bot_Xtr : 0.0395105 + s_lower_bl_H_31 : 0.038185 + s_lower_bl_H_2 : 0.0364195 + s_lower_bl_H_3 : 0.0361824 + s_lower_bl_H_1 : 0.0361717 +Epoch: 66 | Train Loss: 4.46121 | Test Loss: 4.77687 | analysis_confidence: 0.155396 | CL: 0.0374494 | ln_CD: 0.0951297 | CM: 0.00595332 | Top_Xtr: 0.0235192 | Bot_Xtr: 0.0245168 +Loss contributors: + s_ln_CD : 1.01831 + s_CL : 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0.0412742 + s_Bot_Xtr : 0.0397096 + s_lower_bl_H_31 : 0.0380337 + s_lower_bl_H_1 : 0.0358315 + s_upper_bl_H_30 : 0.035763 + s_lower_bl_H_2 : 0.0350975 +Epoch: 69 | Train Loss: 4.45255 | Test Loss: 4.5844 | analysis_confidence: 0.152216 | CL: 0.0362086 | ln_CD: 0.0716655 | CM: 0.00611495 | Top_Xtr: 0.0263629 | Bot_Xtr: 0.0275933 +Loss contributors: + s_ln_CD : 0.851307 + s_CL : 0.707709 + s_CM : 0.411798 + s_analysis_confidence : 0.121034 + s_lower_bl_H_0 : 0.043513 + s_lower_bl_H_1 : 0.0402274 + s_Bot_Xtr : 0.0401237 + s_upper_bl_H_31 : 0.0391894 + s_lower_bl_H_2 : 0.0371377 + s_lower_bl_H_31 : 0.0362982 +Epoch: 70 | Train Loss: 4.42516 | Test Loss: 4.7085 | analysis_confidence: 0.140863 | CL: 0.0353461 | ln_CD: 0.0876884 | CM: 0.00579013 | Top_Xtr: 0.0347296 | Bot_Xtr: 0.0361007 +Loss contributors: + s_ln_CD : 0.975534 + s_CL : 0.689028 + s_CM : 0.381523 + s_analysis_confidence : 0.119096 + s_Bot_Xtr : 0.0464888 + s_upper_bl_H_31 : 0.0406255 + s_lower_bl_H_31 : 0.0392974 + s_Top_Xtr : 0.0382223 + s_lower_bl_H_2 : 0.0360505 + s_lower_bl_H_1 : 0.0360023 +Epoch: 71 | Train Loss: 4.4442 | Test Loss: 4.54571 | analysis_confidence: 0.149402 | CL: 0.0331647 | ln_CD: 0.065171 | CM: 0.00554146 | Top_Xtr: 0.0306864 | Bot_Xtr: 0.0303485 +Loss contributors: + s_ln_CD : 0.890932 + s_CL : 0.671153 + s_CM : 0.368135 + s_analysis_confidence : 0.119425 + s_lower_bl_H_0 : 0.0420676 + s_Bot_Xtr : 0.041389 + s_upper_bl_H_31 : 0.0390072 + s_lower_bl_H_31 : 0.036541 + s_lower_bl_H_2 : 0.0361941 + s_Top_Xtr : 0.0356765 +Epoch: 72 | Train Loss: 4.43724 | Test Loss: 4.54247 | analysis_confidence: 0.149879 | CL: 0.0346356 | ln_CD: 0.0640861 | CM: 0.00560046 | Top_Xtr: 0.0401159 | Bot_Xtr: 0.0396903 +Loss contributors: + s_ln_CD : 0.830894 + s_CL : 0.693627 + s_CM : 0.372091 + s_analysis_confidence : 0.116184 + s_Bot_Xtr : 0.0495632 + s_Top_Xtr : 0.044108 + s_lower_bl_H_3 : 0.0391704 + s_upper_bl_H_31 : 0.0387715 + s_lower_bl_H_2 : 0.0375902 + s_lower_bl_H_1 : 0.0374794 +Epoch: 73 | Train Loss: 4.40655 | Test Loss: 4.43135 | analysis_confidence: 0.146552 | CL: 0.033711 | ln_CD: 0.0660103 | CM: 0.00555405 | Top_Xtr: 0.0228163 | Bot_Xtr: 0.0246534 +Loss contributors: + s_ln_CD : 0.809628 + s_CL : 0.666097 + s_CM : 0.369968 + s_analysis_confidence : 0.115571 + s_upper_bl_H_31 : 0.0408237 + s_lower_bl_H_31 : 0.0379864 + s_Bot_Xtr : 0.0378544 + s_lower_bl_H_1 : 0.0355555 + s_lower_bl_H_2 : 0.0352019 + s_upper_bl_H_30 : 0.0347896 +Epoch: 74 | Train Loss: 4.41751 | Test Loss: 4.67055 | analysis_confidence: 0.14555 | CL: 0.0340514 | ln_CD: 0.0906872 | CM: 0.00575592 | Top_Xtr: 0.0268044 | Bot_Xtr: 0.0292441 +Loss contributors: + s_ln_CD : 1.01685 + s_CL : 0.667755 + s_CM : 0.376924 + s_analysis_confidence : 0.116244 + s_Bot_Xtr : 0.0411513 + s_upper_bl_H_31 : 0.0398757 + s_lower_bl_H_31 : 0.0381122 + s_lower_bl_H_0 : 0.0359113 + s_upper_bl_H_30 : 0.0356936 + s_lower_bl_H_2 : 0.035456 +Epoch: 75 | Train Loss: 4.42312 | Test Loss: 4.56161 | analysis_confidence: 0.147183 | CL: 0.0335083 | ln_CD: 0.0672806 | CM: 0.00538775 | Top_Xtr: 0.0350663 | Bot_Xtr: 0.0356849 +Loss contributors: + s_ln_CD : 0.825377 + s_CL : 0.688934 + s_CM : 0.356695 + s_analysis_confidence : 0.117529 + s_Bot_Xtr : 0.0447913 + s_upper_bl_H_31 : 0.0389956 + s_Top_Xtr : 0.0379627 + s_lower_bl_H_31 : 0.0370162 + s_lower_bl_H_2 : 0.0357129 + s_lower_bl_H_1 : 0.0350415 +Epoch: 76 | Train Loss: 4.41727 | Test Loss: 4.60898 | analysis_confidence: 0.142503 | CL: 0.0347526 | ln_CD: 0.0647279 | CM: 0.00542804 | Top_Xtr: 0.0256002 | Bot_Xtr: 0.0260386 +Loss contributors: + s_ln_CD : 0.911243 + s_CL : 0.695219 + s_CM : 0.364036 + s_analysis_confidence : 0.11782 + s_upper_bl_H_31 : 0.0392935 + s_Bot_Xtr : 0.0387198 + s_lower_bl_H_0 : 0.038312 + s_lower_bl_H_31 : 0.0380749 + s_lower_bl_H_1 : 0.0377376 + s_lower_bl_H_2 : 0.0374227 +Epoch: 77 | Train Loss: 4.39868 | Test Loss: 4.47471 | analysis_confidence: 0.145417 | CL: 0.0343322 | ln_CD: 0.0657207 | CM: 0.00554886 | Top_Xtr: 0.0339449 | Bot_Xtr: 0.0332704 +Loss contributors: + s_ln_CD : 0.814151 + s_CL : 0.678697 + s_CM : 0.366714 + s_analysis_confidence : 0.122602 + s_Bot_Xtr : 0.0433062 + s_upper_bl_H_31 : 0.0402611 + s_lower_bl_H_31 : 0.0384963 + s_Top_Xtr : 0.0361758 + s_upper_bl_H_18 : 0.0352532 + s_lower_bl_H_1 : 0.0349377 +Epoch: 78 | Train Loss: 4.40359 | Test Loss: 4.58034 | analysis_confidence: 0.141632 | CL: 0.0331818 | ln_CD: 0.0798411 | CM: 0.00551015 | Top_Xtr: 0.0246821 | Bot_Xtr: 0.0264675 +Loss contributors: + s_ln_CD : 0.920172 + s_CL : 0.664352 + s_CM : 0.367812 + s_analysis_confidence : 0.116059 + s_upper_bl_H_31 : 0.0412357 + s_lower_bl_H_31 : 0.039184 + s_Bot_Xtr : 0.0388685 + s_lower_bl_H_1 : 0.0376631 + s_lower_bl_H_3 : 0.0365347 + s_upper_bl_H_30 : 0.0361434 +Epoch: 79 | Train Loss: 4.37638 | Test Loss: 4.70714 | analysis_confidence: 0.146987 | CL: 0.0347427 | ln_CD: 0.0821562 | CM: 0.00537018 | Top_Xtr: 0.041574 | Bot_Xtr: 0.0430016 +Loss contributors: + s_ln_CD : 0.933939 + s_CL : 0.711527 + s_CM : 0.357361 + s_analysis_confidence : 0.114554 + s_Bot_Xtr : 0.0537446 + s_Top_Xtr : 0.0451735 + s_upper_bl_H_31 : 0.0388053 + s_lower_bl_H_31 : 0.0374679 + s_lower_bl_H_1 : 0.035214 + s_lower_bl_H_2 : 0.034748 +Epoch: 80 | Train Loss: 4.39263 | Test Loss: 4.62385 | analysis_confidence: 0.145644 | CL: 0.0330473 | ln_CD: 0.0872563 | CM: 0.00541102 | Top_Xtr: 0.0312279 | Bot_Xtr: 0.031031 +Loss contributors: + s_ln_CD : 0.932256 + s_CL : 0.657685 + s_CM : 0.359309 + s_analysis_confidence : 0.11398 + s_Bot_Xtr : 0.0443008 + s_upper_bl_H_31 : 0.0397584 + s_lower_bl_H_31 : 0.0377993 + s_Top_Xtr : 0.0372808 + s_upper_bl_H_30 : 0.0358183 + s_lower_bl_H_1 : 0.0348661 +Epoch: 81 | Train Loss: 4.38562 | Test Loss: 4.53481 | analysis_confidence: 0.153888 | CL: 0.0340621 | ln_CD: 0.0723782 | CM: 0.00544898 | Top_Xtr: 0.0276141 | Bot_Xtr: 0.0283039 +Loss contributors: + s_ln_CD : 0.856939 + s_CL : 0.667745 + s_CM : 0.363638 + s_analysis_confidence : 0.117098 + s_Bot_Xtr : 0.0416078 + s_upper_bl_H_31 : 0.0380531 + s_lower_bl_H_31 : 0.0367568 + s_lower_bl_H_0 : 0.0359408 + s_lower_bl_H_1 : 0.0354925 + s_lower_bl_H_2 : 0.0350586 +Epoch: 82 | Train Loss: 4.37235 | Test Loss: 4.39406 | analysis_confidence: 0.141045 | CL: 0.0339325 | ln_CD: 0.0655107 | CM: 0.00533356 | Top_Xtr: 0.0253098 | Bot_Xtr: 0.0281774 +Loss contributors: + s_ln_CD : 0.81781 + s_CL : 0.687263 + s_CM : 0.35161 + s_analysis_confidence : 0.118 + s_Bot_Xtr : 0.0399548 + s_upper_bl_H_31 : 0.0379524 + s_lower_bl_H_0 : 0.0369977 + s_lower_bl_H_31 : 0.0354644 + s_upper_bl_H_30 : 0.0343432 + s_lower_bl_H_1 : 0.0341641 +Epoch: 83 | Train Loss: 4.35018 | Test Loss: 4.49363 | analysis_confidence: 0.150367 | CL: 0.0344216 | ln_CD: 0.0670531 | CM: 0.00570048 | Top_Xtr: 0.0251613 | Bot_Xtr: 0.0271492 +Loss contributors: + s_ln_CD : 0.808754 + s_CL : 0.679421 + s_CM : 0.3762 + s_analysis_confidence : 0.116422 + s_Bot_Xtr : 0.0446135 + s_upper_bl_H_31 : 0.039983 + s_lower_bl_H_31 : 0.0369842 + s_upper_bl_H_30 : 0.0367116 + s_Top_Xtr : 0.0361964 + s_lower_bl_H_1 : 0.0360734 +Epoch: 84 | Train Loss: 4.35606 | Test Loss: 4.67752 | analysis_confidence: 0.141489 | CL: 0.0359009 | ln_CD: 0.0970305 | CM: 0.00571179 | Top_Xtr: 0.0224673 | Bot_Xtr: 0.0242912 +Loss contributors: + s_ln_CD : 1.03933 + s_CL : 0.695027 + s_CM : 0.372327 + s_analysis_confidence : 0.116477 + s_upper_bl_H_31 : 0.0396893 + s_lower_bl_H_31 : 0.0390986 + s_Bot_Xtr : 0.0372663 + s_lower_bl_H_1 : 0.0372615 + s_lower_bl_H_0 : 0.0369524 + s_upper_bl_H_30 : 0.0353402 +Epoch: 85 | Train Loss: 4.33317 | Test Loss: 4.67427 | analysis_confidence: 0.146581 | CL: 0.0348493 | ln_CD: 0.079192 | CM: 0.00532317 | Top_Xtr: 0.0247232 | Bot_Xtr: 0.025511 +Loss contributors: + s_ln_CD : 0.945769 + s_CL : 0.709777 + s_CM : 0.362537 + s_analysis_confidence : 0.115473 + s_lower_bl_H_4 : 0.0406635 + s_Bot_Xtr : 0.0387321 + s_upper_bl_H_31 : 0.0386264 + s_lower_bl_H_5 : 0.0384648 + s_lower_bl_H_1 : 0.0381606 + s_lower_bl_H_31 : 0.0372245 +Epoch: 86 | Train Loss: 4.34589 | Test Loss: 4.71067 | analysis_confidence: 0.154254 | CL: 0.0336469 | ln_CD: 0.105106 | CM: 0.00551568 | Top_Xtr: 0.0226592 | Bot_Xtr: 0.023713 +Loss contributors: + s_ln_CD : 1.08319 + s_CL : 0.661304 + s_CM : 0.358587 + s_analysis_confidence : 0.120027 + s_upper_bl_H_31 : 0.0376159 + s_Bot_Xtr : 0.0371088 + s_lower_bl_H_31 : 0.0362065 + s_lower_bl_H_0 : 0.0346844 + s_upper_bl_H_30 : 0.0341325 + s_lower_bl_H_1 : 0.033946 +Epoch: 87 | Train Loss: 4.33413 | Test Loss: 4.42673 | analysis_confidence: 0.147627 | CL: 0.0330508 | ln_CD: 0.0629463 | CM: 0.00545671 | Top_Xtr: 0.0282604 | Bot_Xtr: 0.0304995 +Loss contributors: + s_ln_CD : 0.799471 + s_CL : 0.64876 + s_CM : 0.360499 + s_analysis_confidence : 0.115378 + s_Bot_Xtr : 0.0435569 + s_lower_bl_H_3 : 0.0371513 + s_upper_bl_H_31 : 0.0369524 + s_lower_bl_H_31 : 0.0359493 + s_Top_Xtr : 0.0357047 + s_lower_bl_H_2 : 0.0345934 +Epoch: 88 | Train Loss: 4.3217 | Test Loss: 4.44654 | analysis_confidence: 0.149803 | CL: 0.0346195 | ln_CD: 0.0681456 | CM: 0.00569024 | Top_Xtr: 0.0231453 | Bot_Xtr: 0.0246156 +Loss contributors: + s_ln_CD : 0.811595 + s_CL : 0.668808 + s_CM : 0.375586 + s_analysis_confidence : 0.117449 + s_upper_bl_H_31 : 0.0387285 + s_Bot_Xtr : 0.0371706 + s_lower_bl_H_31 : 0.0364379 + s_lower_bl_H_1 : 0.0345922 + s_upper_bl_H_30 : 0.0345851 + s_lower_bl_H_2 : 0.0331211 +Epoch: 89 | Train Loss: 4.32654 | Test Loss: 4.85602 | analysis_confidence: 0.142869 | CL: 0.0340401 | ln_CD: 0.111063 | CM: 0.00557943 | Top_Xtr: 0.0349086 | Bot_Xtr: 0.0380495 +Loss contributors: + s_ln_CD : 1.13523 + s_CL : 0.669231 + s_CM : 0.382396 + s_analysis_confidence : 0.115274 + s_Bot_Xtr : 0.0460273 + s_upper_bl_H_31 : 0.0425254 + s_lower_bl_H_31 : 0.0410129 + s_Top_Xtr : 0.036752 + s_upper_bl_H_30 : 0.0348168 + s_lower_bl_H_0 : 0.0343321 +Epoch: 90 | Train Loss: 4.31043 | Test Loss: 4.6302 | analysis_confidence: 0.146555 | CL: 0.0338072 | ln_CD: 0.0960172 | CM: 0.00575779 | Top_Xtr: 0.0247783 | Bot_Xtr: 0.0255197 +Loss 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s_analysis_confidence : 0.114849 + s_lower_bl_H_1 : 0.0395123 + s_upper_bl_H_31 : 0.039042 + s_lower_bl_H_2 : 0.037269 + s_Bot_Xtr : 0.036827 + s_lower_bl_H_3 : 0.0363349 + s_lower_bl_H_31 : 0.0363328 +Epoch: 93 | Train Loss: 4.32059 | Test Loss: 4.51281 | analysis_confidence: 0.140747 | CL: 0.0338311 | ln_CD: 0.0674383 | CM: 0.0057157 | Top_Xtr: 0.0236939 | Bot_Xtr: 0.0255907 +Loss contributors: + s_ln_CD : 0.840795 + s_CL : 0.667519 + s_CM : 0.380072 + s_analysis_confidence : 0.11503 + s_upper_bl_H_31 : 0.0424649 + s_lower_bl_H_31 : 0.0390255 + s_Bot_Xtr : 0.0379228 + s_upper_bl_H_30 : 0.036311 + s_lower_bl_H_30 : 0.0338643 + s_lower_bl_H_2 : 0.032998 +Epoch: 94 | Train Loss: 4.32068 | Test Loss: 4.42566 | analysis_confidence: 0.150895 | CL: 0.0326671 | ln_CD: 0.0655139 | CM: 0.00546059 | Top_Xtr: 0.0238734 | Bot_Xtr: 0.0269511 +Loss contributors: + s_ln_CD : 0.810096 + s_CL : 0.658456 + s_CM : 0.364299 + s_analysis_confidence : 0.115686 + s_upper_bl_H_31 : 0.0404214 + s_Bot_Xtr : 0.0384007 + s_lower_bl_H_31 : 0.0378897 + s_lower_bl_H_1 : 0.0358977 + s_lower_bl_H_3 : 0.0347365 + s_lower_bl_H_2 : 0.0347249 +Epoch: 95 | Train Loss: 4.31586 | Test Loss: 4.47589 | analysis_confidence: 0.161642 | CL: 0.0347052 | ln_CD: 0.0653313 | CM: 0.00561213 | Top_Xtr: 0.0316663 | Bot_Xtr: 0.0332947 +Loss contributors: + s_ln_CD : 0.813703 + s_CL : 0.677204 + s_CM : 0.371311 + s_analysis_confidence : 0.120117 + s_lower_bl_H_0 : 0.0426448 + s_Bot_Xtr : 0.0424169 + s_upper_bl_H_31 : 0.0401133 + s_lower_bl_H_31 : 0.0369568 + s_lower_bl_H_1 : 0.0349009 + s_Top_Xtr : 0.0347402 +Epoch: 96 | Train Loss: 4.28749 | Test Loss: 4.63678 | analysis_confidence: 0.146511 | CL: 0.0339213 | ln_CD: 0.070617 | CM: 0.00542045 | Top_Xtr: 0.0247334 | Bot_Xtr: 0.0268611 +Loss contributors: + s_ln_CD : 0.841301 + s_CL : 0.663641 + s_CM : 0.355606 + s_analysis_confidence : 0.116279 + s_Bot_Xtr : 0.0420932 + s_upper_bl_H_31 : 0.038733 + s_lower_bl_H_1 : 0.0374757 + s_lower_bl_H_31 : 0.0368265 + s_lower_bl_H_0 : 0.0352636 + s_upper_bl_H_30 : 0.0349973 +Epoch: 97 | Train Loss: 4.29754 | Test Loss: 4.36452 | analysis_confidence: 0.151091 | CL: 0.0335436 | ln_CD: 0.0731286 | CM: 0.00537731 | Top_Xtr: 0.0282949 | Bot_Xtr: 0.0300585 +Loss contributors: + s_ln_CD : 0.839184 + s_CL : 0.651083 + s_CM : 0.350536 + s_analysis_confidence : 0.119796 + s_Bot_Xtr : 0.0398903 + s_upper_bl_H_31 : 0.0388099 + s_lower_bl_H_0 : 0.0373465 + s_upper_bl_H_30 : 0.0355066 + s_lower_bl_H_31 : 0.0354231 + s_lower_bl_H_1 : 0.0347433 +Epoch: 98 | Train Loss: 4.29879 | Test Loss: 4.43541 | analysis_confidence: 0.149414 | CL: 0.0329008 | ln_CD: 0.0936702 | CM: 0.00548627 | Top_Xtr: 0.0231929 | Bot_Xtr: 0.0236452 +Loss contributors: + s_ln_CD : 0.951257 + s_CL : 0.652679 + s_CM : 0.364164 + s_analysis_confidence : 0.118034 + s_upper_bl_H_31 : 0.0384612 + s_Bot_Xtr : 0.0360657 + s_lower_bl_H_31 : 0.0357019 + s_lower_bl_H_0 : 0.0346386 + s_lower_bl_H_1 : 0.0344929 + s_upper_bl_H_30 : 0.0340329 +Epoch: 99 | Train Loss: 4.2927 | Test Loss: 4.33864 | analysis_confidence: 0.148499 | CL: 0.0326161 | ln_CD: 0.0646757 | CM: 0.0053818 | Top_Xtr: 0.02518 | Bot_Xtr: 0.0265149 +Loss contributors: + s_ln_CD : 0.795304 + s_CL : 0.65155 + s_CM : 0.359783 + s_analysis_confidence : 0.115653 + s_upper_bl_H_31 : 0.0376877 + s_Bot_Xtr : 0.0373264 + s_lower_bl_H_2 : 0.0365977 + s_lower_bl_H_31 : 0.0358396 + s_upper_bl_H_29 : 0.0346855 + s_upper_bl_H_30 : 0.0344979 +Epoch: 100 | Train Loss: 4.29627 | Test Loss: 4.40864 | analysis_confidence: 0.153064 | CL: 0.0324716 | ln_CD: 0.0636289 | CM: 0.00524019 | Top_Xtr: 0.0220466 | Bot_Xtr: 0.0228381 +Loss contributors: + s_ln_CD : 0.817722 + s_CL : 0.668611 + s_CM : 0.353839 + s_analysis_confidence : 0.117179 + s_upper_bl_H_31 : 0.0387478 + s_Bot_Xtr : 0.0364838 + s_lower_bl_H_31 : 0.0363229 + s_upper_bl_H_30 : 0.0354794 + s_lower_bl_H_1 : 0.0350368 + s_lower_bl_H_2 : 0.0331188 +Epoch: 101 | Train Loss: 4.26708 | Test Loss: 4.50012 | analysis_confidence: 0.149692 | CL: 0.0379218 | ln_CD: 0.064859 | CM: 0.00547255 | Top_Xtr: 0.025933 | Bot_Xtr: 0.0285313 +Loss contributors: + s_ln_CD : 0.814287 + s_CL : 0.72795 + s_CM : 0.364534 + s_analysis_confidence : 0.119928 + s_upper_bl_H_31 : 0.0396181 + s_Bot_Xtr : 0.0394301 + s_lower_bl_H_31 : 0.0371691 + s_upper_bl_H_30 : 0.0354087 + s_lower_bl_H_1 : 0.0352128 + s_lower_bl_H_2 : 0.0351857 +Epoch: 102 | Train Loss: 4.27816 | Test Loss: 4.30634 | analysis_confidence: 0.142966 | CL: 0.0330811 | ln_CD: 0.0653561 | CM: 0.00522785 | Top_Xtr: 0.0238474 | Bot_Xtr: 0.0252925 +Loss contributors: + s_ln_CD : 0.802062 + s_CL : 0.671142 + s_CM : 0.352331 + s_analysis_confidence : 0.118234 + s_upper_bl_H_31 : 0.0410918 + s_lower_bl_H_31 : 0.0367426 + s_Bot_Xtr : 0.0367025 + s_lower_bl_H_2 : 0.0352456 + s_lower_bl_H_1 : 0.0351173 + s_upper_bl_H_30 : 0.0351071 +Epoch: 103 | Train Loss: 4.26972 | Test Loss: 4.31775 | analysis_confidence: 0.143617 | CL: 0.0348894 | ln_CD: 0.0647233 | CM: 0.00524035 | Top_Xtr: 0.0225361 | Bot_Xtr: 0.0231227 +Loss contributors: + s_ln_CD : 0.827416 + s_CL : 0.676997 + s_CM : 0.341278 + s_analysis_confidence : 0.113455 + s_upper_bl_H_31 : 0.0381602 + s_Bot_Xtr : 0.0375743 + s_lower_bl_H_31 : 0.0350119 + s_lower_bl_H_1 : 0.0342814 + s_lower_bl_H_2 : 0.0342421 + s_upper_bl_H_30 : 0.0332312 +Epoch: 104 | Train Loss: 4.26315 | Test Loss: 4.32889 | analysis_confidence: 0.143932 | CL: 0.0344899 | ln_CD: 0.0628501 | CM: 0.00565827 | Top_Xtr: 0.0392981 | Bot_Xtr: 0.0458785 +Loss contributors: + s_ln_CD : 0.783967 + s_CL : 0.661213 + s_CM : 0.373881 + s_analysis_confidence : 0.116741 + s_Bot_Xtr : 0.053209 + s_Top_Xtr : 0.0409724 + s_upper_bl_H_31 : 0.0372529 + s_lower_bl_H_0 : 0.0369449 + s_lower_bl_H_31 : 0.0342608 + s_lower_bl_H_1 : 0.0341716 +Epoch: 105 | Train Loss: 4.27218 | Test Loss: 4.244 | analysis_confidence: 0.146172 | CL: 0.0310109 | ln_CD: 0.0628284 | CM: 0.00516796 | Top_Xtr: 0.0247747 | Bot_Xtr: 0.0253789 +Loss contributors: + s_ln_CD : 0.806185 + s_CL : 0.617175 + s_CM : 0.335991 + s_analysis_confidence : 0.115041 + s_Bot_Xtr : 0.0376895 + s_upper_bl_H_31 : 0.0371972 + s_lower_bl_H_0 : 0.0361149 + s_lower_bl_H_31 : 0.0349181 + s_lower_bl_H_1 : 0.0344376 + s_lower_bl_H_2 : 0.0341173 +Epoch: 106 | Train Loss: 4.26136 | Test Loss: 4.33187 | analysis_confidence: 0.145325 | CL: 0.0316648 | ln_CD: 0.0651022 | CM: 0.00528004 | Top_Xtr: 0.0250578 | Bot_Xtr: 0.0281763 +Loss contributors: + s_ln_CD : 0.811726 + s_CL : 0.643625 + s_CM : 0.351015 + s_analysis_confidence : 0.114116 + s_lower_bl_H_1 : 0.0417169 + s_Bot_Xtr : 0.0395891 + s_upper_bl_H_31 : 0.038951 + s_lower_bl_H_31 : 0.0373142 + s_lower_bl_H_2 : 0.0345241 + s_upper_bl_H_30 : 0.0334614 +Epoch: 107 | Train Loss: 4.2587 | Test Loss: 4.48252 | analysis_confidence: 0.1454 | CL: 0.0341671 | ln_CD: 0.0687273 | CM: 0.00529121 | Top_Xtr: 0.0287958 | Bot_Xtr: 0.0291375 +Loss contributors: + s_ln_CD : 0.828794 + s_CL : 0.682629 + s_CM : 0.351243 + s_analysis_confidence : 0.114299 + s_Bot_Xtr : 0.0399178 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s_lower_bl_H_31 : 0.034714 + s_lower_bl_H_0 : 0.0337647 + s_lower_bl_H_2 : 0.0331574 +Epoch: 110 | Train Loss: 4.25088 | Test Loss: 4.35331 | analysis_confidence: 0.143748 | CL: 0.0324266 | ln_CD: 0.0736771 | CM: 0.00541619 | Top_Xtr: 0.0217655 | Bot_Xtr: 0.0226825 +Loss contributors: + s_ln_CD : 0.852427 + s_CL : 0.641429 + s_CM : 0.358379 + s_analysis_confidence : 0.116247 + s_upper_bl_H_31 : 0.0379331 + s_Bot_Xtr : 0.0362625 + s_upper_bl_H_30 : 0.0355565 + s_lower_bl_H_31 : 0.0352441 + s_upper_bl_H_29 : 0.0346357 + s_upper_bl_H_28 : 0.0343602 +Epoch: 111 | Train Loss: 4.23419 | Test Loss: 4.34125 | analysis_confidence: 0.153005 | CL: 0.0334344 | ln_CD: 0.0643091 | CM: 0.00529918 | Top_Xtr: 0.0229852 | Bot_Xtr: 0.0234244 +Loss contributors: + s_ln_CD : 0.829427 + s_CL : 0.664776 + s_CM : 0.347261 + s_analysis_confidence : 0.116428 + s_upper_bl_H_31 : 0.0391663 + s_Bot_Xtr : 0.0364495 + s_lower_bl_H_31 : 0.03553 + s_upper_bl_H_30 : 0.0355142 + s_lower_bl_H_2 : 0.0338525 + s_lower_bl_H_1 : 0.0335301 +Epoch: 112 | Train Loss: 4.23949 | Test Loss: 4.51117 | analysis_confidence: 0.141725 | CL: 0.0330687 | ln_CD: 0.0669553 | CM: 0.00547316 | Top_Xtr: 0.0318075 | Bot_Xtr: 0.0310409 +Loss contributors: + s_ln_CD : 0.784896 + s_CL : 0.660856 + s_CM : 0.353469 + s_analysis_confidence : 0.116757 + s_Bot_Xtr : 0.044626 + s_upper_bl_H_31 : 0.041099 + s_Top_Xtr : 0.03894 + s_lower_bl_H_31 : 0.0368733 + s_lower_bl_H_1 : 0.0358036 + s_upper_bl_H_30 : 0.0357987 +Epoch: 113 | Train Loss: 4.21396 | Test Loss: 4.44338 | analysis_confidence: 0.145745 | CL: 0.0326306 | ln_CD: 0.065346 | CM: 0.00532218 | Top_Xtr: 0.0230733 | Bot_Xtr: 0.0238477 +Loss contributors: + s_ln_CD : 0.813175 + s_CL : 0.640414 + s_CM : 0.343713 + s_analysis_confidence : 0.11776 + s_upper_bl_H_31 : 0.0371598 + s_Bot_Xtr : 0.0359855 + s_lower_bl_H_1 : 0.0358557 + s_lower_bl_H_31 : 0.0353147 + s_lower_bl_H_0 : 0.0341517 + s_lower_bl_H_3 : 0.0327213 +Epoch: 114 | Train Loss: 4.21448 | Test Loss: 4.43466 | analysis_confidence: 0.143594 | CL: 0.0343284 | ln_CD: 0.0709354 | CM: 0.00582167 | Top_Xtr: 0.0284514 | Bot_Xtr: 0.0309613 +Loss contributors: + s_ln_CD : 0.852262 + s_CL : 0.667316 + s_CM : 0.377968 + s_analysis_confidence : 0.117361 + s_Bot_Xtr : 0.0396501 + s_upper_bl_H_31 : 0.0368806 + s_lower_bl_H_1 : 0.0342196 + s_lower_bl_H_31 : 0.034053 + s_upper_bl_H_30 : 0.0337981 + s_lower_bl_H_2 : 0.0330851 +Epoch: 115 | Train Loss: 4.22282 | Test Loss: 4.51143 | analysis_confidence: 0.152163 | CL: 0.0327606 | ln_CD: 0.0754055 | CM: 0.00533179 | Top_Xtr: 0.0273638 | Bot_Xtr: 0.0295869 +Loss contributors: + s_ln_CD : 0.917973 + s_CL : 0.650978 + s_CM : 0.345774 + s_analysis_confidence : 0.116267 + s_Bot_Xtr : 0.0402387 + s_upper_bl_H_31 : 0.0376396 + s_lower_bl_H_3 : 0.0362786 + s_lower_bl_H_31 : 0.0354221 + s_upper_bl_H_30 : 0.0345378 + s_upper_bl_H_17 : 0.0337877 +Epoch: 116 | Train Loss: 4.22653 | Test Loss: 4.45629 | analysis_confidence: 0.142021 | CL: 0.0336199 | ln_CD: 0.0696744 | CM: 0.00534969 | Top_Xtr: 0.0221124 | Bot_Xtr: 0.0239839 +Loss contributors: + s_ln_CD : 0.834938 + s_CL : 0.649876 + s_CM : 0.3497 + s_analysis_confidence : 0.113812 + s_upper_bl_H_31 : 0.0372321 + s_Bot_Xtr : 0.0353837 + s_lower_bl_H_31 : 0.0344743 + s_lower_bl_H_2 : 0.0340677 + s_lower_bl_H_1 : 0.0340459 + s_lower_bl_H_3 : 0.0326083 +Epoch: 117 | Train Loss: 4.22544 | Test Loss: 4.30359 | analysis_confidence: 0.147748 | CL: 0.0320671 | ln_CD: 0.0687317 | CM: 0.00517582 | Top_Xtr: 0.029514 | Bot_Xtr: 0.0318225 +Loss contributors: + s_ln_CD : 0.843197 + s_CL : 0.633058 + s_CM : 0.342728 + s_analysis_confidence : 0.118466 + s_Bot_Xtr : 0.041632 + s_upper_bl_H_31 : 0.0384058 + s_lower_bl_H_31 : 0.0359602 + s_Top_Xtr : 0.0341302 + s_lower_bl_H_2 : 0.0338778 + s_upper_bl_H_30 : 0.0336952 +Epoch: 118 | Train Loss: 4.21457 | Test Loss: 4.36199 | analysis_confidence: 0.14936 | CL: 0.033227 | ln_CD: 0.06962 | CM: 0.00554076 | Top_Xtr: 0.0265207 | Bot_Xtr: 0.0298906 +Loss contributors: + 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s_analysis_confidence : 0.122252 + s_Bot_Xtr : 0.0386833 + s_upper_bl_H_31 : 0.0371651 + s_lower_bl_H_31 : 0.0350736 + s_upper_bl_H_30 : 0.0346241 + s_lower_bl_H_1 : 0.0330065 + s_lower_bl_H_30 : 0.0329086 +Epoch: 121 | Train Loss: 4.21571 | Test Loss: 4.36109 | analysis_confidence: 0.150535 | CL: 0.033836 | ln_CD: 0.0648589 | CM: 0.00535679 | Top_Xtr: 0.0219861 | Bot_Xtr: 0.0226271 +Loss contributors: + s_ln_CD : 0.790237 + s_CL : 0.649905 + s_CM : 0.342009 + s_analysis_confidence : 0.118032 + s_Bot_Xtr : 0.0357966 + s_upper_bl_H_31 : 0.0357834 + s_lower_bl_H_31 : 0.0354016 + s_lower_bl_H_1 : 0.0347515 + s_lower_bl_H_5 : 0.0340877 + s_lower_bl_H_0 : 0.0339616 +Epoch: 122 | Train Loss: 4.19657 | Test Loss: 4.41801 | analysis_confidence: 0.145489 | CL: 0.0369441 | ln_CD: 0.0645365 | CM: 0.00561471 | Top_Xtr: 0.0237269 | Bot_Xtr: 0.0249967 +Loss contributors: + s_ln_CD : 0.786514 + s_CL : 0.699746 + s_CM : 0.362652 + s_analysis_confidence : 0.123234 + s_upper_bl_H_31 : 0.0388244 + s_Bot_Xtr : 0.0364576 + s_lower_bl_H_31 : 0.0352004 + s_upper_bl_H_30 : 0.0348056 + s_lower_bl_H_3 : 0.0342287 + s_lower_bl_H_2 : 0.0338563 +Epoch: 123 | Train Loss: 4.20538 | Test Loss: 4.33481 | analysis_confidence: 0.139805 | CL: 0.0342587 | ln_CD: 0.0630459 | CM: 0.00522943 | Top_Xtr: 0.0258082 | Bot_Xtr: 0.026062 +Loss contributors: + s_ln_CD : 0.796026 + s_CL : 0.692445 + s_CM : 0.351619 + s_analysis_confidence : 0.116554 + s_upper_bl_H_31 : 0.0382841 + s_Bot_Xtr : 0.0375323 + s_lower_bl_H_0 : 0.0354568 + s_lower_bl_H_31 : 0.0353306 + s_upper_bl_H_30 : 0.0351206 + s_lower_bl_H_1 : 0.0327464 +Epoch: 124 | Train Loss: 4.2121 | Test Loss: 4.25641 | analysis_confidence: 0.147419 | CL: 0.0331902 | ln_CD: 0.0617644 | CM: 0.00540021 | Top_Xtr: 0.0252605 | Bot_Xtr: 0.0265317 +Loss contributors: + s_ln_CD : 0.788713 + s_CL : 0.647027 + s_CM : 0.353462 + s_analysis_confidence : 0.115409 + s_Bot_Xtr : 0.0382424 + s_upper_bl_H_31 : 0.038003 + s_lower_bl_H_31 : 0.0377246 + s_lower_bl_H_0 : 0.0332185 + s_lower_bl_H_3 : 0.0330596 + s_lower_bl_H_1 : 0.0330526 +Epoch: 125 | Train Loss: 4.19656 | Test Loss: 4.52768 | analysis_confidence: 0.147223 | CL: 0.0345499 | ln_CD: 0.0796205 | CM: 0.00548177 | Top_Xtr: 0.0253027 | Bot_Xtr: 0.0274912 +Loss contributors: + s_ln_CD : 0.928705 + s_CL : 0.682063 + s_CM : 0.36179 + s_analysis_confidence : 0.116202 + s_upper_bl_H_31 : 0.039402 + s_Bot_Xtr : 0.0390494 + s_lower_bl_H_31 : 0.0376538 + s_lower_bl_H_3 : 0.0368879 + s_upper_bl_H_30 : 0.0350014 + s_lower_bl_H_0 : 0.0347684 +Epoch: 126 | Train Loss: 4.19992 | Test Loss: 4.40446 | analysis_confidence: 0.145108 | CL: 0.0336085 | ln_CD: 0.0714055 | CM: 0.00528623 | Top_Xtr: 0.0325514 | Bot_Xtr: 0.0341344 +Loss contributors: + s_ln_CD : 0.85836 + s_CL : 0.656399 + s_CM : 0.346068 + s_analysis_confidence : 0.11713 + s_Bot_Xtr : 0.0434468 + s_upper_bl_H_31 : 0.0414222 + s_lower_bl_H_31 : 0.0389538 + s_Top_Xtr : 0.0366046 + s_upper_bl_H_30 : 0.0346931 + s_lower_bl_H_3 : 0.0342596 +Epoch: 127 | Train Loss: 4.19747 | Test Loss: 4.42321 | analysis_confidence: 0.143281 | CL: 0.0353685 | ln_CD: 0.07661 | CM: 0.00552716 | Top_Xtr: 0.0237945 | Bot_Xtr: 0.0263148 +Loss contributors: + s_ln_CD : 0.885928 + s_CL : 0.680503 + s_CM : 0.363818 + s_analysis_confidence : 0.113904 + s_upper_bl_H_31 : 0.0372177 + s_Bot_Xtr : 0.0370282 + s_lower_bl_H_31 : 0.034438 + s_lower_bl_H_1 : 0.0342104 + s_upper_bl_H_30 : 0.0334603 + s_upper_bl_H_27 : 0.0332426 +Epoch: 128 | Train Loss: 4.18656 | Test Loss: 4.35255 | analysis_confidence: 0.159178 | CL: 0.0327809 | ln_CD: 0.0790304 | CM: 0.00530232 | Top_Xtr: 0.021786 | Bot_Xtr: 0.0235775 +Loss contributors: + s_ln_CD : 0.876168 + s_CL : 0.632099 + s_CM : 0.344117 + s_analysis_confidence : 0.117945 + s_Bot_Xtr : 0.0368286 + s_upper_bl_H_31 : 0.0362534 + s_lower_bl_H_31 : 0.0350121 + s_lower_bl_H_1 : 0.0343914 + s_upper_bl_H_30 : 0.0326619 + s_lower_bl_H_2 : 0.0321461 +Epoch: 129 | Train Loss: 4.20431 | Test Loss: 4.36093 | analysis_confidence: 0.146554 | CL: 0.0321956 | ln_CD: 0.0646813 | CM: 0.00535298 | Top_Xtr: 0.0230121 | Bot_Xtr: 0.0238797 +Loss contributors: + s_ln_CD : 0.798054 + s_CL : 0.64154 + s_CM : 0.351534 + s_analysis_confidence : 0.119328 + s_upper_bl_H_31 : 0.0377108 + s_lower_bl_H_31 : 0.0362177 + s_Bot_Xtr : 0.0361029 + s_lower_bl_H_1 : 0.0344209 + s_lower_bl_H_5 : 0.0341737 + s_lower_bl_H_4 : 0.0341687 +Epoch: 130 | Train Loss: 4.2045 | Test Loss: 4.48483 | analysis_confidence: 0.145949 | CL: 0.0336575 | ln_CD: 0.0745135 | CM: 0.0056378 | Top_Xtr: 0.0247025 | Bot_Xtr: 0.0255862 +Loss contributors: + s_ln_CD : 0.865612 + s_CL : 0.659778 + s_CM : 0.370054 + s_analysis_confidence : 0.114277 + s_Bot_Xtr : 0.0424915 + s_lower_bl_H_1 : 0.0401847 + s_upper_bl_H_31 : 0.0395933 + s_lower_bl_H_31 : 0.0371769 + s_lower_bl_H_0 : 0.0369492 + s_lower_bl_H_2 : 0.0349322 +Epoch: 131 | Train Loss: 4.18564 | Test Loss: 4.24556 | analysis_confidence: 0.149271 | CL: 0.0335152 | ln_CD: 0.0631221 | CM: 0.00543431 | Top_Xtr: 0.0233375 | Bot_Xtr: 0.0242682 +Loss contributors: + s_ln_CD : 0.789809 + s_CL : 0.660286 + s_CM : 0.355137 + s_analysis_confidence : 0.114638 + s_upper_bl_H_31 : 0.0420883 + s_lower_bl_H_31 : 0.0412597 + s_Bot_Xtr : 0.035446 + s_lower_bl_H_2 : 0.0346971 + s_upper_bl_H_30 : 0.0335352 + s_lower_bl_H_1 : 0.0331732 +Epoch: 132 | Train Loss: 4.18641 | Test Loss: 4.30595 | analysis_confidence: 0.137377 | CL: 0.0327669 | ln_CD: 0.0725538 | CM: 0.00516616 | Top_Xtr: 0.0339068 | Bot_Xtr: 0.0337704 +Loss contributors: + s_ln_CD : 0.837112 + s_CL : 0.645284 + s_CM : 0.334075 + s_analysis_confidence : 0.112761 + s_Bot_Xtr : 0.0424721 + s_Top_Xtr : 0.037802 + s_upper_bl_H_31 : 0.036423 + s_lower_bl_H_31 : 0.0347997 + s_lower_bl_H_1 : 0.0338537 + s_upper_bl_H_30 : 0.0333202 +Epoch: 133 | Train Loss: 4.17811 | Test Loss: 4.15989 | analysis_confidence: 0.146808 | CL: 0.0318996 | ln_CD: 0.0614413 | CM: 0.00529676 | Top_Xtr: 0.0238617 | Bot_Xtr: 0.0248425 +Loss contributors: + s_ln_CD : 0.775909 + s_CL : 0.632649 + s_CM : 0.344293 + s_analysis_confidence : 0.114208 + s_upper_bl_H_31 : 0.0376331 + s_Bot_Xtr : 0.0368691 + s_lower_bl_H_31 : 0.0356709 + s_upper_bl_H_30 : 0.0338439 + s_lower_bl_H_1 : 0.0333473 + s_lower_bl_H_2 : 0.0324887 +Epoch: 134 | Train Loss: 4.18048 | Test Loss: 4.55251 | analysis_confidence: 0.14353 | CL: 0.0327977 | ln_CD: 0.114348 | CM: 0.00527697 | Top_Xtr: 0.0231501 | Bot_Xtr: 0.0243321 +Loss contributors: + s_ln_CD : 1.12411 + s_CL : 0.654244 + s_CM : 0.34639 + s_analysis_confidence : 0.11337 + s_upper_bl_H_31 : 0.0370435 + s_Bot_Xtr : 0.0368683 + s_lower_bl_H_1 : 0.0355885 + s_lower_bl_H_31 : 0.0352964 + s_upper_bl_H_30 : 0.0337484 + s_lower_bl_H_0 : 0.0331126 +Epoch: 135 | Train Loss: 4.16653 | Test Loss: 4.2368 | analysis_confidence: 0.136651 | CL: 0.0325836 | ln_CD: 0.0611229 | CM: 0.0053928 | Top_Xtr: 0.0278805 | Bot_Xtr: 0.0322111 +Loss contributors: + s_ln_CD : 0.75638 + s_CL : 0.641643 + s_CM : 0.347805 + s_analysis_confidence : 0.114245 + s_Bot_Xtr : 0.0400017 + s_upper_bl_H_31 : 0.0370101 + s_lower_bl_H_1 : 0.0337623 + s_lower_bl_H_31 : 0.0337578 + s_upper_bl_H_30 : 0.032759 + s_lower_bl_H_2 : 0.0325465 +Epoch: 136 | Train Loss: 4.16874 | Test Loss: 4.38642 | analysis_confidence: 0.146996 | CL: 0.0332885 | ln_CD: 0.0644596 | CM: 0.00560208 | Top_Xtr: 0.021877 | Bot_Xtr: 0.0230952 +Loss contributors: + s_ln_CD : 0.778352 + s_CL : 0.657781 + s_CM : 0.36634 + s_analysis_confidence : 0.115317 + s_upper_bl_H_31 : 0.0379701 + s_upper_bl_H_27 : 0.0367071 + s_upper_bl_H_26 : 0.0360817 + s_lower_bl_H_31 : 0.0354314 + s_Bot_Xtr : 0.0351458 + s_upper_bl_H_23 : 0.0351322 +Epoch: 137 | Train Loss: 4.16981 | Test Loss: 4.34336 | analysis_confidence: 0.14845 | CL: 0.033343 | ln_CD: 0.0703107 | CM: 0.00533439 | Top_Xtr: 0.0244483 | Bot_Xtr: 0.0256724 +Loss contributors: + s_ln_CD : 0.832574 + s_CL : 0.654784 + s_CM : 0.351655 + s_analysis_confidence : 0.114407 + s_Bot_Xtr : 0.0378766 + s_upper_bl_H_31 : 0.0366718 + s_lower_bl_H_3 : 0.0361921 + s_lower_bl_H_1 : 0.0349484 + s_lower_bl_H_0 : 0.0347882 + s_lower_bl_H_31 : 0.0345232 +Epoch: 138 | Train Loss: 4.15727 | Test Loss: 4.34025 | analysis_confidence: 0.152745 | CL: 0.0340416 | ln_CD: 0.0753147 | CM: 0.00561901 | Top_Xtr: 0.0297914 | Bot_Xtr: 0.0300347 +Loss contributors: + s_ln_CD : 0.829592 + s_CL : 0.663188 + s_CM : 0.368463 + s_analysis_confidence : 0.115619 + s_Bot_Xtr : 0.0433445 + s_upper_bl_H_31 : 0.0387758 + s_lower_bl_H_31 : 0.0382754 + s_lower_bl_H_2 : 0.037203 + s_Top_Xtr : 0.0357532 + s_lower_bl_H_1 : 0.033594 +Epoch: 139 | Train Loss: 4.1459 | Test Loss: 4.27234 | analysis_confidence: 0.14722 | CL: 0.0326478 | ln_CD: 0.0665459 | CM: 0.00524985 | Top_Xtr: 0.02224 | Bot_Xtr: 0.0240782 +Loss contributors: + s_ln_CD : 0.793669 + s_CL : 0.654529 + s_CM : 0.35316 + s_analysis_confidence : 0.11602 + s_upper_bl_H_31 : 0.0382556 + s_lower_bl_H_31 : 0.0373278 + s_Bot_Xtr : 0.0350279 + s_upper_bl_H_30 : 0.0331726 + s_lower_bl_H_2 : 0.0325812 + s_lower_bl_H_1 : 0.0325548 +Epoch: 140 | Train Loss: 4.14118 | Test Loss: 4.32637 | analysis_confidence: 0.158281 | CL: 0.033006 | ln_CD: 0.0799697 | CM: 0.0052839 | Top_Xtr: 0.0231542 | Bot_Xtr: 0.0243941 +Loss contributors: + s_ln_CD : 0.866599 + s_CL : 0.643418 + s_CM : 0.345392 + s_analysis_confidence : 0.11993 + s_upper_bl_H_31 : 0.0412136 + s_upper_bl_H_30 : 0.0376469 + s_lower_bl_H_31 : 0.037492 + s_Bot_Xtr : 0.0363187 + s_lower_bl_H_30 : 0.0349448 + s_upper_bl_H_29 : 0.033602 +Epoch: 141 | Train Loss: 4.16051 | Test Loss: 4.43367 | analysis_confidence: 0.155951 | CL: 0.0332446 | ln_CD: 0.0656546 | CM: 0.00572683 | Top_Xtr: 0.0236474 | Bot_Xtr: 0.0242309 +Loss contributors: + s_ln_CD : 0.799369 + s_CL : 0.656624 + s_CM : 0.37576 + s_analysis_confidence : 0.118647 + s_upper_bl_H_31 : 0.0388789 + s_Bot_Xtr : 0.0385737 + s_lower_bl_H_2 : 0.0365052 + s_lower_bl_H_31 : 0.0359185 + s_lower_bl_H_1 : 0.0344658 + s_upper_bl_H_30 : 0.0343625 +Epoch: 142 | Train Loss: 4.16078 | Test Loss: 4.41203 | analysis_confidence: 0.139814 | CL: 0.0324362 | ln_CD: 0.0803934 | CM: 0.00525513 | Top_Xtr: 0.0316057 | Bot_Xtr: 0.0345671 +Loss contributors: + s_ln_CD : 0.863477 + s_CL : 0.622777 + s_CM : 0.338716 + s_analysis_confidence : 0.118311 + s_upper_bl_H_31 : 0.0423215 + s_lower_bl_H_31 : 0.0419354 + s_Bot_Xtr : 0.0408512 + s_upper_bl_H_30 : 0.0376096 + s_lower_bl_H_30 : 0.0368217 + s_lower_bl_H_2 : 0.0364156 +Epoch: 143 | Train Loss: 4.14175 | Test Loss: 4.48792 | analysis_confidence: 0.137518 | CL: 0.0323755 | ln_CD: 0.0872862 | CM: 0.0053954 | Top_Xtr: 0.0362015 | Bot_Xtr: 0.0373758 +Loss contributors: + s_ln_CD : 0.915751 + s_CL : 0.6412 + s_CM : 0.353626 + s_analysis_confidence : 0.113823 + s_Bot_Xtr : 0.0445616 + s_upper_bl_H_31 : 0.0377524 + s_Top_Xtr : 0.0374106 + s_lower_bl_H_31 : 0.035401 + s_lower_bl_H_1 : 0.0340364 + s_upper_bl_H_30 : 0.0331512 +Epoch: 144 | Train Loss: 4.14585 | Test Loss: 4.29563 | analysis_confidence: 0.14559 | CL: 0.0348519 | ln_CD: 0.0707767 | CM: 0.00544552 | Top_Xtr: 0.0294297 | Bot_Xtr: 0.0303976 +Loss contributors: + s_ln_CD : 0.815347 + s_CL : 0.669962 + s_CM : 0.353336 + s_analysis_confidence : 0.115071 + s_Bot_Xtr : 0.0433909 + s_upper_bl_H_31 : 0.0385435 + s_lower_bl_H_31 : 0.0352759 + s_Top_Xtr : 0.0352102 + s_lower_bl_H_1 : 0.0339902 + s_lower_bl_H_2 : 0.0333447 +Epoch: 145 | Train Loss: 4.16 | Test Loss: 4.29786 | analysis_confidence: 0.147546 | CL: 0.0335456 | ln_CD: 0.0665366 | CM: 0.00540653 | Top_Xtr: 0.0224928 | Bot_Xtr: 0.0233586 +Loss contributors: + s_ln_CD : 0.806428 + s_CL : 0.656782 + s_CM : 0.349276 + s_analysis_confidence : 0.125614 + s_upper_bl_H_31 : 0.0368634 + s_lower_bl_H_31 : 0.0346801 + s_Bot_Xtr : 0.0345797 + s_lower_bl_H_4 : 0.0339472 + s_upper_bl_H_30 : 0.0330629 + s_lower_bl_H_1 : 0.0329821 +Epoch: 146 | Train Loss: 4.14764 | Test Loss: 4.22729 | analysis_confidence: 0.141403 | CL: 0.0334406 | ln_CD: 0.0635151 | CM: 0.00555892 | Top_Xtr: 0.0245874 | Bot_Xtr: 0.0250158 +Loss contributors: + s_ln_CD : 0.795397 + s_CL : 0.658531 + s_CM : 0.358857 + s_analysis_confidence : 0.115811 + s_upper_bl_H_31 : 0.0365987 + s_Bot_Xtr : 0.0365329 + s_lower_bl_H_31 : 0.0342718 + s_lower_bl_H_1 : 0.0332704 + s_upper_bl_H_30 : 0.0331602 + s_lower_bl_H_2 : 0.0320938 +Epoch: 147 | Train Loss: 4.15146 | Test Loss: 4.4459 | analysis_confidence: 0.156173 | CL: 0.0381025 | ln_CD: 0.0671847 | CM: 0.0057122 | Top_Xtr: 0.0291928 | Bot_Xtr: 0.0327926 +Loss contributors: + s_ln_CD : 0.797106 + s_CL : 0.737321 + s_CM : 0.375537 + s_analysis_confidence : 0.118698 + s_Bot_Xtr : 0.0448026 + s_upper_bl_H_31 : 0.0365544 + s_lower_bl_H_2 : 0.0361581 + s_Top_Xtr : 0.0359564 + s_lower_bl_H_31 : 0.0345101 + s_lower_bl_H_1 : 0.0341585 +Epoch: 148 | Train Loss: 4.16232 | Test Loss: 4.16632 | analysis_confidence: 0.138255 | CL: 0.031472 | ln_CD: 0.065809 | CM: 0.00504153 | Top_Xtr: 0.0208186 | Bot_Xtr: 0.0218176 +Loss contributors: + s_ln_CD : 0.834223 + s_CL : 0.62466 + s_CM : 0.325868 + s_analysis_confidence : 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0.0324905 + s_upper_bl_H_30 : 0.0324241 +Epoch: 153 | Train Loss: 4.1166 | Test Loss: 4.3884 | analysis_confidence: 0.141952 | CL: 0.0326595 | ln_CD: 0.0677685 | CM: 0.00574073 | Top_Xtr: 0.0237176 | Bot_Xtr: 0.0249326 +Loss contributors: + s_ln_CD : 0.786675 + s_CL : 0.635831 + s_CM : 0.376649 + s_analysis_confidence : 0.113453 + s_Bot_Xtr : 0.039509 + s_upper_bl_H_31 : 0.0368463 + s_lower_bl_H_31 : 0.0350136 + s_upper_bl_H_22 : 0.0343293 + s_lower_bl_H_1 : 0.0339355 + s_upper_bl_H_30 : 0.0335588 +Epoch: 154 | Train Loss: 4.12647 | Test Loss: 4.6277 | analysis_confidence: 0.150329 | CL: 0.0363725 | ln_CD: 0.0973946 | CM: 0.0058617 | Top_Xtr: 0.0236527 | Bot_Xtr: 0.0256183 +Loss contributors: + s_ln_CD : 1.02712 + s_CL : 0.692184 + s_CM : 0.382602 + s_analysis_confidence : 0.121306 + s_Bot_Xtr : 0.0439579 + s_upper_bl_H_31 : 0.0372064 + s_upper_bl_H_30 : 0.0347527 + s_lower_bl_H_1 : 0.0343933 + s_lower_bl_H_31 : 0.0342695 + s_Top_Xtr : 0.0339301 +Epoch: 155 | Train Loss: 4.14619 | Test Loss: 4.33707 | analysis_confidence: 0.156898 | CL: 0.0329294 | ln_CD: 0.0704593 | CM: 0.00553545 | Top_Xtr: 0.0239714 | Bot_Xtr: 0.0250931 +Loss contributors: + s_ln_CD : 0.834544 + s_CL : 0.651706 + s_CM : 0.36276 + s_analysis_confidence : 0.127627 + s_upper_bl_H_31 : 0.0379905 + s_Bot_Xtr : 0.0369334 + s_lower_bl_H_31 : 0.0346708 + s_upper_bl_H_30 : 0.0333958 + s_lower_bl_H_1 : 0.03243 + s_upper_bl_H_29 : 0.0313423 +Epoch: 156 | Train Loss: 4.13658 | Test Loss: 4.5976 | analysis_confidence: 0.150441 | CL: 0.0325635 | ln_CD: 0.0986987 | CM: 0.00527081 | Top_Xtr: 0.0270797 | Bot_Xtr: 0.0289915 +Loss contributors: + s_ln_CD : 1.01584 + s_CL : 0.662261 + s_CM : 0.36333 + s_analysis_confidence : 0.114761 + s_lower_bl_H_31 : 0.0499572 + s_upper_bl_H_31 : 0.0435516 + s_Bot_Xtr : 0.0391901 + s_lower_bl_H_30 : 0.0375051 + s_upper_bl_H_30 : 0.0362339 + s_lower_bl_H_1 : 0.0344788 +Epoch: 157 | Train Loss: 4.1356 | Test Loss: 4.21068 | analysis_confidence: 0.150154 | CL: 0.0324189 | ln_CD: 0.0682527 | CM: 0.00528601 | Top_Xtr: 0.0219129 | Bot_Xtr: 0.0225971 +Loss contributors: + s_ln_CD : 0.827124 + s_CL : 0.635097 + s_CM : 0.346621 + s_analysis_confidence : 0.114854 + s_upper_bl_H_31 : 0.0378132 + s_lower_bl_H_31 : 0.03514 + s_Bot_Xtr : 0.0343078 + s_upper_bl_H_30 : 0.0338318 + s_lower_bl_H_3 : 0.0333532 + s_lower_bl_H_1 : 0.0329125 +Epoch: 158 | Train Loss: 4.13871 | Test Loss: 4.42903 | analysis_confidence: 0.15015 | CL: 0.0361107 | ln_CD: 0.0655003 | CM: 0.00519681 | Top_Xtr: 0.0264372 | Bot_Xtr: 0.0281542 +Loss contributors: + s_ln_CD : 0.840451 + s_CL : 0.724504 + s_CM : 0.341753 + s_analysis_confidence : 0.116577 + s_Bot_Xtr : 0.0394213 + s_upper_bl_H_31 : 0.0390333 + s_upper_bl_H_30 : 0.0361829 + s_lower_bl_H_31 : 0.0359989 + s_upper_bl_H_26 : 0.0347837 + s_upper_bl_H_27 : 0.0343704 +Epoch: 159 | Train Loss: 4.12505 | Test Loss: 4.23008 | analysis_confidence: 0.146984 | CL: 0.0323859 | ln_CD: 0.0618888 | CM: 0.00529499 | Top_Xtr: 0.026585 | Bot_Xtr: 0.0292661 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0.351906 + s_analysis_confidence : 0.115662 + s_Bot_Xtr : 0.0603079 + s_Top_Xtr : 0.0504568 + s_upper_bl_H_31 : 0.0376773 + s_lower_bl_H_31 : 0.0356797 + s_lower_bl_H_0 : 0.0344739 + s_upper_bl_H_30 : 0.0337582 +Epoch: 162 | Train Loss: 4.12016 | Test Loss: 4.26805 | analysis_confidence: 0.145057 | CL: 0.032733 | ln_CD: 0.0650749 | CM: 0.0055092 | Top_Xtr: 0.0258133 | Bot_Xtr: 0.0270037 +Loss contributors: + s_ln_CD : 0.799338 + s_CL : 0.635588 + s_CM : 0.359431 + s_analysis_confidence : 0.115365 + s_upper_bl_H_31 : 0.0381443 + s_Bot_Xtr : 0.0373488 + s_lower_bl_H_31 : 0.036052 + s_lower_bl_H_3 : 0.0358558 + s_lower_bl_H_1 : 0.0355094 + s_upper_bl_H_30 : 0.0352876 +Epoch: 163 | Train Loss: 4.11827 | Test Loss: 4.26191 | analysis_confidence: 0.147708 | CL: 0.0320192 | ln_CD: 0.0611071 | CM: 0.00525977 | Top_Xtr: 0.0250531 | Bot_Xtr: 0.0266495 +Loss contributors: + s_ln_CD : 0.828273 + s_CL : 0.64843 + s_CM : 0.346078 + s_analysis_confidence : 0.121169 + s_upper_bl_H_31 : 0.0371068 + s_Bot_Xtr : 0.036506 + s_lower_bl_H_1 : 0.0364733 + s_lower_bl_H_31 : 0.0346407 + s_upper_bl_H_30 : 0.0337068 + s_lower_bl_H_2 : 0.0313854 +Epoch: 164 | Train Loss: 4.11943 | Test Loss: 4.18319 | analysis_confidence: 0.141483 | CL: 0.0333056 | ln_CD: 0.0599682 | CM: 0.00521572 | Top_Xtr: 0.0217874 | Bot_Xtr: 0.0232734 +Loss contributors: + s_ln_CD : 0.769102 + s_CL : 0.639266 + s_CM : 0.33575 + s_analysis_confidence : 0.113906 + s_upper_bl_H_31 : 0.0377987 + s_lower_bl_H_31 : 0.0370332 + s_Bot_Xtr : 0.0352191 + s_upper_bl_H_30 : 0.0328975 + s_lower_bl_H_30 : 0.0323098 + s_lower_bl_H_0 : 0.0318579 +Epoch: 165 | Train Loss: 4.10661 | Test Loss: 4.23669 | analysis_confidence: 0.144797 | CL: 0.0320724 | ln_CD: 0.0609907 | CM: 0.00538159 | Top_Xtr: 0.0242306 | Bot_Xtr: 0.025936 +Loss contributors: + s_ln_CD : 0.799208 + s_CL : 0.64245 + s_CM : 0.350705 + s_analysis_confidence : 0.115035 + s_upper_bl_H_31 : 0.0387416 + s_lower_bl_H_31 : 0.0374239 + s_Bot_Xtr : 0.0372745 + s_upper_bl_H_30 : 0.0339301 + s_lower_bl_H_30 : 0.033129 + s_lower_bl_H_1 : 0.0323853 +Epoch: 166 | Train Loss: 4.08804 | Test Loss: 4.20445 | analysis_confidence: 0.144018 | CL: 0.0332516 | ln_CD: 0.0592646 | CM: 0.005453 | Top_Xtr: 0.0219149 | Bot_Xtr: 0.0234775 +Loss contributors: + s_ln_CD : 0.762691 + s_CL : 0.642091 + s_CM : 0.349609 + s_analysis_confidence : 0.118254 + s_upper_bl_H_31 : 0.0363339 + s_Bot_Xtr : 0.0350587 + s_lower_bl_H_1 : 0.0347652 + s_lower_bl_H_31 : 0.0338629 + s_lower_bl_H_2 : 0.0336153 + s_lower_bl_H_0 : 0.0321462 +Epoch: 167 | Train Loss: 4.09159 | Test Loss: 4.17107 | analysis_confidence: 0.148459 | CL: 0.0322449 | ln_CD: 0.0728918 | CM: 0.00516262 | Top_Xtr: 0.0237286 | Bot_Xtr: 0.0262845 +Loss contributors: + s_ln_CD : 0.832505 + s_CL : 0.630103 + s_CM : 0.331729 + s_analysis_confidence : 0.114332 + s_Bot_Xtr : 0.0376631 + s_upper_bl_H_31 : 0.0358812 + s_lower_bl_H_31 : 0.0339155 + s_lower_bl_H_1 : 0.0323154 + s_upper_bl_H_30 : 0.0313005 + s_lower_bl_H_2 : 0.0311208 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analysis_confidence: 0.149204 | CL: 0.0331336 | ln_CD: 0.070183 | CM: 0.00542447 | Top_Xtr: 0.026956 | Bot_Xtr: 0.0295054 +Loss contributors: + s_ln_CD : 0.828109 + s_CL : 0.659025 + s_CM : 0.354575 + s_analysis_confidence : 0.117852 + s_Bot_Xtr : 0.0378903 + s_upper_bl_H_31 : 0.0359867 + s_lower_bl_H_31 : 0.0339854 + s_lower_bl_H_3 : 0.0330495 + s_lower_bl_H_1 : 0.0326709 + s_lower_bl_H_2 : 0.0324819 +Epoch: 171 | Train Loss: 4.10158 | Test Loss: 4.15169 | analysis_confidence: 0.149921 | CL: 0.0334141 | ln_CD: 0.0605054 | CM: 0.00554249 | Top_Xtr: 0.0240023 | Bot_Xtr: 0.0250263 +Loss contributors: + s_ln_CD : 0.757614 + s_CL : 0.654452 + s_CM : 0.360931 + s_analysis_confidence : 0.114242 + s_upper_bl_H_31 : 0.0358337 + s_Bot_Xtr : 0.0354016 + s_lower_bl_H_31 : 0.0353804 + s_lower_bl_H_1 : 0.034635 + s_lower_bl_H_2 : 0.0343295 + s_upper_bl_H_30 : 0.0319279 +Epoch: 172 | Train Loss: 4.11358 | Test Loss: 4.34771 | analysis_confidence: 0.140838 | CL: 0.0317301 | ln_CD: 0.074428 | CM: 0.00515054 | Top_Xtr: 0.0223333 | Bot_Xtr: 0.0240056 +Loss contributors: + s_ln_CD : 0.866983 + s_CL : 0.624951 + s_CM : 0.336599 + s_analysis_confidence : 0.11315 + s_upper_bl_H_31 : 0.0404846 + s_lower_bl_H_31 : 0.0393267 + s_Bot_Xtr : 0.035338 + s_upper_bl_H_30 : 0.034182 + s_lower_bl_H_2 : 0.0340107 + s_lower_bl_H_1 : 0.0329005 +Epoch: 173 | Train Loss: 4.1115 | Test Loss: 4.26319 | analysis_confidence: 0.142226 | CL: 0.0335533 | ln_CD: 0.069242 | CM: 0.00528122 | Top_Xtr: 0.0250882 | Bot_Xtr: 0.0280144 +Loss contributors: + s_ln_CD : 0.816055 + s_CL : 0.655882 + s_CM : 0.348652 + s_analysis_confidence : 0.114992 + s_Bot_Xtr : 0.0388942 + s_upper_bl_H_31 : 0.0354997 + s_lower_bl_H_31 : 0.0345778 + s_upper_bl_H_30 : 0.0332793 + s_lower_bl_H_1 : 0.0328735 + s_lower_bl_H_2 : 0.0318233 +Epoch: 174 | Train Loss: 4.10757 | Test Loss: 4.24568 | analysis_confidence: 0.139373 | CL: 0.0326411 | ln_CD: 0.0688166 | CM: 0.00545754 | Top_Xtr: 0.0233989 | Bot_Xtr: 0.0244863 +Loss contributors: + 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s_lower_bl_H_31 : 0.0349362 + s_upper_bl_H_30 : 0.0323859 + s_lower_bl_H_1 : 0.0323611 + s_lower_bl_H_30 : 0.0317591 +Epoch: 179 | Train Loss: 4.09065 | Test Loss: 4.33356 | analysis_confidence: 0.153213 | CL: 0.033554 | ln_CD: 0.0726689 | CM: 0.00557285 | Top_Xtr: 0.0224206 | Bot_Xtr: 0.024635 +Loss contributors: + s_ln_CD : 0.827754 + s_CL : 0.647709 + s_CM : 0.361536 + s_analysis_confidence : 0.118937 + s_upper_bl_H_31 : 0.0380404 + s_lower_bl_H_31 : 0.0356403 + s_Bot_Xtr : 0.035547 + s_upper_bl_ret_0 : 0.0333517 + s_lower_bl_ret_0 : 0.0332299 + s_lower_bl_H_1 : 0.0329477 +Epoch: 180 | Train Loss: 4.08263 | Test Loss: 4.52228 | analysis_confidence: 0.153078 | CL: 0.0315416 | ln_CD: 0.0924932 | CM: 0.0054223 | Top_Xtr: 0.0277294 | Bot_Xtr: 0.0283619 +Loss contributors: + s_ln_CD : 0.983377 + s_CL : 0.639148 + s_CM : 0.350635 + s_analysis_confidence : 0.118903 + s_upper_bl_H_31 : 0.0388921 + s_Bot_Xtr : 0.0378051 + s_lower_bl_H_31 : 0.0363051 + s_upper_bl_H_30 : 0.0339651 + s_lower_bl_H_2 : 0.0326024 + s_lower_bl_H_1 : 0.0325966 +Epoch: 181 | Train Loss: 4.10885 | Test Loss: 4.14544 | analysis_confidence: 0.140629 | CL: 0.0328222 | ln_CD: 0.0652841 | CM: 0.00525721 | Top_Xtr: 0.0236133 | Bot_Xtr: 0.0257288 +Loss contributors: + s_ln_CD : 0.779909 + s_CL : 0.636205 + s_CM : 0.339968 + s_analysis_confidence : 0.114867 + s_upper_bl_H_31 : 0.0378944 + s_lower_bl_H_31 : 0.0364974 + s_Bot_Xtr : 0.0358341 + s_lower_bl_H_1 : 0.0354055 + s_lower_bl_H_2 : 0.0332001 + s_upper_bl_H_30 : 0.0325087 +Epoch: 182 | Train Loss: 4.07708 | Test Loss: 4.25695 | analysis_confidence: 0.152136 | CL: 0.0333465 | ln_CD: 0.0738916 | CM: 0.00522677 | Top_Xtr: 0.0250269 | Bot_Xtr: 0.0257242 +Loss contributors: + s_ln_CD : 0.832038 + s_CL : 0.650839 + s_CM : 0.340328 + s_analysis_confidence : 0.118317 + s_upper_bl_H_31 : 0.0375491 + s_Bot_Xtr : 0.0372738 + s_lower_bl_H_31 : 0.034828 + s_upper_bl_H_30 : 0.0329887 + s_lower_bl_H_1 : 0.0326846 + s_lower_bl_H_2 : 0.0321989 +Epoch: 183 | Train Loss: 4.07251 | Test Loss: 4.21286 | analysis_confidence: 0.146406 | CL: 0.0333382 | ln_CD: 0.0638233 | CM: 0.00529575 | Top_Xtr: 0.0251985 | Bot_Xtr: 0.0268344 +Loss contributors: + s_ln_CD : 0.789105 + s_CL : 0.667546 + s_CM : 0.345256 + s_analysis_confidence : 0.114483 + s_Bot_Xtr : 0.0365257 + s_upper_bl_H_31 : 0.0363824 + s_lower_bl_H_31 : 0.034771 + s_lower_bl_H_1 : 0.034376 + s_lower_bl_H_2 : 0.0323442 + s_upper_bl_H_30 : 0.0321806 +Epoch: 184 | Train Loss: 4.08028 | Test Loss: 4.20966 | analysis_confidence: 0.138694 | CL: 0.0335907 | ln_CD: 0.0637008 | CM: 0.00524432 | Top_Xtr: 0.0220977 | Bot_Xtr: 0.0227085 +Loss contributors: + s_ln_CD : 0.774215 + s_CL : 0.647191 + s_CM : 0.343063 + s_analysis_confidence : 0.115392 + s_upper_bl_H_31 : 0.0375024 + s_lower_bl_H_31 : 0.03709 + s_upper_bl_H_30 : 0.0349673 + s_Bot_Xtr : 0.0347595 + s_lower_bl_H_30 : 0.0344826 + s_lower_bl_H_2 : 0.0336633 +Epoch: 185 | Train Loss: 4.07941 | Test Loss: 4.17444 | analysis_confidence: 0.148074 | CL: 0.0326264 | ln_CD: 0.0610564 | CM: 0.0053217 | Top_Xtr: 0.0322142 | Bot_Xtr: 0.0357658 +Loss contributors: + s_ln_CD : 0.766353 + s_CL : 0.638037 + s_CM : 0.352587 + s_analysis_confidence : 0.114138 + s_Bot_Xtr : 0.0508942 + s_Top_Xtr : 0.0413222 + s_upper_bl_H_31 : 0.0369992 + s_lower_bl_H_31 : 0.0344962 + s_lower_bl_H_1 : 0.0327527 + s_upper_bl_H_30 : 0.03253 +Epoch: 186 | Train Loss: 4.04989 | Test Loss: 4.45732 | analysis_confidence: 0.143273 | CL: 0.0367641 | ln_CD: 0.0766574 | CM: 0.00612557 | Top_Xtr: 0.0238311 | Bot_Xtr: 0.0254392 +Loss contributors: + s_ln_CD : 0.862682 + s_CL : 0.725605 + s_CM : 0.423903 + s_analysis_confidence : 0.117122 + s_upper_bl_H_31 : 0.039908 + s_Bot_Xtr : 0.0382179 + s_lower_bl_H_31 : 0.0368087 + s_upper_bl_H_30 : 0.0346355 + s_lower_bl_H_1 : 0.0319564 + s_lower_bl_H_2 : 0.0318559 +Epoch: 187 | Train Loss: 4.06936 | Test Loss: 4.13966 | analysis_confidence: 0.143928 | CL: 0.0313387 | ln_CD: 0.0632596 | CM: 0.00512833 | Top_Xtr: 0.0255771 | Bot_Xtr: 0.0256912 +Loss contributors: + s_ln_CD : 0.770402 + s_CL : 0.620949 + s_CM : 0.331351 + s_analysis_confidence : 0.11392 + s_upper_bl_H_31 : 0.0360477 + s_Bot_Xtr : 0.035607 + s_lower_bl_H_31 : 0.0335974 + s_lower_bl_H_2 : 0.0328766 + s_lower_bl_H_1 : 0.0321711 + s_upper_bl_H_30 : 0.0321 +Epoch: 188 | Train Loss: 4.0703 | Test Loss: 4.34883 | analysis_confidence: 0.146239 | CL: 0.0343125 | ln_CD: 0.0627406 | CM: 0.00559641 | Top_Xtr: 0.0220232 | Bot_Xtr: 0.0241013 +Loss contributors: + s_ln_CD : 0.790429 + s_CL : 0.678429 + s_CM : 0.375024 + s_analysis_confidence : 0.114171 + s_upper_bl_H_31 : 0.0375045 + s_upper_bl_H_24 : 0.0371823 + s_upper_bl_H_25 : 0.0358935 + s_Bot_Xtr : 0.0354863 + s_lower_bl_H_31 : 0.0352718 + s_lower_bl_H_24 : 0.0347132 +Epoch: 189 | Train Loss: 4.05423 | Test Loss: 4.38295 | analysis_confidence: 0.149495 | CL: 0.036265 | ln_CD: 0.0734905 | CM: 0.0061999 | Top_Xtr: 0.0261576 | Bot_Xtr: 0.02729 +Loss contributors: + s_ln_CD : 0.80876 + s_CL : 0.700856 + s_CM : 0.418357 + s_analysis_confidence : 0.116742 + s_Bot_Xtr : 0.0408495 + s_upper_bl_H_31 : 0.04003 + s_lower_bl_H_31 : 0.0379438 + s_lower_bl_H_1 : 0.0363389 + s_lower_bl_H_2 : 0.0342214 + s_upper_bl_H_30 : 0.0337466 +Epoch: 190 | Train Loss: 4.07207 | Test Loss: 4.27747 | analysis_confidence: 0.1423 | CL: 0.0319768 | ln_CD: 0.0805127 | CM: 0.00538969 | Top_Xtr: 0.0221952 | Bot_Xtr: 0.0235554 +Loss contributors: + s_ln_CD : 0.873701 + s_CL : 0.618827 + s_CM : 0.349794 + s_analysis_confidence : 0.115059 + s_upper_bl_H_31 : 0.037727 + s_Bot_Xtr : 0.0349303 + s_lower_bl_H_31 : 0.0348215 + s_upper_bl_H_30 : 0.032994 + s_lower_bl_H_1 : 0.0326159 + s_lower_bl_H_2 : 0.0321012 +Epoch: 191 | Train Loss: 4.07853 | Test Loss: 4.34017 | analysis_confidence: 0.148154 | CL: 0.0326979 | ln_CD: 0.0810158 | CM: 0.00505227 | Top_Xtr: 0.0224661 | Bot_Xtr: 0.0243409 +Loss contributors: + s_ln_CD : 0.936333 + s_CL : 0.64549 + s_CM : 0.333037 + s_analysis_confidence : 0.115649 + s_upper_bl_H_31 : 0.0382477 + s_Bot_Xtr : 0.0358545 + s_lower_bl_H_31 : 0.0349812 + s_lower_bl_H_0 : 0.033138 + s_upper_bl_H_30 : 0.0330307 + s_lower_bl_H_1 : 0.0318964 +Epoch: 192 | Train Loss: 4.06037 | Test Loss: 4.25181 | analysis_confidence: 0.142655 | CL: 0.0337394 | ln_CD: 0.0667982 | CM: 0.00551097 | Top_Xtr: 0.0236439 | Bot_Xtr: 0.025263 +Loss contributors: + s_ln_CD : 0.810201 + s_CL : 0.669793 + s_CM : 0.357616 + s_analysis_confidence : 0.115078 + s_Bot_Xtr : 0.038803 + s_upper_bl_H_31 : 0.0356671 + s_lower_bl_H_31 : 0.0349708 + s_lower_bl_H_0 : 0.0326409 + s_lower_bl_H_1 : 0.0326337 + s_upper_bl_H_30 : 0.0316091 +Epoch: 193 | Train Loss: 4.07024 | Test Loss: 4.23728 | analysis_confidence: 0.143731 | CL: 0.0339781 | ln_CD: 0.0650593 | CM: 0.0054204 | Top_Xtr: 0.0229635 | Bot_Xtr: 0.0253348 +Loss contributors: + s_ln_CD : 0.769735 + s_CL : 0.64826 + s_CM : 0.348463 + s_analysis_confidence : 0.116005 + s_upper_bl_H_31 : 0.0368745 + s_Bot_Xtr : 0.0357433 + s_lower_bl_H_31 : 0.0343246 + s_upper_bl_H_30 : 0.0333693 + s_lower_bl_H_0 : 0.031354 + s_lower_bl_H_30 : 0.0307361 +Epoch: 194 | Train Loss: 4.04588 | Test Loss: 4.14926 | analysis_confidence: 0.152487 | CL: 0.0313761 | ln_CD: 0.0628333 | CM: 0.00522341 | Top_Xtr: 0.0226991 | Bot_Xtr: 0.0240807 +Loss contributors: + s_ln_CD : 0.767972 + s_CL : 0.62323 + s_CM : 0.336504 + s_analysis_confidence : 0.116695 + s_Bot_Xtr : 0.037545 + s_upper_bl_H_31 : 0.036211 + s_lower_bl_H_1 : 0.0351295 + s_lower_bl_H_31 : 0.0344979 + s_upper_bl_H_30 : 0.0323074 + s_lower_bl_H_0 : 0.0319459 +Epoch: 195 | Train Loss: 4.06822 | Test Loss: 4.15435 | analysis_confidence: 0.142908 | CL: 0.0318491 | ln_CD: 0.0745418 | CM: 0.00528739 | Top_Xtr: 0.0282531 | Bot_Xtr: 0.0312465 +Loss contributors: + s_ln_CD : 0.827766 + s_CL : 0.623946 + s_CM : 0.347369 + s_analysis_confidence : 0.115522 + s_Bot_Xtr : 0.0381115 + s_upper_bl_H_31 : 0.0355255 + s_lower_bl_H_31 : 0.0329765 + s_lower_bl_H_1 : 0.0319335 + s_lower_bl_H_2 : 0.0313678 + s_upper_bl_H_30 : 0.0302897 +Epoch: 196 | Train Loss: 4.06824 | Test Loss: 4.21573 | analysis_confidence: 0.149277 | CL: 0.033918 | ln_CD: 0.0797313 | CM: 0.00541928 | Top_Xtr: 0.026032 | Bot_Xtr: 0.0271072 +Loss contributors: + s_ln_CD : 0.85476 + s_CL : 0.651267 + s_CM : 0.353329 + s_analysis_confidence : 0.115515 + s_upper_bl_H_31 : 0.0355813 + s_Bot_Xtr : 0.0348043 + s_lower_bl_H_31 : 0.0332216 + s_lower_bl_H_1 : 0.0327687 + s_upper_bl_H_30 : 0.0320331 + s_lower_bl_H_0 : 0.0312917 +Epoch: 197 | Train Loss: 4.04371 | Test Loss: 4.23062 | analysis_confidence: 0.151417 | CL: 0.0330376 | ln_CD: 0.0607145 | CM: 0.00566587 | Top_Xtr: 0.0260538 | Bot_Xtr: 0.0293685 +Loss contributors: + s_ln_CD : 0.787334 + s_CL : 0.655503 + s_CM : 0.37382 + s_analysis_confidence : 0.114664 + s_Bot_Xtr : 0.0375644 + s_upper_bl_H_31 : 0.0363015 + s_lower_bl_H_5 : 0.0349766 + s_lower_bl_H_4 : 0.0342371 + s_lower_bl_H_31 : 0.034085 + s_lower_bl_H_2 : 0.0328044 +Epoch: 198 | Train Loss: 4.05768 | Test Loss: 4.27953 | analysis_confidence: 0.152538 | CL: 0.0328336 | ln_CD: 0.0772384 | CM: 0.0052163 | Top_Xtr: 0.025884 | Bot_Xtr: 0.02804 +Loss contributors: + s_ln_CD : 0.839736 + s_CL : 0.640074 + s_CM : 0.338141 + s_analysis_confidence : 0.121609 + s_upper_bl_H_31 : 0.0396804 + s_lower_bl_H_31 : 0.0367858 + s_Bot_Xtr : 0.0364256 + s_upper_bl_H_30 : 0.03383 + s_upper_bl_H_29 : 0.0316464 + s_lower_bl_H_1 : 0.0314829 +Epoch: 199 | Train Loss: 4.05062 | Test Loss: 4.13943 | analysis_confidence: 0.140123 | CL: 0.0329097 | ln_CD: 0.0610572 | CM: 0.0052214 | Top_Xtr: 0.021596 | Bot_Xtr: 0.0235435 +Loss contributors: + s_ln_CD : 0.768291 + s_CL : 0.657249 + s_CM : 0.346506 + s_analysis_confidence : 0.113103 + s_upper_bl_H_31 : 0.0381456 + s_lower_bl_H_31 : 0.0346179 + s_Bot_Xtr : 0.0343499 + s_lower_bl_H_3 : 0.0336154 + s_lower_bl_H_2 : 0.0331947 + s_upper_bl_H_30 : 0.0325434 +Epoch: 200 | Train Loss: 4.06296 | Test Loss: 4.1856 | analysis_confidence: 0.139587 | CL: 0.0324004 | ln_CD: 0.0679985 | CM: 0.00547499 | Top_Xtr: 0.0233315 | Bot_Xtr: 0.0238333 +Loss contributors: + s_ln_CD : 0.783628 + s_CL : 0.640117 + s_CM : 0.359931 + s_analysis_confidence : 0.112436 + s_upper_bl_H_31 : 0.0369552 + s_lower_bl_H_1 : 0.0365409 + s_Bot_Xtr : 0.0348052 + s_lower_bl_H_31 : 0.0346468 + s_upper_bl_H_30 : 0.0330807 + s_lower_bl_H_3 : 0.0328638 +Epoch: 201 | Train Loss: 4.06448 | Test Loss: 4.27003 | analysis_confidence: 0.14804 | CL: 0.0317498 | ln_CD: 0.0620546 | CM: 0.00520703 | Top_Xtr: 0.0225393 | Bot_Xtr: 0.0255753 +Loss contributors: + s_ln_CD : 0.758264 + s_CL : 0.62165 + s_CM : 0.341011 + s_analysis_confidence : 0.112789 + s_lower_bl_H_5 : 0.0424102 + s_upper_bl_H_31 : 0.0407662 + s_lower_bl_H_2 : 0.0386098 + s_lower_bl_H_1 : 0.0385764 + s_lower_bl_H_4 : 0.0383962 + s_lower_bl_H_31 : 0.0382759 +Epoch: 202 | Train Loss: 4.04999 | Test Loss: 4.26177 | analysis_confidence: 0.15427 | CL: 0.0324267 | ln_CD: 0.0680145 | CM: 0.00519306 | Top_Xtr: 0.0249774 | Bot_Xtr: 0.0272832 +Loss contributors: + s_ln_CD : 0.795715 + s_CL : 0.627419 + s_CM : 0.334138 + s_analysis_confidence : 0.117752 + s_upper_bl_H_31 : 0.0366933 + s_lower_bl_H_31 : 0.0359652 + s_Bot_Xtr : 0.0354232 + s_upper_bl_H_30 : 0.0335399 + s_lower_bl_H_30 : 0.0323788 + s_lower_bl_H_1 : 0.0316032 +Epoch: 203 | Train Loss: 4.06021 | Test Loss: 4.19309 | analysis_confidence: 0.141224 | CL: 0.0329111 | ln_CD: 0.063778 | CM: 0.00544252 | Top_Xtr: 0.0230013 | Bot_Xtr: 0.0235908 +Loss contributors: + s_ln_CD : 0.783391 + s_CL : 0.664925 + s_CM : 0.353187 + s_analysis_confidence : 0.118897 + s_upper_bl_H_31 : 0.0422079 + s_lower_bl_H_31 : 0.0379168 + s_lower_bl_H_4 : 0.0361971 + s_lower_bl_H_3 : 0.0357909 + s_Bot_Xtr : 0.0353452 + s_lower_bl_H_2 : 0.0346657 +Epoch: 204 | Train Loss: 4.052 | Test Loss: 4.14671 | analysis_confidence: 0.145116 | CL: 0.0313727 | ln_CD: 0.0633303 | CM: 0.00507423 | Top_Xtr: 0.0219989 | Bot_Xtr: 0.0241053 +Loss contributors: + s_ln_CD : 0.772071 + s_CL : 0.622358 + s_CM : 0.32467 + s_analysis_confidence : 0.114305 + s_Bot_Xtr : 0.0351381 + s_upper_bl_H_31 : 0.0347836 + s_lower_bl_H_1 : 0.0338525 + s_lower_bl_H_31 : 0.0334032 + s_lower_bl_H_2 : 0.0325574 + s_lower_bl_H_3 : 0.0319683 +Epoch: 205 | Train Loss: 4.03843 | Test Loss: 4.25602 | analysis_confidence: 0.150142 | CL: 0.0317483 | ln_CD: 0.0612984 | CM: 0.00550606 | Top_Xtr: 0.0211815 | Bot_Xtr: 0.0222638 +Loss contributors: + s_ln_CD : 0.759581 + s_CL : 0.625475 + s_CM : 0.358318 + s_analysis_confidence : 0.114432 + s_upper_bl_H_31 : 0.0346308 + s_lower_bl_H_3 : 0.0336752 + s_lower_bl_H_0 : 0.0333772 + s_upper_bl_H_17 : 0.0332503 + s_Bot_Xtr : 0.0332309 + s_upper_bl_H_18 : 0.033025 +Epoch: 206 | Train Loss: 4.03203 | Test Loss: 4.18148 | analysis_confidence: 0.141741 | CL: 0.0331397 | ln_CD: 0.0640357 | CM: 0.0053863 | Top_Xtr: 0.0250037 | Bot_Xtr: 0.0262319 +Loss contributors: + s_ln_CD : 0.768399 + s_CL : 0.645317 + s_CM : 0.346316 + s_analysis_confidence : 0.11235 + s_Bot_Xtr : 0.0373339 + s_upper_bl_H_31 : 0.0367479 + s_lower_bl_H_31 : 0.0350184 + s_lower_bl_H_1 : 0.0339079 + s_lower_bl_H_0 : 0.0338948 + s_lower_bl_H_2 : 0.033399 +Epoch: 207 | Train Loss: 4.0426 | Test Loss: 4.18984 | analysis_confidence: 0.15338 | CL: 0.0318747 | ln_CD: 0.0617351 | CM: 0.00528486 | Top_Xtr: 0.0214265 | Bot_Xtr: 0.0234165 +Loss contributors: + s_ln_CD : 0.768046 + s_CL : 0.642667 + s_CM : 0.346397 + s_analysis_confidence : 0.11601 + s_upper_bl_H_31 : 0.0358199 + s_lower_bl_H_31 : 0.034497 + s_Bot_Xtr : 0.0337196 + s_lower_bl_H_3 : 0.0331653 + s_upper_bl_H_30 : 0.0325316 + s_lower_bl_H_1 : 0.0321093 +Epoch: 208 | Train Loss: 4.02292 | Test Loss: 4.17001 | analysis_confidence: 0.146308 | CL: 0.032497 | ln_CD: 0.0744417 | CM: 0.00518123 | Top_Xtr: 0.031665 | Bot_Xtr: 0.0346052 +Loss contributors: + s_ln_CD : 0.836231 + s_CL : 0.637603 + s_CM : 0.336216 + s_analysis_confidence : 0.11581 + s_Bot_Xtr : 0.0410142 + s_upper_bl_H_31 : 0.0374323 + s_lower_bl_H_31 : 0.0355239 + s_upper_bl_H_30 : 0.0340237 + s_Top_Xtr : 0.0325169 + s_lower_bl_H_30 : 0.0317444 +Epoch: 209 | Train Loss: 4.00677 | Test Loss: 4.26653 | analysis_confidence: 0.140813 | CL: 0.0341128 | ln_CD: 0.0797029 | CM: 0.00584093 | Top_Xtr: 0.0267797 | Bot_Xtr: 0.0284725 +Loss contributors: + s_ln_CD : 0.850662 + s_CL : 0.653891 + s_CM : 0.369667 + s_analysis_confidence : 0.112348 + s_upper_bl_H_31 : 0.0361637 + s_Bot_Xtr : 0.0354108 + s_lower_bl_H_4 : 0.0349158 + s_lower_bl_H_31 : 0.0336391 + s_upper_bl_H_30 : 0.0320221 + s_lower_bl_H_5 : 0.0319058 +Epoch: 210 | Train Loss: 4.03321 | Test Loss: 4.30208 | analysis_confidence: 0.142925 | CL: 0.0352577 | ln_CD: 0.0650991 | CM: 0.00540928 | Top_Xtr: 0.0438675 | Bot_Xtr: 0.0460485 +Loss contributors: + s_ln_CD : 0.789658 + s_CL : 0.678319 + s_CM : 0.353827 + s_analysis_confidence : 0.11368 + s_Bot_Xtr : 0.0557738 + s_Top_Xtr : 0.0472275 + s_upper_bl_H_31 : 0.0376583 + s_lower_bl_H_31 : 0.0360484 + s_lower_bl_H_1 : 0.0351368 + s_upper_bl_H_30 : 0.0325536 +Epoch: 211 | Train Loss: 4.03621 | Test Loss: 4.17413 | analysis_confidence: 0.148137 | CL: 0.0345385 | ln_CD: 0.0648278 | CM: 0.00542496 | Top_Xtr: 0.0212908 | Bot_Xtr: 0.0227536 +Loss contributors: + s_ln_CD : 0.795654 + s_CL : 0.663865 + s_CM : 0.351208 + s_analysis_confidence : 0.11367 + s_upper_bl_H_31 : 0.0396196 + s_lower_bl_H_31 : 0.0358904 + s_Bot_Xtr : 0.0326698 + s_upper_bl_H_30 : 0.0321794 + s_lower_bl_H_2 : 0.0317449 + s_lower_bl_H_1 : 0.0311376 +Epoch: 212 | Train Loss: 4.02781 | Test Loss: 4.32688 | analysis_confidence: 0.139064 | CL: 0.0332162 | ln_CD: 0.0840808 | CM: 0.00555531 | Top_Xtr: 0.0268482 | Bot_Xtr: 0.0283983 +Loss contributors: + s_ln_CD : 0.920265 + s_CL : 0.644566 + s_CM : 0.358706 + s_analysis_confidence : 0.111519 + s_Bot_Xtr : 0.0375779 + s_upper_bl_H_31 : 0.03537 + s_lower_bl_H_31 : 0.0339509 + s_lower_bl_H_1 : 0.03341 + s_lower_bl_H_2 : 0.0326011 + s_lower_bl_H_3 : 0.0322104 +Epoch: 213 | Train Loss: 4.02213 | Test Loss: 3.99303 | analysis_confidence: 0.143346 | CL: 0.0312447 | ln_CD: 0.0606391 | CM: 0.00497285 | Top_Xtr: 0.0235926 | Bot_Xtr: 0.0255847 +Loss contributors: + s_ln_CD : 0.754426 + s_CL : 0.621797 + s_CM : 0.321031 + s_analysis_confidence : 0.112921 + s_upper_bl_H_31 : 0.0352647 + s_Bot_Xtr : 0.0345581 + s_lower_bl_H_2 : 0.0330858 + s_lower_bl_H_31 : 0.0330475 + s_lower_bl_H_3 : 0.0327061 + s_lower_bl_H_1 : 0.032632 +Epoch: 214 | Train Loss: 4.03385 | Test Loss: 4.02072 | analysis_confidence: 0.139227 | CL: 0.0307891 | ln_CD: 0.0610312 | CM: 0.00503406 | Top_Xtr: 0.021514 | Bot_Xtr: 0.0226138 +Loss contributors: + s_ln_CD : 0.760674 + s_CL : 0.611053 + s_CM : 0.323519 + s_analysis_confidence : 0.111028 + s_upper_bl_H_31 : 0.036431 + s_Bot_Xtr : 0.0332433 + s_lower_bl_H_31 : 0.0331721 + s_upper_bl_H_30 : 0.0319968 + s_lower_bl_H_1 : 0.0319125 + s_lower_bl_H_0 : 0.0316363 +Epoch: 215 | Train Loss: 4.04494 | Test Loss: 4.18747 | analysis_confidence: 0.165883 | CL: 0.0351631 | ln_CD: 0.0617941 | CM: 0.00514286 | Top_Xtr: 0.0229345 | Bot_Xtr: 0.0259638 +Loss contributors: + s_ln_CD : 0.782957 + s_CL : 0.666313 + s_CM : 0.333736 + s_analysis_confidence : 0.122668 + s_upper_bl_H_31 : 0.0371664 + s_lower_bl_H_31 : 0.0363999 + s_Bot_Xtr : 0.0360392 + s_lower_bl_H_1 : 0.032519 + s_upper_bl_H_30 : 0.031707 + s_lower_bl_H_2 : 0.0305659 +Epoch: 216 | Train Loss: 4.0233 | Test Loss: 4.16798 | analysis_confidence: 0.147282 | CL: 0.0318396 | ln_CD: 0.0704886 | CM: 0.00507259 | Top_Xtr: 0.0263174 | Bot_Xtr: 0.0265171 +Loss contributors: + s_ln_CD : 0.784186 + s_CL : 0.610151 + s_CM : 0.324961 + s_analysis_confidence : 0.115197 + s_upper_bl_H_31 : 0.0375048 + s_lower_bl_H_31 : 0.0350037 + s_Bot_Xtr : 0.0347998 + s_lower_bl_H_1 : 0.0336091 + s_upper_bl_H_30 : 0.0329832 + s_upper_bl_H_16 : 0.0320583 +Epoch: 217 | Train Loss: 4.0094 | Test Loss: 4.4774 | analysis_confidence: 0.139957 | CL: 0.0325755 | ln_CD: 0.106742 | CM: 0.00537441 | Top_Xtr: 0.0235202 | Bot_Xtr: 0.0260772 +Loss contributors: + s_ln_CD : 1.05674 + s_CL : 0.640969 + s_CM : 0.35119 + s_analysis_confidence : 0.112333 + s_upper_bl_H_31 : 0.0380482 + s_Bot_Xtr : 0.0360625 + s_lower_bl_H_31 : 0.035092 + s_lower_bl_H_2 : 0.0346661 + s_lower_bl_H_5 : 0.0332846 + s_upper_bl_H_30 : 0.0324605 +Epoch: 218 | Train Loss: 4.0245 | Test Loss: 4.19442 | analysis_confidence: 0.144407 | CL: 0.0354206 | ln_CD: 0.0618058 | CM: 0.00543464 | Top_Xtr: 0.0221125 | Bot_Xtr: 0.023685 +Loss contributors: + s_ln_CD : 0.762625 + s_CL : 0.698535 + s_CM : 0.360307 + s_analysis_confidence : 0.113517 + s_lower_bl_H_0 : 0.0416463 + s_upper_bl_H_31 : 0.0361823 + s_Bot_Xtr : 0.0342034 + s_lower_bl_H_31 : 0.0339401 + s_lower_bl_H_1 : 0.0334287 + s_lower_bl_H_2 : 0.0318344 +Epoch: 219 | Train Loss: 4.04407 | Test Loss: 4.20893 | analysis_confidence: 0.135827 | CL: 0.0334831 | ln_CD: 0.0606843 | CM: 0.00550277 | Top_Xtr: 0.0251436 | Bot_Xtr: 0.0263589 +Loss contributors: + s_ln_CD : 0.774414 + s_CL : 0.668537 + s_CM : 0.357873 + s_analysis_confidence : 0.113298 + s_Bot_Xtr : 0.0358911 + s_upper_bl_H_31 : 0.0353816 + s_lower_bl_H_31 : 0.0339636 + s_lower_bl_H_1 : 0.0334718 + s_upper_bl_H_30 : 0.0334151 + s_lower_bl_H_30 : 0.0328746 +Epoch: 220 | Train Loss: 4.01623 | Test Loss: 4.13722 | analysis_confidence: 0.139116 | CL: 0.0331174 | ln_CD: 0.0721156 | CM: 0.00540386 | Top_Xtr: 0.0217035 | Bot_Xtr: 0.0235947 +Loss contributors: + s_ln_CD : 0.817072 + s_CL : 0.629055 + s_CM : 0.345766 + s_analysis_confidence : 0.11333 + s_upper_bl_H_31 : 0.0390689 + s_lower_bl_H_31 : 0.0358559 + s_upper_bl_H_30 : 0.0354376 + s_Bot_Xtr : 0.0352504 + s_lower_bl_H_30 : 0.0333238 + s_lower_bl_H_2 : 0.0315672 +Epoch 00221: reducing learning rate of group 0 to 2.5000e-04. +Epoch: 221 | Train Loss: 3.4924 | Test Loss: 3.60823 | analysis_confidence: 0.137884 | CL: 0.0274502 | ln_CD: 0.0565035 | CM: 0.00463242 | Top_Xtr: 0.0196165 | Bot_Xtr: 0.0204698 +Loss contributors: + s_ln_CD : 0.708678 + s_CL : 0.544896 + s_CM : 0.28886 + s_analysis_confidence : 0.109306 + s_lower_bl_H_3 : 0.0301955 + s_lower_bl_H_2 : 0.0300757 + s_upper_bl_H_31 : 0.0296111 + s_Bot_Xtr : 0.0293881 + s_lower_bl_H_31 : 0.028977 + s_lower_bl_H_1 : 0.0282846 +Epoch: 222 | Train Loss: 3.4085 | Test Loss: 3.59934 | analysis_confidence: 0.136816 | CL: 0.0297868 | ln_CD: 0.0561485 | CM: 0.00447107 | Top_Xtr: 0.0209297 | Bot_Xtr: 0.0211402 +Loss contributors: + s_ln_CD : 0.698676 + s_CL : 0.561591 + s_CM : 0.276877 + s_analysis_confidence : 0.109711 + s_upper_bl_H_31 : 0.0306421 + s_Bot_Xtr : 0.0305759 + s_lower_bl_H_31 : 0.0294825 + s_upper_bl_H_30 : 0.0288107 + s_lower_bl_H_2 : 0.0280397 + s_lower_bl_H_1 : 0.0278619 +Epoch: 223 | Train Loss: 3.36169 | Test Loss: 3.65642 | analysis_confidence: 0.138697 | CL: 0.027595 | ln_CD: 0.0578116 | CM: 0.00465308 | Top_Xtr: 0.0208824 | Bot_Xtr: 0.0215671 +Loss contributors: + s_ln_CD : 0.716251 + s_CL : 0.54887 + s_CM : 0.29023 + s_analysis_confidence : 0.109488 + s_lower_bl_H_0 : 0.0338979 + s_lower_bl_H_1 : 0.0308379 + s_upper_bl_H_31 : 0.0303319 + s_Bot_Xtr : 0.0296399 + s_lower_bl_H_31 : 0.0292092 + s_lower_bl_H_2 : 0.0277745 +slurmstepd-d-7-15-1: error: *** JOB 25349789 ON d-7-15-1 CANCELLED AT 2024-03-08T10:37:14 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 221, in + + File "/state/partition1/llgrid/pkg/anaconda/anaconda3-2023a-pytorch/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 634, in __next__ diff --git a/training/gen2_architecture/log.log-25349793 b/training/gen2_architecture/log.log-25349793 new file mode 100644 index 0000000..4850239 --- /dev/null +++ b/training/gen2_architecture/log.log-25349793 @@ -0,0 +1,2707 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xxlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 13.9343 | Test Loss: 7.40065 | analysis_confidence: 0.206076 | CL: 0.0459711 | ln_CD: 0.0927323 | CM: 0.00877794 | Top_Xtr: 0.0357286 | Bot_Xtr: 0.0384639 +Loss contributors: + s_ln_CD : 1.22584 + s_CL : 1.01471 + s_CM : 0.748118 + s_analysis_confidence : 0.152912 + s_upper_bl_H_31 : 0.0730667 + s_Bot_Xtr : 0.071337 + s_upper_bl_H_30 : 0.069387 + s_lower_bl_H_31 : 0.0646538 + s_upper_bl_H_29 : 0.0631763 + s_lower_bl_H_30 : 0.0620214 +Epoch: 1 | Train Loss: 6.42807 | Test Loss: 6.70926 | analysis_confidence: 0.172924 | CL: 0.0421075 | ln_CD: 0.120844 | CM: 0.0064118 | Top_Xtr: 0.0320421 | Bot_Xtr: 0.0357117 +Loss contributors: + s_ln_CD : 1.44206 + s_CL : 0.942214 + s_CM : 0.47662 + s_analysis_confidence : 0.136242 + s_Bot_Xtr : 0.0615548 + s_upper_bl_H_31 : 0.0590253 + s_lower_bl_H_31 : 0.0563174 + s_upper_bl_H_30 : 0.0527841 + s_upper_bl_H_15 : 0.0518282 + s_lower_bl_H_15 : 0.0508277 +Epoch: 2 | Train Loss: 5.85807 | Test Loss: 6.0931 | analysis_confidence: 0.165898 | CL: 0.0436303 | ln_CD: 0.0804373 | CM: 0.00628776 | Top_Xtr: 0.0324014 | Bot_Xtr: 0.0328806 +Loss contributors: + s_ln_CD : 1.05605 + s_CL : 0.940894 + s_CM : 0.454708 + s_analysis_confidence : 0.128166 + s_Bot_Xtr : 0.059905 + s_upper_bl_H_31 : 0.0530905 + s_upper_bl_H_17 : 0.0519344 + s_upper_bl_H_19 : 0.0508115 + s_upper_bl_H_18 : 0.0506028 + s_lower_bl_H_13 : 0.0502299 +Epoch: 3 | Train Loss: 5.58831 | Test Loss: 5.37962 | analysis_confidence: 0.154011 | CL: 0.0358254 | ln_CD: 0.100931 | CM: 0.00555229 | Top_Xtr: 0.0280916 | Bot_Xtr: 0.0322978 +Loss contributors: + s_ln_CD : 1.15416 + s_CL : 0.76199 + s_CM : 0.394029 + s_analysis_confidence : 0.120724 + s_lower_bl_H_1 : 0.0514489 + s_Bot_Xtr : 0.0501721 + s_upper_bl_H_31 : 0.0486819 + s_lower_bl_H_31 : 0.046679 + s_lower_bl_H_2 : 0.0418872 + s_lower_bl_H_3 : 0.0402407 +Epoch: 4 | Train Loss: 5.40049 | Test Loss: 5.20732 | analysis_confidence: 0.159521 | CL: 0.0366006 | ln_CD: 0.0667093 | CM: 0.00614333 | Top_Xtr: 0.0283254 | Bot_Xtr: 0.0312408 +Loss contributors: + s_ln_CD : 1.00712 + s_CL : 0.793972 + s_CM : 0.43936 + s_analysis_confidence : 0.123251 + s_Bot_Xtr : 0.0492635 + s_upper_bl_H_31 : 0.0442655 + s_lower_bl_H_31 : 0.0413752 + s_lower_bl_H_3 : 0.0402756 + s_upper_bl_H_30 : 0.0399603 + s_lower_bl_H_1 : 0.0397843 +Epoch: 5 | Train Loss: 5.24917 | Test Loss: 5.45654 | analysis_confidence: 0.159086 | CL: 0.0371409 | ln_CD: 0.0700777 | CM: 0.00631226 | Top_Xtr: 0.0311514 | Bot_Xtr: 0.033313 +Loss contributors: + 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: 0.0373749 +Epoch: 12 | Train Loss: 4.85253 | Test Loss: 4.9986 | analysis_confidence: 0.152833 | CL: 0.0344943 | ln_CD: 0.0712557 | CM: 0.00558093 | Top_Xtr: 0.0283095 | Bot_Xtr: 0.029855 +Loss contributors: + s_ln_CD : 0.908989 + s_CL : 0.729225 + s_CM : 0.397465 + s_analysis_confidence : 0.116069 + s_Bot_Xtr : 0.0522939 + s_upper_bl_H_31 : 0.0453916 + s_Top_Xtr : 0.0434782 + s_lower_bl_H_31 : 0.0401588 + s_upper_bl_H_30 : 0.0399636 + s_lower_bl_H_3 : 0.0386277 +Epoch: 13 | Train Loss: 4.82519 | Test Loss: 4.62598 | analysis_confidence: 0.148749 | CL: 0.0347222 | ln_CD: 0.0745562 | CM: 0.00555487 | Top_Xtr: 0.0259387 | Bot_Xtr: 0.0288324 +Loss contributors: + s_ln_CD : 0.898028 + s_CL : 0.68999 + s_CM : 0.372345 + s_analysis_confidence : 0.116403 + s_upper_bl_H_31 : 0.043246 + s_Bot_Xtr : 0.0426682 + s_lower_bl_H_31 : 0.041452 + s_upper_bl_H_30 : 0.0360381 + s_lower_bl_H_3 : 0.0355329 + s_lower_bl_H_4 : 0.0345529 +Epoch: 14 | Train Loss: 4.79939 | Test Loss: 5.08521 | 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Top_Xtr: 0.0265393 | Bot_Xtr: 0.028324 +Loss contributors: + s_ln_CD : 0.928685 + s_CL : 0.716905 + s_CM : 0.375925 + s_analysis_confidence : 0.119975 + s_Bot_Xtr : 0.0471941 + s_upper_bl_H_31 : 0.0408117 + s_lower_bl_H_6 : 0.0393984 + s_lower_bl_H_31 : 0.0392625 + s_lower_bl_H_7 : 0.0384095 + s_lower_bl_H_10 : 0.0368267 +Epoch: 17 | Train Loss: 4.77843 | Test Loss: 4.89741 | analysis_confidence: 0.144018 | CL: 0.0342138 | ln_CD: 0.0699206 | CM: 0.00555355 | Top_Xtr: 0.0246801 | Bot_Xtr: 0.0283303 +Loss contributors: + s_ln_CD : 0.910687 + s_CL : 0.716716 + s_CM : 0.388481 + s_analysis_confidence : 0.119384 + s_Bot_Xtr : 0.0447137 + s_upper_bl_H_31 : 0.0418022 + s_lower_bl_H_31 : 0.0402053 + s_upper_bl_H_27 : 0.0393065 + s_upper_bl_H_29 : 0.0384633 + s_lower_bl_H_3 : 0.0383274 +Epoch: 18 | Train Loss: 4.76298 | Test Loss: 4.96953 | analysis_confidence: 0.146429 | CL: 0.034821 | ln_CD: 0.0916337 | CM: 0.00553512 | Top_Xtr: 0.0370937 | Bot_Xtr: 0.0410156 +Loss contributors: + s_ln_CD : 1.03913 + s_CL : 0.717207 + s_CM : 0.384066 + s_analysis_confidence : 0.115943 + s_Bot_Xtr : 0.053934 + s_upper_bl_H_31 : 0.0438252 + s_Top_Xtr : 0.0431197 + s_lower_bl_H_31 : 0.0414147 + s_lower_bl_H_3 : 0.0371646 + s_upper_bl_H_30 : 0.0365502 +Epoch: 19 | Train Loss: 4.74071 | Test Loss: 4.86648 | analysis_confidence: 0.154351 | CL: 0.0363143 | ln_CD: 0.0682364 | CM: 0.00590901 | Top_Xtr: 0.0258019 | Bot_Xtr: 0.0281503 +Loss contributors: + s_ln_CD : 0.895724 + s_CL : 0.751329 + s_CM : 0.403821 + s_analysis_confidence : 0.119526 + s_lower_bl_H_0 : 0.0415414 + s_upper_bl_H_31 : 0.0411106 + s_Bot_Xtr : 0.0407276 + s_lower_bl_H_2 : 0.0392447 + s_lower_bl_H_31 : 0.036946 + s_upper_bl_H_19 : 0.0360927 +Epoch: 20 | Train Loss: 4.70732 | Test Loss: 4.84748 | analysis_confidence: 0.147312 | CL: 0.0365371 | ln_CD: 0.0820868 | CM: 0.00548442 | Top_Xtr: 0.0238968 | Bot_Xtr: 0.0262608 +Loss contributors: + s_ln_CD : 1.02191 + s_CL : 0.736011 + s_CM : 0.370232 + s_analysis_confidence : 0.114279 + s_Bot_Xtr : 0.040403 + s_upper_bl_H_31 : 0.0397903 + s_lower_bl_H_31 : 0.0381364 + s_lower_bl_H_1 : 0.0366802 + s_lower_bl_H_0 : 0.0355055 + s_upper_bl_H_20 : 0.0344115 +Epoch: 21 | Train Loss: 4.70333 | Test Loss: 4.60528 | analysis_confidence: 0.151674 | CL: 0.0327631 | ln_CD: 0.0767392 | CM: 0.00531595 | Top_Xtr: 0.0261879 | Bot_Xtr: 0.026924 +Loss contributors: + s_ln_CD : 0.930001 + s_CL : 0.678779 + s_CM : 0.359505 + s_analysis_confidence : 0.117137 + s_Bot_Xtr : 0.0410378 + s_upper_bl_H_31 : 0.0405135 + s_lower_bl_H_31 : 0.0371763 + s_upper_bl_H_30 : 0.036678 + s_lower_bl_H_2 : 0.0364352 + s_lower_bl_H_1 : 0.0357478 +Epoch: 22 | Train Loss: 4.67594 | Test Loss: 4.82529 | analysis_confidence: 0.19162 | CL: 0.0358442 | ln_CD: 0.0764043 | CM: 0.00567992 | Top_Xtr: 0.0255031 | Bot_Xtr: 0.0283259 +Loss contributors: + s_ln_CD : 0.93956 + s_CL : 0.718962 + s_CM : 0.388286 + s_analysis_confidence : 0.153254 + s_Bot_Xtr : 0.0425915 + s_lower_bl_H_2 : 0.0400017 + s_upper_bl_H_31 : 0.0398008 + s_lower_bl_H_31 : 0.0378841 + s_lower_bl_H_3 : 0.0370338 + s_lower_bl_H_4 : 0.0357746 +Epoch: 23 | Train Loss: 4.6611 | Test Loss: 4.8143 | analysis_confidence: 0.155906 | CL: 0.0335402 | ln_CD: 0.0949098 | CM: 0.00553596 | Top_Xtr: 0.025212 | Bot_Xtr: 0.0286597 +Loss contributors: + s_ln_CD : 1.03029 + s_CL : 0.696806 + s_CM : 0.384938 + s_analysis_confidence : 0.117759 + s_Bot_Xtr : 0.0428207 + s_upper_bl_H_31 : 0.0395711 + s_lower_bl_H_2 : 0.0395279 + s_lower_bl_H_1 : 0.0393059 + s_lower_bl_H_31 : 0.0375252 + s_lower_bl_H_3 : 0.0365959 +Epoch: 24 | Train Loss: 4.66222 | Test Loss: 4.50314 | analysis_confidence: 0.1488 | CL: 0.0327076 | ln_CD: 0.0628663 | CM: 0.00556174 | Top_Xtr: 0.0260522 | Bot_Xtr: 0.028736 +Loss contributors: + s_ln_CD : 0.843305 + s_CL : 0.676624 + s_CM : 0.378044 + s_analysis_confidence : 0.115404 + s_Bot_Xtr : 0.0446174 + s_upper_bl_H_31 : 0.0395138 + s_lower_bl_H_1 : 0.03748 + s_lower_bl_H_2 : 0.0368811 + s_lower_bl_H_31 : 0.0367301 + s_lower_bl_H_3 : 0.035035 +Epoch: 25 | Train Loss: 4.6517 | Test Loss: 4.72011 | analysis_confidence: 0.15042 | CL: 0.0339159 | ln_CD: 0.0686753 | CM: 0.00540049 | Top_Xtr: 0.0252543 | Bot_Xtr: 0.0277063 +Loss contributors: + s_ln_CD : 0.888457 + s_CL : 0.689618 + s_CM : 0.356602 + s_analysis_confidence : 0.11559 + s_Bot_Xtr : 0.0447823 + s_upper_bl_H_31 : 0.0411078 + s_lower_bl_H_31 : 0.0371227 + s_lower_bl_H_2 : 0.0370148 + s_lower_bl_H_5 : 0.0365637 + s_lower_bl_H_4 : 0.03613 +Epoch: 26 | Train Loss: 4.66618 | Test Loss: 4.5554 | analysis_confidence: 0.154203 | CL: 0.0347756 | ln_CD: 0.0731746 | CM: 0.00581134 | Top_Xtr: 0.0262805 | Bot_Xtr: 0.0289233 +Loss contributors: + s_ln_CD : 0.901098 + s_CL : 0.693263 + s_CM : 0.388967 + s_analysis_confidence : 0.121152 + s_Bot_Xtr : 0.0427859 + s_upper_bl_H_31 : 0.040263 + s_lower_bl_H_1 : 0.0373804 + s_lower_bl_H_31 : 0.0373533 + s_lower_bl_H_2 : 0.0359915 + s_lower_bl_H_3 : 0.0342693 +Epoch: 27 | Train Loss: 4.6283 | Test Loss: 4.94817 | analysis_confidence: 0.149711 | CL: 0.0405486 | ln_CD: 0.075203 | CM: 0.00604855 | Top_Xtr: 0.0243686 | Bot_Xtr: 0.026176 +Loss contributors: + s_ln_CD : 0.924712 + s_CL : 0.839044 + s_CM : 0.422926 + s_analysis_confidence : 0.116023 + s_lower_bl_H_31 : 0.0441368 + s_upper_bl_H_31 : 0.0434982 + s_Bot_Xtr : 0.0409809 + s_upper_bl_H_30 : 0.0367398 + s_lower_bl_H_30 : 0.036427 + s_upper_bl_H_29 : 0.034836 +Epoch: 28 | Train Loss: 4.60997 | Test Loss: 4.70577 | analysis_confidence: 0.143796 | CL: 0.0354727 | ln_CD: 0.0720147 | CM: 0.00564445 | Top_Xtr: 0.0316772 | Bot_Xtr: 0.0359634 +Loss contributors: + s_ln_CD : 0.934879 + s_CL : 0.718135 + s_CM : 0.381681 + s_analysis_confidence : 0.118993 + s_Bot_Xtr : 0.0471406 + s_upper_bl_H_31 : 0.0439086 + s_lower_bl_H_31 : 0.0385531 + s_Top_Xtr : 0.0368979 + s_upper_bl_H_30 : 0.0366677 + s_lower_bl_H_2 : 0.0360704 +Epoch: 29 | Train Loss: 4.6201 | Test Loss: 4.54367 | analysis_confidence: 0.142922 | CL: 0.0337567 | ln_CD: 0.0629597 | CM: 0.00560434 | Top_Xtr: 0.0248996 | Bot_Xtr: 0.0273094 +Loss contributors: + s_ln_CD : 0.846425 + s_CL : 0.684739 + s_CM : 0.376942 + s_analysis_confidence : 0.114644 + s_upper_bl_H_31 : 0.043585 + s_Bot_Xtr : 0.0395289 + s_upper_bl_H_30 : 0.0391703 + s_lower_bl_H_1 : 0.0390574 + s_lower_bl_H_31 : 0.0374423 + s_upper_bl_H_29 : 0.0362675 +Epoch: 30 | Train Loss: 4.59973 | Test Loss: 4.69305 | analysis_confidence: 0.147371 | CL: 0.0320633 | ln_CD: 0.0647959 | CM: 0.00531777 | Top_Xtr: 0.0313476 | Bot_Xtr: 0.033539 +Loss contributors: + s_ln_CD : 0.860052 + s_CL : 0.664758 + s_CM : 0.357956 + s_analysis_confidence : 0.115138 + s_Bot_Xtr : 0.0617742 + s_Top_Xtr : 0.0480935 + s_upper_bl_H_31 : 0.0412474 + s_lower_bl_H_4 : 0.0403651 + s_lower_bl_H_5 : 0.0385152 + s_lower_bl_H_0 : 0.038395 +Epoch: 31 | Train Loss: 4.60398 | Test Loss: 4.8019 | analysis_confidence: 0.150177 | CL: 0.0359291 | ln_CD: 0.0975368 | CM: 0.00560031 | Top_Xtr: 0.026069 | Bot_Xtr: 0.0285975 +Loss contributors: + s_ln_CD : 1.05886 + s_CL : 0.704085 + s_CM : 0.377597 + s_analysis_confidence : 0.118405 + s_upper_bl_H_31 : 0.0417005 + s_lower_bl_H_1 : 0.0414334 + s_Bot_Xtr : 0.0391658 + s_lower_bl_H_31 : 0.0384578 + s_lower_bl_H_0 : 0.0362681 + s_lower_bl_H_2 : 0.0358111 +Epoch: 32 | Train Loss: 4.60669 | Test Loss: 4.7332 | analysis_confidence: 0.155926 | CL: 0.0337668 | ln_CD: 0.0714975 | CM: 0.0054046 | Top_Xtr: 0.0254617 | Bot_Xtr: 0.0262037 +Loss contributors: + s_ln_CD : 0.931516 + s_CL : 0.735056 + s_CM : 0.366973 + s_analysis_confidence : 0.116101 + s_upper_bl_H_31 : 0.0423895 + s_Bot_Xtr : 0.0418424 + s_lower_bl_H_31 : 0.0401927 + s_upper_bl_H_30 : 0.0371207 + s_lower_bl_H_0 : 0.0370115 + s_upper_bl_H_29 : 0.0358919 +Epoch: 33 | Train Loss: 4.60852 | Test Loss: 4.76619 | analysis_confidence: 0.135499 | CL: 0.0331854 | ln_CD: 0.0752097 | CM: 0.00578877 | Top_Xtr: 0.0261473 | Bot_Xtr: 0.0277078 +Loss contributors: + s_ln_CD : 0.953967 + s_CL : 0.682968 + s_CM : 0.393735 + s_analysis_confidence : 0.116125 + s_lower_bl_H_0 : 0.043595 + s_upper_bl_H_31 : 0.0431075 + s_Bot_Xtr : 0.0430257 + s_lower_bl_H_31 : 0.0407816 + s_upper_bl_H_30 : 0.0378841 + s_lower_bl_H_2 : 0.036105 +Epoch: 34 | Train Loss: 4.61903 | Test Loss: 4.70428 | analysis_confidence: 0.148869 | CL: 0.0339037 | ln_CD: 0.0747527 | CM: 0.00554737 | Top_Xtr: 0.0269022 | Bot_Xtr: 0.0279143 +Loss contributors: + s_ln_CD : 0.944965 + s_CL : 0.716414 + s_CM : 0.379335 + s_analysis_confidence : 0.117474 + s_upper_bl_H_31 : 0.0473891 + s_lower_bl_H_31 : 0.0418081 + s_Bot_Xtr : 0.0396059 + s_upper_bl_H_30 : 0.0354556 + s_lower_bl_H_1 : 0.0348226 + s_lower_bl_H_4 : 0.034703 +Epoch: 35 | Train Loss: 4.60697 | Test Loss: 4.55403 | analysis_confidence: 0.157339 | CL: 0.0342658 | ln_CD: 0.0646291 | CM: 0.00534941 | Top_Xtr: 0.0316573 | Bot_Xtr: 0.0323319 +Loss contributors: + s_ln_CD : 0.80256 + s_CL : 0.676683 + s_CM : 0.354975 + s_analysis_confidence : 0.121698 + s_upper_bl_H_31 : 0.0448036 + s_upper_bl_H_30 : 0.0434293 + s_Bot_Xtr : 0.0423219 + s_lower_bl_H_31 : 0.0418882 + s_upper_bl_H_29 : 0.0415767 + s_lower_bl_H_30 : 0.0397699 +Epoch: 36 | Train Loss: 4.59401 | Test Loss: 4.75105 | analysis_confidence: 0.145112 | CL: 0.0361398 | ln_CD: 0.0645228 | CM: 0.00567735 | Top_Xtr: 0.0240641 | Bot_Xtr: 0.0259783 +Loss contributors: + s_ln_CD : 0.888938 + s_CL : 0.731139 + s_CM : 0.379708 + s_analysis_confidence : 0.115777 + s_Bot_Xtr : 0.0437448 + s_upper_bl_H_31 : 0.0420628 + s_lower_bl_H_31 : 0.0395483 + s_lower_bl_H_2 : 0.0366127 + s_lower_bl_H_1 : 0.0365826 + s_upper_bl_H_30 : 0.0362146 +Epoch: 37 | Train Loss: 4.6052 | Test Loss: 4.48197 | analysis_confidence: 0.149411 | CL: 0.0342494 | ln_CD: 0.0651773 | CM: 0.00563031 | Top_Xtr: 0.0290393 | Bot_Xtr: 0.0318097 +Loss contributors: + s_ln_CD : 0.823246 + s_CL : 0.684414 + s_CM : 0.377235 + s_analysis_confidence : 0.116356 + s_upper_bl_H_31 : 0.0407024 + s_Bot_Xtr : 0.0397258 + s_lower_bl_H_31 : 0.0376351 + s_lower_bl_H_1 : 0.0357832 + s_lower_bl_H_0 : 0.0341749 + s_upper_bl_H_30 : 0.0340419 +Epoch: 38 | Train Loss: 4.60283 | Test Loss: 5.65675 | analysis_confidence: 0.146765 | CL: 0.0395428 | ln_CD: 0.0968311 | CM: 0.00643108 | Top_Xtr: 0.0470514 | Bot_Xtr: 0.046225 +Loss contributors: + s_ln_CD : 1.14026 + s_CL : 0.827157 + s_CM : 0.452575 + s_analysis_confidence : 0.117874 + s_Bot_Xtr : 0.060726 + s_Top_Xtr : 0.0529787 + s_upper_bl_H_31 : 0.0487576 + s_lower_bl_H_31 : 0.0463195 + s_upper_bl_H_30 : 0.0447949 + s_lower_bl_H_30 : 0.0432728 +Epoch: 39 | Train Loss: 4.59763 | Test Loss: 4.60221 | analysis_confidence: 0.148621 | CL: 0.0350367 | ln_CD: 0.0677589 | CM: 0.00545281 | Top_Xtr: 0.0282236 | Bot_Xtr: 0.0296203 +Loss contributors: + s_ln_CD : 0.86472 + s_CL : 0.7264 + s_CM : 0.370506 + s_analysis_confidence : 0.114995 + s_upper_bl_H_31 : 0.0433738 + s_Bot_Xtr : 0.0410922 + s_upper_bl_H_30 : 0.0397391 + s_lower_bl_H_31 : 0.0392249 + s_lower_bl_H_1 : 0.0374477 + s_lower_bl_H_2 : 0.0359578 +Epoch: 40 | Train Loss: 4.59438 | Test Loss: 4.5873 | analysis_confidence: 0.146753 | CL: 0.0350502 | ln_CD: 0.0679102 | CM: 0.00575103 | Top_Xtr: 0.0247495 | Bot_Xtr: 0.0283079 +Loss contributors: + s_ln_CD : 0.9146 + s_CL : 0.70623 + s_CM : 0.383796 + s_analysis_confidence : 0.114388 + s_Bot_Xtr : 0.0411296 + s_upper_bl_H_31 : 0.0407207 + s_lower_bl_H_31 : 0.0371855 + s_lower_bl_H_0 : 0.0361324 + s_upper_bl_H_30 : 0.034219 + s_lower_bl_H_1 : 0.0335929 +Epoch: 41 | Train Loss: 4.58956 | Test Loss: 4.97462 | analysis_confidence: 0.153598 | CL: 0.0396397 | ln_CD: 0.0754474 | CM: 0.00616173 | Top_Xtr: 0.0261363 | Bot_Xtr: 0.0288363 +Loss contributors: + s_ln_CD : 0.906209 + s_CL : 0.799879 + s_CM : 0.428314 + s_analysis_confidence : 0.116476 + s_Bot_Xtr : 0.045672 + s_upper_bl_H_31 : 0.0439195 + s_lower_bl_H_31 : 0.0414595 + s_upper_bl_H_27 : 0.039619 + s_upper_bl_H_26 : 0.0395481 + s_upper_bl_H_28 : 0.0393136 +Epoch: 42 | Train Loss: 4.61762 | Test Loss: 4.78664 | analysis_confidence: 0.15465 | CL: 0.0338753 | ln_CD: 0.0876428 | CM: 0.00539547 | Top_Xtr: 0.0264123 | Bot_Xtr: 0.0276994 +Loss contributors: + s_ln_CD : 1.01921 + s_CL : 0.676695 + s_CM : 0.3563 + s_analysis_confidence : 0.117831 + s_Bot_Xtr : 0.042668 + s_upper_bl_H_30 : 0.0395164 + s_upper_bl_H_31 : 0.0381379 + s_lower_bl_H_7 : 0.0367857 + s_lower_bl_H_0 : 0.0362567 + s_upper_bl_H_29 : 0.0360275 +Epoch: 43 | Train Loss: 4.58801 | Test Loss: 4.67341 | analysis_confidence: 0.148592 | CL: 0.0336682 | ln_CD: 0.0651033 | CM: 0.00545135 | Top_Xtr: 0.0242389 | Bot_Xtr: 0.0249881 +Loss contributors: + s_ln_CD : 0.83305 + s_CL : 0.701966 + s_CM : 0.369072 + s_analysis_confidence : 0.118139 + s_upper_bl_H_31 : 0.0435667 + s_lower_bl_H_31 : 0.0413479 + s_upper_bl_H_30 : 0.0370815 + s_Bot_Xtr : 0.036032 + s_lower_bl_H_30 : 0.0353149 + s_lower_bl_H_1 : 0.0352413 +Epoch: 44 | Train Loss: 4.58284 | Test Loss: 4.88036 | analysis_confidence: 0.141328 | CL: 0.0339661 | ln_CD: 0.072975 | CM: 0.00558873 | Top_Xtr: 0.0252227 | Bot_Xtr: 0.0266616 +Loss 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s_upper_bl_H_31 : 0.0419783 + s_upper_bl_H_30 : 0.0395008 + s_lower_bl_H_31 : 0.0385582 + s_lower_bl_H_1 : 0.0382567 + s_Top_Xtr : 0.036506 +Epoch: 49 | Train Loss: 4.56494 | Test Loss: 4.49953 | analysis_confidence: 0.154717 | CL: 0.0334851 | ln_CD: 0.0704986 | CM: 0.00561403 | Top_Xtr: 0.024156 | Bot_Xtr: 0.025786 +Loss contributors: + s_ln_CD : 0.849519 + s_CL : 0.682723 + s_CM : 0.378031 + s_analysis_confidence : 0.117017 + s_upper_bl_H_31 : 0.0411711 + s_Bot_Xtr : 0.0387379 + s_lower_bl_H_31 : 0.0373727 + s_lower_bl_H_1 : 0.0368367 + s_upper_bl_H_30 : 0.0353656 + s_lower_bl_H_2 : 0.0348563 +Epoch: 50 | Train Loss: 4.56089 | Test Loss: 4.5334 | analysis_confidence: 0.144542 | CL: 0.0354715 | ln_CD: 0.0625159 | CM: 0.00528371 | Top_Xtr: 0.0270809 | Bot_Xtr: 0.0284103 +Loss contributors: + s_ln_CD : 0.848171 + s_CL : 0.71504 + s_CM : 0.349697 + s_analysis_confidence : 0.117098 + s_Bot_Xtr : 0.040404 + s_upper_bl_H_31 : 0.0402336 + s_lower_bl_H_31 : 0.038166 + s_upper_bl_H_30 : 0.0353794 + s_lower_bl_H_0 : 0.0350486 + s_lower_bl_H_30 : 0.0340433 +Epoch: 51 | Train Loss: 4.56815 | Test Loss: 4.61643 | analysis_confidence: 0.152966 | CL: 0.0340452 | ln_CD: 0.0680134 | CM: 0.0059808 | Top_Xtr: 0.0249561 | Bot_Xtr: 0.0262513 +Loss contributors: + s_ln_CD : 0.83858 + s_CL : 0.695454 + s_CM : 0.4103 + s_analysis_confidence : 0.117358 + s_upper_bl_H_31 : 0.0411609 + s_lower_bl_H_1 : 0.039728 + s_lower_bl_H_31 : 0.0394957 + s_Bot_Xtr : 0.0391485 + s_upper_bl_H_30 : 0.035516 + s_lower_bl_H_2 : 0.0352421 +Epoch: 52 | Train Loss: 4.55841 | Test Loss: 4.72501 | analysis_confidence: 0.151777 | CL: 0.0354929 | ln_CD: 0.0626579 | CM: 0.00590085 | Top_Xtr: 0.0251541 | Bot_Xtr: 0.0275577 +Loss contributors: + s_ln_CD : 0.869931 + s_CL : 0.710597 + s_CM : 0.394944 + s_analysis_confidence : 0.117964 + s_Bot_Xtr : 0.0455323 + s_lower_bl_H_1 : 0.0404082 + s_lower_bl_H_0 : 0.0381019 + s_upper_bl_H_31 : 0.037571 + s_lower_bl_H_2 : 0.0373198 + s_lower_bl_H_3 : 0.0372887 +Epoch: 53 | Train Loss: 4.56191 | Test Loss: 4.55952 | analysis_confidence: 0.158289 | CL: 0.0347388 | ln_CD: 0.0642851 | CM: 0.00570865 | Top_Xtr: 0.0295949 | Bot_Xtr: 0.0332995 +Loss contributors: + s_ln_CD : 0.81455 + s_CL : 0.706832 + s_CM : 0.387521 + s_analysis_confidence : 0.120547 + s_Bot_Xtr : 0.0426124 + s_lower_bl_H_1 : 0.0405517 + s_upper_bl_H_31 : 0.0397681 + s_lower_bl_H_0 : 0.0371579 + s_lower_bl_H_31 : 0.0362218 + s_upper_bl_H_25 : 0.0343784 +Epoch: 54 | Train Loss: 4.56382 | Test Loss: 4.64339 | analysis_confidence: 0.141827 | CL: 0.0340047 | ln_CD: 0.0654146 | CM: 0.00563702 | Top_Xtr: 0.0246269 | Bot_Xtr: 0.0276842 +Loss contributors: + s_ln_CD : 0.856946 + s_CL : 0.702686 + s_CM : 0.37787 + s_analysis_confidence : 0.120282 + s_upper_bl_H_31 : 0.0418986 + s_Bot_Xtr : 0.0401626 + s_lower_bl_H_31 : 0.0401095 + s_upper_bl_H_30 : 0.0381701 + s_lower_bl_H_3 : 0.0373213 + s_lower_bl_H_2 : 0.0372918 +Epoch: 55 | Train Loss: 4.56581 | Test Loss: 4.60552 | analysis_confidence: 0.149917 | CL: 0.0349301 | ln_CD: 0.0655145 | CM: 0.00585152 | Top_Xtr: 0.0309954 | Bot_Xtr: 0.0335407 +Loss contributors: + s_ln_CD : 0.843732 + s_CL : 0.696241 + s_CM : 0.397592 + s_analysis_confidence : 0.118924 + s_Bot_Xtr : 0.0525233 + s_Top_Xtr : 0.0416707 + s_upper_bl_H_31 : 0.0416432 + s_lower_bl_H_2 : 0.0392723 + s_lower_bl_H_31 : 0.03727 + s_lower_bl_H_1 : 0.0366478 +Epoch: 56 | Train Loss: 4.57568 | Test Loss: 4.91354 | analysis_confidence: 0.151258 | CL: 0.035011 | ln_CD: 0.067452 | CM: 0.00597069 | Top_Xtr: 0.0308965 | Bot_Xtr: 0.0318555 +Loss contributors: + s_ln_CD : 0.892378 + s_CL : 0.733556 + s_CM : 0.415753 + s_analysis_confidence : 0.118806 + s_upper_bl_H_31 : 0.044065 + s_lower_bl_H_0 : 0.0409754 + s_Bot_Xtr : 0.0406585 + s_upper_bl_H_30 : 0.0391648 + s_lower_bl_H_31 : 0.0387093 + s_lower_bl_H_2 : 0.0380788 +Epoch: 57 | Train Loss: 4.55758 | Test Loss: 4.86145 | analysis_confidence: 0.155658 | CL: 0.0356897 | ln_CD: 0.0839324 | CM: 0.00618581 | Top_Xtr: 0.0263318 | Bot_Xtr: 0.0279083 +Loss contributors: + s_ln_CD : 0.944133 + s_CL : 0.717981 + s_CM : 0.42407 + s_analysis_confidence : 0.117158 + s_upper_bl_H_31 : 0.0453977 + s_lower_bl_H_31 : 0.044098 + s_Bot_Xtr : 0.0435417 + s_lower_bl_H_0 : 0.0400486 + s_upper_bl_H_30 : 0.0366558 + s_lower_bl_H_1 : 0.0366015 +Epoch: 58 | Train Loss: 4.54953 | Test Loss: 4.63929 | analysis_confidence: 0.140596 | CL: 0.0334559 | ln_CD: 0.0780764 | CM: 0.00575321 | Top_Xtr: 0.0271442 | Bot_Xtr: 0.0297417 +Loss contributors: + s_ln_CD : 0.897953 + s_CL : 0.671376 + s_CM : 0.389083 + s_analysis_confidence : 0.122314 + s_upper_bl_H_31 : 0.0417089 + s_upper_bl_H_30 : 0.0407699 + s_upper_bl_H_29 : 0.0403499 + s_Bot_Xtr : 0.0400797 + s_lower_bl_H_31 : 0.039985 + s_upper_bl_H_28 : 0.0368126 +Epoch: 59 | Train Loss: 4.55614 | Test Loss: 4.74763 | analysis_confidence: 0.148805 | CL: 0.0342804 | ln_CD: 0.0656162 | CM: 0.00565557 | Top_Xtr: 0.0262755 | Bot_Xtr: 0.0275481 +Loss contributors: + s_ln_CD : 0.840376 + s_CL : 0.682401 + s_CM : 0.378864 + s_analysis_confidence : 0.119653 + s_upper_bl_H_31 : 0.0463027 + s_lower_bl_H_31 : 0.040874 + s_Bot_Xtr : 0.0398908 + s_lower_bl_H_12 : 0.0381152 + s_lower_bl_H_11 : 0.0378404 + s_upper_bl_H_30 : 0.0376013 +Epoch: 60 | Train Loss: 4.57777 | Test Loss: 4.62449 | analysis_confidence: 0.147486 | CL: 0.0357218 | ln_CD: 0.0645717 | CM: 0.00611807 | Top_Xtr: 0.0288578 | Bot_Xtr: 0.0323569 +Loss contributors: + s_ln_CD : 0.834692 + s_CL : 0.717019 + s_CM : 0.408718 + s_analysis_confidence : 0.115485 + s_Bot_Xtr : 0.0422582 + s_upper_bl_H_31 : 0.0411874 + s_lower_bl_H_31 : 0.0388993 + s_upper_bl_H_30 : 0.0381274 + s_lower_bl_H_0 : 0.0376292 + s_lower_bl_H_30 : 0.0364651 +Epoch: 61 | Train Loss: 4.55517 | Test Loss: 4.7254 | analysis_confidence: 0.14618 | CL: 0.0363706 | ln_CD: 0.0630282 | CM: 0.00592129 | Top_Xtr: 0.0238967 | Bot_Xtr: 0.0259187 +Loss contributors: + s_ln_CD : 0.885014 + s_CL : 0.738355 + s_CM : 0.401736 + s_analysis_confidence : 0.11878 + s_Bot_Xtr : 0.0436689 + s_upper_bl_H_31 : 0.039259 + s_upper_bl_H_30 : 0.0391449 + s_lower_bl_H_1 : 0.0380778 + s_lower_bl_H_31 : 0.0377598 + s_lower_bl_H_30 : 0.0372948 +Epoch: 62 | Train Loss: 4.57224 | Test Loss: 4.49775 | analysis_confidence: 0.147184 | CL: 0.0345219 | ln_CD: 0.0677112 | CM: 0.0054894 | Top_Xtr: 0.0321768 | Bot_Xtr: 0.0323161 +Loss contributors: + s_ln_CD : 0.825172 + s_CL : 0.680359 + s_CM : 0.365146 + s_analysis_confidence : 0.11471 + s_Bot_Xtr : 0.0431666 + s_lower_bl_H_1 : 0.0406496 + s_upper_bl_H_31 : 0.0402785 + s_Top_Xtr : 0.037003 + s_lower_bl_H_31 : 0.0367634 + s_upper_bl_H_23 : 0.036542 +Epoch: 63 | Train Loss: 4.58507 | Test Loss: 5.1413 | analysis_confidence: 0.145971 | CL: 0.0401517 | ln_CD: 0.0651475 | CM: 0.00586731 | Top_Xtr: 0.0305144 | Bot_Xtr: 0.0301569 +Loss contributors: + s_ln_CD : 0.847173 + s_CL : 0.833894 + s_CM : 0.405139 + s_analysis_confidence : 0.117433 + s_upper_bl_H_31 : 0.0504342 + s_lower_bl_H_31 : 0.0456724 + s_upper_bl_H_30 : 0.0452931 + s_Bot_Xtr : 0.0441296 + s_lower_bl_H_30 : 0.0423577 + s_upper_bl_H_12 : 0.0417366 +Epoch: 64 | Train Loss: 4.62557 | Test Loss: 5.02416 | analysis_confidence: 0.143712 | CL: 0.0340766 | ln_CD: 0.0744426 | CM: 0.00575505 | Top_Xtr: 0.0333143 | Bot_Xtr: 0.0372467 +Loss contributors: + s_ln_CD : 0.915779 + s_CL : 0.741885 + s_CM : 0.394126 + s_analysis_confidence : 0.117981 + s_Bot_Xtr : 0.0462026 + s_upper_bl_H_31 : 0.0416959 + s_lower_bl_H_0 : 0.0404697 + s_lower_bl_H_31 : 0.0392481 + s_lower_bl_H_1 : 0.0381408 + s_lower_bl_H_4 : 0.0380941 +Epoch: 65 | Train Loss: 4.60793 | Test Loss: 4.83509 | analysis_confidence: 0.147827 | CL: 0.035422 | ln_CD: 0.0745698 | CM: 0.00567536 | Top_Xtr: 0.0249004 | Bot_Xtr: 0.0268464 +Loss contributors: + s_ln_CD : 0.949121 + s_CL : 0.722721 + s_CM : 0.380071 + s_analysis_confidence : 0.114785 + s_Bot_Xtr : 0.0426312 + s_upper_bl_H_31 : 0.0409536 + s_lower_bl_H_31 : 0.0390573 + s_upper_bl_H_30 : 0.0361794 + s_lower_bl_H_2 : 0.0348883 + s_lower_bl_H_30 : 0.0346727 +Epoch: 66 | Train Loss: 4.58929 | Test Loss: 4.60207 | analysis_confidence: 0.148264 | CL: 0.036619 | ln_CD: 0.0656058 | CM: 0.00598243 | Top_Xtr: 0.0244346 | Bot_Xtr: 0.0265235 +Loss contributors: + s_ln_CD : 0.825503 + s_CL : 0.718601 + s_CM : 0.399021 + s_analysis_confidence : 0.116219 + s_upper_bl_H_31 : 0.0440854 + s_Bot_Xtr : 0.0390866 + s_lower_bl_H_1 : 0.0379109 + s_lower_bl_H_31 : 0.0376338 + s_upper_bl_H_30 : 0.037214 + s_lower_bl_H_3 : 0.0367783 +Epoch: 67 | Train Loss: 4.58958 | Test Loss: 4.62346 | analysis_confidence: 0.153391 | CL: 0.0336755 | ln_CD: 0.0675524 | CM: 0.0055559 | Top_Xtr: 0.0260613 | Bot_Xtr: 0.0278625 +Loss contributors: + s_ln_CD : 0.842121 + s_CL : 0.687958 + s_CM : 0.377133 + s_analysis_confidence : 0.118786 + s_Bot_Xtr : 0.0408451 + s_upper_bl_H_31 : 0.0406872 + s_lower_bl_H_31 : 0.0384141 + s_upper_bl_H_30 : 0.03649 + s_lower_bl_H_1 : 0.0353139 + s_upper_bl_H_29 : 0.0350891 +Epoch: 68 | Train Loss: 4.60952 | Test Loss: 4.67717 | analysis_confidence: 0.144909 | CL: 0.0347252 | ln_CD: 0.0683678 | CM: 0.00576767 | Top_Xtr: 0.0328411 | Bot_Xtr: 0.0365464 +Loss contributors: + s_ln_CD : 0.846057 + s_CL : 0.732004 + s_CM : 0.398219 + s_analysis_confidence : 0.114942 + s_Bot_Xtr : 0.0454663 + s_upper_bl_H_31 : 0.0434956 + s_lower_bl_H_31 : 0.0391166 + s_upper_bl_H_30 : 0.0365432 + s_Top_Xtr : 0.0356741 + s_lower_bl_H_4 : 0.0352483 +Epoch: 69 | Train Loss: 4.61401 | Test Loss: 4.56399 | analysis_confidence: 0.151501 | CL: 0.0354555 | ln_CD: 0.0670576 | CM: 0.00570223 | Top_Xtr: 0.0257374 | Bot_Xtr: 0.0270903 +Loss contributors: + s_ln_CD : 0.838866 + s_CL : 0.720776 + s_CM : 0.390665 + s_analysis_confidence : 0.117032 + s_upper_bl_H_31 : 0.0433252 + s_lower_bl_H_31 : 0.0417308 + s_Bot_Xtr : 0.0396583 + s_upper_bl_H_30 : 0.0362063 + s_lower_bl_H_30 : 0.0353802 + s_lower_bl_H_1 : 0.0350596 +Epoch 00070: reducing learning rate of group 0 to 5.0000e-04. +Epoch: 70 | Train Loss: 3.81738 | Test Loss: 3.78464 | analysis_confidence: 0.144374 | CL: 0.0282643 | ln_CD: 0.0581338 | CM: 0.00467236 | Top_Xtr: 0.0205623 | Bot_Xtr: 0.023506 +Loss contributors: + s_ln_CD : 0.750296 + s_CL : 0.568582 + s_CM : 0.299101 + s_analysis_confidence : 0.113566 + s_upper_bl_H_31 : 0.032389 + s_lower_bl_H_31 : 0.0315668 + s_Bot_Xtr : 0.031557 + s_lower_bl_H_0 : 0.03072 + s_lower_bl_H_1 : 0.0305225 + s_lower_bl_H_3 : 0.0289615 +Epoch: 71 | Train Loss: 3.7045 | Test Loss: 3.86538 | analysis_confidence: 0.152331 | CL: 0.0288049 | ln_CD: 0.0664236 | CM: 0.00493709 | Top_Xtr: 0.0233731 | Bot_Xtr: 0.0257372 +Loss contributors: + s_ln_CD : 0.78798 + s_CL : 0.572965 + s_CM : 0.315877 + s_analysis_confidence : 0.117813 + s_Bot_Xtr : 0.038823 + s_upper_bl_H_31 : 0.0333047 + s_lower_bl_H_31 : 0.031838 + s_Top_Xtr : 0.0300415 + s_lower_bl_H_1 : 0.0289352 + s_upper_bl_H_30 : 0.028887 +Epoch: 72 | Train Loss: 3.65538 | Test Loss: 3.64367 | analysis_confidence: 0.143269 | CL: 0.0290209 | ln_CD: 0.0524212 | CM: 0.0048923 | Top_Xtr: 0.0212223 | Bot_Xtr: 0.0228292 +Loss contributors: + s_ln_CD : 0.704529 + s_CL : 0.566238 + s_CM : 0.301138 + s_analysis_confidence : 0.113185 + s_upper_bl_H_31 : 0.0313118 + s_Bot_Xtr : 0.0310786 + s_lower_bl_H_31 : 0.0296692 + s_lower_bl_H_1 : 0.0291475 + s_lower_bl_H_4 : 0.0273147 + s_lower_bl_H_2 : 0.027182 +Epoch: 73 | Train Loss: 3.62923 | Test Loss: 3.64689 | analysis_confidence: 0.142521 | CL: 0.0290738 | ln_CD: 0.0533776 | CM: 0.00470691 | Top_Xtr: 0.0214072 | Bot_Xtr: 0.022085 +Loss contributors: + s_ln_CD : 0.702735 + s_CL : 0.563945 + s_CM : 0.29279 + s_analysis_confidence : 0.112778 + s_upper_bl_H_31 : 0.0324492 + s_lower_bl_H_31 : 0.0313768 + s_Bot_Xtr : 0.0300439 + s_lower_bl_H_3 : 0.0279632 + s_lower_bl_H_1 : 0.0278641 + s_lower_bl_H_0 : 0.0273749 +Epoch: 74 | Train Loss: 3.60919 | Test Loss: 3.6494 | analysis_confidence: 0.141101 | CL: 0.0291808 | ln_CD: 0.0560157 | CM: 0.00509024 | Top_Xtr: 0.0184891 | Bot_Xtr: 0.0198314 +Loss contributors: + s_ln_CD : 0.716152 + s_CL : 0.564397 + s_CM : 0.312281 + s_analysis_confidence : 0.111443 + s_upper_bl_H_31 : 0.0325215 + s_Bot_Xtr : 0.0310097 + s_lower_bl_H_31 : 0.0306242 + s_upper_bl_H_30 : 0.0280502 + s_lower_bl_H_1 : 0.0278641 + s_lower_bl_H_3 : 0.0269335 +Epoch: 75 | Train Loss: 3.59135 | Test Loss: 3.5823 | analysis_confidence: 0.144098 | CL: 0.027056 | ln_CD: 0.0599139 | CM: 0.00463086 | Top_Xtr: 0.0179285 | Bot_Xtr: 0.0194159 +Loss contributors: + s_ln_CD : 0.723778 + s_CL : 0.541099 + s_CM : 0.297201 + s_analysis_confidence : 0.112599 + s_upper_bl_H_31 : 0.0303449 + s_Bot_Xtr : 0.0292169 + s_lower_bl_H_31 : 0.0289309 + s_lower_bl_H_4 : 0.0271638 + s_upper_bl_H_30 : 0.0268109 + s_lower_bl_H_1 : 0.0261751 +Epoch: 76 | Train Loss: 3.58461 | Test Loss: 3.72462 | analysis_confidence: 0.140273 | CL: 0.0285387 | ln_CD: 0.0631556 | CM: 0.00479796 | Top_Xtr: 0.0190212 | Bot_Xtr: 0.0205924 +Loss contributors: + s_ln_CD : 0.741294 + s_CL : 0.575516 + s_CM : 0.29898 + s_analysis_confidence : 0.111876 + s_upper_bl_H_31 : 0.0317168 + s_lower_bl_H_31 : 0.0310088 + s_Bot_Xtr : 0.0305316 + s_lower_bl_H_1 : 0.0291596 + s_upper_bl_H_18 : 0.0269937 + s_lower_bl_H_0 : 0.0266944 +Epoch: 77 | Train Loss: 3.56262 | Test Loss: 3.58115 | analysis_confidence: 0.145398 | CL: 0.0277812 | ln_CD: 0.0528404 | CM: 0.00447428 | Top_Xtr: 0.0196579 | Bot_Xtr: 0.0215243 +Loss contributors: + s_ln_CD : 0.712034 + s_CL : 0.548296 + s_CM : 0.284256 + s_analysis_confidence : 0.111491 + s_upper_bl_H_31 : 0.0327258 + s_Bot_Xtr : 0.031895 + s_lower_bl_H_31 : 0.0308714 + s_lower_bl_H_1 : 0.0288226 + s_upper_bl_H_30 : 0.0265573 + s_lower_bl_H_5 : 0.0265013 +Epoch: 78 | Train Loss: 3.5433 | Test Loss: 3.56383 | analysis_confidence: 0.150681 | CL: 0.0291393 | ln_CD: 0.0547231 | CM: 0.00476948 | Top_Xtr: 0.0255542 | Bot_Xtr: 0.0278687 +Loss contributors: + s_ln_CD : 0.705742 + s_CL : 0.56057 + s_CM : 0.296039 + s_analysis_confidence : 0.113207 + s_Bot_Xtr : 0.033392 + s_upper_bl_H_31 : 0.0302276 + s_lower_bl_H_31 : 0.0291627 + s_lower_bl_H_1 : 0.028936 + s_Top_Xtr : 0.0265865 + s_lower_bl_H_4 : 0.0262397 +Epoch: 79 | Train Loss: 3.52454 | Test Loss: 3.64268 | analysis_confidence: 0.14181 | CL: 0.0337713 | ln_CD: 0.0538768 | CM: 0.00463494 | Top_Xtr: 0.018949 | Bot_Xtr: 0.020659 +Loss contributors: + s_ln_CD : 0.696574 + s_CL : 0.598978 + s_CM : 0.281245 + s_analysis_confidence : 0.112753 + s_upper_bl_H_31 : 0.0305048 + s_Bot_Xtr : 0.0296166 + s_lower_bl_H_0 : 0.029471 + s_lower_bl_H_31 : 0.0293688 + s_upper_bl_H_30 : 0.0290408 + s_lower_bl_H_1 : 0.0286952 +Epoch: 80 | Train Loss: 3.51808 | Test Loss: 3.6246 | analysis_confidence: 0.145774 | CL: 0.0282235 | ln_CD: 0.0556042 | CM: 0.00442731 | Top_Xtr: 0.0195015 | Bot_Xtr: 0.0209113 +Loss contributors: + s_ln_CD : 0.708886 + s_CL : 0.560685 + s_CM : 0.278422 + s_analysis_confidence : 0.112409 + s_upper_bl_H_31 : 0.0311786 + s_lower_bl_H_31 : 0.0305558 + s_Bot_Xtr : 0.0293069 + s_lower_bl_H_1 : 0.0279339 + s_lower_bl_H_2 : 0.0276716 + s_lower_bl_H_3 : 0.0276595 +Epoch: 81 | Train Loss: 3.51442 | Test Loss: 3.71569 | analysis_confidence: 0.143543 | CL: 0.0276743 | ln_CD: 0.0550094 | CM: 0.00477296 | Top_Xtr: 0.0215852 | Bot_Xtr: 0.0239055 +Loss contributors: + s_ln_CD : 0.719626 + s_CL : 0.565102 + s_CM : 0.308625 + s_analysis_confidence : 0.112411 + s_upper_bl_H_31 : 0.0337316 + s_Bot_Xtr : 0.0321665 + s_lower_bl_H_31 : 0.0319444 + s_upper_bl_H_30 : 0.0299079 + s_lower_bl_H_4 : 0.0284166 + s_lower_bl_H_1 : 0.028124 +Epoch: 82 | Train Loss: 3.49664 | Test Loss: 3.47725 | analysis_confidence: 0.139251 | CL: 0.0269094 | ln_CD: 0.0512176 | CM: 0.00447415 | Top_Xtr: 0.0175476 | Bot_Xtr: 0.0192528 +Loss contributors: + s_ln_CD : 0.685329 + s_CL : 0.538417 + s_CM : 0.276678 + s_analysis_confidence : 0.11202 + s_upper_bl_H_31 : 0.0300287 + s_lower_bl_H_31 : 0.0293226 + s_Bot_Xtr : 0.0276529 + s_lower_bl_H_1 : 0.0267478 + s_upper_bl_H_30 : 0.0261828 + s_lower_bl_H_4 : 0.026061 +Epoch: 83 | Train Loss: 3.48917 | Test Loss: 3.6082 | analysis_confidence: 0.147947 | CL: 0.0308577 | ln_CD: 0.054794 | CM: 0.00463589 | Top_Xtr: 0.0184128 | Bot_Xtr: 0.0201011 +Loss contributors: + s_ln_CD : 0.733793 + s_CL : 0.587457 + s_CM : 0.290922 + s_analysis_confidence : 0.112601 + s_upper_bl_H_31 : 0.0309539 + s_lower_bl_H_31 : 0.0292827 + s_Bot_Xtr : 0.0285729 + s_lower_bl_H_1 : 0.0282957 + s_lower_bl_H_4 : 0.0260067 + s_upper_bl_H_30 : 0.0259745 +Epoch: 84 | Train Loss: 3.47363 | Test Loss: 3.75484 | analysis_confidence: 0.142616 | CL: 0.0313258 | ln_CD: 0.0773237 | CM: 0.00461313 | Top_Xtr: 0.0301575 | Bot_Xtr: 0.0322212 +Loss contributors: + s_ln_CD : 0.79958 + s_CL : 0.583476 + s_CM : 0.284874 + s_analysis_confidence : 0.113142 + s_Bot_Xtr : 0.0393299 + s_Top_Xtr : 0.0321555 + s_lower_bl_H_31 : 0.0309228 + s_upper_bl_H_31 : 0.0306349 + s_lower_bl_H_30 : 0.0278005 + s_upper_bl_H_30 : 0.0275696 +Epoch: 85 | Train Loss: 3.4708 | Test Loss: 3.71318 | analysis_confidence: 0.14907 | CL: 0.0298852 | ln_CD: 0.0691607 | CM: 0.00469137 | Top_Xtr: 0.0216734 | Bot_Xtr: 0.0249674 +Loss contributors: + s_ln_CD : 0.788486 + s_CL : 0.573106 + s_CM : 0.283577 + s_analysis_confidence : 0.114312 + s_Bot_Xtr : 0.0408026 + s_upper_bl_H_31 : 0.0308041 + s_Top_Xtr : 0.02985 + s_lower_bl_H_31 : 0.0296454 + s_upper_bl_H_30 : 0.0277818 + s_lower_bl_H_30 : 0.0265113 +Epoch: 86 | Train Loss: 3.45941 | Test Loss: 3.59065 | analysis_confidence: 0.137317 | CL: 0.0276398 | ln_CD: 0.0663965 | CM: 0.00443571 | Top_Xtr: 0.0230982 | Bot_Xtr: 0.0240252 +Loss contributors: + s_ln_CD : 0.764712 + s_CL : 0.561532 + s_CM : 0.282798 + s_analysis_confidence : 0.111853 + s_Bot_Xtr : 0.0300965 + s_upper_bl_H_31 : 0.0299374 + s_lower_bl_H_31 : 0.0292774 + s_upper_bl_H_30 : 0.0262566 + s_lower_bl_H_1 : 0.0262031 + s_lower_bl_H_30 : 0.0260161 +Epoch: 87 | Train Loss: 3.46225 | Test Loss: 3.674 | analysis_confidence: 0.140971 | CL: 0.0293678 | ln_CD: 0.0690225 | CM: 0.00497347 | Top_Xtr: 0.0187629 | Bot_Xtr: 0.0201138 +Loss 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s_analysis_confidence : 0.112443 + s_lower_bl_H_31 : 0.0299009 + s_upper_bl_H_31 : 0.029854 + s_Bot_Xtr : 0.0288674 + s_lower_bl_H_1 : 0.027034 + s_lower_bl_H_4 : 0.0260891 + s_lower_bl_H_2 : 0.0257156 +Epoch: 90 | Train Loss: 3.43663 | Test Loss: 3.61134 | analysis_confidence: 0.151799 | CL: 0.0287638 | ln_CD: 0.0578191 | CM: 0.00478161 | Top_Xtr: 0.0270997 | Bot_Xtr: 0.0283017 +Loss contributors: + s_ln_CD : 0.702925 + s_CL : 0.573059 + s_CM : 0.30053 + s_analysis_confidence : 0.113218 + s_Bot_Xtr : 0.0341994 + s_upper_bl_H_31 : 0.0298043 + s_lower_bl_H_31 : 0.0290562 + s_upper_bl_H_30 : 0.0269408 + s_Top_Xtr : 0.0267058 + s_lower_bl_H_30 : 0.0264744 +Epoch: 91 | Train Loss: 3.43616 | Test Loss: 3.65949 | analysis_confidence: 0.144122 | CL: 0.0290018 | ln_CD: 0.0636419 | CM: 0.00443987 | Top_Xtr: 0.0187441 | Bot_Xtr: 0.0201031 +Loss contributors: + s_ln_CD : 0.744277 + s_CL : 0.567816 + s_CM : 0.277461 + s_analysis_confidence : 0.111305 + s_upper_bl_H_31 : 0.0311783 + s_lower_bl_H_31 : 0.0306437 + s_Bot_Xtr : 0.0291712 + s_upper_bl_H_30 : 0.0279211 + s_lower_bl_H_30 : 0.027432 + s_lower_bl_H_1 : 0.0269304 +Epoch: 92 | Train Loss: 3.42062 | Test Loss: 3.49314 | analysis_confidence: 0.149896 | CL: 0.026853 | ln_CD: 0.0534846 | CM: 0.00479298 | Top_Xtr: 0.0226058 | Bot_Xtr: 0.0244106 +Loss contributors: + s_ln_CD : 0.697495 + s_CL : 0.529373 + s_CM : 0.29268 + s_analysis_confidence : 0.115572 + s_Bot_Xtr : 0.0306077 + s_upper_bl_H_31 : 0.0289987 + s_lower_bl_H_31 : 0.0274597 + s_lower_bl_H_1 : 0.0263343 + s_upper_bl_H_30 : 0.0255701 + s_lower_bl_H_4 : 0.0248884 +Epoch: 93 | Train Loss: 3.42238 | Test Loss: 3.40129 | analysis_confidence: 0.142169 | CL: 0.0270262 | ln_CD: 0.0541146 | CM: 0.00422112 | Top_Xtr: 0.0185493 | Bot_Xtr: 0.0202295 +Loss contributors: + s_ln_CD : 0.684256 + s_CL : 0.52783 + s_CM : 0.262626 + s_analysis_confidence : 0.111883 + s_upper_bl_H_31 : 0.0298021 + s_lower_bl_H_31 : 0.0285678 + s_Bot_Xtr : 0.0271721 + s_lower_bl_H_2 : 0.0263513 + s_lower_bl_H_1 : 0.0262961 + s_upper_bl_H_30 : 0.0255075 +Epoch: 94 | Train Loss: 3.4183 | Test Loss: 3.48463 | analysis_confidence: 0.140625 | CL: 0.0266904 | ln_CD: 0.0564035 | CM: 0.00448953 | Top_Xtr: 0.0208495 | Bot_Xtr: 0.0221291 +Loss contributors: + s_ln_CD : 0.71175 + s_CL : 0.529152 + s_CM : 0.278282 + s_analysis_confidence : 0.111159 + s_Bot_Xtr : 0.0300481 + s_lower_bl_H_31 : 0.0292751 + s_upper_bl_H_31 : 0.0292483 + s_lower_bl_H_1 : 0.0261876 + s_upper_bl_H_30 : 0.025457 + s_lower_bl_H_30 : 0.0253212 +Epoch: 95 | Train Loss: 3.40077 | Test Loss: 3.73481 | analysis_confidence: 0.140796 | CL: 0.0301366 | ln_CD: 0.0761057 | CM: 0.00487184 | Top_Xtr: 0.0192816 | Bot_Xtr: 0.0211018 +Loss contributors: + s_ln_CD : 0.811283 + s_CL : 0.577819 + s_CM : 0.298256 + s_analysis_confidence : 0.111949 + s_lower_bl_H_31 : 0.032469 + s_upper_bl_H_31 : 0.031969 + s_lower_bl_ret_0 : 0.0300929 + s_Bot_Xtr : 0.0282547 + s_upper_bl_H_30 : 0.028092 + s_lower_bl_H_30 : 0.0275446 +Epoch: 96 | Train Loss: 3.4069 | Test Loss: 3.68116 | analysis_confidence: 0.134353 | CL: 0.0291623 | ln_CD: 0.0625117 | CM: 0.00492229 | Top_Xtr: 0.0189726 | Bot_Xtr: 0.019727 +Loss contributors: + s_ln_CD : 0.774157 + s_CL : 0.582842 + s_CM : 0.312582 + s_analysis_confidence : 0.114751 + s_lower_bl_H_31 : 0.0324982 + s_upper_bl_H_31 : 0.0321756 + s_Bot_Xtr : 0.0292251 + s_upper_bl_H_30 : 0.0272163 + s_lower_bl_H_1 : 0.0264444 + s_lower_bl_H_4 : 0.0261314 +Epoch: 97 | Train Loss: 3.41203 | Test Loss: 3.50746 | analysis_confidence: 0.140038 | CL: 0.0269615 | ln_CD: 0.0505482 | CM: 0.00444301 | Top_Xtr: 0.0173634 | Bot_Xtr: 0.0189355 +Loss contributors: + s_ln_CD : 0.681158 + s_CL : 0.53111 + s_CM : 0.271636 + s_analysis_confidence : 0.115354 + s_lower_bl_H_31 : 0.0332664 + s_upper_bl_H_31 : 0.031054 + s_lower_bl_H_30 : 0.029295 + s_Bot_Xtr : 0.0277121 + s_upper_bl_H_30 : 0.0273804 + s_lower_bl_H_5 : 0.0273134 +Epoch: 98 | Train Loss: 3.40341 | Test Loss: 3.48645 | analysis_confidence: 0.145642 | CL: 0.0258722 | ln_CD: 0.057185 | CM: 0.00436799 | Top_Xtr: 0.0183923 | Bot_Xtr: 0.020096 +Loss contributors: + s_ln_CD : 0.706625 + s_CL : 0.533822 + s_CM : 0.271958 + s_analysis_confidence : 0.112131 + s_upper_bl_H_31 : 0.0313326 + s_lower_bl_H_31 : 0.0309189 + s_Bot_Xtr : 0.0295814 + s_upper_bl_H_30 : 0.0266155 + s_lower_bl_H_30 : 0.0265914 + s_lower_bl_H_2 : 0.0258356 +Epoch: 99 | Train Loss: 3.40381 | Test Loss: 3.41467 | analysis_confidence: 0.147493 | CL: 0.0262626 | ln_CD: 0.0493507 | CM: 0.00436478 | Top_Xtr: 0.0186545 | Bot_Xtr: 0.0200868 +Loss contributors: + s_ln_CD : 0.681884 + s_CL : 0.524562 + s_CM : 0.268388 + s_analysis_confidence : 0.113651 + s_upper_bl_H_31 : 0.028839 + s_Bot_Xtr : 0.0281869 + s_lower_bl_H_31 : 0.0281078 + s_lower_bl_H_1 : 0.0269942 + s_lower_bl_H_0 : 0.0260563 + s_lower_bl_H_5 : 0.0260114 +Epoch: 100 | Train Loss: 3.39331 | Test Loss: 3.519 | analysis_confidence: 0.148235 | CL: 0.0295377 | ln_CD: 0.0648137 | CM: 0.00442085 | Top_Xtr: 0.0231156 | Bot_Xtr: 0.0240981 +Loss contributors: + s_ln_CD : 0.735248 + s_CL : 0.565196 + s_CM : 0.277897 + s_analysis_confidence : 0.112905 + s_Bot_Xtr : 0.0302486 + s_upper_bl_H_31 : 0.0287056 + s_lower_bl_H_31 : 0.0281728 + s_lower_bl_H_4 : 0.026338 + s_lower_bl_H_1 : 0.0253399 + s_upper_bl_H_30 : 0.0250037 +Epoch: 101 | Train Loss: 3.3868 | Test Loss: 3.55027 | analysis_confidence: 0.143787 | CL: 0.0298592 | ln_CD: 0.0523644 | CM: 0.00502346 | Top_Xtr: 0.0175385 | Bot_Xtr: 0.019238 +Loss contributors: + s_ln_CD : 0.686492 + s_CL : 0.578707 + s_CM : 0.315244 + s_analysis_confidence : 0.111041 + s_Bot_Xtr : 0.0289847 + s_upper_bl_H_31 : 0.0283843 + s_lower_bl_H_31 : 0.0281821 + s_lower_bl_H_1 : 0.0262853 + s_lower_bl_H_5 : 0.0259953 + s_lower_bl_H_4 : 0.0252521 +Epoch: 102 | Train Loss: 3.3823 | Test Loss: 3.57521 | analysis_confidence: 0.140816 | CL: 0.0286921 | ln_CD: 0.054688 | CM: 0.00470352 | Top_Xtr: 0.0257549 | Bot_Xtr: 0.027849 +Loss contributors: + s_ln_CD : 0.729847 + s_CL : 0.562488 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0.0289595 + s_upper_bl_H_31 : 0.0286536 + s_Bot_Xtr : 0.0272659 + s_lower_bl_H_1 : 0.0269449 + s_lower_bl_H_0 : 0.0258322 + s_lower_bl_H_4 : 0.025181 +Epoch: 105 | Train Loss: 3.36946 | Test Loss: 3.43836 | analysis_confidence: 0.138571 | CL: 0.0281504 | ln_CD: 0.0535707 | CM: 0.0047732 | Top_Xtr: 0.0191861 | Bot_Xtr: 0.0203375 +Loss contributors: + s_ln_CD : 0.671526 + s_CL : 0.54154 + s_CM : 0.289721 + s_analysis_confidence : 0.115315 + s_upper_bl_H_31 : 0.0307494 + s_lower_bl_H_31 : 0.0295189 + s_Bot_Xtr : 0.0278051 + s_lower_bl_H_1 : 0.0262798 + s_upper_bl_H_30 : 0.0260575 + s_lower_bl_H_30 : 0.0249109 +Epoch: 106 | Train Loss: 3.3682 | Test Loss: 3.47455 | analysis_confidence: 0.140412 | CL: 0.0274672 | ln_CD: 0.0519124 | CM: 0.00456609 | Top_Xtr: 0.0231308 | Bot_Xtr: 0.0261447 +Loss contributors: + s_ln_CD : 0.685258 + s_CL : 0.555816 + s_CM : 0.285485 + s_analysis_confidence : 0.111531 + s_Bot_Xtr : 0.0300346 + s_lower_bl_H_31 : 0.029306 + s_upper_bl_H_31 : 0.0292647 + s_lower_bl_H_1 : 0.0256443 + s_lower_bl_H_5 : 0.0251051 + s_lower_bl_H_2 : 0.024933 +Epoch: 107 | Train Loss: 3.36742 | Test Loss: 3.4639 | analysis_confidence: 0.136339 | CL: 0.0276241 | ln_CD: 0.0611093 | CM: 0.0043208 | Top_Xtr: 0.0230785 | Bot_Xtr: 0.025406 +Loss contributors: + s_ln_CD : 0.733651 + s_CL : 0.529179 + s_CM : 0.268412 + s_analysis_confidence : 0.110732 + s_Bot_Xtr : 0.0300116 + s_upper_bl_H_31 : 0.0287397 + s_lower_bl_H_31 : 0.0273512 + s_lower_bl_H_3 : 0.0271959 + s_upper_bl_H_30 : 0.0263098 + s_lower_bl_H_1 : 0.0261456 +Epoch: 108 | Train Loss: 3.36457 | Test Loss: 3.53824 | analysis_confidence: 0.139107 | CL: 0.0269386 | ln_CD: 0.0532921 | CM: 0.00461752 | Top_Xtr: 0.0209023 | Bot_Xtr: 0.0211206 +Loss contributors: + s_ln_CD : 0.711562 + s_CL : 0.541083 + s_CM : 0.281107 + s_analysis_confidence : 0.110942 + s_lower_bl_H_1 : 0.0293393 + s_upper_bl_H_31 : 0.0290487 + s_Bot_Xtr : 0.0284741 + s_lower_bl_H_31 : 0.0282753 + s_upper_bl_H_30 : 0.0263142 + s_lower_bl_H_6 : 0.0253498 +Epoch: 109 | Train Loss: 3.36469 | Test Loss: 3.63429 | analysis_confidence: 0.141734 | CL: 0.0273298 | ln_CD: 0.0638788 | CM: 0.00452077 | Top_Xtr: 0.0204707 | Bot_Xtr: 0.021788 +Loss contributors: + s_ln_CD : 0.833771 + s_CL : 0.551322 + s_CM : 0.2885 + s_analysis_confidence : 0.112602 + s_upper_bl_H_31 : 0.0309981 + s_Bot_Xtr : 0.029688 + s_lower_bl_H_31 : 0.0293352 + s_upper_bl_H_30 : 0.0274569 + s_lower_bl_H_30 : 0.0259734 + s_lower_bl_H_5 : 0.0252886 +Epoch: 110 | Train Loss: 3.35341 | Test Loss: 3.55553 | analysis_confidence: 0.140698 | CL: 0.0276884 | ln_CD: 0.0553052 | CM: 0.00453943 | Top_Xtr: 0.020297 | Bot_Xtr: 0.0219382 +Loss contributors: + s_ln_CD : 0.716109 + s_CL : 0.555721 + s_CM : 0.285213 + s_analysis_confidence : 0.114436 + s_Bot_Xtr : 0.0305834 + s_upper_bl_H_31 : 0.028972 + s_lower_bl_H_31 : 0.0279421 + s_lower_bl_H_1 : 0.0270694 + s_lower_bl_H_0 : 0.0265782 + s_lower_bl_H_4 : 0.0261284 +Epoch: 111 | Train Loss: 3.35051 | Test Loss: 3.52433 | analysis_confidence: 0.140292 | CL: 0.0263542 | ln_CD: 0.0545194 | CM: 0.00490472 | Top_Xtr: 0.0210558 | Bot_Xtr: 0.0239017 +Loss contributors: + s_ln_CD : 0.724696 + s_CL : 0.537905 + s_CM : 0.30409 + s_analysis_confidence : 0.111404 + s_Bot_Xtr : 0.0315092 + s_upper_bl_H_31 : 0.0299267 + s_lower_bl_H_31 : 0.0276451 + s_upper_bl_H_30 : 0.0255028 + s_lower_bl_H_4 : 0.0254198 + s_lower_bl_H_1 : 0.0249007 +Epoch: 112 | Train Loss: 3.356 | Test Loss: 3.53911 | analysis_confidence: 0.140352 | CL: 0.0276601 | ln_CD: 0.0593666 | CM: 0.00522491 | Top_Xtr: 0.0201432 | Bot_Xtr: 0.0218609 +Loss contributors: + s_ln_CD : 0.735213 + s_CL : 0.546405 + s_CM : 0.315422 + s_analysis_confidence : 0.112298 + s_Bot_Xtr : 0.0292093 + s_upper_bl_H_31 : 0.0289777 + s_lower_bl_H_31 : 0.028132 + s_lower_bl_H_1 : 0.0266535 + s_upper_bl_H_30 : 0.0256113 + s_lower_bl_H_30 : 0.0249112 +Epoch: 113 | Train Loss: 3.35047 | Test Loss: 3.46987 | analysis_confidence: 0.14099 | CL: 0.0274479 | ln_CD: 0.0588338 | CM: 0.00438055 | Top_Xtr: 0.0173704 | Bot_Xtr: 0.0185479 +Loss contributors: + s_ln_CD : 0.712289 + s_CL : 0.545551 + s_CM : 0.265936 + s_analysis_confidence : 0.112296 + s_lower_bl_H_31 : 0.0287264 + s_upper_bl_H_31 : 0.028341 + s_Bot_Xtr : 0.0263584 + s_lower_bl_H_1 : 0.0261906 + s_lower_bl_H_0 : 0.0259805 + s_lower_bl_H_2 : 0.0254413 +Epoch: 114 | Train Loss: 3.35406 | Test Loss: 3.52967 | analysis_confidence: 0.136659 | CL: 0.0274977 | ln_CD: 0.0566827 | CM: 0.00471188 | Top_Xtr: 0.0213868 | Bot_Xtr: 0.0225538 +Loss contributors: + s_ln_CD : 0.700571 + s_CL : 0.544394 + s_CM : 0.293929 + s_analysis_confidence : 0.111189 + s_Bot_Xtr : 0.0321266 + s_upper_bl_H_31 : 0.0313663 + s_lower_bl_H_31 : 0.03035 + s_upper_bl_H_30 : 0.0272532 + s_Top_Xtr : 0.0265914 + s_lower_bl_H_1 : 0.0263 +Epoch: 115 | Train Loss: 3.35118 | Test Loss: 3.37355 | analysis_confidence: 0.14023 | CL: 0.0263706 | ln_CD: 0.0493258 | CM: 0.00444714 | Top_Xtr: 0.0190114 | Bot_Xtr: 0.0205838 +Loss contributors: + s_ln_CD 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0.114875 + s_upper_bl_H_31 : 0.0294074 + s_Bot_Xtr : 0.0291606 + s_lower_bl_H_31 : 0.0284576 + s_lower_bl_H_4 : 0.0272565 + s_lower_bl_H_1 : 0.0265006 + s_lower_bl_H_3 : 0.0264481 +Epoch: 118 | Train Loss: 3.32706 | Test Loss: 3.52301 | analysis_confidence: 0.137346 | CL: 0.0280026 | ln_CD: 0.0678208 | CM: 0.00430723 | Top_Xtr: 0.0217256 | Bot_Xtr: 0.0237143 +Loss contributors: + s_ln_CD : 0.748907 + s_CL : 0.543155 + s_CM : 0.269545 + s_analysis_confidence : 0.112703 + s_Bot_Xtr : 0.0302493 + s_upper_bl_H_31 : 0.0279356 + s_lower_bl_H_6 : 0.0277939 + s_lower_bl_H_1 : 0.0276178 + s_lower_bl_H_31 : 0.0275276 + s_lower_bl_H_4 : 0.0269748 +Epoch: 119 | Train Loss: 3.33873 | Test Loss: 3.60136 | analysis_confidence: 0.137522 | CL: 0.0306621 | ln_CD: 0.0669897 | CM: 0.00498187 | Top_Xtr: 0.0199614 | Bot_Xtr: 0.0211996 +Loss contributors: + s_ln_CD : 0.770269 + s_CL : 0.573961 + s_CM : 0.308838 + s_analysis_confidence : 0.111843 + s_Bot_Xtr : 0.029254 + s_upper_bl_H_31 : 0.0291395 + 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0.0251026 + s_upper_bl_H_30 : 0.0244146 +Epoch: 122 | Train Loss: 3.3256 | Test Loss: 3.57771 | analysis_confidence: 0.139819 | CL: 0.0349347 | ln_CD: 0.0538042 | CM: 0.00511549 | Top_Xtr: 0.0190037 | Bot_Xtr: 0.0200495 +Loss contributors: + s_ln_CD : 0.680197 + s_CL : 0.629375 + s_CM : 0.311123 + s_analysis_confidence : 0.110782 + s_lower_bl_H_1 : 0.0305784 + s_Bot_Xtr : 0.0292034 + s_upper_bl_H_31 : 0.0280335 + s_lower_bl_H_31 : 0.0274699 + s_lower_bl_H_5 : 0.0253561 + s_lower_bl_H_4 : 0.0252759 +Epoch: 123 | Train Loss: 3.33256 | Test Loss: 3.50914 | analysis_confidence: 0.145292 | CL: 0.02816 | ln_CD: 0.0553788 | CM: 0.00460019 | Top_Xtr: 0.0171188 | Bot_Xtr: 0.019043 +Loss contributors: + s_ln_CD : 0.730287 + s_CL : 0.537961 + s_CM : 0.281206 + s_analysis_confidence : 0.111923 + s_upper_bl_H_31 : 0.0294707 + s_Bot_Xtr : 0.0279273 + s_lower_bl_H_31 : 0.0279181 + s_upper_bl_H_30 : 0.0277138 + s_lower_bl_H_1 : 0.0271638 + s_lower_bl_H_30 : 0.0258353 +Epoch: 124 | Train Loss: 3.32823 | Test Loss: 3.49871 | analysis_confidence: 0.150958 | CL: 0.0290113 | ln_CD: 0.0557856 | CM: 0.00459921 | Top_Xtr: 0.0194099 | Bot_Xtr: 0.0209478 +Loss contributors: + s_ln_CD : 0.684127 + s_CL : 0.557809 + s_CM : 0.286424 + s_analysis_confidence : 0.115555 + s_upper_bl_H_31 : 0.0316165 + s_lower_bl_H_31 : 0.0304018 + s_Bot_Xtr : 0.0295096 + s_lower_bl_H_2 : 0.0264123 + s_lower_bl_H_1 : 0.0254313 + s_upper_bl_H_30 : 0.0253522 +Epoch: 125 | Train Loss: 3.31276 | Test Loss: 3.53024 | analysis_confidence: 0.138109 | CL: 0.0281733 | ln_CD: 0.0609742 | CM: 0.00443839 | Top_Xtr: 0.0209707 | Bot_Xtr: 0.0212987 +Loss contributors: + s_ln_CD : 0.72098 + s_CL : 0.56044 + s_CM : 0.274233 + s_analysis_confidence : 0.110195 + s_Bot_Xtr : 0.0303426 + s_upper_bl_H_31 : 0.0286836 + s_lower_bl_H_31 : 0.0278556 + s_lower_bl_H_1 : 0.0269141 + s_lower_bl_H_4 : 0.0262789 + s_lower_bl_H_3 : 0.0260234 +Epoch: 126 | Train Loss: 3.31073 | Test Loss: 3.48124 | analysis_confidence: 0.140256 | CL: 0.0265544 | ln_CD: 0.0644113 | CM: 0.00449841 | Top_Xtr: 0.0177562 | Bot_Xtr: 0.0193688 +Loss contributors: + s_ln_CD : 0.733904 + s_CL : 0.534227 + s_CM : 0.285417 + s_analysis_confidence : 0.111514 + s_upper_bl_H_31 : 0.0294637 + s_lower_bl_H_31 : 0.0285281 + s_Bot_Xtr : 0.0275147 + s_upper_bl_H_30 : 0.0260005 + s_lower_bl_H_30 : 0.0253824 + s_lower_bl_H_1 : 0.0250791 +Epoch: 127 | Train Loss: 3.31955 | Test Loss: 3.70271 | analysis_confidence: 0.1545 | CL: 0.0284834 | ln_CD: 0.0595271 | CM: 0.00471976 | Top_Xtr: 0.0215457 | Bot_Xtr: 0.0232586 +Loss contributors: + s_ln_CD : 0.784305 + s_CL : 0.557571 + s_CM : 0.289792 + s_analysis_confidence : 0.136373 + s_Bot_Xtr : 0.0343613 + s_upper_bl_H_31 : 0.03136 + s_lower_bl_H_0 : 0.0311685 + s_lower_bl_H_31 : 0.0310121 + s_upper_bl_H_30 : 0.0291127 + s_lower_bl_H_30 : 0.0287182 +Epoch: 128 | Train Loss: 3.32086 | Test Loss: 3.52749 | analysis_confidence: 0.142247 | CL: 0.0270938 | ln_CD: 0.0623597 | CM: 0.00472298 | Top_Xtr: 0.0252764 | Bot_Xtr: 0.0278312 +Loss contributors: + s_ln_CD : 0.707879 + s_CL : 0.533301 + s_CM : 0.289597 + s_analysis_confidence : 0.109855 + s_Bot_Xtr : 0.0306366 + s_upper_bl_H_31 : 0.0299332 + s_lower_bl_H_31 : 0.0288992 + s_lower_bl_H_0 : 0.0276981 + s_lower_bl_H_21 : 0.0268079 + s_lower_bl_H_1 : 0.0267655 +Epoch: 129 | Train Loss: 3.31398 | Test Loss: 3.53233 | analysis_confidence: 0.148202 | CL: 0.0266328 | ln_CD: 0.0621216 | CM: 0.00437907 | Top_Xtr: 0.0247227 | Bot_Xtr: 0.0279912 +Loss contributors: + s_ln_CD : 0.746109 + s_CL : 0.541716 + s_CM : 0.27371 + s_analysis_confidence : 0.112029 + s_Bot_Xtr : 0.032056 + s_lower_bl_H_1 : 0.0279219 + s_lower_bl_H_31 : 0.0278115 + s_upper_bl_H_31 : 0.0276407 + s_lower_bl_H_2 : 0.0260011 + s_lower_bl_H_0 : 0.0258212 +Epoch: 130 | Train Loss: 3.31234 | Test Loss: 3.48578 | analysis_confidence: 0.15273 | CL: 0.027616 | ln_CD: 0.0533813 | CM: 0.00519461 | Top_Xtr: 0.0209947 | Bot_Xtr: 0.0211422 +Loss contributors: + s_ln_CD : 0.695558 + s_CL : 0.549734 + s_CM 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s_lower_bl_H_31 : 0.0278929 + s_upper_bl_H_31 : 0.0278643 + s_lower_bl_H_4 : 0.0269102 + s_lower_bl_H_5 : 0.026796 + s_lower_bl_H_1 : 0.0259176 +Epoch: 133 | Train Loss: 3.2963 | Test Loss: 3.39836 | analysis_confidence: 0.136467 | CL: 0.0270814 | ln_CD: 0.0649768 | CM: 0.00441616 | Top_Xtr: 0.0217273 | Bot_Xtr: 0.0224425 +Loss contributors: + s_ln_CD : 0.71335 + s_CL : 0.529574 + s_CM : 0.27269 + s_analysis_confidence : 0.11305 + s_Bot_Xtr : 0.0289145 + s_upper_bl_H_31 : 0.0276098 + s_lower_bl_H_1 : 0.0268954 + s_lower_bl_H_31 : 0.0265645 + s_upper_bl_H_30 : 0.0248456 + s_lower_bl_H_5 : 0.0242359 +Epoch: 134 | Train Loss: 3.30966 | Test Loss: 3.55227 | analysis_confidence: 0.146817 | CL: 0.0288186 | ln_CD: 0.0722639 | CM: 0.00496363 | Top_Xtr: 0.0169702 | Bot_Xtr: 0.0185122 +Loss contributors: + s_ln_CD : 0.755674 + s_CL : 0.543012 + s_CM : 0.300979 + s_analysis_confidence : 0.114397 + s_lower_bl_H_31 : 0.0334111 + s_upper_bl_H_31 : 0.0330104 + s_lower_bl_H_30 : 0.0266606 + s_upper_bl_H_30 : 0.0265799 + s_Bot_Xtr : 0.0261989 + s_lower_bl_H_1 : 0.0260549 +Epoch: 135 | Train Loss: 3.29423 | Test Loss: 3.40463 | analysis_confidence: 0.137643 | CL: 0.0277155 | ln_CD: 0.0514857 | CM: 0.00452603 | Top_Xtr: 0.0175885 | Bot_Xtr: 0.0190104 +Loss contributors: + s_ln_CD : 0.674962 + s_CL : 0.544309 + s_CM : 0.278466 + s_analysis_confidence : 0.113992 + s_upper_bl_H_31 : 0.0279865 + s_Bot_Xtr : 0.0273699 + s_lower_bl_H_31 : 0.0272576 + s_lower_bl_H_1 : 0.0250412 + s_upper_bl_H_30 : 0.0248478 + s_lower_bl_H_30 : 0.0248119 +Epoch: 136 | Train Loss: 3.29893 | Test Loss: 3.35098 | analysis_confidence: 0.146222 | CL: 0.0274868 | ln_CD: 0.0495726 | CM: 0.00440416 | Top_Xtr: 0.0169034 | Bot_Xtr: 0.0182576 +Loss contributors: + s_ln_CD : 0.668471 + s_CL : 0.530908 + s_CM : 0.265634 + s_analysis_confidence : 0.114272 + s_upper_bl_H_31 : 0.029554 + s_lower_bl_H_31 : 0.0275685 + s_Bot_Xtr : 0.0274529 + s_upper_bl_H_30 : 0.0257693 + s_lower_bl_H_1 : 0.0249739 + s_lower_bl_H_30 : 0.0243118 +Epoch: 137 | Train Loss: 3.2972 | Test Loss: 3.39985 | analysis_confidence: 0.141135 | CL: 0.0280912 | ln_CD: 0.0537805 | CM: 0.00449006 | Top_Xtr: 0.0212944 | Bot_Xtr: 0.0237045 +Loss contributors: + s_ln_CD : 0.686996 + s_CL : 0.536306 + s_CM : 0.270638 + s_analysis_confidence : 0.112629 + s_Bot_Xtr : 0.0302383 + s_upper_bl_H_31 : 0.0278858 + s_lower_bl_H_31 : 0.0274035 + s_lower_bl_H_1 : 0.0273002 + s_lower_bl_H_0 : 0.0243428 + s_upper_bl_H_30 : 0.0242417 +Epoch: 138 | Train Loss: 3.29491 | Test Loss: 3.64718 | analysis_confidence: 0.142071 | CL: 0.0260678 | ln_CD: 0.0564655 | CM: 0.00449568 | Top_Xtr: 0.0171978 | Bot_Xtr: 0.0186334 +Loss contributors: + s_ln_CD : 0.735183 + s_CL : 0.53034 + s_CM : 0.278272 + s_analysis_confidence : 0.112385 + s_upper_bl_H_31 : 0.0311509 + s_lower_bl_H_31 : 0.030745 + s_Bot_Xtr : 0.0277893 + s_upper_bl_H_22 : 0.0267376 + s_lower_bl_H_4 : 0.0260333 + s_upper_bl_H_30 : 0.0258828 +Epoch: 139 | Train Loss: 3.29868 | Test Loss: 3.49822 | analysis_confidence: 0.137884 | CL: 0.0272449 | ln_CD: 0.0743909 | CM: 0.00490043 | Top_Xtr: 0.0208012 | Bot_Xtr: 0.023021 +Loss contributors: + s_ln_CD : 0.767573 + s_CL : 0.533934 + s_CM : 0.298862 + s_analysis_confidence : 0.111265 + s_Bot_Xtr : 0.0298641 + s_upper_bl_H_31 : 0.0279519 + s_lower_bl_H_31 : 0.0275176 + s_lower_bl_H_1 : 0.0261139 + s_upper_bl_H_30 : 0.0245655 + s_lower_bl_H_30 : 0.0242991 +Epoch: 140 | Train Loss: 3.29689 | Test Loss: 3.50702 | analysis_confidence: 0.145212 | CL: 0.0288416 | ln_CD: 0.0501551 | CM: 0.00516149 | Top_Xtr: 0.021883 | Bot_Xtr: 0.0231803 +Loss contributors: + s_ln_CD : 0.666995 + s_CL : 0.553777 + s_CM : 0.313227 + s_analysis_confidence : 0.111284 + s_Bot_Xtr : 0.0299899 + s_upper_bl_H_31 : 0.0296005 + s_lower_bl_H_31 : 0.028477 + s_upper_bl_H_30 : 0.0271339 + s_lower_bl_H_30 : 0.0265148 + s_lower_bl_H_4 : 0.0261878 +Epoch: 141 | Train Loss: 3.29556 | Test Loss: 3.56646 | analysis_confidence: 0.150706 | CL: 0.0270619 | ln_CD: 0.0656606 | CM: 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0.0259176 + s_lower_bl_H_2 : 0.0251181 + s_lower_bl_H_4 : 0.0248866 +Epoch: 150 | Train Loss: 3.2944 | Test Loss: 3.5454 | analysis_confidence: 0.147946 | CL: 0.0290756 | ln_CD: 0.0668755 | CM: 0.00448421 | Top_Xtr: 0.0234325 | Bot_Xtr: 0.0254396 +Loss contributors: + s_ln_CD : 0.754557 + s_CL : 0.560919 + s_CM : 0.28149 + s_analysis_confidence : 0.115213 + s_Bot_Xtr : 0.0309227 + s_upper_bl_H_31 : 0.0279768 + s_lower_bl_H_1 : 0.0271945 + s_lower_bl_H_31 : 0.0268881 + s_lower_bl_H_3 : 0.0246825 + s_lower_bl_H_4 : 0.0246683 +Epoch: 151 | Train Loss: 3.28286 | Test Loss: 3.49025 | analysis_confidence: 0.133666 | CL: 0.0283777 | ln_CD: 0.0542517 | CM: 0.00446772 | Top_Xtr: 0.0179659 | Bot_Xtr: 0.0191449 +Loss contributors: + s_ln_CD : 0.687498 + s_CL : 0.541686 + s_CM : 0.274873 + s_analysis_confidence : 0.111345 + s_lower_bl_H_31 : 0.0279907 + s_upper_bl_H_31 : 0.0279577 + s_Bot_Xtr : 0.0277327 + s_lower_bl_H_1 : 0.0259983 + s_upper_bl_H_22 : 0.025051 + s_lower_bl_H_30 : 0.0250385 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0.142708 | CL: 0.0287088 | ln_CD: 0.071211 | CM: 0.00443836 | Top_Xtr: 0.0183817 | Bot_Xtr: 0.020037 +Loss contributors: + s_ln_CD : 0.762292 + s_CL : 0.562101 + s_CM : 0.28165 + s_analysis_confidence : 0.110841 + s_Bot_Xtr : 0.0295416 + s_upper_bl_H_28 : 0.0284904 + s_upper_bl_H_31 : 0.0283104 + s_upper_bl_H_29 : 0.0281221 + s_lower_bl_H_31 : 0.0279235 + s_upper_bl_H_30 : 0.0272887 +Epoch: 155 | Train Loss: 3.27137 | Test Loss: 3.49302 | analysis_confidence: 0.14205 | CL: 0.0277058 | ln_CD: 0.0686756 | CM: 0.0046193 | Top_Xtr: 0.0169709 | Bot_Xtr: 0.0182375 +Loss contributors: + s_ln_CD : 0.756125 + s_CL : 0.537155 + s_CM : 0.281931 + s_analysis_confidence : 0.111767 + s_upper_bl_H_31 : 0.0279246 + s_lower_bl_H_31 : 0.0268622 + s_Bot_Xtr : 0.0265512 + s_lower_bl_H_1 : 0.0257581 + s_lower_bl_H_0 : 0.0250304 + s_lower_bl_H_2 : 0.0249737 +Epoch: 156 | Train Loss: 3.26082 | Test Loss: 3.47013 | analysis_confidence: 0.141114 | CL: 0.030975 | ln_CD: 0.0511618 | CM: 0.0047001 | Top_Xtr: 0.0189464 | Bot_Xtr: 0.0227696 +Loss contributors: + s_ln_CD : 0.672632 + s_CL : 0.571269 + s_CM : 0.290643 + s_analysis_confidence : 0.111263 + s_upper_bl_H_31 : 0.0303746 + s_Bot_Xtr : 0.0286626 + s_lower_bl_H_31 : 0.0284832 + s_lower_bl_H_1 : 0.0261493 + s_upper_bl_H_30 : 0.0253874 + s_lower_bl_H_30 : 0.0246801 +Epoch: 157 | Train Loss: 3.25097 | Test Loss: 3.44797 | analysis_confidence: 0.1471 | CL: 0.0259834 | ln_CD: 0.0547028 | CM: 0.00479244 | Top_Xtr: 0.0167971 | Bot_Xtr: 0.0184004 +Loss contributors: + s_ln_CD : 0.689047 + s_CL : 0.530365 + s_CM : 0.287961 + s_analysis_confidence : 0.117203 + s_upper_bl_H_31 : 0.0294174 + s_lower_bl_H_31 : 0.0291115 + s_lower_bl_H_1 : 0.0267885 + s_Bot_Xtr : 0.0263129 + s_upper_bl_H_30 : 0.0257108 + s_lower_bl_H_30 : 0.025663 +Epoch: 158 | Train Loss: 3.26422 | Test Loss: 3.51039 | analysis_confidence: 0.137313 | CL: 0.0275804 | ln_CD: 0.0498701 | CM: 0.0043988 | Top_Xtr: 0.0167035 | Bot_Xtr: 0.0179327 +Loss contributors: + s_ln_CD : 0.713594 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s_upper_bl_H_31 : 0.0306969 + s_Bot_Xtr : 0.0279782 + s_lower_bl_H_31 : 0.0279271 + s_lower_bl_H_3 : 0.0261021 + s_lower_bl_H_4 : 0.0258997 + s_lower_bl_H_5 : 0.0258333 +Epoch: 161 | Train Loss: 3.25507 | Test Loss: 3.48961 | analysis_confidence: 0.143604 | CL: 0.0280156 | ln_CD: 0.0533979 | CM: 0.00467763 | Top_Xtr: 0.0177879 | Bot_Xtr: 0.0193793 +Loss contributors: + s_ln_CD : 0.710767 + s_CL : 0.547132 + s_CM : 0.286914 + s_analysis_confidence : 0.126834 + s_upper_bl_H_31 : 0.0281001 + s_lower_bl_H_1 : 0.0278205 + s_lower_bl_H_31 : 0.0274752 + s_Bot_Xtr : 0.027287 + s_lower_bl_H_2 : 0.0250712 + s_lower_bl_H_5 : 0.0246349 +Epoch: 162 | Train Loss: 3.2558 | Test Loss: 3.38446 | analysis_confidence: 0.149979 | CL: 0.0269748 | ln_CD: 0.0519492 | CM: 0.00484929 | Top_Xtr: 0.0200784 | Bot_Xtr: 0.0218464 +Loss contributors: + s_ln_CD : 0.696938 + s_CL : 0.522605 + s_CM : 0.292414 + s_analysis_confidence : 0.114189 + s_upper_bl_H_31 : 0.0276646 + s_Bot_Xtr : 0.0271426 + s_lower_bl_H_31 : 0.0268148 + s_lower_bl_H_5 : 0.0263807 + s_lower_bl_H_1 : 0.0261902 + s_lower_bl_H_4 : 0.0255914 +Epoch: 163 | Train Loss: 3.24135 | Test Loss: 3.45644 | analysis_confidence: 0.150385 | CL: 0.0281345 | ln_CD: 0.0595343 | CM: 0.0044227 | Top_Xtr: 0.0281486 | Bot_Xtr: 0.0299294 +Loss contributors: + s_ln_CD : 0.727546 + s_CL : 0.550634 + s_CM : 0.272319 + s_analysis_confidence : 0.113253 + s_Bot_Xtr : 0.0326805 + s_lower_bl_H_31 : 0.0292489 + s_upper_bl_H_31 : 0.0286867 + s_Top_Xtr : 0.0270351 + s_lower_bl_H_1 : 0.0252902 + s_lower_bl_H_3 : 0.0250313 +Epoch: 164 | Train Loss: 3.2541 | Test Loss: 3.37442 | analysis_confidence: 0.142185 | CL: 0.0271687 | ln_CD: 0.0516083 | CM: 0.00433757 | Top_Xtr: 0.0201133 | Bot_Xtr: 0.0220909 +Loss contributors: + s_ln_CD : 0.691684 + s_CL : 0.538102 + s_CM : 0.267252 + s_analysis_confidence : 0.11014 + s_upper_bl_H_31 : 0.0274533 + s_Bot_Xtr : 0.026727 + s_lower_bl_H_31 : 0.0266706 + s_lower_bl_H_1 : 0.024997 + s_upper_bl_H_30 : 0.0249201 + s_lower_bl_H_2 : 0.0242556 +Epoch: 165 | Train Loss: 3.25427 | Test Loss: 3.36817 | analysis_confidence: 0.138946 | CL: 0.0274906 | ln_CD: 0.0510401 | CM: 0.00441685 | Top_Xtr: 0.0214476 | Bot_Xtr: 0.0242717 +Loss contributors: + s_ln_CD : 0.680035 + s_CL : 0.533702 + s_CM : 0.267766 + s_analysis_confidence : 0.110431 + s_Bot_Xtr : 0.0293968 + s_lower_bl_H_31 : 0.0268107 + s_upper_bl_H_31 : 0.0267606 + s_lower_bl_H_1 : 0.0261998 + s_lower_bl_H_5 : 0.0247544 + s_lower_bl_H_30 : 0.0243345 +Epoch: 166 | Train Loss: 3.25416 | Test Loss: 3.49421 | analysis_confidence: 0.147903 | CL: 0.0291083 | ln_CD: 0.0544681 | CM: 0.00472071 | Top_Xtr: 0.0188277 | Bot_Xtr: 0.0213894 +Loss contributors: + s_ln_CD : 0.69335 + s_CL : 0.565332 + s_CM : 0.285976 + s_analysis_confidence : 0.112021 + s_lower_bl_H_31 : 0.0301995 + s_upper_bl_H_31 : 0.0298373 + s_Bot_Xtr : 0.0282959 + s_upper_bl_H_30 : 0.0270096 + s_lower_bl_H_30 : 0.0266246 + s_lower_bl_H_3 : 0.0255969 +Epoch: 167 | Train Loss: 3.2554 | Test Loss: 3.43789 | analysis_confidence: 0.136874 | CL: 0.0255679 | ln_CD: 0.0708163 | CM: 0.00430137 | Top_Xtr: 0.0222218 | Bot_Xtr: 0.0230139 +Loss contributors: + s_ln_CD : 0.75405 + s_CL : 0.515678 + s_CM : 0.267264 + s_analysis_confidence : 0.110854 + s_upper_bl_H_31 : 0.0280107 + s_Bot_Xtr : 0.0278482 + s_lower_bl_H_31 : 0.0266004 + s_lower_bl_H_1 : 0.025649 + s_upper_bl_H_30 : 0.0251965 + s_lower_bl_H_0 : 0.0239066 +Epoch: 168 | Train Loss: 3.25406 | Test Loss: 3.46311 | analysis_confidence: 0.144053 | CL: 0.0277494 | ln_CD: 0.0486133 | CM: 0.00452954 | Top_Xtr: 0.0230807 | Bot_Xtr: 0.0231887 +Loss contributors: + s_ln_CD : 0.664289 + s_CL : 0.547559 + s_CM : 0.275903 + s_analysis_confidence : 0.111897 + s_Bot_Xtr : 0.0357273 + s_Top_Xtr : 0.0293418 + s_upper_bl_H_31 : 0.0286784 + s_lower_bl_H_31 : 0.0268846 + s_lower_bl_H_5 : 0.0263396 + s_lower_bl_H_1 : 0.0256251 +Epoch: 169 | Train Loss: 3.25057 | Test Loss: 3.40499 | analysis_confidence: 0.150674 | CL: 0.0261123 | ln_CD: 0.0514023 | CM: 0.00414187 | Top_Xtr: 0.0202461 | Bot_Xtr: 0.0219913 +Loss contributors: + s_ln_CD : 0.685495 + s_CL : 0.528832 + s_CM : 0.264126 + s_analysis_confidence : 0.116307 + s_upper_bl_H_31 : 0.032823 + s_lower_bl_H_31 : 0.0293789 + s_upper_bl_H_30 : 0.0293549 + s_Bot_Xtr : 0.0274457 + s_lower_bl_H_30 : 0.0266923 + s_upper_bl_H_29 : 0.0261283 +Epoch: 170 | Train Loss: 3.25513 | Test Loss: 3.75761 | analysis_confidence: 0.149496 | CL: 0.0293237 | ln_CD: 0.0834329 | CM: 0.00506752 | Top_Xtr: 0.0229828 | Bot_Xtr: 0.0238801 +Loss contributors: + s_ln_CD : 0.879169 + s_CL : 0.579081 + s_CM : 0.313538 + s_analysis_confidence : 0.117738 + s_upper_bl_H_31 : 0.0311662 + s_lower_bl_H_31 : 0.030225 + s_Bot_Xtr : 0.0297982 + s_lower_bl_H_0 : 0.0255023 + s_upper_bl_H_30 : 0.02544 + s_lower_bl_H_30 : 0.0249092 +Epoch: 171 | Train Loss: 3.25432 | Test Loss: 3.45133 | analysis_confidence: 0.146935 | CL: 0.0278874 | ln_CD: 0.0518822 | CM: 0.00445024 | Top_Xtr: 0.0261232 | Bot_Xtr: 0.0276242 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s_analysis_confidence : 0.110827 + s_upper_bl_H_31 : 0.02887 + s_Bot_Xtr : 0.027785 + s_lower_bl_H_31 : 0.0275075 + s_lower_bl_H_1 : 0.0257141 + s_lower_bl_H_2 : 0.0251374 + s_lower_bl_H_0 : 0.0250341 +Epoch: 174 | Train Loss: 3.24622 | Test Loss: 3.45046 | analysis_confidence: 0.137222 | CL: 0.0285148 | ln_CD: 0.0558104 | CM: 0.00434679 | Top_Xtr: 0.0177307 | Bot_Xtr: 0.0185368 +Loss contributors: + s_ln_CD : 0.694661 + s_CL : 0.565465 + s_CM : 0.270381 + s_analysis_confidence : 0.109072 + s_upper_bl_H_31 : 0.0275369 + s_lower_bl_H_31 : 0.0260313 + s_Bot_Xtr : 0.0260045 + s_upper_bl_H_21 : 0.0254149 + s_upper_bl_H_22 : 0.0250623 + s_upper_bl_H_20 : 0.0245824 +Epoch 00175: reducing learning rate of group 0 to 2.5000e-04. +Epoch: 175 | Train Loss: 2.84408 | Test Loss: 3.01867 | analysis_confidence: 0.135181 | CL: 0.0237551 | ln_CD: 0.045432 | CM: 0.00407139 | Top_Xtr: 0.0158402 | Bot_Xtr: 0.0172792 +Loss contributors: + s_ln_CD : 0.635591 + s_CL : 0.476646 + s_CM : 0.243802 + s_analysis_confidence : 0.10857 + s_Bot_Xtr : 0.0248155 + s_upper_bl_H_31 : 0.0237595 + s_lower_bl_H_31 : 0.0236965 + s_lower_bl_H_5 : 0.0231805 + s_lower_bl_H_1 : 0.0224817 + s_lower_bl_H_3 : 0.0221392 +Epoch: 176 | Train Loss: 2.79207 | Test Loss: 2.97303 | analysis_confidence: 0.135924 | CL: 0.0229608 | ln_CD: 0.0441947 | CM: 0.00385519 | Top_Xtr: 0.0157097 | Bot_Xtr: 0.0167799 +Loss contributors: + s_ln_CD : 0.615705 + s_CL : 0.47039 + s_CM : 0.231545 + s_analysis_confidence : 0.111792 + s_upper_bl_H_31 : 0.0237436 + s_lower_bl_H_31 : 0.0237198 + s_Bot_Xtr : 0.0235801 + s_lower_bl_H_1 : 0.0232618 + s_lower_bl_H_5 : 0.021566 + s_lower_bl_H_3 : 0.0213459 +Epoch: 177 | Train Loss: 2.76876 | Test Loss: 2.97061 | analysis_confidence: 0.143456 | CL: 0.0232839 | ln_CD: 0.0444358 | CM: 0.00364271 | Top_Xtr: 0.016423 | Bot_Xtr: 0.0180665 +Loss contributors: + s_ln_CD : 0.610435 + s_CL : 0.479253 + s_CM : 0.224989 + s_analysis_confidence : 0.109586 + s_Bot_Xtr : 0.023924 + s_lower_bl_H_31 : 0.0237902 + s_upper_bl_H_31 : 0.0236411 + s_lower_bl_H_1 : 0.02271 + s_lower_bl_H_3 : 0.0222647 + s_lower_bl_H_5 : 0.0222182 +Epoch: 178 | Train Loss: 2.75001 | Test Loss: 2.98437 | analysis_confidence: 0.137569 | CL: 0.0237899 | ln_CD: 0.0435524 | CM: 0.00369447 | Top_Xtr: 0.0173925 | Bot_Xtr: 0.018973 +Loss contributors: + s_ln_CD : 0.616161 + s_CL : 0.47958 + s_CM : 0.227261 + s_analysis_confidence : 0.109576 + s_upper_bl_H_31 : 0.0246691 + s_Bot_Xtr : 0.0246662 + s_lower_bl_H_31 : 0.0244766 + s_upper_bl_H_30 : 0.0227655 + s_lower_bl_H_30 : 0.0223146 + s_lower_bl_H_1 : 0.0222845 +Epoch: 179 | Train Loss: 2.73919 | Test Loss: 3.05909 | analysis_confidence: 0.142289 | CL: 0.0257488 | ln_CD: 0.0468064 | CM: 0.00395508 | Top_Xtr: 0.0154698 | Bot_Xtr: 0.016922 +Loss contributors: + s_ln_CD : 0.619372 + s_CL : 0.500287 + s_CM : 0.239946 + s_analysis_confidence : 0.109824 + s_upper_bl_H_31 : 0.0249977 + s_lower_bl_H_31 : 0.0245762 + s_Bot_Xtr : 0.0241951 + s_lower_bl_H_1 : 0.0220622 + s_upper_bl_H_30 : 0.0219274 + s_lower_bl_H_2 : 0.0215479 +Epoch: 180 | Train Loss: 2.7339 | Test Loss: 3.05033 | analysis_confidence: 0.144391 | CL: 0.0272187 | ln_CD: 0.0449201 | CM: 0.00447364 | Top_Xtr: 0.0187868 | Bot_Xtr: 0.0201612 +Loss contributors: + s_ln_CD : 0.616708 + s_CL : 0.50765 + s_CM : 0.256225 + s_analysis_confidence : 0.11031 + s_Bot_Xtr : 0.0252348 + s_lower_bl_H_31 : 0.0239457 + s_upper_bl_H_31 : 0.0239083 + s_lower_bl_H_30 : 0.0214834 + s_lower_bl_H_1 : 0.0214491 + s_lower_bl_H_5 : 0.0211936 +Epoch: 181 | Train Loss: 2.72693 | Test Loss: 2.98383 | analysis_confidence: 0.142497 | CL: 0.02408 | ln_CD: 0.0458797 | CM: 0.00387856 | Top_Xtr: 0.0169286 | Bot_Xtr: 0.0190985 +Loss contributors: + s_ln_CD : 0.616071 + s_CL : 0.474389 + s_CM : 0.233438 + s_analysis_confidence : 0.110167 + s_Bot_Xtr : 0.0245021 + s_lower_bl_H_1 : 0.0237227 + s_upper_bl_H_31 : 0.0229845 + s_lower_bl_H_31 : 0.0227892 + s_lower_bl_H_5 : 0.021221 + s_lower_bl_H_30 : 0.0208856 +Epoch: 182 | Train Loss: 2.73364 | Test Loss: 3.04565 | analysis_confidence: 0.139892 | CL: 0.0248567 | ln_CD: 0.0530079 | CM: 0.00390979 | Top_Xtr: 0.0233721 | Bot_Xtr: 0.0243758 +Loss contributors: + s_ln_CD : 0.663286 + s_CL : 0.487471 + s_CM : 0.233639 + s_analysis_confidence : 0.108477 + s_Bot_Xtr : 0.0272796 + s_upper_bl_H_31 : 0.0242758 + s_lower_bl_H_31 : 0.0236682 + s_lower_bl_H_1 : 0.0222655 + s_Top_Xtr : 0.0218514 + s_lower_bl_H_3 : 0.0217621 +Epoch: 183 | Train Loss: 2.71591 | Test Loss: 2.99212 | analysis_confidence: 0.139947 | CL: 0.0266053 | ln_CD: 0.0431897 | CM: 0.00404914 | Top_Xtr: 0.0155997 | Bot_Xtr: 0.0169458 +Loss contributors: + s_ln_CD : 0.601061 + s_CL : 0.498103 + s_CM : 0.239175 + s_analysis_confidence : 0.109854 + s_Bot_Xtr : 0.0246866 + s_lower_bl_H_31 : 0.0240645 + s_upper_bl_H_31 : 0.0238517 + s_lower_bl_H_4 : 0.022092 + s_lower_bl_H_5 : 0.021965 + s_lower_bl_H_1 : 0.0214757 +Epoch: 184 | Train Loss: 2.71611 | Test Loss: 2.99793 | analysis_confidence: 0.137378 | CL: 0.0237874 | ln_CD: 0.0451026 | CM: 0.00379926 | Top_Xtr: 0.0172294 | Bot_Xtr: 0.0190945 +Loss contributors: + s_ln_CD : 0.641936 + s_CL : 0.481348 + s_CM : 0.229837 + s_analysis_confidence : 0.109809 + s_Bot_Xtr : 0.0245553 + s_lower_bl_H_31 : 0.0236387 + s_upper_bl_H_31 : 0.0234329 + s_lower_bl_H_1 : 0.0229459 + s_lower_bl_H_4 : 0.0211509 + s_lower_bl_H_5 : 0.0210521 +Epoch: 185 | Train Loss: 2.70679 | Test Loss: 2.97369 | analysis_confidence: 0.147898 | CL: 0.0231657 | ln_CD: 0.0441742 | CM: 0.00376384 | Top_Xtr: 0.0175067 | Bot_Xtr: 0.0189874 +Loss contributors: + s_ln_CD : 0.631329 + s_CL : 0.474968 + s_CM : 0.228288 + s_analysis_confidence : 0.110754 + s_Bot_Xtr : 0.0246166 + s_lower_bl_H_31 : 0.0234212 + s_upper_bl_H_31 : 0.0231403 + s_lower_bl_H_5 : 0.0222966 + s_lower_bl_H_4 : 0.0221525 + s_lower_bl_H_1 : 0.0215089 +Epoch: 186 | Train Loss: 2.71048 | Test Loss: 3.01914 | analysis_confidence: 0.136591 | CL: 0.0241187 | ln_CD: 0.0521844 | CM: 0.00392991 | Top_Xtr: 0.0155471 | Bot_Xtr: 0.0170542 +Loss contributors: + s_ln_CD : 0.653859 + s_CL : 0.477714 + s_CM : 0.236398 + s_analysis_confidence : 0.10833 + s_lower_bl_H_31 : 0.0241954 + s_Bot_Xtr : 0.0238904 + s_upper_bl_H_31 : 0.0236133 + s_lower_bl_H_5 : 0.021683 + s_lower_bl_H_30 : 0.0214464 + s_lower_bl_H_1 : 0.0212695 +Epoch: 187 | Train Loss: 2.70433 | Test Loss: 3.01458 | analysis_confidence: 0.142523 | CL: 0.0242488 | ln_CD: 0.0454857 | CM: 0.00397073 | Top_Xtr: 0.0161846 | Bot_Xtr: 0.0176916 +Loss contributors: + s_ln_CD : 0.626256 + s_CL : 0.482157 + s_CM : 0.238025 + s_analysis_confidence : 0.109368 + s_Bot_Xtr : 0.0269147 + s_lower_bl_H_31 : 0.0232119 + s_upper_bl_H_31 : 0.0230472 + s_lower_bl_H_1 : 0.0222391 + s_lower_bl_H_5 : 0.0211808 + s_lower_bl_H_4 : 0.0209363 +Epoch: 188 | Train Loss: 2.70841 | Test Loss: 2.95096 | analysis_confidence: 0.132721 | CL: 0.0230224 | ln_CD: 0.0467522 | CM: 0.00383769 | Top_Xtr: 0.0154378 | Bot_Xtr: 0.0163224 +Loss contributors: + s_ln_CD : 0.628178 + s_CL : 0.46718 + s_CM : 0.232104 + s_analysis_confidence : 0.108267 + s_upper_bl_H_31 : 0.0233448 + s_Bot_Xtr : 0.0233124 + s_lower_bl_H_31 : 0.0230543 + s_lower_bl_H_1 : 0.0209756 + s_lower_bl_H_5 : 0.0208281 + s_lower_bl_H_4 : 0.0206908 +Epoch: 189 | Train Loss: 2.70049 | Test Loss: 2.96681 | analysis_confidence: 0.141652 | CL: 0.0226095 | ln_CD: 0.0437574 | CM: 0.00364291 | Top_Xtr: 0.0167542 | Bot_Xtr: 0.0180584 +Loss contributors: + s_ln_CD : 0.622774 + s_CL : 0.468943 + s_CM : 0.226471 + s_analysis_confidence : 0.111593 + s_Bot_Xtr : 0.0237346 + s_lower_bl_H_31 : 0.0233391 + s_upper_bl_H_31 : 0.0232809 + s_lower_bl_H_1 : 0.0218135 + s_lower_bl_H_4 : 0.0212453 + s_lower_bl_H_2 : 0.0210116 +Epoch: 190 | Train Loss: 2.69262 | Test Loss: 3.08313 | analysis_confidence: 0.141797 | CL: 0.0232954 | ln_CD: 0.047924 | CM: 0.00389226 | Top_Xtr: 0.0163038 | Bot_Xtr: 0.0176512 +Loss contributors: + s_ln_CD : 0.658544 + s_CL : 0.481424 + s_CM : 0.240027 + s_analysis_confidence : 0.109271 + s_Bot_Xtr : 0.0255185 + s_lower_bl_H_31 : 0.0249973 + s_upper_bl_H_31 : 0.0247087 + s_lower_bl_H_5 : 0.0223368 + s_lower_bl_H_4 : 0.0220467 + s_lower_bl_H_30 : 0.0216491 +Epoch: 191 | Train Loss: 2.69514 | Test Loss: 3.11458 | analysis_confidence: 0.143089 | CL: 0.0273921 | ln_CD: 0.0459508 | CM: 0.00395346 | Top_Xtr: 0.0161714 | Bot_Xtr: 0.0177375 +Loss contributors: + s_ln_CD : 0.648474 + s_CL : 0.515329 + s_CM : 0.239106 + s_analysis_confidence : 0.10871 + s_upper_bl_H_31 : 0.0258575 + s_lower_bl_H_31 : 0.024854 + s_Bot_Xtr : 0.0246374 + s_lower_bl_H_0 : 0.0242282 + s_lower_bl_H_1 : 0.0233498 + s_upper_bl_H_30 : 0.0217397 +Epoch: 192 | Train Loss: 2.68493 | Test Loss: 2.98098 | analysis_confidence: 0.138927 | CL: 0.0226501 | ln_CD: 0.0472368 | CM: 0.00361974 | Top_Xtr: 0.0146248 | Bot_Xtr: 0.0160655 +Loss contributors: + s_ln_CD : 0.624496 + s_CL : 0.472783 + s_CM : 0.226513 + s_analysis_confidence : 0.107783 + s_upper_bl_H_31 : 0.0234937 + s_Bot_Xtr : 0.023252 + s_lower_bl_H_31 : 0.0230246 + s_lower_bl_H_1 : 0.0216317 + s_lower_bl_H_2 : 0.0210823 + s_lower_bl_H_5 : 0.021073 +Epoch: 193 | Train Loss: 2.68052 | Test Loss: 2.98654 | analysis_confidence: 0.136642 | CL: 0.0232178 | ln_CD: 0.045439 | CM: 0.0037459 | Top_Xtr: 0.015839 | Bot_Xtr: 0.0167667 +Loss contributors: + s_ln_CD : 0.618267 + s_CL : 0.484357 + s_CM : 0.22926 + s_analysis_confidence : 0.108164 + s_Bot_Xtr : 0.0231858 + s_upper_bl_H_31 : 0.0231078 + s_lower_bl_H_31 : 0.0229905 + s_lower_bl_H_4 : 0.0219765 + s_lower_bl_H_1 : 0.0217546 + s_lower_bl_H_5 : 0.0217428 +Epoch: 194 | Train Loss: 2.6619 | Test Loss: 2.96328 | analysis_confidence: 0.134698 | CL: 0.0223924 | ln_CD: 0.046489 | CM: 0.00373816 | Top_Xtr: 0.0184537 | Bot_Xtr: 0.0197753 +Loss contributors: + s_ln_CD : 0.622267 + s_CL : 0.478715 + s_CM : 0.229273 + s_analysis_confidence : 0.109491 + s_Bot_Xtr : 0.0257257 + s_upper_bl_H_31 : 0.0233285 + s_lower_bl_H_31 : 0.0232731 + s_lower_bl_H_1 : 0.0218442 + s_lower_bl_H_30 : 0.0210378 + s_lower_bl_H_5 : 0.0209731 +Epoch: 195 | Train Loss: 2.67357 | Test Loss: 3.0746 | analysis_confidence: 0.133662 | CL: 0.025178 | ln_CD: 0.0521674 | CM: 0.00411532 | Top_Xtr: 0.0155744 | Bot_Xtr: 0.016874 +Loss contributors: + s_ln_CD : 0.651656 + s_CL : 0.489428 + s_CM : 0.24536 + s_analysis_confidence : 0.108583 + s_lower_bl_H_31 : 0.0236953 + s_upper_bl_H_31 : 0.0235853 + s_Bot_Xtr : 0.0234186 + s_lower_bl_H_1 : 0.0221472 + s_lower_bl_H_5 : 0.021698 + s_upper_bl_H_20 : 0.0216674 +Epoch: 196 | Train Loss: 2.66397 | Test Loss: 2.99401 | analysis_confidence: 0.137114 | CL: 0.0237921 | ln_CD: 0.0430166 | CM: 0.00392135 | Top_Xtr: 0.0166844 | Bot_Xtr: 0.0183299 +Loss contributors: + s_ln_CD : 0.639534 + s_CL : 0.482166 + s_CM : 0.233443 + s_analysis_confidence : 0.10788 + s_Bot_Xtr : 0.0243649 + s_lower_bl_H_31 : 0.0241231 + s_upper_bl_H_31 : 0.0229675 + s_lower_bl_H_1 : 0.0215885 + s_lower_bl_H_5 : 0.0212158 + s_lower_bl_H_30 : 0.0210694 +Epoch: 197 | Train Loss: 2.67079 | Test Loss: 2.90827 | analysis_confidence: 0.136143 | CL: 0.0227856 | ln_CD: 0.0456748 | CM: 0.00365089 | Top_Xtr: 0.0155222 | Bot_Xtr: 0.0176937 +Loss contributors: + s_ln_CD : 0.612569 + s_CL : 0.464141 + s_CM : 0.225356 + s_analysis_confidence : 0.10753 + s_Bot_Xtr : 0.0239839 + s_lower_bl_H_31 : 0.0225086 + s_upper_bl_H_31 : 0.0222632 + s_lower_bl_H_1 : 0.0214549 + s_lower_bl_H_5 : 0.0207145 + s_lower_bl_H_30 : 0.0206313 +Epoch: 198 | Train Loss: 2.66789 | Test Loss: 3.0121 | analysis_confidence: 0.137859 | CL: 0.0233492 | ln_CD: 0.047675 | CM: 0.00372321 | Top_Xtr: 0.0187142 | Bot_Xtr: 0.0208926 +Loss contributors: + s_ln_CD : 0.641495 + s_CL : 0.47782 + s_CM : 0.226769 + s_analysis_confidence : 0.108879 + s_lower_bl_H_31 : 0.0251736 + s_upper_bl_H_31 : 0.0251291 + s_Bot_Xtr : 0.0250404 + s_lower_bl_H_30 : 0.0214497 + s_lower_bl_H_1 : 0.0213751 + s_lower_bl_H_5 : 0.0211917 +Epoch: 199 | Train Loss: 2.66457 | Test Loss: 3.03725 | analysis_confidence: 0.134391 | CL: 0.0227465 | ln_CD: 0.043821 | CM: 0.00369454 | Top_Xtr: 0.019552 | Bot_Xtr: 0.0201037 +Loss contributors: + s_ln_CD : 0.642421 + s_CL : 0.48199 + s_CM : 0.22725 + s_analysis_confidence : 0.108145 + s_Bot_Xtr : 0.0254127 + s_upper_bl_H_31 : 0.0236681 + s_lower_bl_H_31 : 0.0233697 + s_lower_bl_H_5 : 0.0227001 + s_lower_bl_H_4 : 0.0218191 + s_lower_bl_H_7 : 0.0217163 +Epoch: 200 | Train Loss: 2.6536 | Test Loss: 3.155 | analysis_confidence: 0.137387 | CL: 0.0241706 | ln_CD: 0.0555394 | CM: 0.00396772 | Top_Xtr: 0.0165857 | Bot_Xtr: 0.0171452 +Loss contributors: + s_ln_CD : 0.716097 + s_CL : 0.480832 + s_CM : 0.238842 + s_analysis_confidence : 0.110016 + s_upper_bl_H_31 : 0.0247699 + s_lower_bl_H_31 : 0.0246958 + s_Bot_Xtr : 0.0246851 + s_lower_bl_H_5 : 0.0219547 + s_lower_bl_H_1 : 0.021497 + s_lower_bl_H_4 : 0.0213721 +Epoch: 201 | Train Loss: 2.67025 | Test Loss: 3.06415 | analysis_confidence: 0.134988 | CL: 0.0240135 | ln_CD: 0.0485107 | CM: 0.0039711 | Top_Xtr: 0.0153596 | Bot_Xtr: 0.0170319 +Loss contributors: + s_ln_CD : 0.642307 + s_CL : 0.489019 + s_CM : 0.240066 + s_analysis_confidence : 0.110055 + s_Bot_Xtr : 0.0247847 + s_lower_bl_H_31 : 0.0241665 + s_upper_bl_H_31 : 0.0239193 + s_lower_bl_H_0 : 0.0214097 + s_lower_bl_H_4 : 0.0211635 + s_lower_bl_H_30 : 0.0210536 +Epoch: 202 | Train Loss: 2.65113 | Test Loss: 2.98225 | analysis_confidence: 0.145052 | CL: 0.0227736 | ln_CD: 0.043468 | CM: 0.00359133 | Top_Xtr: 0.0162391 | Bot_Xtr: 0.0175516 +Loss contributors: + s_ln_CD : 0.623018 + s_CL : 0.474115 + s_CM : 0.224122 + s_analysis_confidence : 0.110826 + s_lower_bl_H_31 : 0.0237139 + s_Bot_Xtr : 0.0236734 + s_upper_bl_H_31 : 0.0232348 + s_lower_bl_H_3 : 0.0216826 + s_lower_bl_H_4 : 0.0215469 + s_lower_bl_H_1 : 0.0215189 +Epoch: 203 | Train Loss: 2.64002 | Test Loss: 2.96683 | analysis_confidence: 0.141247 | CL: 0.0240832 | ln_CD: 0.0539677 | CM: 0.00398295 | Top_Xtr: 0.0154068 | Bot_Xtr: 0.0165022 +Loss contributors: + s_ln_CD : 0.653975 + s_CL : 0.475051 + s_CM : 0.233475 + s_analysis_confidence : 0.108098 + s_upper_bl_H_31 : 0.0238714 + s_Bot_Xtr : 0.0235998 + s_lower_bl_H_31 : 0.0234653 + s_lower_bl_H_1 : 0.021096 + s_lower_bl_H_30 : 0.0207261 + s_lower_bl_H_4 : 0.0206108 +Epoch: 204 | Train Loss: 2.6404 | Test Loss: 2.963 | analysis_confidence: 0.134837 | CL: 0.0226038 | ln_CD: 0.0498271 | CM: 0.00363297 | Top_Xtr: 0.0174141 | Bot_Xtr: 0.0192713 +Loss contributors: + s_ln_CD : 0.641602 + s_CL : 0.46785 + s_CM : 0.222201 + s_analysis_confidence : 0.107604 + s_Bot_Xtr : 0.0242575 + s_lower_bl_H_31 : 0.0230315 + s_upper_bl_H_31 : 0.0228129 + s_lower_bl_H_1 : 0.0217474 + s_lower_bl_H_5 : 0.0207593 + s_lower_bl_H_30 : 0.0205691 +Epoch: 205 | Train Loss: 2.64309 | Test Loss: 2.94616 | analysis_confidence: 0.144402 | CL: 0.0234639 | ln_CD: 0.0433034 | CM: 0.00370973 | Top_Xtr: 0.0206806 | Bot_Xtr: 0.0225137 +Loss contributors: + s_ln_CD : 0.610927 + s_CL : 0.472856 + s_CM : 0.227123 + s_analysis_confidence : 0.108577 + s_Bot_Xtr : 0.0261934 + s_upper_bl_H_31 : 0.023604 + s_lower_bl_H_31 : 0.0227335 + s_lower_bl_H_1 : 0.0213541 + s_lower_bl_H_2 : 0.0212384 + s_lower_bl_H_5 : 0.0209614 +Epoch: 206 | Train Loss: 2.63624 | Test Loss: 3.03661 | analysis_confidence: 0.138561 | CL: 0.0243998 | ln_CD: 0.0511114 | CM: 0.00401273 | Top_Xtr: 0.0158914 | Bot_Xtr: 0.0171485 +Loss contributors: + s_ln_CD : 0.661958 + s_CL : 0.479886 + s_CM : 0.241419 + s_analysis_confidence : 0.108256 + s_upper_bl_H_31 : 0.0254812 + s_Bot_Xtr : 0.0241028 + s_lower_bl_H_31 : 0.0240376 + s_upper_bl_H_30 : 0.0218262 + s_lower_bl_H_30 : 0.0213657 + s_lower_bl_H_1 : 0.0213541 +Epoch: 207 | Train Loss: 2.63928 | Test Loss: 3.02454 | analysis_confidence: 0.139687 | CL: 0.0245304 | ln_CD: 0.0462642 | CM: 0.00397697 | Top_Xtr: 0.0158945 | Bot_Xtr: 0.0174965 +Loss contributors: + s_ln_CD : 0.643717 + s_CL : 0.485265 + s_CM : 0.23651 + s_analysis_confidence : 0.111919 + s_Bot_Xtr : 0.0252912 + s_upper_bl_H_31 : 0.0234826 + s_lower_bl_H_31 : 0.0225063 + s_lower_bl_H_5 : 0.0215824 + s_lower_bl_H_1 : 0.0214825 + s_lower_bl_H_4 : 0.0208355 +Epoch: 208 | Train Loss: 2.63231 | Test Loss: 3.0392 | analysis_confidence: 0.136393 | CL: 0.0245832 | ln_CD: 0.0440652 | CM: 0.00386763 | Top_Xtr: 0.0169214 | Bot_Xtr: 0.0189514 +Loss contributors: + s_ln_CD : 0.636517 + s_CL : 0.488506 + s_CM : 0.236082 + s_analysis_confidence : 0.108172 + s_Bot_Xtr : 0.0250982 + s_upper_bl_H_31 : 0.0246168 + s_lower_bl_H_31 : 0.0242036 + s_lower_bl_H_5 : 0.0223839 + s_upper_bl_H_30 : 0.021594 + s_lower_bl_H_1 : 0.0215923 +Epoch: 209 | Train Loss: 2.62986 | Test Loss: 3.11342 | analysis_confidence: 0.139836 | CL: 0.0232326 | ln_CD: 0.0605679 | CM: 0.00385037 | Top_Xtr: 0.015588 | Bot_Xtr: 0.0166147 +Loss contributors: + s_ln_CD : 0.705471 + s_CL : 0.479595 + s_CM : 0.232289 + s_analysis_confidence : 0.10861 + s_upper_bl_H_31 : 0.025311 + s_lower_bl_H_31 : 0.0240784 + s_Bot_Xtr : 0.0237666 + s_lower_bl_H_5 : 0.0229529 + s_lower_bl_H_6 : 0.0227544 + s_upper_bl_H_30 : 0.0225372 +Epoch: 210 | Train Loss: 2.62652 | Test Loss: 2.97243 | analysis_confidence: 0.139336 | CL: 0.0243762 | ln_CD: 0.0445798 | CM: 0.00382922 | Top_Xtr: 0.0156514 | Bot_Xtr: 0.0170637 +Loss contributors: + s_ln_CD : 0.633425 + s_CL : 0.482077 + s_CM : 0.238693 + s_analysis_confidence : 0.108494 + s_Bot_Xtr : 0.0240084 + s_upper_bl_H_31 : 0.022921 + s_lower_bl_H_31 : 0.0229003 + s_lower_bl_H_1 : 0.0213167 + s_lower_bl_H_5 : 0.0210261 + s_lower_bl_H_3 : 0.0205753 +Epoch: 211 | Train Loss: 2.62807 | Test Loss: 2.94514 | analysis_confidence: 0.135971 | CL: 0.0227355 | ln_CD: 0.047463 | CM: 0.00369495 | Top_Xtr: 0.0149533 | Bot_Xtr: 0.0165855 +Loss contributors: + s_ln_CD : 0.631614 + s_CL : 0.4666 + s_CM : 0.224208 + s_analysis_confidence : 0.108937 + s_upper_bl_H_31 : 0.0236152 + s_Bot_Xtr : 0.0235788 + s_lower_bl_H_31 : 0.0235613 + s_lower_bl_H_5 : 0.0210687 + s_lower_bl_H_1 : 0.0210044 + s_lower_bl_H_30 : 0.0209167 +Epoch: 212 | Train Loss: 2.62796 | Test Loss: 2.99906 | analysis_confidence: 0.140289 | CL: 0.023217 | ln_CD: 0.0471001 | CM: 0.00358489 | Top_Xtr: 0.0178569 | Bot_Xtr: 0.0198174 +Loss contributors: + s_ln_CD : 0.640008 + s_CL : 0.477284 + s_CM : 0.222812 + s_analysis_confidence : 0.109299 + s_Bot_Xtr : 0.0266698 + s_upper_bl_H_31 : 0.0229369 + s_lower_bl_H_31 : 0.0228741 + s_lower_bl_H_5 : 0.0224916 + s_Top_Xtr : 0.0221571 + s_lower_bl_H_4 : 0.0213772 +Epoch: 213 | Train Loss: 2.61935 | Test Loss: 3.01492 | analysis_confidence: 0.132679 | CL: 0.0249997 | ln_CD: 0.0490906 | CM: 0.0039495 | Top_Xtr: 0.0150943 | Bot_Xtr: 0.0162677 +Loss contributors: + s_ln_CD : 0.637533 + s_CL : 0.491829 + s_CM : 0.237681 + s_analysis_confidence : 0.109879 + s_upper_bl_H_31 : 0.0240316 + s_Bot_Xtr : 0.0236075 + s_lower_bl_H_31 : 0.0235671 + s_lower_bl_H_5 : 0.021812 + s_lower_bl_H_4 : 0.0216057 + s_lower_bl_H_3 : 0.0210571 +Epoch: 214 | Train Loss: 2.62064 | Test Loss: 2.97884 | analysis_confidence: 0.137338 | CL: 0.0228242 | ln_CD: 0.0459756 | CM: 0.00372541 | Top_Xtr: 0.0153823 | Bot_Xtr: 0.0165349 +Loss contributors: + s_ln_CD : 0.628748 + s_CL : 0.485231 + s_CM : 0.231577 + s_analysis_confidence : 0.107862 + s_Bot_Xtr : 0.023886 + s_upper_bl_H_31 : 0.0237585 + s_lower_bl_H_31 : 0.0235117 + s_lower_bl_H_1 : 0.0216288 + s_lower_bl_H_5 : 0.021074 + s_lower_bl_H_4 : 0.0210631 +Epoch: 215 | Train Loss: 2.62126 | Test Loss: 3.03861 | analysis_confidence: 0.137006 | CL: 0.0263027 | ln_CD: 0.0459907 | CM: 0.00371042 | Top_Xtr: 0.0150161 | Bot_Xtr: 0.0162245 +Loss contributors: + s_ln_CD : 0.634688 + s_CL : 0.498639 + s_CM : 0.225843 + s_analysis_confidence : 0.107416 + s_lower_bl_H_31 : 0.0234094 + s_Bot_Xtr : 0.0231302 + s_upper_bl_H_31 : 0.022961 + s_lower_bl_H_4 : 0.0214146 + s_lower_bl_H_30 : 0.0212618 + s_lower_bl_H_5 : 0.0210873 +Epoch: 216 | Train Loss: 2.61908 | Test Loss: 2.99408 | analysis_confidence: 0.139919 | CL: 0.0235202 | ln_CD: 0.0535568 | CM: 0.00369159 | Top_Xtr: 0.014772 | Bot_Xtr: 0.016522 +Loss contributors: + s_ln_CD : 0.67488 + s_CL : 0.479732 + s_CM : 0.225594 + s_analysis_confidence : 0.107849 + s_Bot_Xtr : 0.0239711 + s_upper_bl_H_31 : 0.0239292 + s_lower_bl_H_31 : 0.0225637 + s_lower_bl_H_1 : 0.0211032 + s_lower_bl_H_5 : 0.0209666 + s_upper_bl_H_30 : 0.0206692 +Epoch: 217 | Train Loss: 2.61558 | Test Loss: 2.99455 | analysis_confidence: 0.131019 | CL: 0.0234259 | ln_CD: 0.0566764 | CM: 0.00368158 | Top_Xtr: 0.0188604 | Bot_Xtr: 0.0202463 +Loss contributors: + s_ln_CD : 0.668274 + s_CL : 0.477919 + s_CM : 0.224742 + s_analysis_confidence : 0.108473 + s_Bot_Xtr : 0.0250139 + s_upper_bl_H_31 : 0.0236453 + s_lower_bl_H_31 : 0.0230227 + s_upper_bl_H_30 : 0.0218229 + s_lower_bl_H_30 : 0.0216581 + s_lower_bl_H_4 : 0.0212043 +Epoch: 218 | Train Loss: 2.60674 | Test Loss: 2.95041 | analysis_confidence: 0.142142 | CL: 0.0228963 | ln_CD: 0.0436892 | CM: 0.00367835 | Top_Xtr: 0.0152426 | Bot_Xtr: 0.0168204 +Loss contributors: + s_ln_CD : 0.622171 + s_CL : 0.479072 + s_CM : 0.22634 + s_analysis_confidence : 0.112937 + s_Bot_Xtr : 0.0229674 + s_upper_bl_H_31 : 0.0227666 + s_lower_bl_H_31 : 0.0227564 + s_lower_bl_H_1 : 0.0213109 + s_lower_bl_H_5 : 0.0209391 + s_lower_bl_H_4 : 0.0202874 +Epoch: 219 | Train Loss: 2.60354 | Test Loss: 3.01191 | analysis_confidence: 0.141801 | CL: 0.0234296 | ln_CD: 0.042726 | CM: 0.00378026 | Top_Xtr: 0.0164084 | Bot_Xtr: 0.0176885 +Loss contributors: + s_ln_CD : 0.642529 + s_CL : 0.490613 + s_CM : 0.234549 + s_analysis_confidence : 0.10908 + s_Bot_Xtr : 0.0245777 + s_lower_bl_H_31 : 0.0238365 + s_upper_bl_H_31 : 0.0233176 + s_lower_bl_H_5 : 0.0221999 + s_lower_bl_H_4 : 0.0221376 + s_lower_bl_H_3 : 0.0210268 +slurmstepd-d-7-15-1: error: *** JOB 25349793 ON d-7-15-1 CANCELLED AT 2024-03-08T10:37:14 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 221, in + + File "/state/partition1/llgrid/pkg/anaconda/anaconda3-2023a-pytorch/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 634, in __next__ diff --git a/training/gen2_architecture/log.log-25349795 b/training/gen2_architecture/log.log-25349795 new file mode 100644 index 0000000..d424aaa --- /dev/null +++ b/training/gen2_architecture/log.log-25349795 @@ -0,0 +1,2882 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 13.6086 | Test Loss: 6.68205 | analysis_confidence: 0.176105 | CL: 0.0455946 | ln_CD: 0.0767953 | CM: 0.00757592 | Top_Xtr: 0.0367429 | Bot_Xtr: 0.0405281 +Loss contributors: + s_ln_CD : 1.10927 + s_CL : 1.06303 + s_CM : 0.62097 + s_analysis_confidence : 0.13678 + s_Bot_Xtr : 0.0714349 + s_upper_bl_H_31 : 0.0656444 + s_lower_bl_H_31 : 0.064587 + s_upper_bl_H_30 : 0.0559081 + s_Top_Xtr : 0.0541535 + s_lower_bl_H_30 : 0.0534487 +Epoch: 1 | Train Loss: 6.35249 | Test Loss: 5.80527 | analysis_confidence: 0.160946 | CL: 0.0367194 | ln_CD: 0.0718605 | CM: 0.00683724 | Top_Xtr: 0.0395365 | Bot_Xtr: 0.0405728 +Loss contributors: + s_ln_CD : 1.04696 + s_CL : 0.817967 + s_CM : 0.505067 + s_analysis_confidence : 0.127433 + s_Bot_Xtr : 0.0647294 + s_lower_bl_H_31 : 0.0577273 + s_upper_bl_H_31 : 0.054516 + s_Top_Xtr : 0.0521184 + s_lower_bl_H_30 : 0.0452295 + s_upper_bl_H_30 : 0.045018 +Epoch: 2 | Train Loss: 5.78135 | Test Loss: 5.80442 | analysis_confidence: 0.159087 | CL: 0.0374359 | ln_CD: 0.124597 | CM: 0.00588534 | Top_Xtr: 0.0292618 | Bot_Xtr: 0.0327175 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0.0383806 + s_lower_bl_H_0 : 0.0372432 +Epoch: 9 | Train Loss: 4.8167 | Test Loss: 4.84851 | analysis_confidence: 0.142656 | CL: 0.034059 | ln_CD: 0.0853483 | CM: 0.00548178 | Top_Xtr: 0.031567 | Bot_Xtr: 0.0366558 +Loss contributors: + s_ln_CD : 0.989464 + s_CL : 0.700797 + s_CM : 0.374487 + s_analysis_confidence : 0.112128 + s_Bot_Xtr : 0.0526954 + s_upper_bl_H_31 : 0.0447385 + s_lower_bl_H_31 : 0.0439124 + s_Top_Xtr : 0.0406526 + s_upper_bl_H_30 : 0.038674 + s_lower_bl_H_30 : 0.037678 +Epoch: 10 | Train Loss: 4.77049 | Test Loss: 5.28639 | analysis_confidence: 0.145505 | CL: 0.0355077 | ln_CD: 0.122672 | CM: 0.00554203 | Top_Xtr: 0.031801 | Bot_Xtr: 0.0353018 +Loss contributors: + s_ln_CD : 1.31658 + s_CL : 0.744816 + s_CM : 0.38635 + s_analysis_confidence : 0.113635 + s_Bot_Xtr : 0.0529401 + s_upper_bl_H_31 : 0.0473912 + s_lower_bl_H_31 : 0.0458671 + s_Top_Xtr : 0.0413924 + s_lower_bl_H_0 : 0.0404408 + s_upper_bl_H_30 : 0.0399129 +Epoch: 11 | Train Loss: 4.73206 | Test Loss: 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CM: 0.00541969 | Top_Xtr: 0.0269938 | Bot_Xtr: 0.0291997 +Loss contributors: + s_ln_CD : 0.809828 + s_CL : 0.678489 + s_CM : 0.36739 + s_analysis_confidence : 0.112145 + s_lower_bl_H_31 : 0.0457546 + s_Bot_Xtr : 0.0433868 + s_upper_bl_H_31 : 0.0422186 + s_lower_bl_H_2 : 0.0375676 + s_upper_bl_H_22 : 0.0375365 + s_lower_bl_H_22 : 0.0375218 +Epoch: 14 | Train Loss: 4.60895 | Test Loss: 4.68694 | analysis_confidence: 0.13945 | CL: 0.0352082 | ln_CD: 0.0786155 | CM: 0.00567706 | Top_Xtr: 0.0255774 | Bot_Xtr: 0.0292689 +Loss contributors: + s_ln_CD : 0.927438 + s_CL : 0.733593 + s_CM : 0.392014 + s_analysis_confidence : 0.113356 + s_lower_bl_H_31 : 0.0475123 + s_upper_bl_H_31 : 0.0474947 + s_Bot_Xtr : 0.0470968 + s_upper_bl_H_30 : 0.0377821 + s_lower_bl_H_3 : 0.036071 + s_lower_bl_H_1 : 0.0356817 +Epoch: 15 | Train Loss: 4.58144 | Test Loss: 4.802 | analysis_confidence: 0.137137 | CL: 0.0343704 | ln_CD: 0.0638572 | CM: 0.00626169 | Top_Xtr: 0.025492 | Bot_Xtr: 0.0267452 +Loss contributors: 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: 0.112059 + s_lower_bl_H_31 : 0.0479078 + s_upper_bl_H_31 : 0.0475603 + s_lower_bl_H_30 : 0.0426218 + s_upper_bl_H_30 : 0.0407584 + s_Bot_Xtr : 0.0399569 + s_lower_bl_H_1 : 0.0361946 +Epoch: 18 | Train Loss: 4.5014 | Test Loss: 4.37508 | analysis_confidence: 0.149182 | CL: 0.0319623 | ln_CD: 0.0655689 | CM: 0.00539613 | Top_Xtr: 0.0254117 | Bot_Xtr: 0.0277152 +Loss contributors: + s_ln_CD : 0.842073 + s_CL : 0.651324 + s_CM : 0.361674 + s_analysis_confidence : 0.115352 + s_upper_bl_H_31 : 0.0489075 + s_lower_bl_H_31 : 0.0449636 + s_Bot_Xtr : 0.0401771 + s_upper_bl_H_30 : 0.035621 + s_lower_bl_H_30 : 0.0339749 + s_lower_bl_H_3 : 0.0338971 +Epoch: 19 | Train Loss: 4.48471 | Test Loss: 4.48421 | analysis_confidence: 0.137478 | CL: 0.0351418 | ln_CD: 0.0704085 | CM: 0.00540022 | Top_Xtr: 0.0258122 | Bot_Xtr: 0.0276252 +Loss contributors: + s_ln_CD : 0.871378 + s_CL : 0.694226 + s_CM : 0.355417 + s_analysis_confidence : 0.116271 + s_Bot_Xtr : 0.0432408 + s_upper_bl_H_31 : 0.0402366 + s_lower_bl_H_31 : 0.0400345 + s_lower_bl_H_0 : 0.0363405 + s_lower_bl_H_1 : 0.0357857 + s_upper_bl_H_30 : 0.0355422 +Epoch: 20 | Train Loss: 4.47493 | Test Loss: 4.54617 | analysis_confidence: 0.14584 | CL: 0.0334536 | ln_CD: 0.0702596 | CM: 0.00572567 | Top_Xtr: 0.0275187 | Bot_Xtr: 0.0282938 +Loss contributors: + s_ln_CD : 0.928566 + s_CL : 0.668226 + s_CM : 0.380555 + s_analysis_confidence : 0.111562 + s_Bot_Xtr : 0.0410975 + s_upper_bl_H_31 : 0.0409897 + s_lower_bl_H_31 : 0.0408024 + s_lower_bl_H_1 : 0.0361713 + s_lower_bl_H_0 : 0.0347822 + s_upper_bl_H_30 : 0.0339277 +Epoch: 21 | Train Loss: 4.44698 | Test Loss: 4.58428 | analysis_confidence: 0.142855 | CL: 0.0331229 | ln_CD: 0.0737259 | CM: 0.00526137 | Top_Xtr: 0.0266918 | Bot_Xtr: 0.0288133 +Loss contributors: + s_ln_CD : 0.914973 + s_CL : 0.685101 + s_CM : 0.347116 + s_analysis_confidence : 0.113728 + s_Bot_Xtr : 0.0407831 + s_upper_bl_H_31 : 0.040165 + s_lower_bl_H_31 : 0.0381644 + s_upper_bl_H_30 : 0.0369758 + s_lower_bl_H_30 : 0.0365828 + s_lower_bl_H_0 : 0.0363709 +Epoch: 22 | Train Loss: 4.43245 | Test Loss: 4.38268 | analysis_confidence: 0.142296 | CL: 0.0331253 | ln_CD: 0.0606551 | CM: 0.00559212 | Top_Xtr: 0.0293673 | Bot_Xtr: 0.031883 +Loss contributors: + s_ln_CD : 0.798561 + s_CL : 0.664964 + s_CM : 0.373244 + s_analysis_confidence : 0.111471 + s_Bot_Xtr : 0.0449352 + s_upper_bl_H_31 : 0.0388586 + s_lower_bl_H_31 : 0.0383975 + s_lower_bl_H_0 : 0.0345766 + s_Top_Xtr : 0.0343369 + s_upper_bl_H_30 : 0.0339958 +Epoch: 23 | Train Loss: 4.41074 | Test Loss: 4.60589 | analysis_confidence: 0.144291 | CL: 0.0339886 | ln_CD: 0.0643675 | CM: 0.00520841 | Top_Xtr: 0.0317454 | Bot_Xtr: 0.036291 +Loss contributors: + s_ln_CD : 0.904604 + s_CL : 0.706645 + s_CM : 0.357044 + s_analysis_confidence : 0.111488 + s_Bot_Xtr : 0.0505555 + s_upper_bl_H_31 : 0.0468131 + s_lower_bl_H_31 : 0.0420139 + s_upper_bl_H_30 : 0.0413589 + s_Top_Xtr : 0.0375019 + s_lower_bl_H_30 : 0.0374046 +Epoch: 24 | Train Loss: 4.39474 | Test Loss: 4.52137 | analysis_confidence: 0.148786 | CL: 0.0312504 | ln_CD: 0.0673004 | CM: 0.00520479 | Top_Xtr: 0.0253062 | Bot_Xtr: 0.0263877 +Loss contributors: + s_ln_CD : 0.869816 + s_CL : 0.637403 + s_CM : 0.349908 + s_analysis_confidence : 0.113226 + s_upper_bl_H_31 : 0.0401934 + s_lower_bl_H_31 : 0.0394965 + s_Bot_Xtr : 0.0387124 + s_lower_bl_H_3 : 0.0344212 + s_upper_bl_H_30 : 0.0339471 + s_lower_bl_H_1 : 0.0336359 +Epoch: 25 | Train Loss: 4.39786 | Test Loss: 4.85581 | analysis_confidence: 0.147957 | CL: 0.0369736 | ln_CD: 0.0763519 | CM: 0.00613617 | Top_Xtr: 0.0240555 | Bot_Xtr: 0.026412 +Loss contributors: + s_ln_CD : 1.01812 + s_CL : 0.767507 + s_CM : 0.425981 + s_analysis_confidence : 0.115725 + s_upper_bl_H_31 : 0.0424343 + s_Bot_Xtr : 0.0410609 + s_lower_bl_H_31 : 0.0393246 + s_upper_bl_H_30 : 0.0370817 + s_upper_bl_H_29 : 0.0363165 + s_lower_bl_H_3 : 0.036233 +Epoch: 26 | Train Loss: 4.377 | Test Loss: 4.44735 | analysis_confidence: 0.144426 | CL: 0.0312454 | ln_CD: 0.0697749 | CM: 0.00531696 | Top_Xtr: 0.0296316 | Bot_Xtr: 0.03093 +Loss contributors: + s_ln_CD : 0.881197 + s_CL : 0.633591 + s_CM : 0.342643 + s_analysis_confidence : 0.115259 + s_Bot_Xtr : 0.0417033 + s_upper_bl_H_31 : 0.0385508 + s_lower_bl_H_31 : 0.0372165 + s_Top_Xtr : 0.0341613 + s_lower_bl_H_3 : 0.0341208 + s_lower_bl_H_6 : 0.0333689 +Epoch: 27 | Train Loss: 4.3685 | Test Loss: 4.5083 | analysis_confidence: 0.141732 | CL: 0.0330559 | ln_CD: 0.0825715 | CM: 0.00534989 | Top_Xtr: 0.024677 | Bot_Xtr: 0.0258676 +Loss contributors: + s_ln_CD : 0.9502 + s_CL : 0.668514 + s_CM : 0.354695 + s_analysis_confidence : 0.113029 + s_upper_bl_H_31 : 0.0463072 + s_lower_bl_H_31 : 0.0433007 + s_Bot_Xtr : 0.0392716 + s_lower_bl_H_3 : 0.0350974 + s_upper_bl_H_30 : 0.0347751 + s_lower_bl_H_5 : 0.034296 +Epoch: 28 | Train Loss: 4.36217 | Test Loss: 4.53097 | analysis_confidence: 0.145531 | CL: 0.0333555 | ln_CD: 0.0880393 | CM: 0.00554149 | Top_Xtr: 0.022977 | Bot_Xtr: 0.0268491 +Loss contributors: + s_ln_CD : 0.985146 + s_CL : 0.655936 + s_CM : 0.362413 + s_analysis_confidence : 0.112809 + s_upper_bl_H_31 : 0.0388431 + s_Bot_Xtr : 0.0378244 + s_lower_bl_H_31 : 0.0371418 + s_lower_bl_H_3 : 0.0344729 + s_lower_bl_H_1 : 0.0334486 + s_lower_bl_H_2 : 0.0329563 +Epoch: 29 | Train Loss: 4.34651 | Test Loss: 4.5241 | analysis_confidence: 0.141767 | CL: 0.0374355 | ln_CD: 0.058954 | CM: 0.00563913 | Top_Xtr: 0.0213246 | Bot_Xtr: 0.0225655 +Loss contributors: + s_ln_CD : 0.822058 + s_CL : 0.713674 + s_CM : 0.370203 + s_analysis_confidence : 0.112502 + s_upper_bl_H_31 : 0.0383541 + s_lower_bl_H_31 : 0.037654 + s_Bot_Xtr : 0.0358011 + s_upper_bl_H_30 : 0.0338098 + s_lower_bl_H_30 : 0.0330551 + s_lower_bl_H_3 : 0.0320153 +Epoch: 30 | Train Loss: 4.32582 | Test Loss: 4.58414 | analysis_confidence: 0.146983 | CL: 0.0378951 | ln_CD: 0.0698818 | CM: 0.00520872 | Top_Xtr: 0.0315035 | Bot_Xtr: 0.0322856 +Loss contributors: + s_ln_CD : 0.868446 + s_CL : 0.760019 + s_CM : 0.350336 + s_analysis_confidence : 0.11493 + s_upper_bl_H_31 : 0.0404081 + s_lower_bl_H_31 : 0.0398137 + s_Bot_Xtr : 0.0397801 + s_lower_bl_H_5 : 0.0345127 + s_lower_bl_H_1 : 0.034399 + s_upper_bl_H_30 : 0.0342326 +Epoch: 31 | Train Loss: 4.31512 | Test Loss: 4.39562 | analysis_confidence: 0.141218 | CL: 0.0325989 | ln_CD: 0.0662245 | CM: 0.00550022 | Top_Xtr: 0.0208992 | Bot_Xtr: 0.0233231 +Loss contributors: + s_ln_CD : 0.819162 + s_CL : 0.660582 + s_CM : 0.358023 + s_analysis_confidence : 0.113435 + s_upper_bl_H_31 : 0.0406357 + s_lower_bl_H_31 : 0.0382706 + s_Bot_Xtr : 0.0362647 + s_lower_bl_H_8 : 0.0346885 + s_lower_bl_H_5 : 0.0337084 + s_lower_bl_H_7 : 0.0333572 +Epoch: 32 | Train Loss: 4.33203 | Test Loss: 4.62975 | analysis_confidence: 0.142424 | CL: 0.033953 | ln_CD: 0.0750923 | CM: 0.00547539 | Top_Xtr: 0.0203362 | Bot_Xtr: 0.0220902 +Loss contributors: + s_ln_CD : 1.01762 + s_CL : 0.704795 + s_CM : 0.369013 + s_analysis_confidence : 0.11375 + s_upper_bl_H_31 : 0.0407993 + s_lower_bl_H_31 : 0.0403155 + s_Bot_Xtr : 0.0362714 + s_upper_bl_H_30 : 0.0343106 + s_lower_bl_H_30 : 0.0335816 + s_lower_bl_H_3 : 0.0327455 +Epoch: 33 | Train Loss: 4.31914 | Test Loss: 4.32823 | analysis_confidence: 0.14406 | CL: 0.0344892 | ln_CD: 0.0588013 | CM: 0.00528063 | Top_Xtr: 0.0334718 | Bot_Xtr: 0.0326858 +Loss contributors: + s_ln_CD : 0.784696 + s_CL : 0.682069 + s_CM : 0.342126 + s_analysis_confidence : 0.110885 + s_lower_bl_H_31 : 0.0418723 + s_Bot_Xtr : 0.0412817 + s_upper_bl_H_31 : 0.0403329 + s_lower_bl_H_2 : 0.0346497 + s_Top_Xtr : 0.0340749 + s_lower_bl_H_3 : 0.0339715 +Epoch: 34 | Train Loss: 4.29759 | Test Loss: 5.15871 | analysis_confidence: 0.139014 | CL: 0.0360478 | ln_CD: 0.142108 | CM: 0.00519669 | Top_Xtr: 0.0266421 | Bot_Xtr: 0.0277485 +Loss contributors: + s_ln_CD : 1.51227 + s_CL : 0.73837 + s_CM : 0.356219 + s_analysis_confidence : 0.111556 + s_upper_bl_H_31 : 0.0390531 + s_lower_bl_H_31 : 0.0386238 + s_Bot_Xtr : 0.0380235 + s_lower_bl_H_2 : 0.035496 + s_upper_bl_H_30 : 0.0346849 + s_lower_bl_H_3 : 0.0343124 +Epoch: 35 | Train Loss: 4.29399 | Test Loss: 4.59487 | analysis_confidence: 0.140932 | CL: 0.0385275 | ln_CD: 0.0722571 | CM: 0.00557852 | Top_Xtr: 0.0301373 | Bot_Xtr: 0.033423 +Loss contributors: + s_ln_CD : 0.856049 + s_CL : 0.740955 + s_CM : 0.379955 + s_analysis_confidence : 0.113794 + s_upper_bl_H_31 : 0.0423419 + s_Bot_Xtr : 0.0409031 + s_lower_bl_H_31 : 0.0399663 + s_upper_bl_H_30 : 0.0357549 + s_lower_bl_H_30 : 0.0351163 + s_upper_bl_H_29 : 0.0343047 +Epoch: 36 | Train Loss: 4.28175 | Test Loss: 4.42257 | analysis_confidence: 0.146497 | CL: 0.0312734 | ln_CD: 0.0683981 | CM: 0.00524043 | Top_Xtr: 0.022561 | Bot_Xtr: 0.0247247 +Loss contributors: + s_ln_CD : 0.836427 + s_CL : 0.661041 + s_CM : 0.340578 + s_analysis_confidence : 0.113708 + s_upper_bl_H_31 : 0.0397144 + s_lower_bl_H_31 : 0.03838 + s_lower_bl_H_3 : 0.0363739 + s_Bot_Xtr : 0.0355109 + s_lower_bl_H_2 : 0.0346722 + s_lower_bl_H_1 : 0.0342445 +Epoch: 37 | Train Loss: 4.26026 | Test Loss: 4.16061 | analysis_confidence: 0.135523 | CL: 0.0304308 | ln_CD: 0.0631451 | CM: 0.00512543 | Top_Xtr: 0.021258 | Bot_Xtr: 0.0248403 +Loss contributors: + s_ln_CD : 0.794351 + s_CL : 0.625787 + s_CM : 0.338051 + s_analysis_confidence : 0.111503 + s_lower_bl_H_31 : 0.0374417 + s_upper_bl_H_31 : 0.0371751 + s_Bot_Xtr : 0.0360838 + s_lower_bl_H_3 : 0.0334721 + s_lower_bl_H_1 : 0.0328013 + s_upper_bl_H_30 : 0.0317107 +Epoch: 38 | Train Loss: 4.26487 | Test Loss: 4.47082 | analysis_confidence: 0.142762 | CL: 0.0331342 | ln_CD: 0.0624034 | CM: 0.00573968 | Top_Xtr: 0.0269349 | Bot_Xtr: 0.0308375 +Loss contributors: + s_ln_CD : 0.910266 + s_CL : 0.678923 + s_CM : 0.382316 + s_analysis_confidence : 0.115323 + s_Bot_Xtr : 0.0420261 + s_upper_bl_H_31 : 0.0411834 + s_lower_bl_H_31 : 0.0410301 + s_lower_bl_H_0 : 0.035093 + s_upper_bl_H_30 : 0.0341475 + s_lower_bl_H_1 : 0.0337962 +Epoch: 39 | Train Loss: 4.26885 | Test Loss: 4.23446 | analysis_confidence: 0.140333 | CL: 0.0309601 | ln_CD: 0.0622268 | CM: 0.00577802 | Top_Xtr: 0.0254845 | Bot_Xtr: 0.029819 +Loss contributors: + s_ln_CD : 0.790919 + s_CL : 0.644877 + s_CM : 0.390907 + s_analysis_confidence : 0.113366 + s_Bot_Xtr : 0.044774 + s_upper_bl_H_31 : 0.0391034 + s_lower_bl_H_31 : 0.0364738 + s_upper_bl_H_30 : 0.0332066 + s_lower_bl_H_5 : 0.0331468 + s_lower_bl_H_3 : 0.0318602 +Epoch: 40 | Train Loss: 4.26632 | Test Loss: 4.29068 | analysis_confidence: 0.142966 | CL: 0.0333213 | ln_CD: 0.0611826 | CM: 0.00524018 | Top_Xtr: 0.0236484 | Bot_Xtr: 0.0254324 +Loss contributors: + s_ln_CD : 0.839648 + s_CL : 0.653599 + s_CM : 0.358671 + s_analysis_confidence : 0.112327 + s_Bot_Xtr : 0.0400309 + s_upper_bl_H_31 : 0.0380744 + s_lower_bl_H_31 : 0.0366245 + s_lower_bl_H_1 : 0.0343933 + s_upper_bl_H_30 : 0.0329229 + s_lower_bl_H_0 : 0.0323731 +Epoch: 41 | Train Loss: 4.26641 | Test Loss: 4.3522 | analysis_confidence: 0.140121 | CL: 0.0346883 | ln_CD: 0.0610613 | CM: 0.00521291 | Top_Xtr: 0.0221583 | Bot_Xtr: 0.0239122 +Loss contributors: + s_ln_CD : 0.813649 + s_CL : 0.706683 + s_CM : 0.346402 + s_analysis_confidence : 0.110486 + s_lower_bl_H_31 : 0.0424596 + s_upper_bl_H_31 : 0.0421398 + s_lower_bl_H_1 : 0.0363897 + s_Bot_Xtr : 0.0359733 + s_upper_bl_H_30 : 0.0345439 + s_lower_bl_H_3 : 0.0339329 +Epoch: 42 | Train Loss: 4.26075 | Test Loss: 4.18825 | analysis_confidence: 0.145102 | CL: 0.0318122 | ln_CD: 0.0735412 | CM: 0.00526979 | Top_Xtr: 0.0320417 | Bot_Xtr: 0.0339902 +Loss contributors: + s_ln_CD : 0.85288 + s_CL : 0.643564 + s_CM : 0.34751 + s_analysis_confidence : 0.111092 + s_Bot_Xtr : 0.0396162 + s_upper_bl_H_31 : 0.0370276 + s_lower_bl_H_31 : 0.036112 + s_upper_bl_H_30 : 0.0320177 + s_lower_bl_H_30 : 0.0319246 + s_lower_bl_H_3 : 0.0317912 +Epoch: 43 | Train Loss: 4.24622 | Test Loss: 4.27332 | analysis_confidence: 0.155412 | CL: 0.0326399 | ln_CD: 0.0625959 | CM: 0.00523558 | Top_Xtr: 0.0240904 | Bot_Xtr: 0.0270576 +Loss contributors: + s_ln_CD : 0.817243 + s_CL : 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s_lower_bl_H_3 : 0.0339085 + s_Bot_Xtr : 0.0335244 + s_lower_bl_H_1 : 0.0332228 +Epoch: 48 | Train Loss: 4.20266 | Test Loss: 4.28744 | analysis_confidence: 0.144752 | CL: 0.034845 | ln_CD: 0.0598336 | CM: 0.00563425 | Top_Xtr: 0.0216773 | Bot_Xtr: 0.0227756 +Loss contributors: + s_ln_CD : 0.80858 + s_CL : 0.694404 + s_CM : 0.37685 + s_analysis_confidence : 0.111473 + s_lower_bl_H_31 : 0.0400125 + s_upper_bl_H_31 : 0.0383295 + s_lower_bl_H_30 : 0.0361381 + s_Bot_Xtr : 0.0342047 + s_lower_bl_H_2 : 0.0339654 + s_lower_bl_H_0 : 0.0335965 +Epoch: 49 | Train Loss: 4.20613 | Test Loss: 4.21701 | analysis_confidence: 0.140608 | CL: 0.0336391 | ln_CD: 0.0715498 | CM: 0.00578755 | Top_Xtr: 0.022246 | Bot_Xtr: 0.0239186 +Loss contributors: + s_ln_CD : 0.841491 + s_CL : 0.656582 + s_CM : 0.372909 + s_analysis_confidence : 0.110768 + s_lower_bl_H_31 : 0.0378635 + s_upper_bl_H_31 : 0.037752 + s_Bot_Xtr : 0.0334155 + s_lower_bl_H_1 : 0.031942 + s_upper_bl_H_30 : 0.0307027 + s_lower_bl_H_30 : 0.0300311 +Epoch: 50 | Train Loss: 4.19497 | Test Loss: 4.51939 | analysis_confidence: 0.146673 | CL: 0.0348807 | ln_CD: 0.069649 | CM: 0.00521513 | Top_Xtr: 0.0215648 | Bot_Xtr: 0.0246723 +Loss contributors: + s_ln_CD : 1.04587 + s_CL : 0.678394 + s_CM : 0.345477 + s_analysis_confidence : 0.111586 + s_upper_bl_H_31 : 0.0376163 + s_Bot_Xtr : 0.036871 + s_lower_bl_H_31 : 0.0362888 + s_lower_bl_H_1 : 0.0333936 + s_upper_bl_H_30 : 0.0321386 + s_lower_bl_H_30 : 0.0310995 +Epoch: 51 | Train Loss: 4.19049 | Test Loss: 4.28511 | analysis_confidence: 0.135316 | CL: 0.0337355 | ln_CD: 0.060578 | CM: 0.00615559 | Top_Xtr: 0.0238774 | Bot_Xtr: 0.0255821 +Loss contributors: + s_ln_CD : 0.832076 + s_CL : 0.667114 + s_CM : 0.400266 + s_analysis_confidence : 0.111185 + s_upper_bl_H_31 : 0.0370969 + s_lower_bl_H_31 : 0.0357796 + s_Bot_Xtr : 0.0350783 + s_upper_bl_H_30 : 0.0329184 + s_lower_bl_H_0 : 0.0321031 + s_lower_bl_H_1 : 0.0311468 +Epoch: 52 | Train Loss: 4.19417 | Test Loss: 4.1941 | analysis_confidence: 0.144215 | CL: 0.0311669 | ln_CD: 0.0659484 | CM: 0.00497113 | Top_Xtr: 0.0204069 | Bot_Xtr: 0.0228313 +Loss contributors: + s_ln_CD : 0.843912 + s_CL : 0.638395 + s_CM : 0.334037 + s_analysis_confidence : 0.116875 + s_upper_bl_H_31 : 0.0391687 + s_lower_bl_H_31 : 0.0390894 + s_Bot_Xtr : 0.0337336 + s_lower_bl_H_1 : 0.0336218 + s_upper_bl_H_30 : 0.0314574 + s_lower_bl_H_2 : 0.0303928 +Epoch: 53 | Train Loss: 4.19638 | Test Loss: 4.51656 | analysis_confidence: 0.141026 | CL: 0.0362478 | ln_CD: 0.0638472 | CM: 0.00601059 | Top_Xtr: 0.0226234 | Bot_Xtr: 0.0264178 +Loss contributors: + s_ln_CD : 0.842435 + s_CL : 0.714881 + s_CM : 0.396143 + s_analysis_confidence : 0.112169 + s_upper_bl_H_31 : 0.0415741 + s_lower_bl_H_31 : 0.0406279 + s_Bot_Xtr : 0.0402795 + s_lower_bl_H_0 : 0.0373123 + s_lower_bl_H_1 : 0.0354843 + s_upper_bl_H_30 : 0.0342424 +Epoch: 54 | Train Loss: 4.1974 | Test Loss: 4.4172 | analysis_confidence: 0.139221 | CL: 0.0319762 | ln_CD: 0.0594174 | CM: 0.0052023 | Top_Xtr: 0.0237016 | Bot_Xtr: 0.0246016 +Loss contributors: + s_ln_CD : 0.810928 + s_CL : 0.644379 + s_CM : 0.345055 + s_analysis_confidence : 0.113858 + s_upper_bl_H_31 : 0.0381603 + s_lower_bl_H_31 : 0.0379351 + s_lower_bl_H_1 : 0.0373626 + s_Bot_Xtr : 0.0344402 + s_lower_bl_H_0 : 0.0342676 + s_lower_bl_H_16 : 0.0340085 +Epoch: 55 | Train Loss: 4.17891 | Test Loss: 4.25014 | analysis_confidence: 0.141541 | CL: 0.0307336 | ln_CD: 0.0787947 | CM: 0.00528232 | Top_Xtr: 0.020694 | Bot_Xtr: 0.0228052 +Loss contributors: + s_ln_CD : 0.879679 + s_CL : 0.62065 + s_CM : 0.346959 + s_analysis_confidence : 0.112439 + s_upper_bl_H_31 : 0.0416061 + s_lower_bl_H_31 : 0.038418 + s_lower_bl_H_3 : 0.035042 + s_Bot_Xtr : 0.0349062 + s_upper_bl_H_30 : 0.0342098 + s_lower_bl_H_30 : 0.0324934 +Epoch: 56 | Train Loss: 4.17726 | Test Loss: 4.14288 | analysis_confidence: 0.165286 | CL: 0.031369 | ln_CD: 0.0660565 | CM: 0.0050143 | Top_Xtr: 0.0235205 | Bot_Xtr: 0.0245322 +Loss contributors: + s_ln_CD : 0.815251 + s_CL : 0.629545 + s_CM : 0.327642 + s_analysis_confidence : 0.122942 + s_upper_bl_H_31 : 0.0411766 + s_lower_bl_H_31 : 0.0394436 + s_Bot_Xtr : 0.037218 + s_lower_bl_H_1 : 0.0332974 + s_upper_bl_H_30 : 0.0328827 + s_lower_bl_H_30 : 0.0316957 +Epoch: 57 | Train Loss: 4.16683 | Test Loss: 4.32384 | analysis_confidence: 0.146824 | CL: 0.03273 | ln_CD: 0.0653419 | CM: 0.00521981 | Top_Xtr: 0.0253945 | Bot_Xtr: 0.0256168 +Loss contributors: + s_ln_CD : 0.812589 + s_CL : 0.665791 + s_CM : 0.344835 + s_analysis_confidence : 0.111838 + s_Bot_Xtr : 0.0489277 + s_Top_Xtr : 0.0401603 + s_upper_bl_H_31 : 0.0397515 + s_lower_bl_H_31 : 0.0372184 + s_lower_bl_H_3 : 0.0338245 + s_lower_bl_H_0 : 0.0322167 +Epoch: 58 | Train Loss: 4.16564 | Test Loss: 4.38265 | analysis_confidence: 0.146102 | CL: 0.0293447 | ln_CD: 0.0916392 | CM: 0.00484663 | Top_Xtr: 0.0308096 | Bot_Xtr: 0.0325089 +Loss contributors: + s_ln_CD : 1.03062 + s_CL : 0.634226 + s_CM : 0.322433 + s_analysis_confidence : 0.111775 + s_Bot_Xtr : 0.0429992 + s_upper_bl_H_31 : 0.0383948 + s_lower_bl_H_31 : 0.0362867 + s_Top_Xtr : 0.0353791 + s_upper_bl_H_30 : 0.0315802 + s_lower_bl_H_2 : 0.0311988 +Epoch: 59 | Train Loss: 4.17583 | Test Loss: 4.37086 | analysis_confidence: 0.14123 | CL: 0.0307758 | ln_CD: 0.0687137 | CM: 0.00499926 | Top_Xtr: 0.0203177 | Bot_Xtr: 0.0217757 +Loss contributors: + s_ln_CD : 0.844272 + s_CL : 0.634074 + s_CM : 0.332641 + s_analysis_confidence : 0.115959 + s_upper_bl_H_31 : 0.0384212 + s_lower_bl_H_31 : 0.0375471 + s_Bot_Xtr : 0.0333434 + s_upper_bl_H_30 : 0.0328053 + s_lower_bl_H_5 : 0.0325912 + s_lower_bl_H_30 : 0.0321614 +Epoch: 60 | Train Loss: 4.15456 | Test Loss: 4.13798 | analysis_confidence: 0.139687 | CL: 0.033009 | ln_CD: 0.0622736 | CM: 0.0052783 | Top_Xtr: 0.0207246 | Bot_Xtr: 0.0228951 +Loss contributors: + s_ln_CD : 0.786301 + s_CL : 0.679914 + s_CM : 0.350866 + s_analysis_confidence : 0.110407 + s_upper_bl_H_31 : 0.0362356 + s_lower_bl_H_31 : 0.03541 + s_Bot_Xtr : 0.0340851 + s_lower_bl_H_1 : 0.0328506 + s_lower_bl_H_4 : 0.0321829 + s_upper_bl_H_30 : 0.031162 +Epoch: 61 | Train Loss: 4.157 | Test Loss: 4.30758 | analysis_confidence: 0.147704 | CL: 0.0305073 | ln_CD: 0.0701491 | CM: 0.00565909 | Top_Xtr: 0.0226941 | Bot_Xtr: 0.0262498 +Loss contributors: + s_ln_CD : 0.853513 + s_CL : 0.619307 + s_CM : 0.373524 + s_analysis_confidence : 0.112219 + s_upper_bl_H_31 : 0.0451457 + s_lower_bl_H_31 : 0.0436411 + s_Bot_Xtr : 0.0363276 + s_upper_bl_H_30 : 0.0357039 + s_lower_bl_H_30 : 0.0344867 + s_lower_bl_H_0 : 0.0322337 +Epoch: 62 | Train Loss: 4.15563 | Test Loss: 4.3422 | analysis_confidence: 0.138902 | CL: 0.0316841 | ln_CD: 0.0742469 | CM: 0.0050267 | Top_Xtr: 0.0376549 | Bot_Xtr: 0.0429343 +Loss contributors: + s_ln_CD : 0.877396 + s_CL : 0.634225 + s_CM : 0.332549 + s_analysis_confidence : 0.114022 + s_Bot_Xtr : 0.0494931 + s_upper_bl_H_31 : 0.0392468 + s_lower_bl_H_31 : 0.0382446 + s_Top_Xtr : 0.0366639 + s_lower_bl_H_1 : 0.0338601 + s_lower_bl_H_2 : 0.0327176 +Epoch: 63 | Train Loss: 4.15772 | Test Loss: 4.2862 | analysis_confidence: 0.139365 | CL: 0.0342331 | ln_CD: 0.0662346 | CM: 0.00520943 | Top_Xtr: 0.022872 | Bot_Xtr: 0.0246742 +Loss contributors: + s_ln_CD : 0.806315 + s_CL : 0.673114 + s_CM : 0.336418 + s_analysis_confidence : 0.110252 + s_lower_bl_H_30 : 0.0400931 + s_upper_bl_H_30 : 0.0394819 + s_upper_bl_H_31 : 0.038738 + s_lower_bl_H_31 : 0.0383134 + s_upper_bl_H_29 : 0.0364789 + s_lower_bl_H_29 : 0.0364615 +Epoch: 64 | Train Loss: 4.13576 | Test Loss: 4.20374 | analysis_confidence: 0.139313 | CL: 0.0309644 | ln_CD: 0.0601375 | CM: 0.00546079 | Top_Xtr: 0.0198275 | Bot_Xtr: 0.0213016 +Loss contributors: + s_ln_CD : 0.825049 + s_CL : 0.638611 + s_CM : 0.362429 + s_analysis_confidence : 0.114642 + s_lower_bl_H_31 : 0.0400831 + s_upper_bl_H_31 : 0.0393007 + s_upper_bl_H_30 : 0.0352962 + s_lower_bl_H_30 : 0.0347022 + s_Bot_Xtr : 0.0324972 + s_lower_bl_H_2 : 0.0322784 +Epoch: 65 | Train Loss: 4.13485 | Test Loss: 4.30082 | analysis_confidence: 0.144266 | CL: 0.0305407 | ln_CD: 0.0684908 | CM: 0.00523749 | Top_Xtr: 0.0222177 | Bot_Xtr: 0.0245859 +Loss contributors: + s_ln_CD : 0.916257 + s_CL : 0.633443 + s_CM : 0.349128 + s_analysis_confidence : 0.112736 + s_lower_bl_H_31 : 0.040701 + s_upper_bl_H_31 : 0.0404205 + s_Bot_Xtr : 0.0349767 + s_lower_bl_H_1 : 0.0341221 + s_lower_bl_H_3 : 0.033346 + s_lower_bl_H_2 : 0.0328286 +Epoch: 66 | Train Loss: 4.14155 | Test Loss: 4.26006 | analysis_confidence: 0.145105 | CL: 0.0306165 | ln_CD: 0.0715631 | CM: 0.0053063 | Top_Xtr: 0.0249813 | Bot_Xtr: 0.0268755 +Loss contributors: + s_ln_CD : 0.860993 + s_CL : 0.627567 + s_CM : 0.346971 + s_analysis_confidence : 0.121224 + s_upper_bl_H_31 : 0.0395211 + s_lower_bl_H_31 : 0.0377275 + s_Bot_Xtr : 0.0354137 + s_lower_bl_H_4 : 0.0331999 + s_lower_bl_H_1 : 0.0327153 + s_lower_bl_H_5 : 0.0314399 +Epoch: 67 | Train Loss: 4.13279 | Test Loss: 4.22066 | analysis_confidence: 0.151468 | CL: 0.0299877 | ln_CD: 0.0900045 | CM: 0.00476479 | Top_Xtr: 0.0192987 | Bot_Xtr: 0.0211761 +Loss contributors: + s_ln_CD : 0.949106 + s_CL : 0.617637 + s_CM : 0.322022 + s_analysis_confidence : 0.112637 + s_upper_bl_H_31 : 0.0345357 + s_lower_bl_H_31 : 0.0342113 + s_lower_bl_H_0 : 0.0319238 + s_Bot_Xtr : 0.0317089 + s_lower_bl_H_4 : 0.0309434 + s_lower_bl_H_1 : 0.0303244 +Epoch: 68 | Train Loss: 4.12939 | Test Loss: 4.1286 | analysis_confidence: 0.141818 | CL: 0.0310539 | ln_CD: 0.0589624 | CM: 0.00528282 | Top_Xtr: 0.0222382 | Bot_Xtr: 0.0251526 +Loss contributors: + s_ln_CD : 0.798523 + s_CL : 0.619379 + s_CM : 0.342614 + s_analysis_confidence : 0.113269 + s_upper_bl_H_31 : 0.0399338 + s_lower_bl_H_31 : 0.0388346 + s_Bot_Xtr : 0.0348967 + s_lower_bl_H_1 : 0.0340237 + s_lower_bl_H_2 : 0.0313917 + s_upper_bl_H_30 : 0.0310135 +Epoch: 69 | Train Loss: 4.1384 | Test Loss: 4.25504 | analysis_confidence: 0.142234 | CL: 0.0374093 | ln_CD: 0.0600791 | CM: 0.00513494 | Top_Xtr: 0.029562 | Bot_Xtr: 0.0320519 +Loss 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s_lower_bl_H_31 : 0.0368118 + s_Bot_Xtr : 0.0342162 + s_upper_bl_H_30 : 0.0316509 + s_lower_bl_H_1 : 0.0316112 + s_lower_bl_H_4 : 0.030991 +Epoch: 74 | Train Loss: 4.12668 | Test Loss: 4.19112 | analysis_confidence: 0.134338 | CL: 0.0316022 | ln_CD: 0.0647908 | CM: 0.00541353 | Top_Xtr: 0.0198159 | Bot_Xtr: 0.0217452 +Loss contributors: + s_ln_CD : 0.814742 + s_CL : 0.64895 + s_CM : 0.365109 + s_analysis_confidence : 0.113354 + s_lower_bl_H_31 : 0.0381532 + s_upper_bl_H_31 : 0.0370735 + s_Bot_Xtr : 0.0350824 + s_lower_bl_H_0 : 0.033119 + s_lower_bl_H_30 : 0.0318739 + s_lower_bl_H_1 : 0.0317038 +Epoch: 75 | Train Loss: 4.1107 | Test Loss: 4.41034 | analysis_confidence: 0.140417 | CL: 0.0323846 | ln_CD: 0.0793331 | CM: 0.00628652 | Top_Xtr: 0.0240206 | Bot_Xtr: 0.0257138 +Loss contributors: + s_ln_CD : 0.874205 + s_CL : 0.65297 + s_CM : 0.420935 + s_analysis_confidence : 0.111883 + s_upper_bl_H_31 : 0.0383157 + s_lower_bl_H_31 : 0.0361464 + s_Bot_Xtr : 0.0351531 + s_lower_bl_H_1 : 0.033562 + s_upper_bl_H_30 : 0.0324898 + s_lower_bl_H_0 : 0.0323597 +Epoch: 76 | Train Loss: 4.10869 | Test Loss: 4.17117 | analysis_confidence: 0.144234 | CL: 0.0324563 | ln_CD: 0.0590235 | CM: 0.00556759 | Top_Xtr: 0.0235361 | Bot_Xtr: 0.0247721 +Loss contributors: + s_ln_CD : 0.778042 + s_CL : 0.645776 + s_CM : 0.367838 + s_analysis_confidence : 0.112378 + s_Bot_Xtr : 0.0411564 + s_upper_bl_H_31 : 0.036964 + s_lower_bl_H_31 : 0.0365852 + s_Top_Xtr : 0.0339712 + s_upper_bl_H_30 : 0.031426 + s_lower_bl_H_0 : 0.0309373 +Epoch: 77 | Train Loss: 4.11991 | Test Loss: 4.13947 | analysis_confidence: 0.141848 | CL: 0.0302532 | ln_CD: 0.0617853 | CM: 0.00498711 | Top_Xtr: 0.0234709 | Bot_Xtr: 0.0255811 +Loss contributors: + s_ln_CD : 0.791028 + s_CL : 0.612207 + s_CM : 0.32826 + s_analysis_confidence : 0.110171 + s_upper_bl_H_31 : 0.0391063 + s_lower_bl_H_31 : 0.0383941 + s_Bot_Xtr : 0.035247 + s_upper_bl_H_30 : 0.0339153 + s_upper_bl_H_19 : 0.0336226 + s_lower_bl_H_30 : 0.033129 +Epoch: 78 | Train Loss: 4.11051 | Test Loss: 4.0178 | analysis_confidence: 0.148826 | CL: 0.0328601 | ln_CD: 0.0595259 | CM: 0.00504775 | Top_Xtr: 0.0204545 | Bot_Xtr: 0.0226359 +Loss contributors: + s_ln_CD : 0.759716 + s_CL : 0.62845 + s_CM : 0.329855 + s_analysis_confidence : 0.120014 + s_upper_bl_H_31 : 0.035723 + s_lower_bl_H_4 : 0.0350301 + s_lower_bl_H_31 : 0.0342164 + s_Bot_Xtr : 0.0336995 + s_lower_bl_H_3 : 0.0333434 + s_upper_bl_H_30 : 0.0313701 +Epoch: 79 | Train Loss: 4.10541 | Test Loss: 4.27328 | analysis_confidence: 0.152882 | CL: 0.0308129 | ln_CD: 0.0601992 | CM: 0.00575813 | Top_Xtr: 0.0286634 | Bot_Xtr: 0.0283865 +Loss contributors: + s_ln_CD : 0.814422 + s_CL : 0.628385 + s_CM : 0.380512 + s_analysis_confidence : 0.112994 + s_lower_bl_H_10 : 0.0392484 + s_lower_bl_H_31 : 0.0391389 + s_lower_bl_H_9 : 0.0390669 + s_upper_bl_H_31 : 0.038126 + s_upper_bl_H_10 : 0.0362261 + s_Bot_Xtr : 0.0345352 +Epoch: 80 | Train Loss: 4.12042 | Test Loss: 4.2222 | analysis_confidence: 0.147281 | CL: 0.0333817 | ln_CD: 0.0637971 | CM: 0.00530469 | Top_Xtr: 0.0218284 | Bot_Xtr: 0.0241105 +Loss contributors: + s_ln_CD : 0.787879 + s_CL : 0.656051 + s_CM : 0.349329 + s_analysis_confidence : 0.112765 + s_upper_bl_H_31 : 0.0368 + s_lower_bl_H_31 : 0.0364144 + s_upper_bl_H_30 : 0.0337786 + s_Bot_Xtr : 0.0334911 + s_lower_bl_H_30 : 0.0325232 + s_lower_bl_H_1 : 0.0319008 +Epoch: 81 | Train Loss: 4.11671 | Test Loss: 4.05117 | analysis_confidence: 0.141712 | CL: 0.0316851 | ln_CD: 0.0668442 | CM: 0.0050025 | Top_Xtr: 0.0240372 | Bot_Xtr: 0.0254861 +Loss contributors: + s_ln_CD : 0.792334 + s_CL : 0.622055 + s_CM : 0.326806 + s_analysis_confidence : 0.111472 + s_upper_bl_H_31 : 0.037657 + s_lower_bl_H_31 : 0.0371252 + s_Bot_Xtr : 0.0326331 + s_lower_bl_H_2 : 0.0314736 + s_upper_bl_H_30 : 0.0314346 + s_upper_bl_H_29 : 0.0313929 +Epoch: 82 | Train Loss: 4.117 | Test Loss: 4.38544 | analysis_confidence: 0.143791 | CL: 0.0307706 | ln_CD: 0.0859124 | CM: 0.00534481 | Top_Xtr: 0.0272321 | Bot_Xtr: 0.0313787 +Loss contributors: + s_ln_CD : 0.991152 + s_CL : 0.623419 + s_CM : 0.348495 + s_analysis_confidence : 0.112464 + s_lower_bl_H_31 : 0.0405833 + s_upper_bl_H_31 : 0.0402271 + s_Bot_Xtr : 0.0379415 + s_lower_bl_H_1 : 0.0314494 + s_lower_bl_H_30 : 0.0310724 + s_upper_bl_H_30 : 0.0310195 +Epoch: 83 | Train Loss: 4.11171 | Test Loss: 4.3257 | analysis_confidence: 0.13557 | CL: 0.0315556 | ln_CD: 0.0720475 | CM: 0.00518278 | Top_Xtr: 0.0256613 | Bot_Xtr: 0.0252053 +Loss contributors: + s_ln_CD : 0.812937 + s_CL : 0.648802 + s_CM : 0.34367 + s_analysis_confidence : 0.112908 + s_lower_bl_H_31 : 0.0387179 + s_upper_bl_H_31 : 0.0386932 + s_Bot_Xtr : 0.0357568 + s_lower_bl_H_12 : 0.0350871 + s_upper_bl_H_27 : 0.0328603 + s_upper_bl_H_24 : 0.032689 +Epoch: 84 | Train Loss: 4.10745 | Test Loss: 4.27747 | analysis_confidence: 0.137499 | CL: 0.0313927 | ln_CD: 0.0742494 | CM: 0.00519102 | Top_Xtr: 0.025241 | Bot_Xtr: 0.0300869 +Loss contributors: + s_ln_CD : 0.870041 + s_CL : 0.639665 + s_CM : 0.342733 + s_analysis_confidence : 0.110717 + s_Bot_Xtr : 0.0419918 + s_upper_bl_H_31 : 0.0393863 + s_lower_bl_H_31 : 0.0382743 + s_upper_bl_H_30 : 0.0330411 + s_lower_bl_H_30 : 0.0323859 + s_lower_bl_H_3 : 0.0311354 +Epoch: 85 | Train Loss: 4.11244 | Test Loss: 4.75685 | analysis_confidence: 0.147921 | CL: 0.0350429 | ln_CD: 0.132287 | CM: 0.00503813 | Top_Xtr: 0.0252461 | Bot_Xtr: 0.0276708 +Loss contributors: + s_ln_CD : 1.31474 + s_CL : 0.677672 + s_CM : 0.336147 + s_analysis_confidence : 0.113584 + s_upper_bl_H_31 : 0.039717 + s_lower_bl_H_31 : 0.0370557 + s_Bot_Xtr : 0.035231 + s_upper_bl_H_30 : 0.0338682 + s_lower_bl_H_1 : 0.0338188 + s_lower_bl_H_30 : 0.0324907 +Epoch: 86 | Train Loss: 4.1325 | Test Loss: 4.29119 | analysis_confidence: 0.148573 | CL: 0.0315176 | ln_CD: 0.0807833 | CM: 0.00515704 | Top_Xtr: 0.0283484 | Bot_Xtr: 0.0280851 +Loss contributors: + s_ln_CD : 0.957848 + s_CL : 0.633323 + s_CM : 0.341408 + s_analysis_confidence : 0.113264 + s_Bot_Xtr : 0.0379023 + s_lower_bl_H_31 : 0.0359012 + s_upper_bl_H_31 : 0.0357079 + s_lower_bl_H_3 : 0.0317453 + s_lower_bl_H_1 : 0.0317371 + s_lower_bl_H_2 : 0.0315581 +Epoch: 87 | Train Loss: 4.11937 | Test Loss: 4.37675 | analysis_confidence: 0.142648 | CL: 0.0376138 | ln_CD: 0.0893821 | CM: 0.00505369 | Top_Xtr: 0.0239804 | Bot_Xtr: 0.0289021 +Loss contributors: + s_ln_CD : 0.939557 + s_CL : 0.731714 + s_CM : 0.333903 + s_analysis_confidence : 0.112885 + s_upper_bl_H_31 : 0.0371508 + s_Bot_Xtr : 0.0358768 + s_lower_bl_H_31 : 0.03487 + s_upper_bl_H_30 : 0.0344338 + s_upper_bl_H_29 : 0.0314958 + s_lower_bl_H_30 : 0.0308651 +Epoch: 88 | Train Loss: 4.10355 | Test Loss: 4.29091 | analysis_confidence: 0.140268 | CL: 0.0325057 | ln_CD: 0.0636196 | CM: 0.00539984 | Top_Xtr: 0.0237391 | Bot_Xtr: 0.0245048 +Loss contributors: + s_ln_CD : 0.842317 + s_CL : 0.647632 + s_CM : 0.358188 + s_analysis_confidence : 0.112087 + s_upper_bl_H_31 : 0.0384994 + s_lower_bl_H_31 : 0.0369882 + s_Bot_Xtr : 0.0367556 + s_lower_bl_H_1 : 0.0356202 + s_upper_bl_H_30 : 0.0320207 + s_lower_bl_H_0 : 0.0317437 +Epoch: 89 | Train Loss: 4.09377 | Test Loss: 4.47989 | analysis_confidence: 0.144204 | CL: 0.0320187 | ln_CD: 0.0805532 | CM: 0.00592402 | Top_Xtr: 0.0256081 | Bot_Xtr: 0.0283449 +Loss contributors: + s_ln_CD : 0.943744 + s_CL : 0.638462 + s_CM : 0.401074 + s_analysis_confidence : 0.112554 + s_upper_bl_H_31 : 0.0376071 + s_lower_bl_H_31 : 0.0364059 + s_Bot_Xtr : 0.0355443 + s_lower_bl_H_1 : 0.0345191 + s_upper_bl_H_19 : 0.0329673 + s_upper_bl_H_18 : 0.0318798 +Epoch: 90 | Train Loss: 4.0852 | Test Loss: 4.59891 | analysis_confidence: 0.140538 | CL: 0.0432297 | ln_CD: 0.0817245 | CM: 0.00642576 | Top_Xtr: 0.022469 | Bot_Xtr: 0.0252258 +Loss contributors: + s_ln_CD : 0.890254 + s_CL : 0.837154 + s_CM : 0.425995 + s_analysis_confidence : 0.11139 + s_upper_bl_H_31 : 0.0397775 + s_lower_bl_H_31 : 0.0388288 + s_Bot_Xtr : 0.0339255 + s_upper_bl_H_17 : 0.0331352 + s_upper_bl_H_30 : 0.0320366 + s_lower_bl_H_30 : 0.0313097 +Epoch: 91 | Train Loss: 4.09693 | Test Loss: 4.26008 | analysis_confidence: 0.143894 | CL: 0.0306649 | ln_CD: 0.0822896 | CM: 0.00513668 | Top_Xtr: 0.0237365 | Bot_Xtr: 0.0260802 +Loss contributors: + s_ln_CD : 0.912067 + s_CL : 0.626273 + s_CM : 0.342458 + s_analysis_confidence : 0.111744 + s_upper_bl_H_31 : 0.0373184 + s_lower_bl_H_31 : 0.0370668 + s_Bot_Xtr : 0.0341304 + s_upper_bl_H_30 : 0.0319602 + s_lower_bl_H_30 : 0.031051 + s_lower_bl_H_0 : 0.0305093 +Epoch: 92 | Train Loss: 4.09766 | Test Loss: 4.29096 | analysis_confidence: 0.140644 | CL: 0.035133 | ln_CD: 0.0712002 | CM: 0.00489536 | Top_Xtr: 0.0269222 | Bot_Xtr: 0.0299879 +Loss contributors: + s_ln_CD : 0.853582 + s_CL : 0.691982 + s_CM : 0.319644 + s_analysis_confidence : 0.112612 + s_upper_bl_H_31 : 0.0387304 + s_Bot_Xtr : 0.036558 + s_lower_bl_H_31 : 0.0352278 + s_upper_bl_H_30 : 0.0323708 + s_lower_bl_H_1 : 0.0315003 + s_lower_bl_H_0 : 0.0303912 +Epoch: 93 | Train Loss: 4.09673 | Test Loss: 4.21012 | analysis_confidence: 0.139062 | CL: 0.0322603 | ln_CD: 0.064598 | CM: 0.00583486 | Top_Xtr: 0.0248095 | Bot_Xtr: 0.0272133 +Loss contributors: + s_ln_CD : 0.788898 + s_CL : 0.652548 + s_CM : 0.37228 + s_analysis_confidence : 0.115895 + s_upper_bl_H_31 : 0.0373326 + s_lower_bl_H_31 : 0.0361094 + s_Bot_Xtr : 0.0343304 + s_lower_bl_H_1 : 0.0319147 + s_lower_bl_H_4 : 0.0316472 + s_lower_bl_H_5 : 0.0313245 +Epoch: 94 | Train Loss: 4.08821 | Test Loss: 4.45221 | analysis_confidence: 0.136879 | CL: 0.0333141 | ln_CD: 0.0662595 | CM: 0.00536203 | Top_Xtr: 0.0313181 | Bot_Xtr: 0.0318463 +Loss contributors: + s_ln_CD : 0.858383 + s_CL : 0.687647 + s_CM : 0.36938 + s_analysis_confidence : 0.112102 + s_Bot_Xtr : 0.0424508 + s_upper_bl_H_31 : 0.0379161 + s_lower_bl_H_31 : 0.0368808 + s_upper_bl_H_30 : 0.035205 + s_upper_bl_H_29 : 0.0338454 + s_Top_Xtr : 0.0334073 +Epoch: 95 | Train Loss: 4.09087 | Test Loss: 4.17436 | analysis_confidence: 0.136276 | CL: 0.0317468 | ln_CD: 0.0598469 | CM: 0.00516948 | Top_Xtr: 0.0195335 | Bot_Xtr: 0.0208478 +Loss contributors: + s_ln_CD : 0.783584 + s_CL : 0.651688 + s_CM : 0.34809 + s_analysis_confidence : 0.112032 + s_lower_bl_H_31 : 0.0410571 + s_upper_bl_H_31 : 0.0409522 + s_upper_bl_H_30 : 0.0334259 + s_lower_bl_H_30 : 0.0324307 + s_Bot_Xtr : 0.0316765 + s_upper_bl_H_29 : 0.0312433 +Epoch: 96 | Train Loss: 4.06913 | Test Loss: 4.02889 | analysis_confidence: 0.143233 | CL: 0.0302528 | ln_CD: 0.0559187 | CM: 0.0050923 | Top_Xtr: 0.0213849 | Bot_Xtr: 0.0229011 +Loss contributors: + s_ln_CD : 0.763049 + s_CL : 0.612215 + s_CM : 0.333215 + s_analysis_confidence : 0.111265 + s_upper_bl_H_31 : 0.0374089 + s_lower_bl_H_1 : 0.0353933 + s_lower_bl_H_31 : 0.0348398 + s_upper_bl_H_30 : 0.0341284 + s_Bot_Xtr : 0.033549 + s_upper_bl_H_29 : 0.0315095 +Epoch: 97 | Train Loss: 4.05592 | Test Loss: 4.11572 | analysis_confidence: 0.137911 | CL: 0.0316725 | ln_CD: 0.0632737 | CM: 0.00489417 | Top_Xtr: 0.0224424 | Bot_Xtr: 0.0244223 +Loss contributors: 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: 0.12033 + s_Bot_Xtr : 0.0502206 + s_Top_Xtr : 0.0392074 + s_upper_bl_H_31 : 0.0367109 + s_lower_bl_H_17 : 0.0364484 + s_upper_bl_H_17 : 0.0357391 + s_lower_bl_H_31 : 0.0354335 +Epoch: 100 | Train Loss: 4.08319 | Test Loss: 4.32561 | analysis_confidence: 0.139716 | CL: 0.0315077 | ln_CD: 0.0731381 | CM: 0.00594602 | Top_Xtr: 0.0203815 | Bot_Xtr: 0.0231217 +Loss contributors: + s_ln_CD : 0.842695 + s_CL : 0.642926 + s_CM : 0.406149 + s_analysis_confidence : 0.11219 + s_upper_bl_H_31 : 0.039575 + s_lower_bl_H_31 : 0.0376756 + s_upper_bl_H_30 : 0.0341391 + s_Bot_Xtr : 0.0330201 + s_lower_bl_H_30 : 0.0330109 + s_lower_bl_H_1 : 0.0328372 +Epoch: 101 | Train Loss: 4.0727 | Test Loss: 4.40196 | analysis_confidence: 0.142579 | CL: 0.0324435 | ln_CD: 0.081026 | CM: 0.00530898 | Top_Xtr: 0.0206076 | Bot_Xtr: 0.0231473 +Loss contributors: + s_ln_CD : 0.910063 + s_CL : 0.666181 + s_CM : 0.350587 + s_analysis_confidence : 0.110592 + s_lower_bl_H_31 : 0.0381964 + s_upper_bl_H_31 : 0.0379586 + s_lower_bl_H_30 : 0.0340449 + s_upper_bl_H_30 : 0.0338523 + s_Bot_Xtr : 0.0324576 + s_lower_bl_H_5 : 0.0320848 +Epoch: 102 | Train Loss: 4.07159 | Test Loss: 4.12399 | analysis_confidence: 0.13656 | CL: 0.0303663 | ln_CD: 0.0612085 | CM: 0.00509313 | Top_Xtr: 0.0222189 | Bot_Xtr: 0.0255955 +Loss contributors: + s_ln_CD : 0.782007 + s_CL : 0.628296 + s_CM : 0.332511 + s_analysis_confidence : 0.112159 + s_lower_bl_H_2 : 0.0455245 + s_upper_bl_H_31 : 0.0376104 + s_lower_bl_H_3 : 0.0370942 + s_lower_bl_H_1 : 0.0366695 + s_Bot_Xtr : 0.0351253 + s_lower_bl_H_0 : 0.0349668 +Epoch: 103 | Train Loss: 4.06114 | Test Loss: 4.17155 | analysis_confidence: 0.143996 | CL: 0.0299629 | ln_CD: 0.0584347 | CM: 0.00520707 | Top_Xtr: 0.0230968 | Bot_Xtr: 0.0255066 +Loss contributors: + s_ln_CD : 0.807426 + s_CL : 0.611861 + s_CM : 0.349151 + s_analysis_confidence : 0.111556 + s_upper_bl_H_31 : 0.0411706 + s_lower_bl_H_31 : 0.0386931 + s_Bot_Xtr : 0.0343578 + s_lower_bl_H_4 : 0.0330159 + s_upper_bl_H_30 : 0.0329562 + s_lower_bl_H_0 : 0.0314115 +Epoch: 104 | Train Loss: 4.06661 | Test Loss: 4.50121 | analysis_confidence: 0.144752 | CL: 0.0317426 | ln_CD: 0.105989 | CM: 0.00494374 | Top_Xtr: 0.0249447 | Bot_Xtr: 0.0277688 +Loss contributors: + s_ln_CD : 1.12872 + s_CL : 0.641994 + s_CM : 0.320951 + s_analysis_confidence : 0.110632 + s_upper_bl_H_31 : 0.0360319 + s_lower_bl_H_31 : 0.0358936 + s_Bot_Xtr : 0.0348382 + s_lower_bl_H_0 : 0.0310724 + s_upper_bl_H_30 : 0.0307925 + s_lower_bl_H_1 : 0.0302782 +Epoch: 105 | Train Loss: 4.05687 | Test Loss: 4.28156 | analysis_confidence: 0.139301 | CL: 0.0340816 | ln_CD: 0.0604765 | CM: 0.00524767 | Top_Xtr: 0.0245236 | Bot_Xtr: 0.0267578 +Loss contributors: + s_ln_CD : 0.77804 + s_CL : 0.675106 + s_CM : 0.351381 + s_analysis_confidence : 0.113997 + s_Bot_Xtr : 0.0509491 + s_upper_bl_H_31 : 0.0375965 + s_Top_Xtr : 0.0375658 + s_lower_bl_H_31 : 0.0358579 + s_lower_bl_H_3 : 0.0326395 + s_upper_bl_H_30 : 0.0325118 +Epoch: 106 | Train Loss: 4.06608 | Test Loss: 4.08025 | analysis_confidence: 0.146637 | CL: 0.0343251 | ln_CD: 0.0630917 | CM: 0.00574204 | Top_Xtr: 0.0207083 | Bot_Xtr: 0.0229871 +Loss contributors: + s_ln_CD : 0.755875 + s_CL : 0.658615 + s_CM : 0.376439 + s_analysis_confidence : 0.111298 + s_upper_bl_H_31 : 0.0364248 + s_lower_bl_H_31 : 0.0360156 + s_lower_bl_H_3 : 0.0320521 + s_Bot_Xtr : 0.0317315 + s_lower_bl_H_4 : 0.0312058 + s_lower_bl_H_1 : 0.0305214 +Epoch: 107 | Train Loss: 4.06648 | Test Loss: 3.96511 | analysis_confidence: 0.141779 | CL: 0.0288218 | ln_CD: 0.0596146 | CM: 0.00499091 | Top_Xtr: 0.0205559 | Bot_Xtr: 0.0227734 +Loss contributors: + s_ln_CD : 0.758485 + s_CL : 0.593886 + s_CM : 0.327561 + s_analysis_confidence : 0.110916 + s_Bot_Xtr : 0.0349253 + s_upper_bl_H_31 : 0.0348366 + s_lower_bl_H_31 : 0.0340405 + s_lower_bl_H_4 : 0.0332199 + s_lower_bl_H_3 : 0.0317137 + s_lower_bl_H_5 : 0.031376 +Epoch: 108 | Train Loss: 4.06756 | Test Loss: 4.25836 | analysis_confidence: 0.152091 | CL: 0.0364302 | ln_CD: 0.0621143 | CM: 0.00613434 | Top_Xtr: 0.0196136 | Bot_Xtr: 0.0212077 +Loss contributors: + s_ln_CD : 0.820518 + s_CL : 0.712998 + s_CM : 0.409582 + s_analysis_confidence : 0.116656 + s_upper_bl_H_31 : 0.0373645 + s_lower_bl_H_31 : 0.0352963 + s_lower_bl_H_2 : 0.0296202 + s_lower_bl_H_1 : 0.0294817 + s_upper_bl_H_30 : 0.0294468 + s_Bot_Xtr : 0.0291184 +Epoch 00109: reducing learning rate of group 0 to 5.0000e-04. +Epoch: 109 | Train Loss: 3.45898 | Test Loss: 3.54942 | analysis_confidence: 0.144251 | CL: 0.0325721 | ln_CD: 0.053277 | CM: 0.00435223 | Top_Xtr: 0.0214238 | Bot_Xtr: 0.0237112 +Loss contributors: + s_ln_CD : 0.707733 + s_CL : 0.602736 + s_CM : 0.272883 + s_analysis_confidence : 0.110299 + s_lower_bl_H_31 : 0.0317793 + s_upper_bl_H_31 : 0.0315225 + s_Bot_Xtr : 0.0297876 + s_upper_bl_H_30 : 0.0273592 + s_lower_bl_H_30 : 0.0272964 + s_lower_bl_H_1 : 0.0262889 +Epoch: 110 | Train Loss: 3.39907 | Test Loss: 3.47674 | analysis_confidence: 0.139327 | CL: 0.0280887 | ln_CD: 0.0552514 | CM: 0.0044339 | Top_Xtr: 0.0183411 | Bot_Xtr: 0.0200913 +Loss contributors: + s_ln_CD : 0.698128 + s_CL : 0.554188 + s_CM : 0.280509 + s_analysis_confidence : 0.108753 + s_upper_bl_H_31 : 0.0296115 + s_lower_bl_H_31 : 0.0287192 + s_Bot_Xtr : 0.0270728 + s_lower_bl_H_4 : 0.026476 + s_lower_bl_H_6 : 0.0263243 + s_lower_bl_H_1 : 0.0256653 +Epoch: 111 | Train Loss: 3.36325 | Test Loss: 3.47137 | analysis_confidence: 0.137294 | CL: 0.0282176 | ln_CD: 0.0526665 | CM: 0.0042941 | Top_Xtr: 0.0168711 | Bot_Xtr: 0.0188609 +Loss contributors: + s_ln_CD : 0.690019 + s_CL : 0.549984 + s_CM : 0.278795 + s_analysis_confidence : 0.109093 + s_lower_bl_H_31 : 0.0305129 + s_upper_bl_H_31 : 0.029602 + s_Bot_Xtr : 0.0286688 + s_lower_bl_H_4 : 0.0284635 + s_lower_bl_H_5 : 0.0276392 + s_lower_bl_H_3 : 0.0266678 +Epoch: 112 | Train Loss: 3.34914 | Test Loss: 3.55173 | analysis_confidence: 0.135698 | CL: 0.0309564 | ln_CD: 0.0743683 | CM: 0.0046688 | Top_Xtr: 0.0184491 | Bot_Xtr: 0.0196367 +Loss contributors: + s_ln_CD : 0.778536 + s_CL : 0.569182 + s_CM : 0.285204 + s_analysis_confidence : 0.108915 + s_upper_bl_H_31 : 0.0301251 + s_lower_bl_H_31 : 0.0295575 + s_Bot_Xtr : 0.0271563 + s_lower_bl_H_4 : 0.0270916 + s_lower_bl_H_3 : 0.0262516 + s_lower_bl_H_1 : 0.0261588 +Epoch: 113 | Train Loss: 3.33456 | Test Loss: 3.36316 | analysis_confidence: 0.138425 | CL: 0.0301322 | ln_CD: 0.0489309 | CM: 0.00420844 | Top_Xtr: 0.0260508 | Bot_Xtr: 0.0281182 +Loss contributors: + s_ln_CD : 0.656581 + s_CL : 0.561092 + s_CM : 0.265827 + s_analysis_confidence : 0.108058 + s_Bot_Xtr : 0.0323148 + s_upper_bl_H_31 : 0.0288681 + s_lower_bl_H_31 : 0.027906 + s_lower_bl_H_1 : 0.0263003 + s_lower_bl_H_3 : 0.0249903 + s_lower_bl_H_4 : 0.0246705 +Epoch: 114 | Train Loss: 3.32673 | Test Loss: 3.43505 | analysis_confidence: 0.137636 | CL: 0.026481 | ln_CD: 0.0547631 | CM: 0.00420628 | Top_Xtr: 0.0185879 | Bot_Xtr: 0.020743 +Loss contributors: + s_ln_CD : 0.702174 + s_CL : 0.548256 + s_CM : 0.268372 + s_analysis_confidence : 0.108923 + s_lower_bl_H_31 : 0.0292002 + s_upper_bl_H_31 : 0.0289241 + s_Bot_Xtr : 0.0269371 + s_lower_bl_H_3 : 0.0263917 + s_lower_bl_H_1 : 0.0257856 + s_lower_bl_H_4 : 0.0249796 +Epoch: 115 | Train Loss: 3.31252 | Test Loss: 3.54904 | analysis_confidence: 0.139262 | CL: 0.0283393 | ln_CD: 0.0668727 | CM: 0.00442433 | Top_Xtr: 0.0161894 | Bot_Xtr: 0.017731 +Loss contributors: + s_ln_CD : 0.769759 + s_CL : 0.550105 + s_CM : 0.279188 + s_analysis_confidence : 0.109437 + s_lower_bl_H_31 : 0.0299144 + s_upper_bl_H_31 : 0.0295005 + s_lower_bl_H_1 : 0.0270106 + s_Bot_Xtr : 0.0264905 + s_lower_bl_H_30 : 0.0261142 + s_upper_bl_H_30 : 0.0257108 +Epoch: 116 | Train Loss: 3.3042 | Test Loss: 3.47779 | analysis_confidence: 0.138826 | CL: 0.0274645 | ln_CD: 0.0506606 | CM: 0.00428792 | Top_Xtr: 0.01705 | Bot_Xtr: 0.0195503 +Loss contributors: + s_ln_CD : 0.698606 + s_CL : 0.550075 + s_CM : 0.27498 + s_analysis_confidence : 0.108256 + s_upper_bl_H_31 : 0.0309804 + s_lower_bl_H_31 : 0.0295269 + s_Bot_Xtr : 0.0276399 + s_upper_bl_H_30 : 0.0259002 + s_lower_bl_H_4 : 0.0247933 + s_lower_bl_H_30 : 0.0247731 +Epoch: 117 | Train Loss: 3.30332 | Test Loss: 3.47613 | analysis_confidence: 0.139517 | CL: 0.0268502 | ln_CD: 0.0565028 | CM: 0.0042965 | Top_Xtr: 0.0180644 | Bot_Xtr: 0.0211814 +Loss contributors: + s_ln_CD : 0.729809 + s_CL : 0.547449 + s_CM : 0.274614 + s_analysis_confidence : 0.115021 + s_upper_bl_H_31 : 0.029947 + s_lower_bl_H_31 : 0.0298272 + s_Bot_Xtr : 0.0274991 + s_lower_bl_H_1 : 0.0252849 + s_lower_bl_H_3 : 0.025192 + s_lower_bl_H_6 : 0.024997 +Epoch: 118 | Train Loss: 3.29947 | Test Loss: 3.39751 | analysis_confidence: 0.134363 | CL: 0.028042 | ln_CD: 0.050973 | CM: 0.00430134 | Top_Xtr: 0.0173614 | Bot_Xtr: 0.0199489 +Loss contributors: + s_ln_CD : 0.679861 + s_CL : 0.535422 + s_CM : 0.265016 + s_analysis_confidence : 0.108805 + s_upper_bl_H_31 : 0.0306928 + s_lower_bl_H_31 : 0.0292478 + s_upper_bl_H_30 : 0.0287283 + s_lower_bl_H_30 : 0.0268567 + s_Bot_Xtr : 0.0268195 + s_lower_bl_H_1 : 0.0259422 +Epoch: 119 | Train Loss: 3.29605 | Test Loss: 3.50598 | analysis_confidence: 0.128208 | CL: 0.0276436 | ln_CD: 0.0656649 | CM: 0.00446157 | Top_Xtr: 0.0189287 | Bot_Xtr: 0.0213274 +Loss contributors: + s_ln_CD : 0.737348 + s_CL : 0.563144 + s_CM : 0.279536 + s_analysis_confidence : 0.11114 + s_upper_bl_H_31 : 0.0313001 + s_lower_bl_H_31 : 0.029934 + s_Bot_Xtr : 0.0273999 + s_lower_bl_H_4 : 0.0263116 + s_lower_bl_H_3 : 0.0262013 + s_lower_bl_H_1 : 0.0258793 +Epoch: 120 | Train Loss: 3.28242 | Test Loss: 3.46092 | analysis_confidence: 0.139304 | CL: 0.0277944 | ln_CD: 0.0564086 | CM: 0.00441853 | Top_Xtr: 0.0186826 | Bot_Xtr: 0.0199894 +Loss contributors: + s_ln_CD : 0.70513 + s_CL : 0.554642 + s_CM : 0.28305 + s_analysis_confidence : 0.110091 + s_upper_bl_H_31 : 0.0299571 + s_lower_bl_H_31 : 0.0288888 + s_Bot_Xtr : 0.0284847 + s_lower_bl_H_1 : 0.0252241 + s_lower_bl_H_6 : 0.0251129 + s_upper_bl_H_30 : 0.0248068 +Epoch: 121 | Train Loss: 3.2771 | Test Loss: 3.36806 | analysis_confidence: 0.139217 | CL: 0.0261849 | ln_CD: 0.0492884 | CM: 0.00416667 | Top_Xtr: 0.0170714 | Bot_Xtr: 0.0188158 +Loss contributors: + s_ln_CD : 0.673495 + s_CL : 0.522676 + s_CM : 0.262486 + s_analysis_confidence : 0.109533 + s_upper_bl_H_31 : 0.0280223 + s_lower_bl_H_31 : 0.0271518 + s_Bot_Xtr : 0.0266904 + s_lower_bl_H_12 : 0.0257883 + s_lower_bl_H_4 : 0.0256419 + s_lower_bl_H_6 : 0.0256383 +Epoch: 122 | Train Loss: 3.2612 | Test Loss: 3.44718 | analysis_confidence: 0.135883 | CL: 0.0273842 | ln_CD: 0.0524401 | CM: 0.0043338 | Top_Xtr: 0.0173193 | Bot_Xtr: 0.020364 +Loss contributors: + s_ln_CD : 0.709937 + s_CL : 0.544745 + s_CM : 0.270568 + s_analysis_confidence : 0.108747 + s_upper_bl_H_31 : 0.0286712 + s_lower_bl_H_31 : 0.0285915 + s_Bot_Xtr : 0.0274116 + s_lower_bl_H_1 : 0.0262732 + s_lower_bl_H_4 : 0.0253384 + s_lower_bl_H_6 : 0.0246055 +Epoch: 123 | Train Loss: 3.26171 | Test Loss: 3.50583 | analysis_confidence: 0.136781 | CL: 0.0284518 | ln_CD: 0.0787955 | CM: 0.00411832 | Top_Xtr: 0.0172162 | Bot_Xtr: 0.0190246 +Loss contributors: + s_ln_CD : 0.804878 + s_CL : 0.536976 + s_CM : 0.257617 + s_analysis_confidence : 0.1102 + s_lower_bl_H_31 : 0.0313296 + s_upper_bl_H_31 : 0.0293955 + s_Bot_Xtr : 0.0267625 + s_lower_bl_H_3 : 0.0260852 + s_lower_bl_H_30 : 0.0256177 + s_lower_bl_H_4 : 0.0250753 +Epoch: 124 | Train Loss: 3.25715 | Test Loss: 3.46493 | analysis_confidence: 0.139095 | CL: 0.0269609 | ln_CD: 0.0506678 | CM: 0.00443408 | Top_Xtr: 0.0164902 | Bot_Xtr: 0.0179259 +Loss contributors: + s_ln_CD : 0.669048 + s_CL : 0.535397 + s_CM : 0.273684 + s_analysis_confidence : 0.110832 + s_upper_bl_H_31 : 0.0303763 + s_lower_bl_H_31 : 0.0285949 + s_Bot_Xtr : 0.0277996 + s_upper_bl_H_30 : 0.0255981 + s_lower_bl_H_4 : 0.0251656 + s_lower_bl_H_6 : 0.0249675 +Epoch: 125 | Train Loss: 3.26135 | Test Loss: 3.36863 | analysis_confidence: 0.136229 | CL: 0.0258885 | ln_CD: 0.0491743 | CM: 0.00434819 | Top_Xtr: 0.0187623 | Bot_Xtr: 0.0201164 +Loss contributors: + s_ln_CD : 0.662891 + s_CL : 0.516504 + s_CM : 0.267367 + s_analysis_confidence : 0.108192 + s_Bot_Xtr : 0.0316954 + s_upper_bl_H_31 : 0.0289227 + s_lower_bl_H_31 : 0.028263 + s_lower_bl_H_3 : 0.0275023 + s_Top_Xtr : 0.0270605 + s_lower_bl_H_4 : 0.0259138 +Epoch: 126 | Train Loss: 3.25881 | Test Loss: 3.44295 | analysis_confidence: 0.142126 | CL: 0.0274026 | ln_CD: 0.0519916 | CM: 0.00450365 | Top_Xtr: 0.0245649 | Bot_Xtr: 0.0280759 +Loss contributors: + s_ln_CD : 0.669931 + s_CL : 0.537243 + s_CM : 0.279824 + s_analysis_confidence : 0.108455 + s_Bot_Xtr : 0.0313212 + s_lower_bl_H_31 : 0.0313148 + s_upper_bl_H_31 : 0.0303648 + s_lower_bl_H_6 : 0.0277865 + s_lower_bl_H_5 : 0.026607 + s_lower_bl_H_4 : 0.0263212 +Epoch: 127 | Train Loss: 3.25437 | Test Loss: 3.53011 | analysis_confidence: 0.143432 | CL: 0.0285513 | ln_CD: 0.0503881 | CM: 0.00410588 | Top_Xtr: 0.0172426 | Bot_Xtr: 0.0191146 +Loss contributors: + s_ln_CD : 0.705315 + s_CL : 0.55371 + s_CM : 0.26786 + s_analysis_confidence : 0.121415 + s_lower_bl_H_31 : 0.0291025 + s_upper_bl_H_31 : 0.0289779 + s_lower_bl_H_1 : 0.0282877 + s_Bot_Xtr : 0.0282858 + s_lower_bl_H_3 : 0.0268617 + s_lower_bl_H_4 : 0.0266293 +Epoch: 128 | Train Loss: 3.2544 | Test Loss: 3.41112 | analysis_confidence: 0.137843 | CL: 0.0273327 | ln_CD: 0.0496808 | CM: 0.00409843 | Top_Xtr: 0.0182379 | Bot_Xtr: 0.0192997 +Loss contributors: + s_ln_CD : 0.701325 + s_CL : 0.536219 + s_CM : 0.264617 + s_analysis_confidence : 0.108394 + s_lower_bl_H_31 : 0.0286243 + s_upper_bl_H_31 : 0.0285596 + s_Bot_Xtr : 0.0273073 + s_lower_bl_H_1 : 0.0267753 + s_lower_bl_H_3 : 0.0251793 + s_lower_bl_H_4 : 0.0249068 +Epoch: 129 | Train Loss: 3.25519 | Test Loss: 3.385 | analysis_confidence: 0.139199 | CL: 0.0261761 | ln_CD: 0.0501582 | CM: 0.00445199 | Top_Xtr: 0.0185366 | Bot_Xtr: 0.0207895 +Loss contributors: + s_ln_CD : 0.689442 + s_CL : 0.524431 + s_CM : 0.273722 + s_analysis_confidence : 0.107365 + s_lower_bl_H_31 : 0.0302512 + s_upper_bl_H_31 : 0.0302422 + s_Bot_Xtr : 0.027187 + s_upper_bl_H_30 : 0.0256711 + s_lower_bl_H_3 : 0.0253104 + s_lower_bl_H_30 : 0.0249506 +Epoch: 130 | Train Loss: 3.24983 | Test Loss: 3.48727 | analysis_confidence: 0.137164 | CL: 0.0268537 | ln_CD: 0.0522902 | CM: 0.00435389 | Top_Xtr: 0.0171778 | Bot_Xtr: 0.01891 +Loss contributors: + s_ln_CD : 0.745233 + s_CL : 0.53989 + s_CM : 0.275468 + s_analysis_confidence : 0.107705 + s_lower_bl_H_31 : 0.0316664 + s_upper_bl_H_31 : 0.0305756 + s_lower_bl_H_1 : 0.0277976 + s_Bot_Xtr : 0.0272696 + s_lower_bl_H_3 : 0.0265541 + s_lower_bl_H_2 : 0.0259802 +Epoch: 131 | Train Loss: 3.23951 | Test Loss: 3.36019 | analysis_confidence: 0.140736 | CL: 0.0250797 | ln_CD: 0.0522087 | CM: 0.00420801 | Top_Xtr: 0.0177477 | Bot_Xtr: 0.0198025 +Loss contributors: + s_ln_CD : 0.698792 + s_CL : 0.520985 + s_CM : 0.263362 + s_analysis_confidence : 0.108933 + s_lower_bl_H_31 : 0.0296082 + s_upper_bl_H_31 : 0.0293023 + s_Bot_Xtr : 0.0267789 + s_lower_bl_H_30 : 0.025155 + s_lower_bl_H_4 : 0.0250586 + s_lower_bl_H_3 : 0.0246083 +Epoch: 132 | Train Loss: 3.23418 | Test Loss: 3.45642 | analysis_confidence: 0.138553 | CL: 0.026822 | ln_CD: 0.05608 | CM: 0.00459717 | Top_Xtr: 0.0257308 | Bot_Xtr: 0.0275013 +Loss contributors: + s_ln_CD : 0.722911 + s_CL : 0.528049 + s_CM : 0.289012 + s_analysis_confidence : 0.108286 + s_Bot_Xtr : 0.0326277 + s_upper_bl_H_31 : 0.0287164 + s_lower_bl_H_31 : 0.0279712 + s_lower_bl_H_5 : 0.0262282 + s_lower_bl_H_4 : 0.0261577 + s_lower_bl_H_3 : 0.0256224 +Epoch: 133 | Train Loss: 3.24197 | Test Loss: 3.4431 | analysis_confidence: 0.138034 | CL: 0.0262967 | ln_CD: 0.0563346 | CM: 0.00425603 | Top_Xtr: 0.0256633 | Bot_Xtr: 0.0274703 +Loss contributors: + s_ln_CD : 0.726238 + s_CL : 0.529722 + s_CM : 0.270703 + s_analysis_confidence : 0.109618 + s_Bot_Xtr : 0.0318898 + s_lower_bl_H_31 : 0.0287365 + s_upper_bl_H_31 : 0.028172 + s_lower_bl_H_2 : 0.025122 + s_lower_bl_H_3 : 0.0249876 + s_lower_bl_H_4 : 0.0249598 +Epoch: 134 | Train Loss: 3.24376 | Test Loss: 3.44061 | analysis_confidence: 0.141821 | CL: 0.0284511 | ln_CD: 0.0543061 | CM: 0.00443938 | Top_Xtr: 0.0162638 | Bot_Xtr: 0.0185673 +Loss contributors: + s_ln_CD : 0.692088 + s_CL : 0.541699 + s_CM : 0.279957 + s_analysis_confidence : 0.108441 + s_upper_bl_H_31 : 0.0298635 + s_lower_bl_H_31 : 0.0287798 + s_lower_bl_H_1 : 0.0278363 + s_Bot_Xtr : 0.0268251 + s_lower_bl_H_4 : 0.0262587 + s_lower_bl_H_8 : 0.0262133 +Epoch: 135 | Train Loss: 3.23106 | Test Loss: 3.34811 | analysis_confidence: 0.13761 | CL: 0.0265281 | ln_CD: 0.0508888 | CM: 0.00446097 | Top_Xtr: 0.0160757 | Bot_Xtr: 0.0182944 +Loss contributors: + s_ln_CD : 0.687778 + s_CL : 0.51785 + s_CM : 0.273058 + s_analysis_confidence : 0.109022 + s_upper_bl_H_31 : 0.0304828 + s_lower_bl_H_31 : 0.0284758 + s_Bot_Xtr : 0.0265356 + s_lower_bl_H_3 : 0.0261127 + s_lower_bl_H_4 : 0.0255937 + s_lower_bl_H_6 : 0.0243269 +Epoch: 136 | Train Loss: 3.22043 | Test Loss: 3.37106 | analysis_confidence: 0.141938 | CL: 0.0254223 | ln_CD: 0.0630625 | CM: 0.00432255 | Top_Xtr: 0.0176745 | Bot_Xtr: 0.0200998 +Loss contributors: + s_ln_CD : 0.713328 + s_CL : 0.501 + s_CM : 0.265406 + s_analysis_confidence : 0.114609 + s_lower_bl_H_31 : 0.0288229 + s_upper_bl_H_31 : 0.0281419 + s_Bot_Xtr : 0.0271983 + s_lower_bl_H_30 : 0.0255639 + s_lower_bl_H_3 : 0.0247706 + s_upper_bl_H_30 : 0.024543 +Epoch: 137 | Train Loss: 3.21611 | Test Loss: 3.33154 | analysis_confidence: 0.135031 | CL: 0.0256095 | ln_CD: 0.048652 | CM: 0.00407149 | Top_Xtr: 0.0184393 | Bot_Xtr: 0.019426 +Loss contributors: + s_ln_CD : 0.655454 + s_CL : 0.517297 + s_CM : 0.257528 + s_analysis_confidence : 0.108478 + s_lower_bl_H_31 : 0.0285381 + s_upper_bl_H_31 : 0.0285013 + s_Bot_Xtr : 0.0270211 + s_lower_bl_H_3 : 0.0257648 + s_upper_bl_H_30 : 0.0254555 + s_lower_bl_H_30 : 0.0251073 +Epoch: 138 | Train Loss: 3.21813 | Test Loss: 3.35562 | analysis_confidence: 0.136112 | CL: 0.027709 | ln_CD: 0.0588761 | CM: 0.00439034 | Top_Xtr: 0.0164887 | Bot_Xtr: 0.0191663 +Loss contributors: + s_ln_CD : 0.691329 + s_CL : 0.532749 + s_CM : 0.270773 + s_analysis_confidence : 0.107373 + s_upper_bl_H_31 : 0.0282929 + s_lower_bl_H_31 : 0.0282779 + s_Bot_Xtr : 0.0271927 + s_lower_bl_H_1 : 0.0251584 + s_upper_bl_H_30 : 0.0250714 + s_lower_bl_H_0 : 0.0250494 +Epoch: 139 | Train Loss: 3.20897 | Test Loss: 3.39797 | analysis_confidence: 0.136302 | CL: 0.0281577 | ln_CD: 0.0521507 | CM: 0.0041852 | Top_Xtr: 0.0175465 | Bot_Xtr: 0.0199559 +Loss contributors: + s_ln_CD : 0.682631 + s_CL : 0.547757 + s_CM : 0.261095 + s_analysis_confidence : 0.107594 + s_upper_bl_H_31 : 0.0286375 + s_lower_bl_H_31 : 0.0282089 + s_Bot_Xtr : 0.0266218 + s_lower_bl_H_4 : 0.0245352 + s_lower_bl_H_1 : 0.0240837 + s_lower_bl_H_3 : 0.0239887 +Epoch: 140 | Train Loss: 3.21781 | Test Loss: 3.41242 | analysis_confidence: 0.134928 | CL: 0.0264147 | ln_CD: 0.0549434 | CM: 0.00419432 | Top_Xtr: 0.0177046 | Bot_Xtr: 0.0200041 +Loss 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s_analysis_confidence : 0.107922 + s_Bot_Xtr : 0.0314551 + s_lower_bl_H_31 : 0.0290723 + s_upper_bl_H_31 : 0.0277201 + s_lower_bl_H_30 : 0.0263448 + s_lower_bl_H_3 : 0.0249866 + s_lower_bl_H_5 : 0.0249301 +Epoch: 143 | Train Loss: 3.21312 | Test Loss: 3.35131 | analysis_confidence: 0.134326 | CL: 0.0275808 | ln_CD: 0.0566874 | CM: 0.00432762 | Top_Xtr: 0.0171769 | Bot_Xtr: 0.0185125 +Loss contributors: + s_ln_CD : 0.683275 + s_CL : 0.527056 + s_CM : 0.265617 + s_analysis_confidence : 0.107899 + s_upper_bl_H_31 : 0.0281445 + s_lower_bl_H_31 : 0.0275599 + s_Bot_Xtr : 0.0258851 + s_upper_bl_H_30 : 0.0251208 + s_lower_bl_H_4 : 0.024352 + s_lower_bl_H_30 : 0.0242688 +Epoch: 144 | Train Loss: 3.21146 | Test Loss: 3.45691 | analysis_confidence: 0.14038 | CL: 0.0256867 | ln_CD: 0.0656043 | CM: 0.00419243 | Top_Xtr: 0.0185956 | Bot_Xtr: 0.021774 +Loss contributors: + s_ln_CD : 0.741093 + s_CL : 0.52257 + s_CM : 0.263326 + s_analysis_confidence : 0.11232 + s_upper_bl_H_31 : 0.0296951 + s_Bot_Xtr 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s_lower_bl_H_1 : 0.024086 + s_lower_bl_H_3 : 0.024075 +Epoch: 147 | Train Loss: 3.19949 | Test Loss: 3.38365 | analysis_confidence: 0.132689 | CL: 0.0265259 | ln_CD: 0.0492487 | CM: 0.00416959 | Top_Xtr: 0.019556 | Bot_Xtr: 0.0208485 +Loss contributors: + s_ln_CD : 0.694209 + s_CL : 0.522412 + s_CM : 0.260008 + s_analysis_confidence : 0.10965 + s_Bot_Xtr : 0.0335282 + s_upper_bl_H_31 : 0.0303465 + s_lower_bl_H_31 : 0.0287896 + s_Top_Xtr : 0.0252438 + s_lower_bl_H_4 : 0.0247734 + s_lower_bl_H_3 : 0.024609 +Epoch: 148 | Train Loss: 3.20275 | Test Loss: 3.32164 | analysis_confidence: 0.140834 | CL: 0.0261513 | ln_CD: 0.0557994 | CM: 0.00410636 | Top_Xtr: 0.0167321 | Bot_Xtr: 0.0187367 +Loss contributors: + s_ln_CD : 0.681276 + s_CL : 0.515323 + s_CM : 0.257298 + s_analysis_confidence : 0.107712 + s_upper_bl_H_31 : 0.0277616 + s_lower_bl_H_31 : 0.0276076 + s_Bot_Xtr : 0.0257747 + s_lower_bl_H_3 : 0.0253463 + s_lower_bl_H_4 : 0.0253259 + s_lower_bl_H_1 : 0.0252356 +Epoch: 149 | Train Loss: 3.19509 | Test Loss: 3.3783 | analysis_confidence: 0.13853 | CL: 0.0270623 | ln_CD: 0.0540574 | CM: 0.0042006 | Top_Xtr: 0.0205025 | Bot_Xtr: 0.022642 +Loss contributors: + s_ln_CD : 0.705074 + s_CL : 0.529786 + s_CM : 0.263165 + s_analysis_confidence : 0.108062 + s_upper_bl_H_31 : 0.0288492 + s_lower_bl_H_31 : 0.0280058 + s_Bot_Xtr : 0.0277245 + s_lower_bl_H_1 : 0.0261621 + s_lower_bl_H_4 : 0.0257702 + s_lower_bl_H_5 : 0.0254762 +Epoch: 150 | Train Loss: 3.18769 | Test Loss: 3.32361 | analysis_confidence: 0.140279 | CL: 0.0252415 | ln_CD: 0.0548424 | CM: 0.00409695 | Top_Xtr: 0.0166923 | Bot_Xtr: 0.0183356 +Loss contributors: + s_ln_CD : 0.668306 + s_CL : 0.507118 + s_CM : 0.253011 + s_analysis_confidence : 0.107706 + s_upper_bl_H_31 : 0.0281373 + s_lower_bl_H_6 : 0.027703 + s_lower_bl_H_1 : 0.0273104 + s_lower_bl_H_31 : 0.0268212 + s_lower_bl_H_8 : 0.0265061 + s_lower_bl_H_7 : 0.0254726 +Epoch: 151 | Train Loss: 3.18897 | Test Loss: 3.39033 | analysis_confidence: 0.141417 | CL: 0.0270908 | ln_CD: 0.0500386 | CM: 0.00442469 | Top_Xtr: 0.0177114 | Bot_Xtr: 0.0203279 +Loss contributors: + s_ln_CD : 0.68545 + s_CL : 0.526889 + s_CM : 0.272417 + s_analysis_confidence : 0.11479 + s_lower_bl_H_31 : 0.0289033 + s_upper_bl_H_31 : 0.0288378 + s_Bot_Xtr : 0.0283928 + s_lower_bl_H_1 : 0.0246733 + s_lower_bl_H_3 : 0.0240723 + s_lower_bl_H_30 : 0.023993 +Epoch: 152 | Train Loss: 3.18725 | Test Loss: 3.37403 | analysis_confidence: 0.13395 | CL: 0.0291613 | ln_CD: 0.0516937 | CM: 0.00417349 | Top_Xtr: 0.0170422 | Bot_Xtr: 0.0188851 +Loss contributors: + s_ln_CD : 0.684682 + s_CL : 0.566419 + s_CM : 0.262587 + s_analysis_confidence : 0.107771 + s_lower_bl_H_31 : 0.0281104 + s_upper_bl_H_31 : 0.0280869 + s_Bot_Xtr : 0.0264794 + s_lower_bl_H_3 : 0.0254125 + s_lower_bl_H_1 : 0.0252169 + s_lower_bl_H_2 : 0.0246678 +Epoch: 153 | Train Loss: 3.18459 | Test Loss: 3.41423 | analysis_confidence: 0.139144 | CL: 0.0273055 | ln_CD: 0.0530786 | CM: 0.00416567 | Top_Xtr: 0.0164223 | Bot_Xtr: 0.0198537 +Loss contributors: + s_ln_CD : 0.68614 + s_CL : 0.53775 + s_CM : 0.260775 + s_analysis_confidence : 0.10715 + s_upper_bl_H_31 : 0.0284142 + s_lower_bl_H_31 : 0.028332 + s_Bot_Xtr : 0.0283251 + s_lower_bl_H_4 : 0.0269347 + s_lower_bl_H_1 : 0.0263798 + s_lower_bl_H_3 : 0.0258434 +Epoch: 154 | Train Loss: 3.17485 | Test Loss: 3.39365 | analysis_confidence: 0.139046 | CL: 0.0259463 | ln_CD: 0.0555487 | CM: 0.0042374 | Top_Xtr: 0.0166938 | Bot_Xtr: 0.0186183 +Loss contributors: + s_ln_CD : 0.692782 + s_CL : 0.541189 + s_CM : 0.268712 + s_analysis_confidence : 0.108204 + s_upper_bl_H_31 : 0.0288461 + s_lower_bl_H_31 : 0.0283461 + s_Bot_Xtr : 0.0255595 + s_lower_bl_H_3 : 0.0255193 + s_upper_bl_H_30 : 0.0251423 + s_lower_bl_H_30 : 0.0247123 +Epoch: 155 | Train Loss: 3.17918 | Test Loss: 3.38996 | analysis_confidence: 0.142234 | CL: 0.0253625 | ln_CD: 0.0603469 | CM: 0.00418013 | Top_Xtr: 0.0164194 | Bot_Xtr: 0.0191804 +Loss contributors: + s_ln_CD : 0.735909 + s_CL : 0.51657 + s_CM : 0.261355 + s_analysis_confidence : 0.107706 + s_upper_bl_H_31 : 0.0293905 + s_lower_bl_H_31 : 0.029157 + s_Bot_Xtr : 0.0271074 + s_lower_bl_H_4 : 0.0248887 + s_lower_bl_H_5 : 0.0246433 + s_lower_bl_H_6 : 0.024495 +Epoch: 156 | Train Loss: 3.1801 | Test Loss: 3.39307 | analysis_confidence: 0.137085 | CL: 0.0262009 | ln_CD: 0.051137 | CM: 0.00426626 | Top_Xtr: 0.0171608 | Bot_Xtr: 0.0185998 +Loss contributors: + s_ln_CD : 0.661166 + s_CL : 0.529691 + s_CM : 0.27207 + s_analysis_confidence : 0.108938 + s_upper_bl_H_31 : 0.0303205 + s_lower_bl_H_31 : 0.0301462 + s_lower_bl_H_3 : 0.0278179 + s_lower_bl_H_1 : 0.0261817 + s_Bot_Xtr : 0.0261231 + s_lower_bl_H_4 : 0.0257416 +Epoch: 157 | Train Loss: 3.17627 | Test Loss: 3.50377 | analysis_confidence: 0.137044 | CL: 0.0293745 | ln_CD: 0.0573113 | CM: 0.00459052 | Top_Xtr: 0.0180954 | Bot_Xtr: 0.0221921 +Loss contributors: + s_ln_CD : 0.67892 + s_CL : 0.569853 + s_CM : 0.285817 + s_analysis_confidence : 0.108818 + s_upper_bl_H_31 : 0.0292271 + s_lower_bl_H_31 : 0.0291525 + s_Bot_Xtr : 0.0290304 + s_lower_bl_H_4 : 0.0261672 + s_lower_bl_H_3 : 0.0257648 + s_lower_bl_H_6 : 0.0255618 +Epoch: 158 | Train Loss: 3.16661 | Test Loss: 3.60085 | analysis_confidence: 0.144926 | CL: 0.0297587 | ln_CD: 0.0535561 | CM: 0.00462957 | Top_Xtr: 0.0234489 | Bot_Xtr: 0.0252394 +Loss contributors: + s_ln_CD : 0.699746 + s_CL : 0.57428 + s_CM : 0.285719 + s_analysis_confidence : 0.114701 + s_Bot_Xtr : 0.0308837 + s_upper_bl_H_31 : 0.0307439 + s_lower_bl_H_31 : 0.0292925 + s_upper_bl_H_30 : 0.0275189 + s_lower_bl_H_30 : 0.0266977 + s_lower_bl_H_8 : 0.0259336 +Epoch: 159 | Train Loss: 3.1629 | Test Loss: 3.31218 | analysis_confidence: 0.137098 | CL: 0.0263657 | ln_CD: 0.0545394 | CM: 0.00422434 | Top_Xtr: 0.0201525 | Bot_Xtr: 0.0228708 +Loss contributors: + s_ln_CD : 0.673592 + s_CL : 0.51839 + s_CM : 0.261307 + s_analysis_confidence : 0.107094 + s_Bot_Xtr : 0.0287813 + s_upper_bl_H_31 : 0.028295 + s_lower_bl_H_31 : 0.0270875 + s_lower_bl_H_3 : 0.0262182 + s_lower_bl_H_4 : 0.0251781 + s_lower_bl_H_1 : 0.024443 +Epoch: 160 | Train Loss: 3.16459 | Test Loss: 3.4617 | analysis_confidence: 0.138825 | CL: 0.0262445 | ln_CD: 0.0545891 | CM: 0.00472042 | Top_Xtr: 0.0183564 | Bot_Xtr: 0.0205777 +Loss contributors: + s_ln_CD : 0.670672 + s_CL : 0.529653 + s_CM : 0.291769 + s_analysis_confidence : 0.107854 + s_upper_bl_H_31 : 0.029196 + s_lower_bl_H_31 : 0.0286593 + s_lower_bl_H_6 : 0.0270894 + s_Bot_Xtr : 0.0267231 + s_lower_bl_H_5 : 0.0265791 + s_lower_bl_H_3 : 0.0264126 +Epoch: 161 | Train Loss: 3.17395 | Test Loss: 3.35655 | analysis_confidence: 0.136676 | CL: 0.0280562 | ln_CD: 0.0623173 | CM: 0.0039989 | Top_Xtr: 0.0173771 | Bot_Xtr: 0.0197088 +Loss contributors: + s_ln_CD : 0.693985 + s_CL : 0.537255 + s_CM : 0.248121 + s_analysis_confidence : 0.107872 + s_upper_bl_H_31 : 0.0271401 + s_lower_bl_H_31 : 0.02696 + s_Bot_Xtr : 0.0263552 + s_lower_bl_H_1 : 0.0245871 + s_lower_bl_H_0 : 0.0241336 + s_lower_bl_H_3 : 0.0241109 +Epoch: 162 | Train Loss: 3.16051 | Test Loss: 3.29886 | analysis_confidence: 0.13525 | CL: 0.0254027 | ln_CD: 0.0568676 | CM: 0.00401595 | Top_Xtr: 0.0169024 | Bot_Xtr: 0.0187344 +Loss contributors: + s_ln_CD : 0.703188 + s_CL : 0.513295 + s_CM : 0.255068 + s_analysis_confidence : 0.107448 + s_upper_bl_H_31 : 0.0286639 + s_lower_bl_H_31 : 0.0275894 + s_Bot_Xtr : 0.0254319 + s_lower_bl_H_1 : 0.0252405 + s_upper_bl_H_30 : 0.0237163 + s_lower_bl_H_4 : 0.0235836 +Epoch: 163 | Train Loss: 3.16295 | Test Loss: 3.40913 | analysis_confidence: 0.136136 | CL: 0.0264457 | ln_CD: 0.0814623 | CM: 0.00455279 | Top_Xtr: 0.0166742 | Bot_Xtr: 0.0183164 +Loss contributors: + s_ln_CD : 0.812837 + s_CL : 0.522951 + s_CM : 0.27946 + s_analysis_confidence : 0.107135 + s_upper_bl_H_31 : 0.0284517 + s_lower_bl_H_31 : 0.0280015 + s_Bot_Xtr : 0.0253583 + s_lower_bl_H_1 : 0.0243926 + s_upper_bl_H_30 : 0.0239463 + s_lower_bl_H_6 : 0.0238888 +Epoch: 164 | Train Loss: 3.15735 | Test Loss: 3.38576 | analysis_confidence: 0.140571 | CL: 0.0264716 | ln_CD: 0.062121 | CM: 0.00421797 | Top_Xtr: 0.017759 | Bot_Xtr: 0.0193569 +Loss contributors: + s_ln_CD : 0.718543 + s_CL : 0.528019 + s_CM : 0.268812 + s_analysis_confidence : 0.10793 + s_upper_bl_H_31 : 0.0287111 + s_lower_bl_H_31 : 0.0280518 + s_Bot_Xtr : 0.0261004 + s_upper_bl_H_30 : 0.0258157 + s_lower_bl_H_1 : 0.0254306 + s_lower_bl_H_30 : 0.0250071 +Epoch: 165 | Train Loss: 3.15222 | Test Loss: 3.41823 | analysis_confidence: 0.155342 | CL: 0.0254511 | ln_CD: 0.0574272 | CM: 0.00430819 | Top_Xtr: 0.015936 | Bot_Xtr: 0.0186067 +Loss contributors: + s_ln_CD : 0.724517 + s_CL : 0.508208 + s_CM : 0.265121 + s_analysis_confidence : 0.120404 + s_lower_bl_H_31 : 0.030653 + s_upper_bl_H_31 : 0.0303428 + s_upper_bl_H_30 : 0.0266605 + s_lower_bl_H_1 : 0.0265598 + s_lower_bl_H_30 : 0.0265242 + s_Bot_Xtr : 0.0256496 +Epoch: 166 | Train Loss: 3.16209 | Test Loss: 3.35409 | analysis_confidence: 0.138885 | CL: 0.0274813 | ln_CD: 0.0518893 | CM: 0.00435219 | Top_Xtr: 0.0173274 | Bot_Xtr: 0.018516 +Loss contributors: + s_ln_CD : 0.725525 + s_CL : 0.52961 + s_CM : 0.268804 + s_analysis_confidence : 0.107309 + s_upper_bl_H_31 : 0.0278272 + s_Bot_Xtr : 0.027539 + s_lower_bl_H_31 : 0.0273862 + s_lower_bl_H_3 : 0.0246496 + s_lower_bl_H_4 : 0.0244348 + s_lower_bl_H_1 : 0.0239235 +Epoch: 167 | Train Loss: 3.14833 | Test Loss: 3.36139 | analysis_confidence: 0.139227 | CL: 0.0268599 | ln_CD: 0.056928 | CM: 0.00419103 | Top_Xtr: 0.0184073 | Bot_Xtr: 0.0207549 +Loss contributors: + s_ln_CD : 0.681778 + s_CL : 0.525993 + s_CM : 0.259388 + s_analysis_confidence : 0.112911 + s_upper_bl_H_31 : 0.0284732 + s_lower_bl_H_31 : 0.0273207 + s_Bot_Xtr : 0.0265594 + s_lower_bl_H_1 : 0.0263105 + s_lower_bl_H_6 : 0.024975 + s_lower_bl_H_2 : 0.0247362 +Epoch: 168 | Train Loss: 3.145 | Test Loss: 3.34007 | analysis_confidence: 0.13914 | CL: 0.026461 | ln_CD: 0.0485691 | CM: 0.00424861 | Top_Xtr: 0.0181137 | Bot_Xtr: 0.0199765 +Loss contributors: + s_ln_CD : 0.652959 + s_CL : 0.521935 + s_CM : 0.259792 + s_analysis_confidence : 0.107307 + s_lower_bl_H_1 : 0.0304868 + s_upper_bl_H_31 : 0.0291859 + s_lower_bl_H_31 : 0.0289066 + s_lower_bl_H_2 : 0.0283589 + s_lower_bl_H_3 : 0.0270182 + s_Bot_Xtr : 0.0265954 +Epoch: 169 | Train Loss: 3.13608 | Test Loss: 3.33145 | analysis_confidence: 0.13252 | CL: 0.025376 | ln_CD: 0.0721013 | CM: 0.00404528 | Top_Xtr: 0.0169603 | Bot_Xtr: 0.0180573 +Loss contributors: + s_ln_CD : 0.730985 + s_CL : 0.502487 + s_CM : 0.251783 + s_analysis_confidence : 0.107076 + s_lower_bl_H_31 : 0.0280035 + s_upper_bl_H_31 : 0.0276776 + s_Bot_Xtr : 0.0258572 + s_lower_bl_H_1 : 0.0244395 + s_lower_bl_H_3 : 0.0241458 + s_lower_bl_H_4 : 0.0239206 +Epoch: 170 | Train Loss: 3.14617 | Test Loss: 3.2655 | analysis_confidence: 0.137751 | CL: 0.027215 | ln_CD: 0.0563339 | CM: 0.00440571 | Top_Xtr: 0.0192693 | Bot_Xtr: 0.0214007 +Loss contributors: + s_ln_CD : 0.679401 + s_CL : 0.523258 + s_CM : 0.26482 + s_analysis_confidence : 0.107626 + s_upper_bl_H_31 : 0.0277831 + s_lower_bl_H_31 : 0.0269394 + s_Bot_Xtr : 0.0261739 + s_lower_bl_H_6 : 0.0242947 + s_lower_bl_H_4 : 0.0237904 + s_lower_bl_H_3 : 0.0236652 +Epoch: 171 | Train Loss: 3.14607 | Test Loss: 3.25527 | analysis_confidence: 0.134591 | CL: 0.0261949 | ln_CD: 0.0484373 | CM: 0.00426789 | Top_Xtr: 0.0162809 | Bot_Xtr: 0.0184189 +Loss contributors: + s_ln_CD : 0.659752 + s_CL : 0.516915 + s_CM : 0.263549 + s_analysis_confidence : 0.108301 + s_upper_bl_H_31 : 0.0283476 + s_lower_bl_H_31 : 0.0273782 + s_Bot_Xtr : 0.0250341 + s_lower_bl_H_3 : 0.024584 + s_lower_bl_H_1 : 0.0239534 + s_lower_bl_H_4 : 0.0238888 +Epoch: 172 | Train Loss: 3.13895 | Test Loss: 3.34544 | analysis_confidence: 0.138154 | CL: 0.0265722 | ln_CD: 0.0553625 | CM: 0.00423606 | Top_Xtr: 0.0162991 | Bot_Xtr: 0.0189014 +Loss contributors: + s_ln_CD : 0.674909 + s_CL : 0.518153 + s_CM : 0.26211 + s_analysis_confidence : 0.108866 + s_upper_bl_H_31 : 0.0295204 + 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0.0260354 + s_lower_bl_H_1 : 0.0252117 + s_lower_bl_H_3 : 0.025153 +Epoch: 175 | Train Loss: 3.14446 | Test Loss: 3.34141 | analysis_confidence: 0.133354 | CL: 0.0257638 | ln_CD: 0.0525506 | CM: 0.00418078 | Top_Xtr: 0.0188077 | Bot_Xtr: 0.0203589 +Loss contributors: + s_ln_CD : 0.680208 + s_CL : 0.511684 + s_CM : 0.253592 + s_analysis_confidence : 0.107078 + s_upper_bl_H_31 : 0.0292794 + s_lower_bl_H_31 : 0.0277938 + s_Bot_Xtr : 0.0264874 + s_upper_bl_H_30 : 0.0254528 + s_lower_bl_H_3 : 0.0246336 + s_upper_bl_H_29 : 0.0245861 +Epoch: 176 | Train Loss: 3.13788 | Test Loss: 3.58444 | analysis_confidence: 0.138724 | CL: 0.0271258 | ln_CD: 0.0845477 | CM: 0.00419737 | Top_Xtr: 0.0225418 | Bot_Xtr: 0.0263154 +Loss contributors: + s_ln_CD : 0.837127 + s_CL : 0.521088 + s_CM : 0.260528 + s_analysis_confidence : 0.107745 + s_Bot_Xtr : 0.030761 + s_upper_bl_H_31 : 0.0303151 + s_lower_bl_H_31 : 0.0300647 + s_lower_bl_H_4 : 0.0261486 + s_lower_bl_H_3 : 0.0255606 + s_lower_bl_H_6 : 0.0250332 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0.140768 | CL: 0.0271723 | ln_CD: 0.056752 | CM: 0.00448973 | Top_Xtr: 0.0242149 | Bot_Xtr: 0.0248937 +Loss contributors: + s_ln_CD : 0.696334 + s_CL : 0.538797 + s_CM : 0.278123 + s_analysis_confidence : 0.10815 + s_lower_bl_H_31 : 0.0300294 + s_upper_bl_H_31 : 0.029828 + s_Bot_Xtr : 0.0297715 + s_lower_bl_H_1 : 0.0261586 + s_upper_bl_H_30 : 0.0249636 + s_lower_bl_H_30 : 0.0249422 +Epoch: 180 | Train Loss: 3.12822 | Test Loss: 3.29494 | analysis_confidence: 0.140869 | CL: 0.0252888 | ln_CD: 0.0508446 | CM: 0.00410138 | Top_Xtr: 0.0179631 | Bot_Xtr: 0.0201386 +Loss contributors: + s_ln_CD : 0.669114 + s_CL : 0.520922 + s_CM : 0.257877 + s_analysis_confidence : 0.110512 + s_upper_bl_H_31 : 0.0316714 + s_lower_bl_H_31 : 0.0307694 + s_Bot_Xtr : 0.0279682 + s_lower_bl_H_1 : 0.0265148 + s_lower_bl_H_3 : 0.0246314 + s_upper_bl_H_30 : 0.024502 +Epoch: 181 | Train Loss: 3.13058 | Test Loss: 3.28186 | analysis_confidence: 0.14123 | CL: 0.025533 | ln_CD: 0.0503087 | CM: 0.00415739 | Top_Xtr: 0.0192282 | Bot_Xtr: 0.0208898 +Loss contributors: + s_ln_CD : 0.65757 + s_CL : 0.523047 + s_CM : 0.260779 + s_analysis_confidence : 0.10803 + s_upper_bl_H_31 : 0.0288785 + s_lower_bl_H_31 : 0.0277763 + s_Bot_Xtr : 0.0271641 + s_lower_bl_H_1 : 0.0245169 + s_upper_bl_H_30 : 0.0244121 + s_lower_bl_H_3 : 0.02426 +Epoch: 182 | Train Loss: 3.12139 | Test Loss: 3.5135 | analysis_confidence: 0.13391 | CL: 0.027783 | ln_CD: 0.0710072 | CM: 0.00434103 | Top_Xtr: 0.0185382 | Bot_Xtr: 0.0207835 +Loss contributors: + s_ln_CD : 0.771123 + s_CL : 0.542883 + s_CM : 0.274823 + s_analysis_confidence : 0.106711 + s_upper_bl_H_31 : 0.0296033 + s_lower_bl_H_31 : 0.0295791 + s_lower_bl_H_3 : 0.0283812 + s_Bot_Xtr : 0.0277377 + s_lower_bl_H_1 : 0.0266018 + s_lower_bl_H_4 : 0.0262721 +Epoch: 183 | Train Loss: 3.12293 | Test Loss: 3.53596 | analysis_confidence: 0.142378 | CL: 0.0271824 | ln_CD: 0.067459 | CM: 0.00473119 | Top_Xtr: 0.0206695 | Bot_Xtr: 0.0219373 +Loss contributors: + s_ln_CD : 0.729826 + s_CL : 0.545289 + s_CM : 0.287068 + s_analysis_confidence : 0.109656 + s_lower_bl_H_31 : 0.0298225 + s_upper_bl_H_31 : 0.0288535 + s_Bot_Xtr : 0.0270011 + s_lower_bl_H_3 : 0.0262497 + s_lower_bl_H_4 : 0.0259036 + s_lower_bl_H_30 : 0.025025 +Epoch: 184 | Train Loss: 3.11678 | Test Loss: 3.34513 | analysis_confidence: 0.136323 | CL: 0.0255766 | ln_CD: 0.050067 | CM: 0.00421057 | Top_Xtr: 0.0172415 | Bot_Xtr: 0.0193511 +Loss contributors: + s_ln_CD : 0.711339 + s_CL : 0.526008 + s_CM : 0.26463 + s_analysis_confidence : 0.107872 + s_upper_bl_H_31 : 0.029085 + s_lower_bl_H_31 : 0.0282726 + s_Bot_Xtr : 0.0263264 + s_lower_bl_H_3 : 0.0257035 + s_lower_bl_H_1 : 0.0250016 + s_lower_bl_H_4 : 0.0241304 +Epoch: 185 | Train Loss: 3.1241 | Test Loss: 3.22524 | analysis_confidence: 0.13754 | CL: 0.0268322 | ln_CD: 0.0477333 | CM: 0.00420875 | Top_Xtr: 0.018399 | Bot_Xtr: 0.0194647 +Loss contributors: + s_ln_CD : 0.635966 + s_CL : 0.510048 + s_CM : 0.257225 + s_analysis_confidence : 0.107098 + s_upper_bl_H_31 : 0.0292352 + s_lower_bl_H_31 : 0.0278361 + s_Bot_Xtr : 0.0263649 + s_upper_bl_H_30 : 0.0258264 + s_lower_bl_H_1 : 0.0251263 + s_lower_bl_H_30 : 0.0250418 +Epoch: 186 | Train Loss: 3.12911 | Test Loss: 3.45556 | analysis_confidence: 0.136728 | CL: 0.0270959 | ln_CD: 0.0597266 | CM: 0.00443204 | Top_Xtr: 0.0189311 | Bot_Xtr: 0.0209272 +Loss contributors: + s_ln_CD : 0.712568 + s_CL : 0.528135 + s_CM : 0.274934 + s_analysis_confidence : 0.107876 + s_upper_bl_H_31 : 0.0308102 + s_lower_bl_H_31 : 0.0298455 + s_Bot_Xtr : 0.0280932 + s_lower_bl_H_7 : 0.0253109 + s_lower_bl_H_3 : 0.0252432 + s_lower_bl_H_5 : 0.0251673 +Epoch: 187 | Train Loss: 3.12594 | Test Loss: 3.29666 | analysis_confidence: 0.138291 | CL: 0.0257691 | ln_CD: 0.0502708 | CM: 0.0040943 | Top_Xtr: 0.018562 | Bot_Xtr: 0.0201521 +Loss contributors: + s_ln_CD : 0.656292 + s_CL : 0.514519 + s_CM : 0.257038 + s_analysis_confidence : 0.108554 + s_upper_bl_H_31 : 0.0285646 + s_lower_bl_H_31 : 0.0284791 + s_Bot_Xtr : 0.0259207 + s_lower_bl_H_4 : 0.0240498 + s_upper_bl_H_30 : 0.0240196 + s_lower_bl_H_30 : 0.0240162 +Epoch: 188 | Train Loss: 3.12327 | Test Loss: 3.28919 | analysis_confidence: 0.14086 | CL: 0.024892 | ln_CD: 0.0483225 | CM: 0.00413076 | Top_Xtr: 0.0188464 | Bot_Xtr: 0.0209567 +Loss contributors: + s_ln_CD : 0.671791 + s_CL : 0.509658 + s_CM : 0.260451 + s_analysis_confidence : 0.107613 + s_upper_bl_H_31 : 0.0295654 + s_lower_bl_H_31 : 0.0289592 + s_Bot_Xtr : 0.027657 + s_lower_bl_H_1 : 0.0259947 + s_lower_bl_H_0 : 0.0253478 + s_upper_bl_H_30 : 0.025029 +Epoch: 189 | Train Loss: 3.11569 | Test Loss: 3.28598 | analysis_confidence: 0.135246 | CL: 0.0251244 | ln_CD: 0.0521558 | CM: 0.00431735 | Top_Xtr: 0.0174493 | Bot_Xtr: 0.0191807 +Loss contributors: + s_ln_CD : 0.662784 + s_CL : 0.502696 + s_CM : 0.263354 + s_analysis_confidence : 0.10662 + s_lower_bl_H_31 : 0.0285521 + s_upper_bl_H_31 : 0.0276499 + s_Bot_Xtr : 0.0275021 + s_lower_bl_H_2 : 0.0261757 + s_lower_bl_H_4 : 0.0252067 + s_lower_bl_H_3 : 0.0248213 +Epoch: 190 | Train Loss: 3.12023 | Test Loss: 3.37994 | analysis_confidence: 0.131729 | CL: 0.0296661 | ln_CD: 0.0507686 | CM: 0.00419376 | Top_Xtr: 0.0208272 | Bot_Xtr: 0.0234362 +Loss contributors: + s_ln_CD : 0.66938 + s_CL : 0.558469 + s_CM : 0.261657 + s_analysis_confidence : 0.107696 + s_lower_bl_H_31 : 0.0283853 + s_upper_bl_H_31 : 0.0282906 + s_Bot_Xtr : 0.0274291 + s_lower_bl_H_1 : 0.0259895 + s_lower_bl_H_11 : 0.0257541 + s_lower_bl_H_8 : 0.0249692 +Epoch: 191 | Train Loss: 3.10828 | Test Loss: 3.22328 | analysis_confidence: 0.132156 | CL: 0.0250319 | ln_CD: 0.0474093 | CM: 0.00425309 | Top_Xtr: 0.0165708 | Bot_Xtr: 0.0185837 +Loss contributors: + s_ln_CD : 0.664697 + s_CL : 0.503282 + s_CM : 0.265515 + s_analysis_confidence : 0.108644 + s_upper_bl_H_31 : 0.0276008 + s_lower_bl_H_31 : 0.0271927 + s_Bot_Xtr : 0.0258269 + s_lower_bl_H_1 : 0.0245893 + s_lower_bl_H_3 : 0.0235429 + s_lower_bl_H_4 : 0.0233044 +Epoch: 192 | Train Loss: 3.10512 | Test Loss: 3.25375 | analysis_confidence: 0.134592 | CL: 0.024383 | ln_CD: 0.0512108 | CM: 0.00414027 | Top_Xtr: 0.0235383 | Bot_Xtr: 0.0251414 +Loss contributors: + s_ln_CD : 0.644528 + s_CL : 0.492067 + s_CM : 0.254805 + s_analysis_confidence : 0.10643 + s_Bot_Xtr : 0.0278053 + s_lower_bl_H_6 : 0.0275751 + s_upper_bl_H_31 : 0.0274669 + s_lower_bl_H_31 : 0.0268582 + s_lower_bl_H_5 : 0.0265743 + s_lower_bl_H_4 : 0.0259222 +Epoch: 193 | Train Loss: 3.11026 | Test Loss: 3.2732 | analysis_confidence: 0.133935 | CL: 0.0250625 | ln_CD: 0.0587293 | CM: 0.0041158 | Top_Xtr: 0.0171257 | Bot_Xtr: 0.0186873 +Loss contributors: + s_ln_CD : 0.680343 + s_CL : 0.51598 + s_CM : 0.257961 + s_analysis_confidence : 0.107631 + s_upper_bl_H_31 : 0.0284736 + s_lower_bl_H_31 : 0.0278624 + s_Bot_Xtr : 0.0258678 + s_lower_bl_H_1 : 0.024125 + s_lower_bl_H_3 : 0.0238964 + s_upper_bl_H_30 : 0.0237815 +Epoch: 194 | Train Loss: 3.1065 | Test Loss: 3.39177 | analysis_confidence: 0.133464 | CL: 0.027603 | ln_CD: 0.0684878 | CM: 0.00444337 | Top_Xtr: 0.0175789 | Bot_Xtr: 0.0187724 +Loss contributors: + s_ln_CD : 0.759478 + s_CL : 0.53293 + s_CM : 0.272787 + s_analysis_confidence : 0.106203 + s_lower_bl_H_31 : 0.0288173 + s_upper_bl_H_31 : 0.0281959 + s_Bot_Xtr : 0.0259169 + s_lower_bl_H_1 : 0.0250177 + s_lower_bl_H_3 : 0.0248815 + s_lower_bl_H_4 : 0.0247983 +Epoch: 195 | Train Loss: 3.11127 | Test Loss: 3.51704 | analysis_confidence: 0.142568 | CL: 0.0293081 | ln_CD: 0.0648269 | CM: 0.00485644 | Top_Xtr: 0.0194306 | Bot_Xtr: 0.0212065 +Loss contributors: + s_ln_CD : 0.781749 + s_CL : 0.575557 + s_CM : 0.308804 + s_analysis_confidence : 0.108985 + s_upper_bl_H_31 : 0.0290103 + s_Bot_Xtr : 0.0285215 + s_lower_bl_H_31 : 0.0273671 + s_upper_bl_H_30 : 0.0244011 + s_lower_bl_H_3 : 0.0240614 + s_lower_bl_H_1 : 0.0239732 +Epoch: 196 | Train Loss: 3.10963 | Test Loss: 3.44183 | analysis_confidence: 0.137638 | CL: 0.0270949 | ln_CD: 0.0526005 | CM: 0.00423314 | Top_Xtr: 0.0187469 | Bot_Xtr: 0.0203843 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0.263913 + s_analysis_confidence : 0.107576 + s_upper_bl_H_31 : 0.0283224 + s_lower_bl_H_31 : 0.0279246 + s_Bot_Xtr : 0.0266592 + s_lower_bl_H_1 : 0.0242903 + s_lower_bl_H_3 : 0.0239763 + s_lower_bl_H_4 : 0.0237743 +Epoch: 199 | Train Loss: 3.10483 | Test Loss: 3.35997 | analysis_confidence: 0.137989 | CL: 0.0293236 | ln_CD: 0.0521602 | CM: 0.0045293 | Top_Xtr: 0.0181341 | Bot_Xtr: 0.0206866 +Loss contributors: + s_ln_CD : 0.69118 + s_CL : 0.553944 + s_CM : 0.276217 + s_analysis_confidence : 0.108579 + s_upper_bl_H_31 : 0.0277211 + s_lower_bl_H_31 : 0.0271034 + s_Bot_Xtr : 0.0260894 + s_lower_bl_H_4 : 0.0250893 + s_lower_bl_H_3 : 0.0250609 + s_lower_bl_H_2 : 0.0246676 +Epoch: 200 | Train Loss: 3.10159 | Test Loss: 3.2824 | analysis_confidence: 0.138892 | CL: 0.0276639 | ln_CD: 0.0518754 | CM: 0.00415405 | Top_Xtr: 0.0177744 | Bot_Xtr: 0.0198606 +Loss contributors: + s_ln_CD : 0.658224 + s_CL : 0.530633 + s_CM : 0.259923 + s_analysis_confidence : 0.10747 + s_upper_bl_H_31 : 0.0281362 + s_lower_bl_H_31 : 0.0267952 + s_Bot_Xtr : 0.0263497 + s_upper_bl_H_30 : 0.0250683 + s_lower_bl_H_4 : 0.0237927 + s_lower_bl_H_30 : 0.0236113 +Epoch: 201 | Train Loss: 3.11151 | Test Loss: 3.31125 | analysis_confidence: 0.139835 | CL: 0.0256891 | ln_CD: 0.061888 | CM: 0.00415682 | Top_Xtr: 0.018127 | Bot_Xtr: 0.0209153 +Loss contributors: + s_ln_CD : 0.709258 + s_CL : 0.500139 + s_CM : 0.255134 + s_analysis_confidence : 0.110903 + s_upper_bl_H_31 : 0.0272541 + s_lower_bl_H_31 : 0.0268352 + s_Bot_Xtr : 0.0262335 + s_lower_bl_H_5 : 0.0244637 + s_lower_bl_H_4 : 0.0242675 + s_lower_bl_H_3 : 0.0242649 +Epoch: 202 | Train Loss: 3.10096 | Test Loss: 3.35476 | analysis_confidence: 0.143339 | CL: 0.0275079 | ln_CD: 0.0506058 | CM: 0.00450345 | Top_Xtr: 0.018393 | Bot_Xtr: 0.0202595 +Loss contributors: + s_ln_CD : 0.664967 + s_CL : 0.533044 + s_CM : 0.279912 + s_analysis_confidence : 0.108111 + s_upper_bl_H_31 : 0.0284131 + s_Bot_Xtr : 0.0275722 + s_lower_bl_H_31 : 0.0275592 + s_lower_bl_H_6 : 0.0256073 + s_lower_bl_H_12 : 0.0253712 + s_upper_bl_H_30 : 0.0253574 +Epoch: 203 | Train Loss: 3.09874 | Test Loss: 3.3509 | analysis_confidence: 0.139038 | CL: 0.0279071 | ln_CD: 0.0483891 | CM: 0.00461598 | Top_Xtr: 0.0188172 | Bot_Xtr: 0.0203923 +Loss contributors: + s_ln_CD : 0.648184 + s_CL : 0.537426 + s_CM : 0.283807 + s_analysis_confidence : 0.111415 + s_lower_bl_H_31 : 0.027539 + s_Bot_Xtr : 0.0275187 + s_upper_bl_H_31 : 0.0266442 + s_lower_bl_H_10 : 0.0241125 + s_lower_bl_H_6 : 0.0239832 + s_lower_bl_H_30 : 0.0239715 +Epoch: 204 | Train Loss: 3.10003 | Test Loss: 3.30936 | analysis_confidence: 0.137265 | CL: 0.0259003 | ln_CD: 0.0494532 | CM: 0.00423813 | Top_Xtr: 0.0181415 | Bot_Xtr: 0.0223533 +Loss contributors: + s_ln_CD : 0.657609 + s_CL : 0.523714 + s_CM : 0.26187 + s_analysis_confidence : 0.107051 + s_lower_bl_H_31 : 0.0294564 + s_upper_bl_H_31 : 0.0293219 + s_Bot_Xtr : 0.0276689 + s_lower_bl_H_0 : 0.0259815 + s_lower_bl_H_1 : 0.0256496 + s_lower_bl_H_4 : 0.025637 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0.00432045 | Top_Xtr: 0.017794 | Bot_Xtr: 0.0189198 +Loss contributors: + s_ln_CD : 0.650063 + s_CL : 0.533344 + s_CM : 0.271643 + s_analysis_confidence : 0.107177 + s_upper_bl_H_31 : 0.0287456 + s_lower_bl_H_31 : 0.0276267 + s_Bot_Xtr : 0.0253403 + s_lower_bl_H_1 : 0.0244864 + s_lower_bl_H_4 : 0.0241242 + s_upper_bl_H_15 : 0.0238176 +Epoch: 210 | Train Loss: 3.09365 | Test Loss: 3.43026 | analysis_confidence: 0.13894 | CL: 0.0276002 | ln_CD: 0.0526128 | CM: 0.00440537 | Top_Xtr: 0.0171226 | Bot_Xtr: 0.0185135 +Loss contributors: + s_ln_CD : 0.684137 + s_CL : 0.554834 + s_CM : 0.275841 + s_analysis_confidence : 0.108525 + s_upper_bl_H_31 : 0.0293149 + s_lower_bl_H_31 : 0.0279074 + s_Bot_Xtr : 0.0267226 + s_lower_bl_H_1 : 0.0266458 + s_lower_bl_H_3 : 0.0261287 + s_lower_bl_H_4 : 0.0259441 +Epoch: 211 | Train Loss: 3.09196 | Test Loss: 3.35757 | analysis_confidence: 0.133479 | CL: 0.026611 | ln_CD: 0.0600123 | CM: 0.00450439 | Top_Xtr: 0.0181307 | Bot_Xtr: 0.0210019 +Loss contributors: + 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s_analysis_confidence : 0.108324 + s_upper_bl_H_31 : 0.028619 + s_lower_bl_H_31 : 0.0280093 + s_Bot_Xtr : 0.0263802 + s_lower_bl_H_4 : 0.0237861 + s_upper_bl_H_30 : 0.0233681 + s_lower_bl_H_3 : 0.0232838 +Epoch: 214 | Train Loss: 3.09085 | Test Loss: 3.57177 | analysis_confidence: 0.136626 | CL: 0.032819 | ln_CD: 0.0546633 | CM: 0.00475485 | Top_Xtr: 0.0178796 | Bot_Xtr: 0.0195011 +Loss contributors: + s_ln_CD : 0.716561 + s_CL : 0.600256 + s_CM : 0.291221 + s_analysis_confidence : 0.107481 + s_lower_bl_H_31 : 0.0297269 + s_upper_bl_H_31 : 0.0289624 + s_upper_bl_H_17 : 0.0277099 + s_lower_bl_H_0 : 0.0271663 + s_Bot_Xtr : 0.0266909 + s_upper_bl_H_18 : 0.0260621 +Epoch: 215 | Train Loss: 3.093 | Test Loss: 3.49268 | analysis_confidence: 0.151389 | CL: 0.0254298 | ln_CD: 0.0513716 | CM: 0.00415282 | Top_Xtr: 0.0211081 | Bot_Xtr: 0.0228517 +Loss contributors: + s_ln_CD : 0.735304 + s_CL : 0.516209 + s_CM : 0.26062 + s_analysis_confidence : 0.120464 + s_Bot_Xtr : 0.0287444 + s_upper_bl_H_31 : 0.028562 + s_lower_bl_H_31 : 0.0283218 + s_lower_bl_H_1 : 0.0263126 + s_lower_bl_H_11 : 0.0245513 + s_lower_bl_H_4 : 0.0245389 +Epoch: 216 | Train Loss: 3.10287 | Test Loss: 3.35741 | analysis_confidence: 0.135743 | CL: 0.0267605 | ln_CD: 0.0556736 | CM: 0.00436502 | Top_Xtr: 0.0161926 | Bot_Xtr: 0.018707 +Loss contributors: + s_ln_CD : 0.685942 + s_CL : 0.520017 + s_CM : 0.270823 + s_analysis_confidence : 0.109959 + s_lower_bl_H_31 : 0.0280401 + s_upper_bl_H_31 : 0.0273044 + s_lower_bl_H_4 : 0.0261675 + s_Bot_Xtr : 0.0261523 + s_lower_bl_H_5 : 0.0257854 + s_lower_bl_H_6 : 0.0251931 +Epoch: 217 | Train Loss: 3.09127 | Test Loss: 3.42313 | analysis_confidence: 0.136963 | CL: 0.0258578 | ln_CD: 0.0528218 | CM: 0.00465965 | Top_Xtr: 0.0189361 | Bot_Xtr: 0.0215281 +Loss contributors: + s_ln_CD : 0.702516 + s_CL : 0.522103 + s_CM : 0.279834 + s_analysis_confidence : 0.114463 + s_upper_bl_H_31 : 0.0288063 + s_lower_bl_H_31 : 0.0286435 + s_Bot_Xtr : 0.0274167 + s_lower_bl_H_1 : 0.0269833 + s_lower_bl_H_3 : 0.0253062 + s_lower_bl_H_2 : 0.025263 +Epoch: 218 | Train Loss: 3.1026 | Test Loss: 3.30148 | analysis_confidence: 0.134727 | CL: 0.0272201 | ln_CD: 0.0503381 | CM: 0.00426111 | Top_Xtr: 0.0153508 | Bot_Xtr: 0.0171317 +Loss contributors: + s_ln_CD : 0.647958 + s_CL : 0.530076 + s_CM : 0.262902 + s_analysis_confidence : 0.107527 + s_upper_bl_H_31 : 0.0293467 + s_lower_bl_H_31 : 0.0291434 + s_Bot_Xtr : 0.0247719 + s_lower_bl_H_1 : 0.0246793 + s_lower_bl_H_4 : 0.024355 + s_lower_bl_H_5 : 0.0242371 +Epoch: 219 | Train Loss: 3.11094 | Test Loss: 3.45487 | analysis_confidence: 0.137574 | CL: 0.0267436 | ln_CD: 0.0619249 | CM: 0.00418794 | Top_Xtr: 0.0189771 | Bot_Xtr: 0.0194335 +Loss contributors: + s_ln_CD : 0.730323 + s_CL : 0.525977 + s_CM : 0.260552 + s_analysis_confidence : 0.107459 + s_upper_bl_H_31 : 0.0291475 + s_lower_bl_H_31 : 0.0286794 + s_Bot_Xtr : 0.0273356 + s_lower_bl_H_1 : 0.0260984 + s_lower_bl_H_3 : 0.0255322 + s_lower_bl_H_8 : 0.0252979 +Epoch: 220 | Train Loss: 3.08799 | Test Loss: 3.35574 | analysis_confidence: 0.1365 | CL: 0.026034 | ln_CD: 0.061733 | CM: 0.00413255 | Top_Xtr: 0.0170444 | Bot_Xtr: 0.0185006 +Loss contributors: + s_ln_CD : 0.738676 + s_CL : 0.525372 + s_CM : 0.255255 + s_analysis_confidence : 0.10685 + s_upper_bl_H_31 : 0.0277564 + s_lower_bl_H_31 : 0.0270389 + s_Bot_Xtr : 0.026227 + s_lower_bl_H_1 : 0.0253807 + s_lower_bl_H_3 : 0.0244892 + s_lower_bl_H_4 : 0.02432 +Epoch: 221 | Train Loss: 3.08772 | Test Loss: 3.29428 | analysis_confidence: 0.132787 | CL: 0.0268609 | ln_CD: 0.0486639 | CM: 0.00417156 | Top_Xtr: 0.0172804 | Bot_Xtr: 0.0190377 +Loss contributors: + s_ln_CD : 0.662302 + s_CL : 0.521508 + s_CM : 0.260091 + s_analysis_confidence : 0.107587 + s_upper_bl_H_31 : 0.0332769 + s_lower_bl_H_31 : 0.0308581 + s_upper_bl_H_30 : 0.0267815 + s_Bot_Xtr : 0.0263293 + s_lower_bl_H_30 : 0.0257168 + s_lower_bl_H_4 : 0.0250146 +Epoch: 222 | Train Loss: 3.09269 | Test Loss: 3.21315 | analysis_confidence: 0.137258 | CL: 0.025115 | ln_CD: 0.0485291 | CM: 0.00418202 | Top_Xtr: 0.0159715 | Bot_Xtr: 0.0178433 +Loss contributors: + s_ln_CD : 0.642016 + s_CL : 0.506289 + s_CM : 0.25997 + s_analysis_confidence : 0.108051 + s_lower_bl_H_31 : 0.0269971 + s_upper_bl_H_31 : 0.0267313 + s_Bot_Xtr : 0.0243828 + s_lower_bl_H_3 : 0.0239183 + s_lower_bl_H_1 : 0.0237602 + s_lower_bl_H_4 : 0.0229889 +Epoch: 223 | Train Loss: 3.08728 | Test Loss: 3.38858 | analysis_confidence: 0.132316 | CL: 0.0269687 | ln_CD: 0.0512049 | CM: 0.00434466 | Top_Xtr: 0.0190495 | Bot_Xtr: 0.020381 +Loss contributors: + s_ln_CD : 0.699765 + s_CL : 0.52531 + s_CM : 0.274002 + s_analysis_confidence : 0.10921 + s_upper_bl_H_31 : 0.0294627 + s_lower_bl_H_31 : 0.0282687 + s_Bot_Xtr : 0.0275158 + s_lower_bl_H_2 : 0.0253066 + s_lower_bl_H_6 : 0.0251335 + s_lower_bl_H_4 : 0.0250451 +Epoch: 224 | Train Loss: 3.09091 | Test Loss: 3.248 | analysis_confidence: 0.139436 | CL: 0.0256023 | ln_CD: 0.0506739 | CM: 0.00392446 | Top_Xtr: 0.0175428 | Bot_Xtr: 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0.265427 + s_analysis_confidence : 0.109383 + s_upper_bl_H_31 : 0.0300514 + s_lower_bl_H_31 : 0.0285243 + s_Bot_Xtr : 0.0255875 + s_lower_bl_H_1 : 0.0252292 + s_lower_bl_H_3 : 0.0239698 + s_lower_bl_H_4 : 0.0236343 +Epoch: 227 | Train Loss: 3.09065 | Test Loss: 3.61366 | analysis_confidence: 0.137504 | CL: 0.0256736 | ln_CD: 0.0922954 | CM: 0.00408334 | Top_Xtr: 0.0174634 | Bot_Xtr: 0.0195417 +Loss contributors: + s_ln_CD : 0.878901 + s_CL : 0.519216 + s_CM : 0.25653 + s_analysis_confidence : 0.110495 + s_upper_bl_H_31 : 0.0288701 + s_Bot_Xtr : 0.0278148 + s_lower_bl_H_31 : 0.0271199 + s_upper_bl_H_30 : 0.0251456 + s_lower_bl_H_10 : 0.0244565 + s_lower_bl_H_3 : 0.0243328 +Epoch: 228 | Train Loss: 3.08181 | Test Loss: 3.32843 | analysis_confidence: 0.148262 | CL: 0.0253241 | ln_CD: 0.0572739 | CM: 0.00427174 | Top_Xtr: 0.0188635 | Bot_Xtr: 0.020751 +Loss contributors: + s_ln_CD : 0.688858 + s_CL : 0.518219 + s_CM : 0.266327 + s_analysis_confidence : 0.109613 + s_upper_bl_H_31 : 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s_lower_bl_H_4 : 0.0243312 + s_lower_bl_H_1 : 0.0241562 + s_lower_bl_H_3 : 0.0240782 +Epoch: 231 | Train Loss: 3.08367 | Test Loss: 3.51634 | analysis_confidence: 0.138031 | CL: 0.0259012 | ln_CD: 0.087653 | CM: 0.00428082 | Top_Xtr: 0.0195709 | Bot_Xtr: 0.0211766 +Loss contributors: + s_ln_CD : 0.852985 + s_CL : 0.527782 + s_CM : 0.271155 + s_analysis_confidence : 0.107724 + s_upper_bl_H_31 : 0.0290842 + s_lower_bl_H_31 : 0.0279173 + s_Bot_Xtr : 0.0264059 + s_lower_bl_H_4 : 0.0258254 + s_lower_bl_H_3 : 0.0250872 + s_lower_bl_H_1 : 0.0246989 +Epoch: 232 | Train Loss: 3.10009 | Test Loss: 3.42794 | analysis_confidence: 0.136163 | CL: 0.0260661 | ln_CD: 0.066453 | CM: 0.00422289 | Top_Xtr: 0.0162969 | Bot_Xtr: 0.0183157 +Loss contributors: + s_ln_CD : 0.750434 + s_CL : 0.524372 + s_CM : 0.266214 + s_analysis_confidence : 0.106743 + s_upper_bl_H_31 : 0.0297869 + s_lower_bl_H_31 : 0.0285034 + s_Bot_Xtr : 0.0260086 + s_lower_bl_H_4 : 0.0255048 + s_lower_bl_H_1 : 0.0251755 + s_lower_bl_H_3 : 0.0251441 +Epoch: 233 | Train Loss: 3.08528 | Test Loss: 3.34651 | analysis_confidence: 0.138824 | CL: 0.0256898 | ln_CD: 0.0597312 | CM: 0.00431823 | Top_Xtr: 0.0161553 | Bot_Xtr: 0.018131 +Loss contributors: + s_ln_CD : 0.698133 + s_CL : 0.526689 + s_CM : 0.271305 + s_analysis_confidence : 0.107209 + s_lower_bl_H_31 : 0.029272 + s_upper_bl_H_31 : 0.0289859 + s_Bot_Xtr : 0.0254351 + s_lower_bl_H_2 : 0.0248389 + s_lower_bl_H_1 : 0.0247089 + s_lower_bl_H_30 : 0.0243555 +Epoch: 234 | Train Loss: 3.08327 | Test Loss: 3.34585 | analysis_confidence: 0.138537 | CL: 0.0272543 | ln_CD: 0.0569848 | CM: 0.0044348 | Top_Xtr: 0.0173792 | Bot_Xtr: 0.019001 +Loss contributors: + s_ln_CD : 0.661823 + s_CL : 0.523443 + s_CM : 0.269521 + s_analysis_confidence : 0.107605 + s_upper_bl_H_31 : 0.0274228 + s_lower_bl_H_31 : 0.0263514 + s_Bot_Xtr : 0.0250504 + s_lower_bl_H_1 : 0.0234541 + s_upper_bl_H_30 : 0.0234051 + s_lower_bl_H_3 : 0.0233837 +slurmstepd-d-13-7-1: error: *** JOB 25349795 ON d-13-7-1 CANCELLED AT 2024-03-08T10:37:14 *** diff --git a/training/gen2_architecture/log.log-25349815 b/training/gen2_architecture/log.log-25349815 new file mode 100644 index 0000000..9982a1c --- /dev/null +++ b/training/gen2_architecture/log.log-25349815 @@ -0,0 +1,2862 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-large.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 17.5022 | Test Loss: 8.14398 | analysis_confidence: 0.229611 | CL: 0.0435613 | ln_CD: 0.0861788 | CM: 0.00746197 | Top_Xtr: 0.0428035 | Bot_Xtr: 0.0509219 +Loss contributors: + s_ln_CD : 1.22986 + s_CL : 1.10782 + s_CM : 0.635347 + s_analysis_confidence : 0.171498 + s_Bot_Xtr : 0.100263 + s_upper_bl_H_31 : 0.0931976 + s_lower_bl_H_31 : 0.0915579 + s_upper_bl_H_30 : 0.076467 + s_lower_bl_H_30 : 0.0725298 + s_Top_Xtr : 0.0713161 +Epoch: 1 | Train Loss: 7.41191 | Test Loss: 6.82982 | analysis_confidence: 0.190752 | CL: 0.0399014 | ln_CD: 0.0798181 | CM: 0.00658672 | Top_Xtr: 0.0365646 | Bot_Xtr: 0.0420871 +Loss contributors: + s_ln_CD : 1.13067 + s_CL : 0.929579 + s_CM : 0.521392 + s_analysis_confidence : 0.149199 + s_Bot_Xtr : 0.0809883 + s_upper_bl_H_31 : 0.0720443 + s_lower_bl_H_31 : 0.0717984 + s_lower_bl_H_2 : 0.0652468 + s_lower_bl_H_1 : 0.0628922 + s_lower_bl_H_3 : 0.0620804 +Epoch: 2 | Train Loss: 6.49929 | Test Loss: 6.20347 | analysis_confidence: 0.174683 | CL: 0.0367866 | ln_CD: 0.0746654 | CM: 0.00636771 | Top_Xtr: 0.0356658 | Bot_Xtr: 0.0407055 +Loss contributors: + s_ln_CD : 1.00727 + s_CL : 0.827952 + s_CM : 0.48982 + s_analysis_confidence : 0.137707 + s_Bot_Xtr : 0.0705158 + s_lower_bl_H_31 : 0.0633469 + s_upper_bl_H_31 : 0.0632477 + s_lower_bl_H_2 : 0.0611884 + s_lower_bl_H_1 : 0.0565948 + s_upper_bl_H_30 : 0.0540262 +Epoch: 3 | Train Loss: 6.05582 | Test Loss: 6.24561 | analysis_confidence: 0.166391 | CL: 0.0405592 | ln_CD: 0.0842077 | CM: 0.00581674 | Top_Xtr: 0.0344562 | Bot_Xtr: 0.0392569 +Loss contributors: + s_ln_CD : 1.13181 + s_CL : 0.942489 + s_CM : 0.430626 + s_analysis_confidence : 0.132271 + s_Bot_Xtr : 0.0671166 + s_upper_bl_H_31 : 0.0599435 + s_lower_bl_H_31 : 0.0582657 + s_lower_bl_H_2 : 0.0543317 + s_upper_bl_H_30 : 0.0526887 + s_lower_bl_H_1 : 0.0525551 +Epoch: 4 | Train Loss: 5.78105 | Test Loss: 5.71328 | analysis_confidence: 0.166198 | CL: 0.0389456 | ln_CD: 0.072629 | CM: 0.00563422 | Top_Xtr: 0.0301819 | Bot_Xtr: 0.0338563 +Loss contributors: + s_ln_CD : 1.00125 + s_CL : 0.848759 + s_CM : 0.419791 + s_analysis_confidence : 0.132748 + s_Bot_Xtr : 0.06143 + s_upper_bl_H_31 : 0.0589802 + s_lower_bl_H_31 : 0.0550326 + s_lower_bl_H_2 : 0.0533385 + s_lower_bl_H_1 : 0.0531349 + s_upper_bl_H_30 : 0.0508448 +Epoch: 5 | Train Loss: 5.59642 | Test Loss: 5.9762 | analysis_confidence: 0.168989 | CL: 0.0370668 | ln_CD: 0.0747113 | CM: 0.00575589 | Top_Xtr: 0.0289362 | Bot_Xtr: 0.0332903 +Loss contributors: + s_ln_CD : 1.24626 + s_CL : 0.793916 + s_CM : 0.424376 + s_analysis_confidence : 0.128216 + s_Bot_Xtr : 0.0600608 + s_lower_bl_H_2 : 0.0570266 + s_upper_bl_H_31 : 0.0568491 + s_lower_bl_H_31 : 0.0565405 + s_lower_bl_H_3 : 0.0491186 + s_lower_bl_H_1 : 0.0477993 +Epoch: 6 | Train Loss: 5.44324 | Test Loss: 5.48798 | analysis_confidence: 0.15753 | CL: 0.0347815 | ln_CD: 0.0736127 | CM: 0.0060465 | Top_Xtr: 0.0305457 | Bot_Xtr: 0.0353562 +Loss contributors: + s_ln_CD : 1.03282 + s_CL : 0.746624 + s_CM : 0.441931 + s_analysis_confidence : 0.125367 + s_Bot_Xtr : 0.0601233 + s_upper_bl_H_31 : 0.0513034 + s_lower_bl_H_31 : 0.05116 + s_lower_bl_H_2 : 0.0492486 + s_lower_bl_H_1 : 0.046459 + s_lower_bl_H_3 : 0.0456139 +Epoch: 7 | Train Loss: 5.32493 | Test Loss: 5.14273 | analysis_confidence: 0.16169 | CL: 0.0334254 | ln_CD: 0.0654953 | CM: 0.00573529 | Top_Xtr: 0.0269445 | Bot_Xtr: 0.0299748 +Loss contributors: + s_ln_CD : 0.856908 + s_CL : 0.736044 + s_CM : 0.41515 + s_analysis_confidence : 0.124819 + s_Bot_Xtr : 0.0554683 + s_upper_bl_H_31 : 0.0545262 + s_lower_bl_H_31 : 0.0539108 + s_lower_bl_H_2 : 0.0463685 + s_lower_bl_H_1 : 0.0458174 + s_upper_bl_H_30 : 0.045496 +Epoch: 8 | Train Loss: 5.21124 | Test Loss: 5.48235 | analysis_confidence: 0.16602 | CL: 0.0347925 | ln_CD: 0.0761767 | CM: 0.00572095 | Top_Xtr: 0.0300131 | Bot_Xtr: 0.0346565 +Loss contributors: + s_ln_CD : 1.0379 + s_CL : 0.780072 + s_CM : 0.418923 + s_analysis_confidence : 0.129521 + s_Bot_Xtr : 0.0571037 + s_upper_bl_H_31 : 0.050486 + s_lower_bl_H_31 : 0.049498 + s_lower_bl_H_2 : 0.0456863 + s_lower_bl_H_1 : 0.0443762 + s_upper_bl_H_30 : 0.0421643 +Epoch: 9 | Train Loss: 5.12999 | Test Loss: 5.15662 | analysis_confidence: 0.163707 | CL: 0.0333062 | ln_CD: 0.0676463 | CM: 0.00546068 | Top_Xtr: 0.0268661 | Bot_Xtr: 0.0300807 +Loss contributors: + s_ln_CD : 0.968842 + s_CL : 0.714354 + s_CM : 0.392492 + s_analysis_confidence : 0.124767 + s_upper_bl_H_31 : 0.0527183 + s_Bot_Xtr : 0.0515548 + s_lower_bl_H_31 : 0.0498692 + s_lower_bl_H_1 : 0.0455389 + s_upper_bl_H_30 : 0.0444495 + s_lower_bl_H_2 : 0.0444173 +Epoch: 10 | Train Loss: 5.04861 | Test Loss: 5.24009 | analysis_confidence: 0.155619 | CL: 0.0370995 | ln_CD: 0.0793481 | CM: 0.00582602 | Top_Xtr: 0.0298139 | Bot_Xtr: 0.0349264 +Loss contributors: + s_ln_CD : 0.937134 + s_CL : 0.774062 + s_CM : 0.410284 + s_analysis_confidence : 0.12312 + s_Bot_Xtr : 0.0552579 + s_upper_bl_H_31 : 0.0497641 + s_lower_bl_H_31 : 0.0474381 + s_lower_bl_H_2 : 0.0463541 + s_lower_bl_H_7 : 0.0433705 + s_lower_bl_H_1 : 0.0425139 +Epoch: 11 | Train Loss: 4.98341 | Test Loss: 4.78371 | analysis_confidence: 0.15943 | CL: 0.0345935 | ln_CD: 0.0649816 | CM: 0.00549704 | Top_Xtr: 0.0265874 | Bot_Xtr: 0.0306921 +Loss contributors: + s_ln_CD : 0.865947 + s_CL : 0.700354 + s_CM : 0.372152 + s_analysis_confidence : 0.12064 + s_Bot_Xtr : 0.0487308 + s_upper_bl_H_31 : 0.0440896 + s_lower_bl_H_2 : 0.043911 + s_lower_bl_H_31 : 0.0436792 + s_lower_bl_H_1 : 0.0419287 + s_upper_bl_H_30 : 0.0381883 +Epoch: 12 | Train Loss: 4.91725 | Test Loss: 5.19309 | analysis_confidence: 0.161089 | CL: 0.0327811 | ln_CD: 0.0642403 | CM: 0.00576479 | Top_Xtr: 0.0263853 | Bot_Xtr: 0.0304859 +Loss contributors: + s_ln_CD : 0.994284 + s_CL : 0.701575 + s_CM : 0.407982 + s_analysis_confidence : 0.12447 + s_Bot_Xtr : 0.0530916 + s_upper_bl_H_31 : 0.0484302 + s_lower_bl_H_31 : 0.0480629 + s_lower_bl_H_2 : 0.0455775 + s_upper_bl_H_30 : 0.0454589 + s_lower_bl_H_30 : 0.0449055 +Epoch: 13 | Train Loss: 4.88539 | Test Loss: 5.02452 | analysis_confidence: 0.15676 | CL: 0.0333967 | ln_CD: 0.0756541 | CM: 0.00569397 | Top_Xtr: 0.0254249 | Bot_Xtr: 0.0290023 +Loss contributors: + s_ln_CD : 0.97943 + s_CL : 0.711203 + s_CM : 0.403322 + s_analysis_confidence : 0.12028 + s_Bot_Xtr : 0.0484433 + s_upper_bl_H_31 : 0.0447283 + s_lower_bl_H_2 : 0.0442094 + s_lower_bl_H_31 : 0.0430553 + s_lower_bl_H_1 : 0.0415161 + s_upper_bl_H_30 : 0.0388335 +Epoch: 14 | Train Loss: 4.81793 | Test Loss: 4.62054 | analysis_confidence: 0.149628 | CL: 0.0323415 | ln_CD: 0.0683058 | CM: 0.00523109 | Top_Xtr: 0.0286076 | Bot_Xtr: 0.0321143 +Loss contributors: + s_ln_CD : 0.862073 + s_CL : 0.665442 + s_CM : 0.360712 + s_analysis_confidence : 0.119175 + s_Bot_Xtr : 0.0502781 + s_lower_bl_H_2 : 0.041624 + s_upper_bl_H_31 : 0.0413888 + s_lower_bl_H_31 : 0.0412182 + s_lower_bl_H_1 : 0.0409742 + s_Top_Xtr : 0.0374356 +Epoch: 15 | Train Loss: 4.78456 | Test Loss: 5.33541 | analysis_confidence: 0.152728 | CL: 0.0385497 | ln_CD: 0.0823535 | CM: 0.00651809 | Top_Xtr: 0.0282617 | Bot_Xtr: 0.0312719 +Loss contributors: + s_ln_CD : 1.10868 + s_CL : 0.814139 + s_CM : 0.454786 + s_analysis_confidence : 0.121654 + s_Bot_Xtr : 0.053254 + s_lower_bl_H_31 : 0.0505946 + s_upper_bl_H_31 : 0.0471339 + s_lower_bl_H_2 : 0.0445825 + s_lower_bl_H_1 : 0.0414157 + s_Top_Xtr : 0.0405797 +Epoch: 16 | Train Loss: 4.75699 | Test Loss: 4.99949 | analysis_confidence: 0.15586 | CL: 0.0327077 | ln_CD: 0.0728789 | CM: 0.00522974 | Top_Xtr: 0.0267029 | Bot_Xtr: 0.0312939 +Loss contributors: + s_ln_CD : 0.962351 + s_CL : 0.734568 + s_CM : 0.362483 + s_analysis_confidence : 0.117657 + s_upper_bl_H_31 : 0.0489075 + s_Bot_Xtr : 0.046688 + s_lower_bl_H_2 : 0.0449648 + s_lower_bl_H_31 : 0.0440596 + s_upper_bl_H_30 : 0.0428261 + s_lower_bl_H_1 : 0.0388035 +Epoch: 17 | Train Loss: 4.72144 | Test Loss: 4.82929 | analysis_confidence: 0.153035 | CL: 0.0328988 | ln_CD: 0.0623699 | CM: 0.00539226 | Top_Xtr: 0.0290175 | Bot_Xtr: 0.0312063 +Loss contributors: + s_ln_CD : 0.853615 + s_CL : 0.694788 + s_CM : 0.382623 + s_analysis_confidence : 0.117936 + s_Bot_Xtr : 0.0491611 + s_upper_bl_H_31 : 0.047288 + s_lower_bl_H_31 : 0.0462938 + s_lower_bl_H_2 : 0.0417928 + s_lower_bl_H_0 : 0.0417834 + s_upper_bl_H_30 : 0.0412294 +Epoch: 18 | Train Loss: 4.69228 | Test Loss: 4.66474 | analysis_confidence: 0.158535 | CL: 0.0333832 | ln_CD: 0.0604874 | CM: 0.00576985 | Top_Xtr: 0.0237429 | Bot_Xtr: 0.0272205 +Loss contributors: + s_ln_CD : 0.829322 + s_CL : 0.673625 + s_CM : 0.391258 + s_analysis_confidence : 0.124022 + s_lower_bl_H_31 : 0.0445212 + s_upper_bl_H_31 : 0.0437455 + s_Bot_Xtr : 0.0429545 + s_lower_bl_H_2 : 0.0424071 + s_lower_bl_H_30 : 0.0409481 + s_upper_bl_H_30 : 0.0391277 +Epoch: 19 | Train Loss: 4.65941 | Test Loss: 5.02739 | analysis_confidence: 0.149459 | CL: 0.0340614 | ln_CD: 0.0742265 | CM: 0.0057171 | Top_Xtr: 0.0282996 | Bot_Xtr: 0.031387 +Loss contributors: + s_ln_CD : 0.893266 + s_CL : 0.713097 + s_CM : 0.414945 + s_analysis_confidence : 0.11826 + s_upper_bl_H_31 : 0.0556577 + s_Bot_Xtr : 0.0481566 + s_lower_bl_H_31 : 0.0463414 + s_upper_bl_H_30 : 0.0433667 + s_lower_bl_H_2 : 0.0431423 + s_lower_bl_H_1 : 0.0403901 +Epoch: 20 | Train Loss: 4.64437 | Test Loss: 4.74887 | analysis_confidence: 0.149241 | CL: 0.0335466 | ln_CD: 0.0680086 | CM: 0.00546 | Top_Xtr: 0.0316485 | Bot_Xtr: 0.0342054 +Loss contributors: + s_ln_CD : 0.867644 + s_CL : 0.705778 + s_CM : 0.378912 + s_analysis_confidence : 0.117544 + s_Bot_Xtr : 0.048656 + s_upper_bl_H_31 : 0.0430916 + s_lower_bl_H_31 : 0.0424556 + s_lower_bl_H_2 : 0.0414826 + s_lower_bl_H_1 : 0.0383127 + s_Top_Xtr : 0.0369851 +Epoch: 21 | Train Loss: 4.60798 | Test Loss: 4.57813 | analysis_confidence: 0.149638 | CL: 0.0307867 | ln_CD: 0.0688023 | CM: 0.00496841 | Top_Xtr: 0.0260791 | Bot_Xtr: 0.0277147 +Loss contributors: + s_ln_CD : 0.863175 + s_CL : 0.636407 + s_CM : 0.339444 + s_analysis_confidence : 0.11656 + s_upper_bl_H_31 : 0.0436362 + s_lower_bl_H_31 : 0.0430466 + s_Bot_Xtr : 0.0428653 + s_lower_bl_H_2 : 0.040647 + s_lower_bl_H_30 : 0.0399292 + s_upper_bl_H_30 : 0.0391723 +Epoch: 22 | Train Loss: 4.59685 | Test Loss: 4.63566 | analysis_confidence: 0.156181 | CL: 0.0299489 | ln_CD: 0.0628841 | CM: 0.00511938 | Top_Xtr: 0.0240534 | Bot_Xtr: 0.0278245 +Loss contributors: + s_ln_CD : 0.850004 + s_CL : 0.646535 + s_CM : 0.357596 + s_analysis_confidence : 0.118076 + s_lower_bl_H_2 : 0.0454414 + s_upper_bl_H_31 : 0.0431723 + s_Bot_Xtr : 0.0417843 + s_lower_bl_H_31 : 0.0417831 + s_lower_bl_H_4 : 0.0376079 + s_lower_bl_H_1 : 0.0375831 +Epoch: 23 | Train Loss: 4.57513 | Test Loss: 4.52241 | analysis_confidence: 0.149824 | CL: 0.0310071 | ln_CD: 0.0625976 | CM: 0.00534148 | Top_Xtr: 0.026874 | Bot_Xtr: 0.0284353 +Loss contributors: + s_ln_CD : 0.796314 + s_CL : 0.638748 + s_CM : 0.357252 + s_analysis_confidence : 0.116178 + s_Bot_Xtr : 0.0426505 + s_lower_bl_H_2 : 0.0424528 + s_lower_bl_H_31 : 0.0416142 + s_upper_bl_H_31 : 0.0404099 + s_lower_bl_H_4 : 0.0376022 + s_lower_bl_H_30 : 0.0368117 +Epoch: 24 | Train Loss: 4.56323 | Test Loss: 4.56532 | analysis_confidence: 0.151541 | CL: 0.0334673 | ln_CD: 0.0605446 | CM: 0.00522486 | Top_Xtr: 0.0291533 | Bot_Xtr: 0.0333131 +Loss contributors: + s_ln_CD : 0.839822 + s_CL : 0.686737 + s_CM : 0.368322 + s_analysis_confidence : 0.118167 + s_Bot_Xtr : 0.0459002 + s_upper_bl_H_31 : 0.0436015 + s_lower_bl_H_31 : 0.0434325 + s_lower_bl_H_2 : 0.0385723 + s_lower_bl_H_30 : 0.0366012 + s_lower_bl_H_1 : 0.0363511 +Epoch: 25 | Train Loss: 4.53471 | Test Loss: 4.49061 | analysis_confidence: 0.155479 | CL: 0.0310696 | ln_CD: 0.0774726 | CM: 0.0052683 | Top_Xtr: 0.026369 | Bot_Xtr: 0.0279303 +Loss contributors: + s_ln_CD : 0.913214 + s_CL : 0.64048 + s_CM : 0.354747 + s_analysis_confidence : 0.119147 + s_upper_bl_H_31 : 0.0410051 + s_Bot_Xtr : 0.0402997 + s_lower_bl_H_2 : 0.0402188 + s_lower_bl_H_31 : 0.039604 + s_lower_bl_H_1 : 0.0385981 + s_lower_bl_H_4 : 0.0356993 +Epoch: 26 | Train Loss: 4.52972 | Test Loss: 4.71908 | analysis_confidence: 0.145534 | CL: 0.0317223 | ln_CD: 0.0734134 | CM: 0.0049267 | Top_Xtr: 0.0286031 | Bot_Xtr: 0.0297066 +Loss contributors: + s_ln_CD : 0.972393 + s_CL : 0.681291 + s_CM : 0.334415 + s_analysis_confidence : 0.116495 + s_Bot_Xtr : 0.0440074 + s_upper_bl_H_31 : 0.0412284 + s_lower_bl_H_31 : 0.0404424 + s_lower_bl_H_2 : 0.0381408 + s_lower_bl_H_0 : 0.0354247 + s_lower_bl_H_1 : 0.0351865 +Epoch: 27 | Train Loss: 4.51169 | Test Loss: 4.6711 | analysis_confidence: 0.154471 | CL: 0.0308617 | ln_CD: 0.0642891 | CM: 0.00509473 | Top_Xtr: 0.0265048 | Bot_Xtr: 0.0291719 +Loss contributors: + s_ln_CD : 0.913756 + s_CL : 0.664716 + s_CM : 0.352982 + s_analysis_confidence : 0.117091 + s_upper_bl_H_31 : 0.047283 + s_Bot_Xtr : 0.0465065 + s_lower_bl_H_31 : 0.0446699 + s_lower_bl_H_2 : 0.0391236 + s_lower_bl_H_0 : 0.0367165 + s_lower_bl_H_30 : 0.0365571 +Epoch: 28 | Train Loss: 4.49694 | Test Loss: 4.57883 | analysis_confidence: 0.151525 | CL: 0.0341174 | ln_CD: 0.0630253 | CM: 0.00587934 | Top_Xtr: 0.0245241 | Bot_Xtr: 0.0275679 +Loss contributors: + s_ln_CD : 0.823042 + s_CL : 0.678566 + s_CM : 0.388788 + s_analysis_confidence : 0.116772 + s_Bot_Xtr : 0.0424369 + s_upper_bl_H_31 : 0.0405101 + s_lower_bl_H_2 : 0.0401541 + s_lower_bl_H_31 : 0.03857 + s_lower_bl_H_4 : 0.0370852 + s_lower_bl_H_3 : 0.0370621 +Epoch: 29 | Train Loss: 4.4849 | Test Loss: 4.50453 | analysis_confidence: 0.142813 | CL: 0.0295224 | ln_CD: 0.0706196 | CM: 0.00486447 | Top_Xtr: 0.0249666 | Bot_Xtr: 0.0274045 +Loss contributors: + s_ln_CD : 0.864784 + s_CL : 0.633421 + s_CM : 0.334487 + s_analysis_confidence : 0.115975 + s_lower_bl_H_1 : 0.0451854 + s_Bot_Xtr : 0.0438849 + s_lower_bl_H_2 : 0.0420743 + s_upper_bl_H_31 : 0.0411747 + s_lower_bl_H_31 : 0.0409972 + s_lower_bl_H_3 : 0.0400923 +Epoch: 30 | Train Loss: 4.46245 | Test Loss: 4.71813 | analysis_confidence: 0.151688 | CL: 0.0363394 | ln_CD: 0.0672803 | CM: 0.00555369 | Top_Xtr: 0.0270994 | Bot_Xtr: 0.031875 +Loss contributors: + s_ln_CD : 0.863225 + s_CL : 0.735234 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0.0412421 + s_Bot_Xtr : 0.040458 + s_lower_bl_H_2 : 0.0402789 + s_lower_bl_H_31 : 0.0392561 + s_lower_bl_H_1 : 0.0365958 + s_upper_bl_H_30 : 0.0358529 +Epoch: 33 | Train Loss: 4.42799 | Test Loss: 4.28041 | analysis_confidence: 0.153036 | CL: 0.0289054 | ln_CD: 0.0641387 | CM: 0.00478312 | Top_Xtr: 0.0288004 | Bot_Xtr: 0.0280783 +Loss contributors: + s_ln_CD : 0.847736 + s_CL : 0.603117 + s_CM : 0.317095 + s_analysis_confidence : 0.116855 + s_Bot_Xtr : 0.0411505 + s_upper_bl_H_31 : 0.0397194 + s_lower_bl_H_31 : 0.0379637 + s_lower_bl_H_2 : 0.0368204 + s_lower_bl_H_1 : 0.0358895 + s_lower_bl_H_3 : 0.0335707 +Epoch: 34 | Train Loss: 4.41728 | Test Loss: 4.35847 | analysis_confidence: 0.143199 | CL: 0.0302545 | ln_CD: 0.0648457 | CM: 0.00492164 | Top_Xtr: 0.0231804 | Bot_Xtr: 0.0254276 +Loss contributors: + s_ln_CD : 0.812238 + s_CL : 0.623479 + s_CM : 0.3353 + s_analysis_confidence : 0.119264 + s_upper_bl_H_31 : 0.0425702 + s_lower_bl_H_31 : 0.0414497 + s_lower_bl_H_2 : 0.0401123 + s_Bot_Xtr : 0.0384844 + s_lower_bl_H_1 : 0.0362773 + s_lower_bl_H_4 : 0.036152 +Epoch: 35 | Train Loss: 4.3997 | Test Loss: 4.64967 | analysis_confidence: 0.151822 | CL: 0.0346471 | ln_CD: 0.0613512 | CM: 0.0053098 | Top_Xtr: 0.0277059 | Bot_Xtr: 0.0307091 +Loss contributors: + s_ln_CD : 0.846026 + s_CL : 0.711932 + s_CM : 0.368122 + s_analysis_confidence : 0.116195 + s_Bot_Xtr : 0.0427563 + s_upper_bl_H_31 : 0.0417847 + s_lower_bl_H_31 : 0.0400481 + s_lower_bl_H_2 : 0.0376918 + s_upper_bl_H_30 : 0.0361725 + s_lower_bl_H_1 : 0.0353413 +Epoch: 36 | Train Loss: 4.39598 | Test Loss: 4.4903 | analysis_confidence: 0.140678 | CL: 0.0322926 | ln_CD: 0.0735418 | CM: 0.00535432 | Top_Xtr: 0.0228284 | Bot_Xtr: 0.0250046 +Loss contributors: + s_ln_CD : 0.886738 + s_CL : 0.64531 + s_CM : 0.349283 + s_analysis_confidence : 0.117272 + s_upper_bl_H_31 : 0.0415591 + s_lower_bl_H_2 : 0.0396371 + s_Bot_Xtr : 0.0388994 + s_lower_bl_H_31 : 0.0385134 + s_lower_bl_H_1 : 0.0360883 + s_lower_bl_H_0 : 0.0358279 +Epoch: 37 | Train Loss: 4.39886 | Test Loss: 4.48214 | analysis_confidence: 0.158225 | CL: 0.0314346 | ln_CD: 0.0635855 | CM: 0.00517168 | Top_Xtr: 0.0286493 | Bot_Xtr: 0.0320986 +Loss contributors: + s_ln_CD : 0.805644 + s_CL : 0.698074 + s_CM : 0.350095 + s_analysis_confidence : 0.118138 + s_Bot_Xtr : 0.0434431 + s_upper_bl_H_31 : 0.0428443 + s_lower_bl_H_31 : 0.0414348 + s_lower_bl_H_2 : 0.0386661 + s_lower_bl_H_1 : 0.0355053 + s_upper_bl_H_30 : 0.0351337 +Epoch: 38 | Train Loss: 4.38443 | Test Loss: 4.49426 | analysis_confidence: 0.155567 | CL: 0.030175 | ln_CD: 0.0627256 | CM: 0.00481821 | Top_Xtr: 0.0227477 | Bot_Xtr: 0.0252959 +Loss contributors: + s_ln_CD : 0.899277 + s_CL : 0.641165 + s_CM : 0.331156 + s_analysis_confidence : 0.117439 + s_Bot_Xtr : 0.0419086 + s_upper_bl_H_31 : 0.0418277 + s_lower_bl_H_31 : 0.0406687 + s_lower_bl_H_2 : 0.0393354 + s_lower_bl_H_1 : 0.037456 + s_lower_bl_H_3 : 0.0352294 +Epoch: 39 | Train Loss: 4.37554 | Test Loss: 4.52741 | analysis_confidence: 0.15652 | CL: 0.0315199 | ln_CD: 0.0662989 | CM: 0.0052061 | Top_Xtr: 0.0229772 | Bot_Xtr: 0.0263585 +Loss contributors: + s_ln_CD : 0.841363 + s_CL : 0.670401 + s_CM : 0.36548 + s_analysis_confidence : 0.118832 + s_upper_bl_H_31 : 0.0437397 + s_Bot_Xtr : 0.0412161 + s_lower_bl_H_31 : 0.0411888 + s_lower_bl_H_2 : 0.0393482 + s_upper_bl_H_30 : 0.0358224 + s_lower_bl_H_1 : 0.0352876 +Epoch: 40 | Train Loss: 4.36638 | Test Loss: 4.48131 | analysis_confidence: 0.160468 | CL: 0.0350958 | ln_CD: 0.0584298 | CM: 0.00568609 | Top_Xtr: 0.0267844 | Bot_Xtr: 0.0296895 +Loss contributors: + s_ln_CD : 0.793765 + s_CL : 0.706504 + s_CM : 0.383271 + s_analysis_confidence : 0.120435 + s_Bot_Xtr : 0.042437 + s_lower_bl_H_2 : 0.0394993 + s_upper_bl_H_31 : 0.0390994 + s_lower_bl_H_31 : 0.0387324 + s_lower_bl_H_1 : 0.0367258 + s_lower_bl_H_0 : 0.03488 +Epoch: 41 | Train Loss: 4.34506 | Test Loss: 4.55353 | analysis_confidence: 0.155044 | CL: 0.0347687 | ln_CD: 0.0605112 | CM: 0.00551961 | Top_Xtr: 0.0323648 | Bot_Xtr: 0.0318083 +Loss contributors: + s_ln_CD : 0.800981 + s_CL : 0.687228 + s_CM : 0.366599 + s_analysis_confidence : 0.116119 + s_Bot_Xtr : 0.0454079 + s_upper_bl_H_31 : 0.0411201 + s_lower_bl_H_2 : 0.0403511 + s_lower_bl_H_31 : 0.0393451 + s_lower_bl_H_0 : 0.038858 + s_lower_bl_H_1 : 0.0375864 +Epoch: 42 | Train Loss: 4.34143 | Test Loss: 4.44574 | analysis_confidence: 0.148271 | CL: 0.0347636 | ln_CD: 0.0630197 | CM: 0.00525651 | Top_Xtr: 0.0243452 | Bot_Xtr: 0.0272685 +Loss contributors: + s_ln_CD : 0.813555 + s_CL : 0.698403 + s_CM : 0.362298 + s_analysis_confidence : 0.114891 + s_upper_bl_H_31 : 0.0415847 + s_lower_bl_H_31 : 0.0402529 + s_Bot_Xtr : 0.0390455 + s_lower_bl_H_2 : 0.0375478 + s_lower_bl_H_0 : 0.0356822 + s_lower_bl_H_30 : 0.0347291 +Epoch: 43 | Train Loss: 4.32753 | Test Loss: 4.38174 | analysis_confidence: 0.149568 | CL: 0.0298477 | ln_CD: 0.0593992 | CM: 0.0054062 | Top_Xtr: 0.0282848 | Bot_Xtr: 0.0318025 +Loss contributors: + s_ln_CD : 0.859595 + s_CL : 0.638278 + s_CM : 0.357784 + s_analysis_confidence : 0.115568 + s_lower_bl_H_31 : 0.0444155 + s_upper_bl_H_31 : 0.0433616 + s_Bot_Xtr : 0.0431022 + s_upper_bl_H_30 : 0.0359521 + s_lower_bl_H_2 : 0.0348232 + s_lower_bl_H_30 : 0.0347855 +Epoch: 44 | Train Loss: 4.32569 | Test Loss: 4.39646 | analysis_confidence: 0.144981 | CL: 0.0318872 | ln_CD: 0.063367 | CM: 0.00502845 | Top_Xtr: 0.023979 | Bot_Xtr: 0.0264989 +Loss contributors: + s_ln_CD : 0.830112 + s_CL : 0.657709 + s_CM : 0.350166 + s_analysis_confidence : 0.116183 + s_lower_bl_H_31 : 0.0430887 + s_upper_bl_H_31 : 0.0420629 + s_Bot_Xtr : 0.0385285 + s_lower_bl_H_2 : 0.0375036 + s_lower_bl_H_3 : 0.0358168 + s_lower_bl_H_0 : 0.0354085 +Epoch: 45 | Train Loss: 4.32085 | Test Loss: 4.38441 | analysis_confidence: 0.143587 | CL: 0.0321283 | ln_CD: 0.0577683 | CM: 0.00492855 | Top_Xtr: 0.0264807 | Bot_Xtr: 0.0280518 +Loss contributors: + s_ln_CD : 0.793569 + s_CL : 0.646063 + s_CM : 0.330782 + s_analysis_confidence : 0.116145 + s_Bot_Xtr : 0.0426992 + s_upper_bl_H_31 : 0.0404425 + s_lower_bl_H_31 : 0.0402231 + s_lower_bl_H_2 : 0.0365946 + s_lower_bl_H_3 : 0.0365066 + s_lower_bl_H_1 : 0.0364358 +Epoch: 46 | Train Loss: 4.30992 | Test Loss: 4.28812 | analysis_confidence: 0.144061 | CL: 0.0295233 | ln_CD: 0.0718845 | CM: 0.00482159 | Top_Xtr: 0.0257752 | Bot_Xtr: 0.0285843 +Loss contributors: + s_ln_CD : 0.832896 + s_CL : 0.602143 + s_CM : 0.319955 + s_analysis_confidence : 0.115054 + s_Bot_Xtr : 0.0399828 + s_upper_bl_H_31 : 0.0396621 + s_lower_bl_H_31 : 0.0389272 + s_lower_bl_H_1 : 0.0378385 + s_lower_bl_H_2 : 0.0362145 + s_lower_bl_H_0 : 0.0360139 +Epoch: 47 | Train Loss: 4.31044 | Test Loss: 4.15889 | analysis_confidence: 0.149197 | CL: 0.0300558 | ln_CD: 0.0591123 | CM: 0.00501731 | Top_Xtr: 0.0235695 | Bot_Xtr: 0.0274308 +Loss contributors: + s_ln_CD : 0.779395 + s_CL : 0.606967 + s_CM : 0.329622 + s_analysis_confidence : 0.115544 + s_upper_bl_H_31 : 0.0413846 + s_Bot_Xtr : 0.0378459 + s_lower_bl_H_31 : 0.037678 + s_lower_bl_H_2 : 0.0349354 + s_lower_bl_H_3 : 0.03454 + s_lower_bl_H_1 : 0.0342731 +Epoch: 48 | Train Loss: 4.30465 | Test Loss: 4.44595 | analysis_confidence: 0.156199 | CL: 0.0314296 | ln_CD: 0.0566194 | CM: 0.00515904 | Top_Xtr: 0.023877 | Bot_Xtr: 0.0264077 +Loss contributors: + s_ln_CD : 0.772712 + s_CL : 0.640043 + s_CM : 0.361673 + s_analysis_confidence : 0.118532 + s_upper_bl_H_31 : 0.0468277 + s_lower_bl_H_31 : 0.042863 + s_upper_bl_H_30 : 0.0400017 + s_Bot_Xtr : 0.0394606 + s_lower_bl_H_30 : 0.0383754 + s_lower_bl_H_2 : 0.0377248 +Epoch: 49 | Train Loss: 4.30339 | Test Loss: 4.44613 | analysis_confidence: 0.14965 | CL: 0.031396 | ln_CD: 0.0641394 | CM: 0.00508994 | Top_Xtr: 0.0227994 | Bot_Xtr: 0.0246542 +Loss contributors: + s_ln_CD : 0.818582 + s_CL : 0.668452 + s_CM : 0.345366 + s_analysis_confidence : 0.115841 + s_upper_bl_H_31 : 0.0442708 + s_lower_bl_H_31 : 0.0411915 + s_lower_bl_H_2 : 0.0386399 + s_Bot_Xtr : 0.0375931 + s_lower_bl_H_3 : 0.0357482 + s_lower_bl_H_1 : 0.035642 +Epoch: 50 | Train Loss: 4.29464 | Test Loss: 4.58584 | analysis_confidence: 0.142876 | CL: 0.0305576 | ln_CD: 0.102808 | CM: 0.0052181 | Top_Xtr: 0.0300392 | Bot_Xtr: 0.0318954 +Loss contributors: + s_ln_CD : 1.07721 + s_CL : 0.62539 + s_CM : 0.344325 + s_analysis_confidence : 0.116004 + s_Bot_Xtr : 0.0423787 + s_lower_bl_H_31 : 0.0401154 + s_upper_bl_H_31 : 0.0396465 + s_lower_bl_H_2 : 0.0359147 + s_lower_bl_H_3 : 0.0356842 + s_lower_bl_H_30 : 0.0338728 +Epoch: 51 | Train Loss: 4.28508 | Test Loss: 4.39102 | analysis_confidence: 0.151658 | CL: 0.0358305 | ln_CD: 0.0552875 | CM: 0.00540127 | Top_Xtr: 0.02887 | Bot_Xtr: 0.0287943 +Loss contributors: + s_ln_CD : 0.741352 + s_CL : 0.687922 + s_CM : 0.359224 + s_analysis_confidence : 0.115643 + s_upper_bl_H_31 : 0.0437176 + s_lower_bl_H_31 : 0.0430456 + s_Bot_Xtr : 0.0402566 + s_lower_bl_H_3 : 0.0352237 + s_lower_bl_H_30 : 0.0349196 + s_upper_bl_H_30 : 0.0347539 +Epoch: 52 | Train Loss: 4.27168 | Test Loss: 4.33582 | analysis_confidence: 0.157497 | CL: 0.0299255 | ln_CD: 0.0601448 | CM: 0.00538632 | Top_Xtr: 0.0245181 | Bot_Xtr: 0.0271479 +Loss contributors: + s_ln_CD : 0.788594 + s_CL : 0.635149 + s_CM : 0.356657 + s_analysis_confidence : 0.117621 + s_upper_bl_H_31 : 0.0436721 + s_Bot_Xtr : 0.0407044 + s_lower_bl_H_31 : 0.0406427 + s_lower_bl_H_3 : 0.0383294 + s_lower_bl_H_4 : 0.0362473 + s_lower_bl_H_2 : 0.0358315 +Epoch: 53 | Train Loss: 4.27265 | Test Loss: 4.35136 | analysis_confidence: 0.147035 | CL: 0.0337361 | ln_CD: 0.0615165 | CM: 0.00516752 | Top_Xtr: 0.0248397 | Bot_Xtr: 0.0276063 +Loss contributors: + s_ln_CD : 0.799611 + s_CL : 0.672722 + s_CM : 0.35291 + s_analysis_confidence : 0.116075 + s_upper_bl_H_31 : 0.0404713 + s_Bot_Xtr : 0.0389086 + s_lower_bl_H_31 : 0.0387062 + s_lower_bl_H_2 : 0.0360796 + s_lower_bl_H_30 : 0.0344776 + s_lower_bl_H_3 : 0.0338839 +Epoch: 54 | Train Loss: 4.26828 | Test Loss: 4.56536 | analysis_confidence: 0.146424 | CL: 0.0292888 | ln_CD: 0.0894878 | CM: 0.00487125 | Top_Xtr: 0.0224063 | Bot_Xtr: 0.0248178 +Loss contributors: + s_ln_CD : 1.03235 + s_CL : 0.633684 + s_CM : 0.333052 + s_analysis_confidence : 0.115813 + s_upper_bl_H_31 : 0.0409577 + s_Bot_Xtr : 0.0389834 + s_lower_bl_H_31 : 0.0385674 + s_lower_bl_H_2 : 0.0352516 + s_upper_bl_H_30 : 0.0350433 + s_lower_bl_H_0 : 0.0346182 +Epoch: 55 | Train Loss: 4.27041 | Test Loss: 4.27776 | analysis_confidence: 0.149793 | CL: 0.0289159 | ln_CD: 0.058101 | CM: 0.00486178 | Top_Xtr: 0.0246598 | Bot_Xtr: 0.0259762 +Loss contributors: + s_ln_CD : 0.792751 + s_CL : 0.612212 + s_CM : 0.329622 + s_analysis_confidence : 0.115244 + s_upper_bl_H_31 : 0.0404126 + s_lower_bl_H_31 : 0.0396355 + s_Bot_Xtr : 0.0381146 + s_lower_bl_H_30 : 0.0360341 + s_lower_bl_H_3 : 0.0349932 + s_upper_bl_H_30 : 0.0345127 +Epoch: 56 | Train Loss: 4.28153 | Test Loss: 4.44634 | analysis_confidence: 0.14538 | CL: 0.0373331 | ln_CD: 0.0598476 | CM: 0.00540111 | Top_Xtr: 0.0250054 | 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0.0387051 + s_Bot_Xtr : 0.0383531 + s_lower_bl_H_30 : 0.0343381 + s_lower_bl_H_3 : 0.0342822 +Epoch: 63 | Train Loss: 4.23353 | Test Loss: 4.65539 | analysis_confidence: 0.139074 | CL: 0.0335558 | ln_CD: 0.0699774 | CM: 0.00535856 | Top_Xtr: 0.0236538 | Bot_Xtr: 0.0267473 +Loss contributors: + s_ln_CD : 0.904462 + s_CL : 0.733104 + s_CM : 0.372852 + s_analysis_confidence : 0.118415 + s_upper_bl_H_31 : 0.0414637 + s_lower_bl_H_31 : 0.0388146 + s_Bot_Xtr : 0.0386487 + s_lower_bl_H_3 : 0.0357073 + s_lower_bl_H_2 : 0.0354726 + s_upper_bl_H_30 : 0.0349058 +Epoch: 64 | Train Loss: 4.23487 | Test Loss: 4.32985 | analysis_confidence: 0.148156 | CL: 0.0316323 | ln_CD: 0.0663423 | CM: 0.00485387 | Top_Xtr: 0.0248694 | Bot_Xtr: 0.0261642 +Loss contributors: + s_ln_CD : 0.796199 + s_CL : 0.63542 + s_CM : 0.329558 + s_analysis_confidence : 0.115262 + s_upper_bl_H_31 : 0.0391945 + s_lower_bl_H_31 : 0.0385682 + s_lower_bl_H_2 : 0.0369609 + s_Bot_Xtr : 0.0367273 + s_lower_bl_H_0 : 0.0344106 + s_lower_bl_H_1 : 0.0336341 +Epoch: 65 | Train Loss: 4.23072 | Test Loss: 4.4508 | analysis_confidence: 0.147026 | CL: 0.0301333 | ln_CD: 0.0720583 | CM: 0.00500967 | Top_Xtr: 0.0227096 | Bot_Xtr: 0.0250743 +Loss contributors: + s_ln_CD : 0.915268 + s_CL : 0.622652 + s_CM : 0.334757 + s_analysis_confidence : 0.116642 + s_upper_bl_H_31 : 0.0410294 + s_Bot_Xtr : 0.0387703 + s_lower_bl_H_31 : 0.0378831 + s_lower_bl_H_3 : 0.0367949 + s_lower_bl_H_5 : 0.0365094 + s_lower_bl_H_2 : 0.0362921 +Epoch: 66 | Train Loss: 4.22338 | Test Loss: 4.07242 | analysis_confidence: 0.150004 | CL: 0.0304137 | ln_CD: 0.0564755 | CM: 0.00485664 | Top_Xtr: 0.0228422 | Bot_Xtr: 0.0242799 +Loss contributors: + s_ln_CD : 0.766729 + s_CL : 0.613968 + s_CM : 0.315615 + s_analysis_confidence : 0.115665 + s_upper_bl_H_31 : 0.0385011 + s_lower_bl_H_31 : 0.0360295 + s_Bot_Xtr : 0.0358697 + s_lower_bl_H_3 : 0.0331162 + s_lower_bl_H_2 : 0.0330047 + s_lower_bl_H_1 : 0.0313553 +Epoch: 67 | Train Loss: 4.2263 | Test Loss: 4.35649 | analysis_confidence: 0.15524 | CL: 0.0371993 | ln_CD: 0.0600588 | CM: 0.00536089 | Top_Xtr: 0.0280006 | Bot_Xtr: 0.0302221 +Loss contributors: + s_ln_CD : 0.794573 + s_CL : 0.714611 + s_CM : 0.354546 + s_analysis_confidence : 0.11764 + s_upper_bl_H_31 : 0.041594 + s_Bot_Xtr : 0.0410538 + s_lower_bl_H_31 : 0.0392903 + s_lower_bl_H_3 : 0.0352919 + s_lower_bl_H_2 : 0.0341386 + s_lower_bl_H_0 : 0.0320629 +Epoch: 68 | Train Loss: 4.21103 | Test Loss: 4.32854 | analysis_confidence: 0.155402 | CL: 0.0323491 | ln_CD: 0.0596043 | CM: 0.00551507 | Top_Xtr: 0.0219315 | Bot_Xtr: 0.0244294 +Loss contributors: + s_ln_CD : 0.812183 + s_CL : 0.693607 + s_CM : 0.380672 + s_analysis_confidence : 0.118436 + s_upper_bl_H_31 : 0.0382831 + s_lower_bl_H_31 : 0.037261 + s_lower_bl_H_0 : 0.0370343 + s_Bot_Xtr : 0.0353839 + s_lower_bl_H_3 : 0.0346565 + s_lower_bl_H_1 : 0.03452 +Epoch: 69 | Train Loss: 4.2047 | Test Loss: 4.45442 | analysis_confidence: 0.149325 | CL: 0.0315759 | ln_CD: 0.0681149 | CM: 0.00500697 | Top_Xtr: 0.025379 | Bot_Xtr: 0.0288232 +Loss contributors: + s_ln_CD : 0.969668 + s_CL : 0.650463 + s_CM : 0.342888 + s_analysis_confidence : 0.115947 + s_Bot_Xtr : 0.0416762 + s_upper_bl_H_31 : 0.040423 + s_lower_bl_H_31 : 0.0389756 + s_lower_bl_H_2 : 0.0355864 + s_lower_bl_H_3 : 0.0353949 + s_lower_bl_H_1 : 0.0337702 +Epoch: 70 | Train Loss: 4.20624 | Test Loss: 4.23782 | analysis_confidence: 0.146757 | CL: 0.0304541 | ln_CD: 0.0577676 | CM: 0.00481558 | Top_Xtr: 0.0218367 | Bot_Xtr: 0.0247192 +Loss contributors: + s_ln_CD : 0.781781 + s_CL : 0.640348 + s_CM : 0.328662 + s_analysis_confidence : 0.115469 + s_lower_bl_H_31 : 0.0407663 + s_upper_bl_H_31 : 0.040392 + s_Bot_Xtr : 0.0387658 + s_lower_bl_H_2 : 0.0373994 + s_lower_bl_H_3 : 0.0357486 + s_lower_bl_H_1 : 0.0354801 +Epoch: 71 | Train Loss: 4.19149 | Test Loss: 4.40825 | analysis_confidence: 0.147414 | CL: 0.0323403 | ln_CD: 0.0595999 | CM: 0.004908 | Top_Xtr: 0.0246789 | Bot_Xtr: 0.0280242 +Loss contributors: + s_ln_CD : 0.784524 + s_CL : 0.668986 + s_CM : 0.337042 + s_analysis_confidence : 0.114731 + s_upper_bl_H_31 : 0.0477833 + s_lower_bl_H_31 : 0.0462216 + s_upper_bl_H_30 : 0.041164 + s_lower_bl_H_30 : 0.0409373 + s_Bot_Xtr : 0.0387826 + s_lower_bl_H_29 : 0.0354442 +Epoch: 72 | Train Loss: 4.19412 | Test Loss: 4.50251 | analysis_confidence: 0.144455 | CL: 0.033453 | ln_CD: 0.0766814 | CM: 0.0052174 | Top_Xtr: 0.0238666 | Bot_Xtr: 0.0269572 +Loss contributors: + s_ln_CD : 0.85651 + s_CL : 0.665202 + s_CM : 0.349167 + s_analysis_confidence : 0.116203 + s_Bot_Xtr : 0.0388774 + s_upper_bl_H_31 : 0.0382609 + s_lower_bl_H_31 : 0.0379505 + s_lower_bl_H_0 : 0.0360045 + s_lower_bl_H_3 : 0.0345346 + s_lower_bl_H_2 : 0.0340009 +Epoch: 73 | Train Loss: 4.18774 | Test Loss: 4.54769 | analysis_confidence: 0.145468 | CL: 0.0315996 | ln_CD: 0.0699313 | CM: 0.00591918 | Top_Xtr: 0.0263935 | Bot_Xtr: 0.0271307 +Loss contributors: + s_ln_CD : 0.896962 + s_CL : 0.646395 + s_CM : 0.397333 + s_analysis_confidence : 0.115429 + s_upper_bl_H_31 : 0.0401689 + s_lower_bl_H_3 : 0.0387976 + s_Bot_Xtr : 0.0385865 + s_lower_bl_H_31 : 0.0377855 + s_lower_bl_H_2 : 0.0360347 + s_lower_bl_H_5 : 0.0355589 +Epoch: 74 | Train Loss: 4.19689 | Test Loss: 4.40073 | analysis_confidence: 0.154685 | CL: 0.0308269 | ln_CD: 0.0705638 | CM: 0.00647187 | Top_Xtr: 0.0237023 | Bot_Xtr: 0.0274759 +Loss contributors: + s_ln_CD : 0.843912 + s_CL : 0.634536 + s_CM : 0.429553 + s_analysis_confidence : 0.115361 + s_lower_bl_H_31 : 0.0412568 + s_upper_bl_H_31 : 0.0397877 + s_Bot_Xtr : 0.0375821 + s_lower_bl_H_2 : 0.0371693 + s_lower_bl_H_3 : 0.0367277 + s_lower_bl_H_1 : 0.035619 +Epoch: 75 | Train Loss: 4.1904 | Test Loss: 4.28615 | analysis_confidence: 0.158086 | CL: 0.0315067 | ln_CD: 0.0689657 | CM: 0.00513746 | Top_Xtr: 0.0221337 | Bot_Xtr: 0.0251345 +Loss contributors: + s_ln_CD : 0.819615 + s_CL : 0.662338 + s_CM : 0.34767 + s_analysis_confidence : 0.117388 + s_upper_bl_H_31 : 0.0383943 + s_lower_bl_H_3 : 0.0383926 + s_Bot_Xtr : 0.0375168 + s_lower_bl_H_31 : 0.0371984 + s_lower_bl_H_2 : 0.0363605 + s_lower_bl_H_1 : 0.0342302 +Epoch: 76 | Train Loss: 4.1838 | Test Loss: 4.32773 | analysis_confidence: 0.154522 | CL: 0.0312768 | ln_CD: 0.0607266 | CM: 0.00495559 | Top_Xtr: 0.0231109 | Bot_Xtr: 0.0257768 +Loss contributors: + s_ln_CD : 0.785741 + s_CL : 0.651195 + s_CM : 0.338576 + s_analysis_confidence : 0.120619 + s_upper_bl_H_31 : 0.0451476 + s_lower_bl_H_31 : 0.0406801 + s_Bot_Xtr : 0.0372136 + s_lower_bl_H_3 : 0.0370629 + s_upper_bl_H_30 : 0.0367124 + s_lower_bl_H_2 : 0.0356462 +Epoch: 77 | Train Loss: 4.18971 | Test Loss: 4.32263 | analysis_confidence: 0.166771 | CL: 0.0297476 | ln_CD: 0.0618142 | CM: 0.00511371 | Top_Xtr: 0.0286144 | Bot_Xtr: 0.0324581 +Loss contributors: + s_ln_CD : 0.79299 + s_CL : 0.618134 + s_CM : 0.343962 + s_analysis_confidence : 0.131093 + s_Bot_Xtr : 0.0415113 + s_upper_bl_H_31 : 0.0398885 + s_lower_bl_H_3 : 0.039509 + s_lower_bl_H_31 : 0.0385428 + s_lower_bl_H_4 : 0.0358948 + s_lower_bl_H_2 : 0.0354551 +Epoch: 78 | Train Loss: 4.18638 | Test Loss: 4.17355 | analysis_confidence: 0.152302 | CL: 0.0289772 | ln_CD: 0.0610836 | CM: 0.00505148 | Top_Xtr: 0.0245612 | Bot_Xtr: 0.0261519 +Loss contributors: + s_ln_CD : 0.77737 + s_CL : 0.615097 + s_CM : 0.346327 + s_analysis_confidence : 0.115286 + s_upper_bl_H_31 : 0.0388499 + s_lower_bl_H_31 : 0.0376507 + s_Bot_Xtr : 0.0372102 + s_lower_bl_H_2 : 0.0343368 + s_lower_bl_H_0 : 0.0343364 + s_lower_bl_H_3 : 0.034153 +Epoch: 79 | Train Loss: 4.17713 | Test Loss: 4.12142 | analysis_confidence: 0.143257 | CL: 0.0295111 | ln_CD: 0.0584513 | CM: 0.00521289 | Top_Xtr: 0.0222158 | Bot_Xtr: 0.0247619 +Loss contributors: + s_ln_CD : 0.773267 + s_CL : 0.602782 + s_CM : 0.34482 + s_analysis_confidence : 0.116073 + s_upper_bl_H_31 : 0.0371057 + s_Bot_Xtr : 0.0368003 + s_lower_bl_H_31 : 0.0354114 + s_lower_bl_H_2 : 0.033569 + s_lower_bl_H_3 : 0.0332989 + s_lower_bl_H_1 : 0.0332297 +Epoch: 80 | Train Loss: 4.18234 | Test Loss: 4.40592 | analysis_confidence: 0.141177 | CL: 0.0361886 | ln_CD: 0.0777983 | CM: 0.00514289 | Top_Xtr: 0.0235714 | Bot_Xtr: 0.0245321 +Loss contributors: + s_ln_CD : 0.852996 + s_CL : 0.734939 + s_CM : 0.340814 + s_analysis_confidence : 0.118452 + s_upper_bl_H_31 : 0.0404764 + s_lower_bl_H_31 : 0.0373057 + s_Bot_Xtr : 0.0358383 + s_lower_bl_H_0 : 0.0354694 + s_lower_bl_H_1 : 0.0345142 + s_lower_bl_H_3 : 0.0344877 +Epoch: 81 | Train Loss: 4.17142 | Test Loss: 4.14727 | analysis_confidence: 0.142667 | CL: 0.0283068 | ln_CD: 0.0620486 | CM: 0.00492226 | Top_Xtr: 0.0228652 | Bot_Xtr: 0.024225 +Loss contributors: + s_ln_CD : 0.818175 + s_CL : 0.595701 + s_CM : 0.323331 + s_analysis_confidence : 0.11476 + s_upper_bl_H_31 : 0.0415597 + s_lower_bl_H_31 : 0.0389846 + s_lower_bl_H_3 : 0.0365399 + s_Bot_Xtr : 0.035824 + s_lower_bl_H_2 : 0.0350244 + s_lower_bl_H_1 : 0.0337954 +Epoch: 82 | Train Loss: 4.17228 | Test Loss: 4.16347 | analysis_confidence: 0.144973 | CL: 0.0292332 | ln_CD: 0.0597207 | CM: 0.00492603 | Top_Xtr: 0.0231234 | Bot_Xtr: 0.0262348 +Loss contributors: + s_ln_CD : 0.776062 + s_CL : 0.603116 + s_CM : 0.318786 + s_analysis_confidence : 0.115032 + s_upper_bl_H_31 : 0.0394643 + s_lower_bl_H_31 : 0.0391828 + s_lower_bl_H_3 : 0.0368414 + s_Bot_Xtr : 0.036837 + s_lower_bl_H_2 : 0.0336249 + s_lower_bl_H_1 : 0.0334189 +Epoch: 83 | Train Loss: 4.15867 | Test Loss: 4.17905 | analysis_confidence: 0.15188 | CL: 0.0295561 | ln_CD: 0.0715169 | CM: 0.00486841 | Top_Xtr: 0.0212529 | Bot_Xtr: 0.0235241 +Loss contributors: + s_ln_CD : 0.808387 + s_CL : 0.614482 + s_CM : 0.322908 + s_analysis_confidence : 0.115495 + s_upper_bl_H_31 : 0.039975 + s_lower_bl_H_31 : 0.0372185 + s_Bot_Xtr : 0.035794 + s_upper_bl_H_30 : 0.0342498 + s_lower_bl_H_3 : 0.0329544 + s_lower_bl_H_2 : 0.0329396 +Epoch: 84 | Train Loss: 4.15782 | Test Loss: 4.09833 | analysis_confidence: 0.146481 | CL: 0.0288204 | ln_CD: 0.0632661 | CM: 0.00468989 | Top_Xtr: 0.0226557 | Bot_Xtr: 0.0264571 +Loss contributors: + s_ln_CD : 0.797076 + s_CL : 0.607857 + s_CM : 0.313548 + s_analysis_confidence : 0.115144 + s_upper_bl_H_31 : 0.0404278 + s_lower_bl_H_31 : 0.0371333 + s_Bot_Xtr : 0.0370465 + s_lower_bl_H_3 : 0.0354047 + s_lower_bl_H_2 : 0.0350854 + s_lower_bl_H_0 : 0.0340865 +Epoch: 85 | Train Loss: 4.16152 | Test Loss: 4.36909 | analysis_confidence: 0.1448 | CL: 0.0324964 | ln_CD: 0.0671958 | CM: 0.00483577 | Top_Xtr: 0.0226148 | Bot_Xtr: 0.025055 +Loss contributors: + s_ln_CD : 0.803373 + s_CL : 0.652957 + s_CM : 0.329536 + s_analysis_confidence : 0.116485 + s_upper_bl_H_31 : 0.0406471 + s_Bot_Xtr : 0.0396628 + s_lower_bl_H_31 : 0.0386317 + s_lower_bl_H_3 : 0.0365817 + s_lower_bl_H_2 : 0.035813 + s_lower_bl_H_1 : 0.0351829 +Epoch: 86 | Train Loss: 4.15511 | Test Loss: 4.20905 | analysis_confidence: 0.16185 | CL: 0.0351103 | ln_CD: 0.0597974 | CM: 0.00511858 | Top_Xtr: 0.0248883 | Bot_Xtr: 0.0276907 +Loss contributors: + s_ln_CD : 0.753181 + s_CL : 0.687035 + s_CM : 0.345467 + s_analysis_confidence : 0.120112 + s_upper_bl_H_31 : 0.0402266 + s_Bot_Xtr : 0.0401358 + s_lower_bl_H_31 : 0.037836 + s_lower_bl_H_3 : 0.0338087 + s_lower_bl_H_5 : 0.0326961 + s_lower_bl_H_1 : 0.0324687 +Epoch: 87 | Train Loss: 4.14569 | Test Loss: 4.27716 | analysis_confidence: 0.148681 | CL: 0.0291114 | ln_CD: 0.0802226 | CM: 0.004675 | Top_Xtr: 0.0207273 | Bot_Xtr: 0.0234766 +Loss contributors: + s_ln_CD : 0.866508 + s_CL : 0.633844 + s_CM : 0.321707 + s_analysis_confidence : 0.115553 + s_lower_bl_H_31 : 0.0404406 + s_upper_bl_H_31 : 0.0400049 + s_Bot_Xtr : 0.0359844 + s_lower_bl_H_3 : 0.0354512 + s_lower_bl_H_2 : 0.0342252 + s_lower_bl_H_30 : 0.033236 +Epoch: 88 | Train Loss: 4.15517 | Test Loss: 4.38432 | analysis_confidence: 0.144061 | CL: 0.0370125 | ln_CD: 0.0613957 | CM: 0.00471797 | Top_Xtr: 0.0311991 | Bot_Xtr: 0.0342808 +Loss contributors: + s_ln_CD : 0.825854 + s_CL : 0.735245 + s_CM : 0.315479 + s_analysis_confidence : 0.114673 + s_Bot_Xtr : 0.0428137 + s_upper_bl_H_31 : 0.0382648 + s_lower_bl_H_31 : 0.0367706 + s_lower_bl_H_3 : 0.0339681 + s_lower_bl_H_2 : 0.0337037 + s_upper_bl_H_30 : 0.0336239 +Epoch: 89 | Train Loss: 4.13831 | Test Loss: 4.48658 | analysis_confidence: 0.145041 | CL: 0.0330095 | ln_CD: 0.0662585 | CM: 0.00570299 | Top_Xtr: 0.0221131 | Bot_Xtr: 0.0253222 +Loss contributors: + s_ln_CD : 0.832952 + s_CL : 0.656453 + s_CM : 0.376716 + s_analysis_confidence : 0.115916 + s_upper_bl_H_31 : 0.0427629 + s_lower_bl_H_31 : 0.0410772 + s_Bot_Xtr : 0.0391963 + s_lower_bl_H_0 : 0.0390931 + s_lower_bl_H_1 : 0.0386674 + s_lower_bl_H_3 : 0.0381535 +Epoch: 90 | Train Loss: 4.14739 | Test Loss: 4.17924 | analysis_confidence: 0.1425 | CL: 0.0309545 | ln_CD: 0.055226 | CM: 0.00493484 | Top_Xtr: 0.0238134 | Bot_Xtr: 0.0272369 +Loss contributors: + s_ln_CD : 0.721035 + s_CL : 0.61597 + s_CM : 0.328036 + s_analysis_confidence : 0.115931 + s_upper_bl_H_31 : 0.0398649 + s_Bot_Xtr : 0.0367574 + s_lower_bl_H_2 : 0.0366249 + s_lower_bl_H_31 : 0.0364419 + s_lower_bl_H_3 : 0.0361727 + s_upper_bl_H_30 : 0.0330869 +Epoch: 91 | Train Loss: 4.13522 | Test Loss: 4.17125 | analysis_confidence: 0.152721 | CL: 0.0303368 | ln_CD: 0.0623999 | CM: 0.00474126 | Top_Xtr: 0.0222438 | Bot_Xtr: 0.0243395 +Loss contributors: + s_ln_CD : 0.801972 + s_CL : 0.607959 + s_CM : 0.319486 + s_analysis_confidence : 0.115387 + s_upper_bl_H_31 : 0.04105 + s_lower_bl_H_3 : 0.0391425 + s_lower_bl_H_31 : 0.0378936 + s_lower_bl_H_2 : 0.0366038 + s_Bot_Xtr : 0.03514 + s_lower_bl_H_1 : 0.0344119 +Epoch: 92 | Train Loss: 4.13691 | Test Loss: 4.39697 | analysis_confidence: 0.144725 | CL: 0.0310089 | ln_CD: 0.0669443 | CM: 0.00521831 | Top_Xtr: 0.0224159 | Bot_Xtr: 0.0249809 +Loss contributors: + s_ln_CD : 0.967224 + s_CL : 0.623512 + s_CM : 0.34608 + s_analysis_confidence : 0.115065 + s_upper_bl_H_31 : 0.0404038 + s_lower_bl_H_31 : 0.0375744 + s_Bot_Xtr : 0.0373996 + s_lower_bl_H_2 : 0.0360781 + s_lower_bl_H_3 : 0.0358174 + s_lower_bl_H_1 : 0.0356823 +Epoch: 93 | Train Loss: 4.13002 | Test Loss: 4.33519 | analysis_confidence: 0.157102 | CL: 0.0357821 | ln_CD: 0.0710026 | CM: 0.00572775 | Top_Xtr: 0.02168 | Bot_Xtr: 0.0237907 +Loss contributors: + s_ln_CD : 0.824482 + s_CL : 0.70226 + s_CM : 0.370364 + s_analysis_confidence : 0.117423 + s_lower_bl_H_3 : 0.0394755 + s_upper_bl_H_31 : 0.0388849 + s_lower_bl_H_31 : 0.0386268 + s_Bot_Xtr : 0.0380993 + s_lower_bl_H_2 : 0.0347584 + s_lower_bl_H_30 : 0.0330483 +Epoch: 94 | Train Loss: 4.13761 | Test Loss: 4.11515 | analysis_confidence: 0.149283 | CL: 0.0290329 | ln_CD: 0.0644693 | CM: 0.00470587 | Top_Xtr: 0.0215273 | Bot_Xtr: 0.0233478 +Loss contributors: + s_ln_CD : 0.779124 + s_CL : 0.615417 + s_CM : 0.311917 + s_analysis_confidence : 0.114746 + s_upper_bl_H_31 : 0.0387096 + s_lower_bl_H_31 : 0.0383589 + s_Bot_Xtr : 0.034953 + s_lower_bl_H_3 : 0.0345394 + s_lower_bl_H_2 : 0.03279 + s_lower_bl_ret_0 : 0.0315833 +Epoch: 95 | Train Loss: 4.12762 | Test Loss: 4.3667 | analysis_confidence: 0.145152 | CL: 0.0317176 | ln_CD: 0.0624041 | CM: 0.00527764 | Top_Xtr: 0.0230087 | Bot_Xtr: 0.0268918 +Loss contributors: + s_ln_CD : 0.867757 + s_CL : 0.634763 + s_CM : 0.347562 + s_analysis_confidence : 0.11595 + s_Bot_Xtr : 0.039637 + s_upper_bl_H_31 : 0.038808 + s_lower_bl_H_31 : 0.0362797 + s_lower_bl_H_2 : 0.0345612 + s_lower_bl_H_1 : 0.0339208 + s_lower_bl_H_3 : 0.0337569 +Epoch: 96 | Train Loss: 4.12828 | Test Loss: 4.44155 | analysis_confidence: 0.154844 | CL: 0.0345414 | ln_CD: 0.0733986 | CM: 0.00499244 | Top_Xtr: 0.0227136 | Bot_Xtr: 0.0252923 +Loss contributors: + s_ln_CD : 0.86558 + s_CL : 0.719168 + s_CM : 0.350339 + s_analysis_confidence : 0.117039 + s_upper_bl_H_31 : 0.0426515 + s_lower_bl_H_31 : 0.0426427 + s_Bot_Xtr : 0.0377663 + s_lower_bl_H_3 : 0.0355824 + s_upper_bl_H_30 : 0.0340616 + s_upper_bl_H_29 : 0.0333549 +Epoch: 97 | Train Loss: 4.1291 | Test Loss: 4.06681 | analysis_confidence: 0.148267 | CL: 0.0294195 | ln_CD: 0.0598248 | CM: 0.00470838 | Top_Xtr: 0.0216403 | Bot_Xtr: 0.0245272 +Loss contributors: + s_ln_CD : 0.754208 + s_CL : 0.606008 + s_CM : 0.31204 + s_analysis_confidence : 0.114817 + s_upper_bl_H_31 : 0.0382253 + s_lower_bl_H_31 : 0.036588 + s_Bot_Xtr : 0.036229 + s_lower_bl_H_2 : 0.0339355 + s_lower_bl_H_3 : 0.0331076 + s_lower_bl_H_1 : 0.0324237 +Epoch: 98 | Train Loss: 4.1213 | Test Loss: 4.40494 | analysis_confidence: 0.158251 | CL: 0.0344618 | ln_CD: 0.058797 | CM: 0.00543703 | Top_Xtr: 0.0265092 | Bot_Xtr: 0.0283671 +Loss contributors: + s_ln_CD : 0.748182 + s_CL : 0.679364 + s_CM : 0.35559 + s_analysis_confidence : 0.119514 + s_upper_bl_H_31 : 0.0432632 + s_lower_bl_H_31 : 0.041947 + s_Bot_Xtr : 0.0400648 + s_lower_bl_H_2 : 0.0378562 + s_lower_bl_H_1 : 0.0362538 + s_lower_bl_H_30 : 0.0354699 +Epoch: 99 | Train Loss: 4.1148 | Test Loss: 4.7373 | analysis_confidence: 0.148774 | CL: 0.031962 | ln_CD: 0.0744719 | CM: 0.00544522 | Top_Xtr: 0.0300642 | Bot_Xtr: 0.0320839 +Loss contributors: + s_ln_CD : 0.912932 + s_CL : 0.694638 + s_CM : 0.370285 + s_analysis_confidence : 0.116795 + s_lower_bl_H_2 : 0.043785 + s_lower_bl_H_3 : 0.04303 + s_lower_bl_H_1 : 0.0428494 + s_upper_bl_H_31 : 0.0426927 + s_Bot_Xtr : 0.0417882 + s_lower_bl_H_31 : 0.0398026 +Epoch: 100 | Train Loss: 4.12477 | Test Loss: 4.48117 | analysis_confidence: 0.146614 | CL: 0.0321933 | ln_CD: 0.0582725 | CM: 0.00519828 | Top_Xtr: 0.0226767 | Bot_Xtr: 0.0252925 +Loss contributors: + s_ln_CD : 0.815229 + s_CL : 0.651972 + s_CM : 0.359113 + s_analysis_confidence : 0.114509 + s_upper_bl_H_31 : 0.0385882 + s_lower_bl_H_31 : 0.0382813 + s_lower_bl_H_3 : 0.0371706 + s_lower_bl_H_2 : 0.0368299 + s_lower_bl_H_5 : 0.0368251 + s_lower_bl_H_1 : 0.0366027 +Epoch: 101 | Train Loss: 4.12666 | Test Loss: 4.10246 | analysis_confidence: 0.14816 | CL: 0.0322703 | ln_CD: 0.0634861 | CM: 0.00464979 | Top_Xtr: 0.0241348 | Bot_Xtr: 0.0263476 +Loss contributors: + s_ln_CD : 0.787412 + s_CL : 0.625503 + s_CM : 0.304691 + s_analysis_confidence : 0.114321 + s_lower_bl_H_31 : 0.0382827 + s_upper_bl_H_31 : 0.0378875 + s_Bot_Xtr : 0.0375882 + s_lower_bl_H_3 : 0.0362486 + s_lower_bl_H_2 : 0.0338838 + s_lower_bl_H_30 : 0.0319181 +Epoch: 102 | Train Loss: 4.12378 | Test Loss: 4.3282 | analysis_confidence: 0.152375 | CL: 0.0314362 | ln_CD: 0.0625883 | CM: 0.00546185 | Top_Xtr: 0.0217239 | Bot_Xtr: 0.0238294 +Loss contributors: + s_ln_CD : 0.834169 + s_CL : 0.644618 + s_CM : 0.366918 + s_analysis_confidence : 0.115639 + s_upper_bl_H_31 : 0.039742 + s_lower_bl_H_31 : 0.0369743 + s_lower_bl_H_2 : 0.0368168 + s_lower_bl_H_3 : 0.0359062 + s_lower_bl_H_1 : 0.0358865 + s_upper_bl_H_30 : 0.0357985 +Epoch: 103 | Train Loss: 4.11819 | Test Loss: 4.05535 | analysis_confidence: 0.155809 | CL: 0.0302763 | ln_CD: 0.054327 | CM: 0.00494793 | Top_Xtr: 0.0201144 | Bot_Xtr: 0.0228551 +Loss contributors: + s_ln_CD : 0.765795 + s_CL : 0.605549 + s_CM : 0.32544 + s_analysis_confidence : 0.117127 + s_lower_bl_H_31 : 0.0364134 + s_Bot_Xtr : 0.0358185 + s_upper_bl_H_31 : 0.0357769 + s_lower_bl_H_0 : 0.0347711 + s_lower_bl_H_1 : 0.0327798 + s_lower_bl_H_3 : 0.0326736 +Epoch: 104 | Train Loss: 4.11947 | Test Loss: 4.43624 | analysis_confidence: 0.153103 | CL: 0.0295981 | ln_CD: 0.0700773 | CM: 0.0048061 | Top_Xtr: 0.0240397 | Bot_Xtr: 0.0251679 +Loss contributors: + s_ln_CD : 0.923553 + s_CL : 0.633802 + s_CM : 0.329562 + s_analysis_confidence : 0.119484 + s_upper_bl_H_31 : 0.040897 + s_lower_bl_H_31 : 0.0393283 + s_lower_bl_H_2 : 0.0373204 + s_lower_bl_H_1 : 0.0372423 + s_Bot_Xtr : 0.0365555 + s_lower_bl_H_3 : 0.0346537 +Epoch: 105 | Train Loss: 4.10934 | Test Loss: 4.08772 | analysis_confidence: 0.149704 | CL: 0.0283259 | ln_CD: 0.0643395 | CM: 0.00471113 | Top_Xtr: 0.0242881 | Bot_Xtr: 0.0261985 +Loss contributors: + s_ln_CD : 0.762562 + s_CL : 0.595175 + s_CM : 0.306386 + s_analysis_confidence : 0.115698 + s_lower_bl_H_31 : 0.0383401 + s_upper_bl_H_31 : 0.0375028 + s_Bot_Xtr : 0.0365366 + s_lower_bl_H_1 : 0.034688 + s_lower_bl_H_3 : 0.0343824 + s_lower_bl_H_2 : 0.0334656 +Epoch: 106 | Train Loss: 4.1048 | Test Loss: 4.02018 | analysis_confidence: 0.152292 | CL: 0.0322262 | ln_CD: 0.0579063 | CM: 0.00470892 | Top_Xtr: 0.0204882 | Bot_Xtr: 0.0237141 +Loss contributors: + s_ln_CD : 0.734786 + s_CL : 0.627874 + s_CM : 0.314336 + s_analysis_confidence : 0.115334 + s_upper_bl_H_31 : 0.037775 + s_Bot_Xtr : 0.0358911 + s_lower_bl_H_31 : 0.0358771 + s_lower_bl_H_2 : 0.0324111 + s_lower_bl_H_1 : 0.0318063 + s_lower_bl_H_3 : 0.0315854 +Epoch: 107 | Train Loss: 4.10298 | Test Loss: 4.26296 | analysis_confidence: 0.145584 | CL: 0.0339799 | ln_CD: 0.0573048 | CM: 0.0062074 | Top_Xtr: 0.0243054 | Bot_Xtr: 0.0269077 +Loss contributors: + s_ln_CD : 0.763963 + s_CL : 0.671264 + s_CM : 0.41398 + s_analysis_confidence : 0.114796 + s_upper_bl_H_31 : 0.0393459 + s_Bot_Xtr : 0.0389177 + s_lower_bl_H_31 : 0.0388806 + s_lower_bl_H_3 : 0.0354426 + s_lower_bl_H_2 : 0.0328882 + s_lower_bl_H_1 : 0.0317351 +Epoch: 108 | Train Loss: 4.11641 | Test Loss: 4.42873 | analysis_confidence: 0.164819 | CL: 0.0352124 | ln_CD: 0.0587597 | CM: 0.00680637 | Top_Xtr: 0.0235785 | Bot_Xtr: 0.0268173 +Loss contributors: + s_ln_CD : 0.770067 + s_CL : 0.692129 + s_CM : 0.460377 + s_analysis_confidence : 0.13 + s_upper_bl_H_31 : 0.040486 + s_lower_bl_H_31 : 0.0389801 + s_Bot_Xtr : 0.0374705 + s_upper_bl_H_30 : 0.0344758 + s_lower_bl_H_3 : 0.0337488 + s_lower_bl_H_30 : 0.0334562 +Epoch: 109 | Train Loss: 4.09514 | Test Loss: 4.28805 | analysis_confidence: 0.149072 | CL: 0.0317673 | ln_CD: 0.0629273 | CM: 0.00507349 | Top_Xtr: 0.0218251 | Bot_Xtr: 0.025232 +Loss contributors: + s_ln_CD : 0.825712 + s_CL : 0.638943 + s_CM : 0.336276 + s_analysis_confidence : 0.116458 + s_lower_bl_H_31 : 0.0392819 + s_upper_bl_H_31 : 0.0381377 + s_lower_bl_H_3 : 0.0370004 + s_Bot_Xtr : 0.0362657 + s_lower_bl_H_1 : 0.0343084 + s_lower_bl_H_2 : 0.0338992 +Epoch: 110 | Train Loss: 4.0915 | Test Loss: 4.16643 | analysis_confidence: 0.151016 | CL: 0.0327959 | ln_CD: 0.0583044 | CM: 0.00503305 | Top_Xtr: 0.02159 | Bot_Xtr: 0.0242362 +Loss contributors: + s_ln_CD : 0.769702 + s_CL : 0.647868 + s_CM : 0.331899 + s_analysis_confidence : 0.116137 + s_lower_bl_H_3 : 0.0388117 + s_upper_bl_H_31 : 0.0385866 + s_Bot_Xtr : 0.0374066 + s_lower_bl_H_31 : 0.0358732 + s_lower_bl_H_2 : 0.0343165 + s_upper_bl_H_28 : 0.0334238 +Epoch: 111 | Train Loss: 4.09672 | Test Loss: 4.14637 | analysis_confidence: 0.147583 | CL: 0.02928 | ln_CD: 0.0582352 | CM: 0.00469057 | Top_Xtr: 0.0340143 | Bot_Xtr: 0.0353669 +Loss contributors: + s_ln_CD : 0.833221 + s_CL : 0.611195 + s_CM : 0.310454 + s_analysis_confidence : 0.116251 + s_Bot_Xtr : 0.0421934 + s_upper_bl_H_31 : 0.0410694 + s_lower_bl_H_31 : 0.0396885 + s_lower_bl_H_3 : 0.0356443 + s_upper_bl_H_30 : 0.035273 + s_lower_bl_H_30 : 0.0342896 +Epoch: 112 | Train Loss: 4.09617 | Test Loss: 4.08741 | analysis_confidence: 0.144886 | CL: 0.0303899 | ln_CD: 0.058735 | CM: 0.00485004 | Top_Xtr: 0.0208693 | Bot_Xtr: 0.0235002 +Loss contributors: + s_ln_CD : 0.7855 + s_CL : 0.614042 + s_CM : 0.315098 + s_analysis_confidence : 0.115317 + s_upper_bl_H_31 : 0.0368544 + s_lower_bl_H_31 : 0.0361813 + s_Bot_Xtr : 0.0351504 + s_lower_bl_H_3 : 0.0348086 + s_lower_bl_H_2 : 0.0323107 + s_upper_bl_H_30 : 0.0316883 +Epoch: 113 | Train Loss: 4.09239 | Test Loss: 4.06859 | analysis_confidence: 0.151786 | CL: 0.0290692 | ln_CD: 0.0629004 | CM: 0.00464364 | Top_Xtr: 0.0223754 | Bot_Xtr: 0.0241626 +Loss contributors: + s_ln_CD : 0.815871 + s_CL : 0.602346 + s_CM : 0.314228 + s_analysis_confidence : 0.115973 + s_upper_bl_H_31 : 0.0384283 + s_Bot_Xtr : 0.0375071 + s_lower_bl_H_31 : 0.0366025 + s_lower_bl_H_3 : 0.034139 + s_lower_bl_H_2 : 0.0334767 + s_lower_bl_H_1 : 0.0324289 +Epoch: 114 | Train Loss: 4.09981 | Test Loss: 4.13687 | analysis_confidence: 0.160133 | CL: 0.0293664 | ln_CD: 0.061251 | CM: 0.00466805 | Top_Xtr: 0.0258215 | Bot_Xtr: 0.0323132 +Loss contributors: + s_ln_CD : 0.773 + s_CL : 0.619697 + s_CM : 0.315801 + s_analysis_confidence : 0.118612 + s_Bot_Xtr : 0.0401206 + s_upper_bl_H_31 : 0.0396514 + s_lower_bl_H_31 : 0.0371613 + s_lower_bl_H_3 : 0.0343818 + s_lower_bl_H_0 : 0.0340625 + s_lower_bl_H_2 : 0.0335598 +Epoch: 115 | Train Loss: 4.08935 | Test Loss: 4.16192 | analysis_confidence: 0.149392 | CL: 0.0295616 | ln_CD: 0.0650151 | CM: 0.00470061 | Top_Xtr: 0.0282495 | Bot_Xtr: 0.0318863 +Loss contributors: + s_ln_CD : 0.796723 + s_CL : 0.620016 + s_CM : 0.316127 + s_analysis_confidence : 0.115391 + s_Bot_Xtr : 0.0399175 + s_upper_bl_H_31 : 0.0367701 + s_lower_bl_H_31 : 0.0359061 + s_lower_bl_H_3 : 0.0344149 + s_lower_bl_H_2 : 0.0335717 + s_lower_bl_H_1 : 0.0330271 +Epoch: 116 | Train Loss: 4.09643 | Test Loss: 4.22539 | analysis_confidence: 0.146592 | CL: 0.0304274 | ln_CD: 0.0644539 | CM: 0.00499924 | Top_Xtr: 0.0219108 | Bot_Xtr: 0.0253678 +Loss contributors: + s_ln_CD : 0.836163 + s_CL : 0.640588 + s_CM : 0.337212 + s_analysis_confidence : 0.115098 + s_lower_bl_H_3 : 0.0382847 + s_upper_bl_H_31 : 0.0378629 + s_lower_bl_H_31 : 0.0370082 + s_Bot_Xtr : 0.0362761 + s_lower_bl_H_2 : 0.0360307 + s_lower_bl_H_1 : 0.03344 +Epoch: 117 | Train Loss: 4.07517 | Test Loss: 4.11139 | analysis_confidence: 0.149249 | CL: 0.0298226 | ln_CD: 0.0610348 | CM: 0.00502117 | Top_Xtr: 0.0238363 | Bot_Xtr: 0.0259637 +Loss contributors: + s_ln_CD : 0.798154 + s_CL : 0.60923 + s_CM : 0.328396 + s_analysis_confidence : 0.116389 + s_Bot_Xtr : 0.0380735 + s_upper_bl_H_31 : 0.0372728 + s_lower_bl_H_31 : 0.0360854 + s_lower_bl_H_3 : 0.0353282 + s_lower_bl_H_0 : 0.0342891 + s_lower_bl_H_1 : 0.0339631 +Epoch: 118 | Train Loss: 4.08871 | Test Loss: 4.46537 | analysis_confidence: 0.15258 | CL: 0.030879 | ln_CD: 0.0981846 | CM: 0.00525793 | Top_Xtr: 0.0340199 | Bot_Xtr: 0.0359997 +Loss contributors: + s_ln_CD : 1.00312 + s_CL : 0.621301 + s_CM : 0.344804 + s_analysis_confidence : 0.128852 + s_Bot_Xtr : 0.0434314 + s_upper_bl_H_31 : 0.0394798 + s_lower_bl_H_31 : 0.0390053 + s_lower_bl_H_3 : 0.0366496 + s_lower_bl_H_1 : 0.0356934 + s_lower_bl_H_2 : 0.0346074 +Epoch: 119 | Train Loss: 4.07665 | Test Loss: 4.05161 | analysis_confidence: 0.1541 | CL: 0.0295189 | ln_CD: 0.069421 | CM: 0.00466059 | Top_Xtr: 0.0216621 | Bot_Xtr: 0.0240603 +Loss contributors: + s_ln_CD : 0.832333 + s_CL : 0.598159 + s_CM : 0.303708 + s_analysis_confidence : 0.115476 + s_lower_bl_H_31 : 0.0370912 + s_upper_bl_H_31 : 0.0367492 + s_Bot_Xtr : 0.0353686 + s_lower_bl_H_2 : 0.0348016 + s_lower_bl_H_1 : 0.0339366 + s_lower_bl_H_3 : 0.0331099 +Epoch: 120 | Train Loss: 4.07098 | Test Loss: 4.08345 | analysis_confidence: 0.151678 | CL: 0.0288646 | ln_CD: 0.0673119 | CM: 0.0046959 | Top_Xtr: 0.0242661 | Bot_Xtr: 0.0260748 +Loss contributors: + s_ln_CD : 0.801878 + s_CL : 0.619775 + s_CM : 0.316796 + s_analysis_confidence : 0.116494 + s_upper_bl_H_31 : 0.0402991 + s_lower_bl_H_31 : 0.0395789 + s_Bot_Xtr : 0.038598 + s_lower_bl_H_3 : 0.0332303 + s_upper_bl_H_30 : 0.0326499 + s_lower_bl_H_30 : 0.0323555 +Epoch: 121 | Train Loss: 4.08007 | Test Loss: 4.31137 | analysis_confidence: 0.146615 | CL: 0.0324274 | ln_CD: 0.0587537 | CM: 0.00500899 | Top_Xtr: 0.0382676 | Bot_Xtr: 0.0401247 +Loss contributors: + s_ln_CD : 0.772271 + s_CL : 0.666341 + s_CM : 0.340134 + s_analysis_confidence : 0.115578 + s_Bot_Xtr : 0.0493187 + s_upper_bl_H_31 : 0.0406793 + s_lower_bl_H_31 : 0.0404156 + s_Top_Xtr : 0.0388551 + s_lower_bl_H_2 : 0.0343504 + s_lower_bl_H_1 : 0.0340608 +Epoch: 122 | Train Loss: 4.07415 | Test Loss: 4.29403 | analysis_confidence: 0.16176 | CL: 0.0386289 | ln_CD: 0.0607741 | CM: 0.00591741 | Top_Xtr: 0.0223232 | Bot_Xtr: 0.0254816 +Loss contributors: + s_ln_CD : 0.812454 + s_CL : 0.740394 + s_CM : 0.381797 + s_analysis_confidence : 0.132333 + s_upper_bl_H_31 : 0.0401644 + s_lower_bl_H_31 : 0.0382706 + s_Bot_Xtr : 0.0361297 + s_lower_bl_H_3 : 0.0331963 + s_lower_bl_H_2 : 0.0320698 + s_lower_bl_H_1 : 0.0315102 +Epoch: 123 | Train Loss: 4.07464 | Test Loss: 4.2677 | analysis_confidence: 0.144604 | CL: 0.0306496 | ln_CD: 0.0565329 | CM: 0.00536879 | Top_Xtr: 0.0243455 | Bot_Xtr: 0.0269598 +Loss contributors: + s_ln_CD : 0.836897 + s_CL : 0.6281 + s_CM : 0.352276 + s_analysis_confidence : 0.11526 + s_lower_bl_H_31 : 0.0437267 + s_upper_bl_H_31 : 0.0407011 + s_Bot_Xtr : 0.0385862 + s_lower_bl_H_30 : 0.0355709 + s_upper_bl_H_30 : 0.0338653 + s_lower_bl_H_0 : 0.0334358 +Epoch: 124 | Train Loss: 4.08246 | Test Loss: 4.11531 | analysis_confidence: 0.153263 | CL: 0.0301569 | ln_CD: 0.0598695 | CM: 0.00480347 | Top_Xtr: 0.0211794 | Bot_Xtr: 0.0230013 +Loss contributors: + s_ln_CD : 0.766995 + s_CL : 0.637011 + s_CM : 0.321514 + s_analysis_confidence : 0.116538 + s_upper_bl_H_31 : 0.0376523 + s_lower_bl_H_31 : 0.0368498 + s_Bot_Xtr : 0.0357972 + s_lower_bl_H_3 : 0.0352537 + s_upper_bl_H_30 : 0.0338055 + s_lower_bl_H_1 : 0.0330088 +Epoch: 125 | Train Loss: 4.06787 | Test Loss: 4.11967 | analysis_confidence: 0.149486 | CL: 0.0282272 | ln_CD: 0.0580133 | CM: 0.00480412 | Top_Xtr: 0.026078 | Bot_Xtr: 0.0285402 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+ s_analysis_confidence : 0.114325 + s_lower_bl_H_31 : 0.0392252 + s_upper_bl_H_31 : 0.0389685 + s_lower_bl_H_3 : 0.0371918 + s_Bot_Xtr : 0.0355538 + s_lower_bl_H_2 : 0.0337926 + s_lower_bl_H_30 : 0.0322093 +Epoch: 128 | Train Loss: 4.08296 | Test Loss: 4.10382 | analysis_confidence: 0.143722 | CL: 0.0300213 | ln_CD: 0.0570217 | CM: 0.00479929 | Top_Xtr: 0.0223562 | Bot_Xtr: 0.0250666 +Loss contributors: + s_ln_CD : 0.742661 + s_CL : 0.623561 + s_CM : 0.318605 + s_analysis_confidence : 0.114796 + s_lower_bl_H_31 : 0.0390114 + s_upper_bl_H_31 : 0.038501 + s_Bot_Xtr : 0.0364637 + s_lower_bl_H_30 : 0.0341902 + s_lower_bl_H_1 : 0.0340307 + s_lower_bl_H_3 : 0.0336384 +Epoch: 129 | Train Loss: 4.05418 | Test Loss: 4.22938 | analysis_confidence: 0.146521 | CL: 0.0360271 | ln_CD: 0.0584314 | CM: 0.005439 | Top_Xtr: 0.0254501 | Bot_Xtr: 0.0276809 +Loss contributors: + s_ln_CD : 0.757446 + s_CL : 0.690792 + s_CM : 0.358246 + s_analysis_confidence : 0.115174 + s_lower_bl_H_31 : 0.0378833 + s_upper_bl_H_31 : 0.0373355 + s_Bot_Xtr : 0.0363608 + s_lower_bl_H_30 : 0.0335235 + s_lower_bl_H_3 : 0.0324384 + s_upper_bl_H_30 : 0.0320313 +Epoch: 130 | Train Loss: 4.06035 | Test Loss: 4.07546 | analysis_confidence: 0.142799 | CL: 0.0286245 | ln_CD: 0.0597417 | CM: 0.00477354 | Top_Xtr: 0.0212384 | Bot_Xtr: 0.0231295 +Loss contributors: + s_ln_CD : 0.826695 + s_CL : 0.59222 + s_CM : 0.314839 + s_analysis_confidence : 0.114428 + s_lower_bl_H_31 : 0.0367438 + s_lower_bl_H_3 : 0.0364598 + s_upper_bl_H_31 : 0.0361676 + s_Bot_Xtr : 0.0355587 + s_lower_bl_H_2 : 0.0335151 + s_lower_bl_H_0 : 0.031952 +Epoch: 131 | Train Loss: 4.04651 | Test Loss: 4.21642 | analysis_confidence: 0.148443 | CL: 0.032189 | ln_CD: 0.0564495 | CM: 0.0049751 | Top_Xtr: 0.0232138 | Bot_Xtr: 0.0257239 +Loss contributors: + s_ln_CD : 0.748158 + s_CL : 0.655322 + s_CM : 0.333526 + s_analysis_confidence : 0.115779 + s_upper_bl_H_31 : 0.0415283 + s_Bot_Xtr : 0.0396142 + s_lower_bl_H_31 : 0.0379907 + s_lower_bl_H_2 : 0.03518 + s_upper_bl_H_30 : 0.0346749 + s_lower_bl_H_3 : 0.034399 +Epoch: 132 | Train Loss: 4.05987 | Test Loss: 4.16324 | analysis_confidence: 0.151504 | CL: 0.0283704 | ln_CD: 0.0847999 | CM: 0.00462103 | Top_Xtr: 0.0226599 | Bot_Xtr: 0.0238923 +Loss contributors: + s_ln_CD : 0.901837 + s_CL : 0.578468 + s_CM : 0.309421 + s_analysis_confidence : 0.116242 + s_upper_bl_H_31 : 0.0382387 + s_lower_bl_H_31 : 0.0369983 + s_Bot_Xtr : 0.0359912 + s_upper_bl_H_30 : 0.0330774 + s_lower_bl_H_3 : 0.0328643 + s_lower_bl_H_1 : 0.0322692 +Epoch: 133 | Train Loss: 4.04814 | Test Loss: 3.9807 | analysis_confidence: 0.146714 | CL: 0.0284353 | ln_CD: 0.0571328 | CM: 0.00470187 | Top_Xtr: 0.0250601 | Bot_Xtr: 0.0270189 +Loss contributors: + s_ln_CD : 0.763604 + s_CL : 0.5894 + s_CM : 0.310761 + s_analysis_confidence : 0.115185 + s_lower_bl_H_31 : 0.0372159 + s_upper_bl_H_31 : 0.0368753 + s_Bot_Xtr : 0.0368415 + s_lower_bl_H_2 : 0.0353589 + s_lower_bl_H_3 : 0.0351921 + s_lower_bl_H_1 : 0.0331194 +Epoch: 134 | Train Loss: 4.05659 | Test Loss: 4.10674 | analysis_confidence: 0.147203 | CL: 0.0320466 | ln_CD: 0.0581555 | CM: 0.00504191 | Top_Xtr: 0.0210768 | Bot_Xtr: 0.0242062 +Loss contributors: + s_ln_CD : 0.768719 + s_CL : 0.634568 + s_CM : 0.33429 + s_analysis_confidence : 0.117515 + s_upper_bl_H_31 : 0.0365866 + s_Bot_Xtr : 0.0364542 + s_lower_bl_H_3 : 0.0350049 + s_lower_bl_H_31 : 0.0349504 + s_lower_bl_H_1 : 0.0343997 + s_lower_bl_H_2 : 0.0337341 +Epoch: 135 | Train Loss: 4.0635 | Test Loss: 4.0926 | analysis_confidence: 0.147453 | CL: 0.0296518 | ln_CD: 0.0697999 | CM: 0.00480206 | Top_Xtr: 0.0210723 | Bot_Xtr: 0.0229156 +Loss contributors: + s_ln_CD : 0.795958 + s_CL : 0.611315 + s_CM : 0.323289 + s_analysis_confidence : 0.116927 + s_upper_bl_H_31 : 0.0411089 + s_lower_bl_H_31 : 0.0379825 + s_upper_bl_H_30 : 0.0347748 + s_Bot_Xtr : 0.0339832 + s_lower_bl_H_3 : 0.0324876 + s_upper_bl_H_29 : 0.0316449 +Epoch: 136 | Train Loss: 4.04709 | Test Loss: 4.09453 | analysis_confidence: 0.145628 | CL: 0.0311076 | ln_CD: 0.0666143 | CM: 0.00482692 | Top_Xtr: 0.0207145 | Bot_Xtr: 0.0225624 +Loss contributors: + s_ln_CD : 0.778184 + s_CL : 0.622182 + s_CM : 0.320618 + s_analysis_confidence : 0.113665 + s_upper_bl_H_31 : 0.0404462 + s_lower_bl_H_31 : 0.0382583 + s_Bot_Xtr : 0.03418 + s_lower_bl_H_3 : 0.0336798 + s_upper_bl_H_30 : 0.0326109 + s_lower_bl_H_2 : 0.0319526 +Epoch: 137 | Train Loss: 4.04259 | Test Loss: 4.07217 | analysis_confidence: 0.147518 | CL: 0.0286799 | ln_CD: 0.0665241 | CM: 0.00471208 | Top_Xtr: 0.020743 | Bot_Xtr: 0.0233749 +Loss contributors: + s_ln_CD : 0.78759 + s_CL : 0.593352 + s_CM : 0.309195 + s_analysis_confidence : 0.115487 + s_lower_bl_H_31 : 0.0373651 + s_upper_bl_H_31 : 0.0366679 + s_lower_bl_H_3 : 0.0340807 + s_lower_bl_H_1 : 0.0336138 + s_Bot_Xtr : 0.0335768 + s_lower_bl_H_0 : 0.0333052 +Epoch: 138 | Train Loss: 4.04585 | Test Loss: 4.07828 | analysis_confidence: 0.151583 | CL: 0.0324364 | ln_CD: 0.0571038 | CM: 0.00530892 | Top_Xtr: 0.0282914 | Bot_Xtr: 0.0279438 +Loss contributors: + s_ln_CD : 0.741688 + s_CL : 0.644759 + s_CM : 0.348279 + s_analysis_confidence : 0.115806 + s_upper_bl_H_31 : 0.0400363 + s_lower_bl_H_31 : 0.0396561 + s_Bot_Xtr : 0.03583 + s_lower_bl_H_0 : 0.0336008 + s_lower_bl_H_3 : 0.0334185 + s_upper_bl_H_30 : 0.0319695 +Epoch: 139 | Train Loss: 4.05277 | Test Loss: 3.99606 | analysis_confidence: 0.152011 | CL: 0.0282488 | ln_CD: 0.0631821 | CM: 0.00471394 | Top_Xtr: 0.0199371 | Bot_Xtr: 0.0221086 +Loss contributors: + s_ln_CD : 0.789047 + s_CL : 0.579359 + s_CM : 0.309035 + s_analysis_confidence : 0.116335 + s_lower_bl_H_31 : 0.0394964 + s_upper_bl_H_31 : 0.0383568 + s_lower_bl_H_3 : 0.0354088 + s_Bot_Xtr : 0.0348358 + s_lower_bl_H_2 : 0.0330023 + s_lower_bl_H_30 : 0.0316596 +Epoch: 140 | Train Loss: 4.0583 | Test Loss: 4.08849 | analysis_confidence: 0.159824 | CL: 0.031531 | ln_CD: 0.0552789 | CM: 0.00533357 | Top_Xtr: 0.0207019 | Bot_Xtr: 0.0232299 +Loss contributors: + s_ln_CD : 0.762873 + s_CL : 0.619951 + s_CM : 0.349233 + s_analysis_confidence : 0.125931 + s_upper_bl_H_31 : 0.0380948 + s_lower_bl_H_31 : 0.036938 + s_Bot_Xtr : 0.0345397 + s_lower_bl_H_3 : 0.0338534 + s_lower_bl_H_2 : 0.0333366 + s_lower_bl_H_30 : 0.032096 +Epoch: 141 | Train Loss: 4.05807 | Test Loss: 4.14816 | analysis_confidence: 0.154076 | CL: 0.0309159 | ln_CD: 0.0616785 | CM: 0.00472762 | Top_Xtr: 0.032221 | Bot_Xtr: 0.0323996 +Loss contributors: + s_ln_CD : 0.791406 + s_CL : 0.620589 + s_CM : 0.319969 + s_analysis_confidence : 0.118051 + s_Bot_Xtr : 0.0398418 + s_lower_bl_H_31 : 0.0378169 + s_upper_bl_H_31 : 0.0376601 + s_lower_bl_H_3 : 0.0339768 + s_lower_bl_H_2 : 0.0338771 + s_lower_bl_H_0 : 0.0333892 +Epoch: 142 | Train Loss: 4.07533 | Test Loss: 4.37146 | analysis_confidence: 0.149774 | CL: 0.0298226 | ln_CD: 0.0871414 | CM: 0.00476694 | Top_Xtr: 0.0211552 | Bot_Xtr: 0.0236462 +Loss contributors: + s_ln_CD : 0.980394 + s_CL : 0.62669 + s_CM : 0.323008 + s_analysis_confidence : 0.126421 + s_upper_bl_H_31 : 0.0404035 + s_lower_bl_H_31 : 0.03846 + s_Bot_Xtr : 0.0351434 + s_upper_bl_H_30 : 0.0351097 + s_lower_bl_H_30 : 0.0340301 + s_lower_bl_H_3 : 0.0330385 +Epoch: 143 | Train Loss: 4.05585 | Test Loss: 4.14174 | analysis_confidence: 0.148629 | CL: 0.0297829 | ln_CD: 0.0585687 | CM: 0.00462114 | Top_Xtr: 0.0228181 | Bot_Xtr: 0.0270719 +Loss contributors: + s_ln_CD : 0.817064 + s_CL : 0.630407 + s_CM : 0.317016 + s_analysis_confidence : 0.115332 + s_Bot_Xtr : 0.0387558 + s_upper_bl_H_31 : 0.0385919 + s_lower_bl_H_31 : 0.0363265 + s_lower_bl_H_3 : 0.0333956 + s_lower_bl_H_5 : 0.0326446 + s_lower_bl_H_0 : 0.0325821 +Epoch: 144 | Train Loss: 4.05536 | Test Loss: 4.15634 | analysis_confidence: 0.148465 | CL: 0.029744 | ln_CD: 0.0633932 | CM: 0.00474347 | Top_Xtr: 0.02467 | Bot_Xtr: 0.0261943 +Loss contributors: + s_ln_CD : 0.790252 + s_CL : 0.614399 + s_CM : 0.318274 + s_analysis_confidence : 0.119549 + s_upper_bl_H_31 : 0.0380118 + s_Bot_Xtr : 0.0372152 + s_lower_bl_H_31 : 0.0363526 + s_lower_bl_H_3 : 0.0351771 + s_lower_bl_H_2 : 0.0332318 + s_lower_bl_H_5 : 0.0325756 +Epoch: 145 | Train Loss: 4.04848 | Test Loss: 4.28715 | analysis_confidence: 0.139311 | CL: 0.0317291 | ln_CD: 0.0562957 | CM: 0.00498785 | Top_Xtr: 0.0238841 | Bot_Xtr: 0.0261152 +Loss contributors: + s_ln_CD : 0.768719 + s_CL : 0.671771 + s_CM : 0.336454 + s_analysis_confidence : 0.123535 + s_lower_bl_H_31 : 0.0376245 + s_upper_bl_H_31 : 0.0371088 + s_Bot_Xtr : 0.0367675 + s_lower_bl_H_3 : 0.0348237 + s_lower_bl_H_2 : 0.0336801 + s_lower_bl_H_1 : 0.0333959 +Epoch: 146 | Train Loss: 4.05013 | Test Loss: 4.03135 | analysis_confidence: 0.142933 | CL: 0.0309213 | ln_CD: 0.0557537 | CM: 0.00504863 | Top_Xtr: 0.0248708 | Bot_Xtr: 0.0273811 +Loss contributors: + s_ln_CD : 0.743869 + s_CL : 0.626733 + s_CM : 0.338457 + s_analysis_confidence : 0.116638 + s_Bot_Xtr : 0.0390153 + s_upper_bl_H_31 : 0.0377587 + s_lower_bl_H_31 : 0.0371123 + s_lower_bl_H_3 : 0.033733 + s_lower_bl_H_1 : 0.0328524 + s_lower_bl_H_2 : 0.0323964 +Epoch: 147 | Train Loss: 4.05356 | Test Loss: 4.1266 | analysis_confidence: 0.13977 | CL: 0.0279709 | ln_CD: 0.0837307 | CM: 0.00469466 | Top_Xtr: 0.0248191 | Bot_Xtr: 0.0284171 +Loss contributors: + s_ln_CD : 0.89042 + s_CL : 0.596253 + s_CM : 0.312656 + s_analysis_confidence : 0.117034 + s_upper_bl_H_31 : 0.0376049 + s_Bot_Xtr : 0.0373691 + s_lower_bl_H_31 : 0.0367133 + s_lower_bl_H_3 : 0.0353588 + s_lower_bl_H_2 : 0.0330062 + s_upper_bl_H_30 : 0.0313704 +Epoch: 148 | Train Loss: 4.03528 | Test Loss: 4.03787 | analysis_confidence: 0.151343 | CL: 0.0291105 | ln_CD: 0.0741524 | CM: 0.0049189 | Top_Xtr: 0.0237043 | Bot_Xtr: 0.0286007 +Loss contributors: + s_ln_CD : 0.819692 + s_CL : 0.586576 + s_CM : 0.316738 + s_analysis_confidence : 0.116082 + s_Bot_Xtr : 0.038488 + s_lower_bl_H_31 : 0.0357351 + s_upper_bl_H_31 : 0.0356084 + s_lower_bl_H_2 : 0.033753 + s_lower_bl_H_3 : 0.0334365 + s_lower_bl_H_1 : 0.0318582 +Epoch: 149 | Train Loss: 4.04574 | Test Loss: 4.20669 | analysis_confidence: 0.147748 | CL: 0.0282635 | ln_CD: 0.0777025 | CM: 0.00470323 | Top_Xtr: 0.0268424 | Bot_Xtr: 0.0292462 +Loss contributors: + s_ln_CD : 0.881427 + s_CL : 0.58983 + s_CM : 0.315407 + s_analysis_confidence : 0.116727 + s_upper_bl_H_31 : 0.041008 + s_lower_bl_H_31 : 0.0400804 + s_Bot_Xtr : 0.0384284 + s_lower_bl_H_3 : 0.034301 + s_lower_bl_H_1 : 0.0327749 + s_lower_bl_H_2 : 0.0326664 +Epoch: 150 | Train Loss: 4.04422 | Test Loss: 4.08582 | analysis_confidence: 0.145509 | CL: 0.0290902 | ln_CD: 0.0626608 | CM: 0.00463424 | Top_Xtr: 0.0210475 | Bot_Xtr: 0.0235204 +Loss contributors: + s_ln_CD : 0.788677 + s_CL : 0.601181 + s_CM : 0.311084 + s_analysis_confidence : 0.114672 + s_lower_bl_H_31 : 0.0373438 + s_upper_bl_H_31 : 0.0372605 + s_Bot_Xtr : 0.0364792 + s_lower_bl_H_3 : 0.0348595 + s_lower_bl_H_2 : 0.0331845 + s_lower_bl_H_1 : 0.0317863 +Epoch: 151 | Train Loss: 4.04543 | Test Loss: 4.13649 | analysis_confidence: 0.147193 | CL: 0.0302243 | ln_CD: 0.0603835 | CM: 0.00531641 | Top_Xtr: 0.020634 | Bot_Xtr: 0.0240183 +Loss contributors: + s_ln_CD : 0.776268 + s_CL : 0.618747 + s_CM : 0.348751 + s_analysis_confidence : 0.115391 + s_lower_bl_H_31 : 0.0387866 + s_upper_bl_H_31 : 0.0383979 + s_Bot_Xtr : 0.034592 + s_lower_bl_H_30 : 0.0324468 + s_upper_bl_H_30 : 0.0318394 + s_lower_bl_H_3 : 0.0312325 +Epoch: 152 | Train Loss: 4.04235 | Test Loss: 4.22239 | analysis_confidence: 0.149655 | CL: 0.0328813 | ln_CD: 0.0618514 | CM: 0.00630524 | Top_Xtr: 0.0223375 | Bot_Xtr: 0.0251617 +Loss contributors: + s_ln_CD : 0.759738 + s_CL : 0.64687 + s_CM : 0.432954 + s_analysis_confidence : 0.116327 + s_upper_bl_H_31 : 0.0376776 + s_Bot_Xtr : 0.0353704 + s_lower_bl_H_31 : 0.0352798 + s_lower_bl_H_3 : 0.0344297 + s_lower_bl_H_2 : 0.0341956 + s_lower_bl_H_1 : 0.0338141 +Epoch: 153 | Train Loss: 4.04572 | Test Loss: 4.16883 | analysis_confidence: 0.142783 | CL: 0.0307266 | ln_CD: 0.0640452 | CM: 0.0049553 | Top_Xtr: 0.0211903 | Bot_Xtr: 0.0246188 +Loss contributors: + s_ln_CD : 0.836642 + s_CL : 0.620242 + s_CM : 0.330205 + s_analysis_confidence : 0.116665 + s_upper_bl_H_31 : 0.0372161 + s_lower_bl_H_31 : 0.0365397 + s_Bot_Xtr : 0.0355989 + s_lower_bl_H_3 : 0.0341266 + s_lower_bl_H_2 : 0.0337385 + s_lower_bl_H_1 : 0.0334142 +Epoch: 154 | Train Loss: 4.04547 | Test Loss: 4.05499 | analysis_confidence: 0.145522 | CL: 0.0280481 | ln_CD: 0.0619087 | CM: 0.00455284 | Top_Xtr: 0.0219048 | Bot_Xtr: 0.0232575 +Loss contributors: + s_ln_CD : 0.820138 + s_CL : 0.582971 + s_CM : 0.310398 + s_analysis_confidence : 0.115419 + s_upper_bl_H_31 : 0.0391437 + s_lower_bl_H_31 : 0.0365904 + s_Bot_Xtr : 0.0359484 + s_lower_bl_H_3 : 0.0341897 + s_lower_bl_H_2 : 0.0323023 + s_lower_bl_H_0 : 0.0319874 +Epoch: 155 | Train Loss: 4.04668 | Test Loss: 4.04913 | analysis_confidence: 0.142344 | CL: 0.0338827 | ln_CD: 0.0555858 | CM: 0.00520088 | Top_Xtr: 0.0197998 | Bot_Xtr: 0.0226337 +Loss contributors: + s_ln_CD : 0.761582 + s_CL : 0.653961 + s_CM : 0.345001 + s_analysis_confidence : 0.115658 + s_upper_bl_H_31 : 0.040161 + s_lower_bl_H_31 : 0.0375727 + s_Bot_Xtr : 0.0334575 + s_lower_bl_H_3 : 0.0327258 + s_lower_bl_H_2 : 0.0323673 + s_lower_bl_H_1 : 0.0314934 +Epoch: 156 | Train Loss: 4.03807 | Test Loss: 4.13697 | analysis_confidence: 0.144073 | CL: 0.0327733 | ln_CD: 0.0589062 | CM: 0.00520014 | Top_Xtr: 0.0260445 | Bot_Xtr: 0.0282904 +Loss contributors: + s_ln_CD : 0.757105 + s_CL : 0.652748 + s_CM : 0.341485 + s_analysis_confidence : 0.116107 + s_Bot_Xtr : 0.0378503 + s_lower_bl_H_31 : 0.0359945 + s_upper_bl_H_31 : 0.0351625 + s_lower_bl_H_3 : 0.0337699 + s_lower_bl_H_2 : 0.0326021 + s_lower_bl_H_1 : 0.0320486 +Epoch: 157 | Train Loss: 4.03027 | Test Loss: 4.00473 | analysis_confidence: 0.146223 | CL: 0.0309793 | ln_CD: 0.0547587 | CM: 0.00558371 | Top_Xtr: 0.0223929 | Bot_Xtr: 0.025474 +Loss contributors: + s_ln_CD : 0.721512 + s_CL : 0.615214 + s_CM : 0.359329 + s_analysis_confidence : 0.115598 + s_upper_bl_H_31 : 0.0373755 + s_lower_bl_H_31 : 0.0370222 + s_Bot_Xtr : 0.0359207 + s_lower_bl_H_3 : 0.0352318 + s_lower_bl_H_2 : 0.0318 + s_lower_bl_H_0 : 0.0311929 +Epoch: 158 | Train Loss: 4.03258 | Test Loss: 4.14829 | analysis_confidence: 0.142986 | CL: 0.0311334 | ln_CD: 0.0601788 | CM: 0.0051529 | Top_Xtr: 0.0201431 | Bot_Xtr: 0.0232657 +Loss contributors: + s_ln_CD : 0.777292 + s_CL : 0.632336 + s_CM : 0.348416 + s_analysis_confidence : 0.114439 + s_upper_bl_H_31 : 0.0381651 + s_lower_bl_H_31 : 0.0378941 + s_lower_bl_H_0 : 0.0351701 + s_Bot_Xtr : 0.0337947 + s_lower_bl_H_3 : 0.0336059 + s_lower_bl_H_2 : 0.0320385 +Epoch: 159 | Train Loss: 4.02725 | Test Loss: 4.29148 | analysis_confidence: 0.154334 | CL: 0.0296528 | ln_CD: 0.0695226 | CM: 0.00490641 | Top_Xtr: 0.0329084 | Bot_Xtr: 0.0330176 +Loss contributors: + s_ln_CD : 0.793362 + s_CL : 0.609257 + s_CM : 0.324291 + s_analysis_confidence : 0.117445 + s_Bot_Xtr : 0.0449883 + s_upper_bl_H_31 : 0.041225 + s_lower_bl_H_31 : 0.0385837 + s_upper_bl_H_30 : 0.0379085 + s_lower_bl_H_3 : 0.0372858 + s_lower_bl_H_2 : 0.0370068 +Epoch: 160 | Train Loss: 4.02584 | Test Loss: 3.92884 | analysis_confidence: 0.142198 | CL: 0.0283898 | ln_CD: 0.0652826 | CM: 0.00477716 | Top_Xtr: 0.0202623 | Bot_Xtr: 0.0221432 +Loss contributors: + s_ln_CD : 0.760323 + s_CL : 0.585798 + s_CM : 0.309316 + s_analysis_confidence : 0.118186 + s_upper_bl_H_31 : 0.0375502 + s_lower_bl_H_31 : 0.0353829 + s_lower_bl_H_2 : 0.0338928 + s_lower_bl_H_3 : 0.0335705 + s_Bot_Xtr : 0.0328848 + s_lower_bl_H_1 : 0.0324111 +Epoch: 161 | Train Loss: 4.01503 | Test Loss: 4.13747 | analysis_confidence: 0.152579 | CL: 0.0315366 | ln_CD: 0.0707867 | CM: 0.0049035 | Top_Xtr: 0.0231247 | Bot_Xtr: 0.0262234 +Loss contributors: + s_ln_CD : 0.795784 + s_CL : 0.628227 + s_CM : 0.324302 + s_analysis_confidence : 0.115221 + s_upper_bl_H_31 : 0.0377398 + s_lower_bl_H_31 : 0.0354951 + s_Bot_Xtr : 0.0344061 + s_lower_bl_H_0 : 0.0333361 + s_lower_bl_H_3 : 0.0328139 + s_upper_bl_H_30 : 0.0324956 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analysis_confidence: 0.146253 | CL: 0.0295242 | ln_CD: 0.0611726 | CM: 0.0048193 | Top_Xtr: 0.022276 | Bot_Xtr: 0.0249542 +Loss contributors: + s_ln_CD : 0.75247 + s_CL : 0.599594 + s_CM : 0.316711 + s_analysis_confidence : 0.114729 + s_Bot_Xtr : 0.0403311 + s_upper_bl_H_31 : 0.0390431 + s_lower_bl_H_31 : 0.0368059 + s_lower_bl_H_3 : 0.0329021 + s_lower_bl_H_1 : 0.0324485 + s_upper_bl_H_30 : 0.0324069 +Epoch: 165 | Train Loss: 4.02152 | Test Loss: 4.23562 | analysis_confidence: 0.169658 | CL: 0.0303706 | ln_CD: 0.0607297 | CM: 0.00499283 | Top_Xtr: 0.0263491 | Bot_Xtr: 0.0286161 +Loss contributors: + s_ln_CD : 0.867971 + s_CL : 0.606735 + s_CM : 0.326118 + s_analysis_confidence : 0.128648 + s_upper_bl_H_31 : 0.0381853 + s_lower_bl_H_31 : 0.0375965 + s_Bot_Xtr : 0.037328 + s_lower_bl_H_2 : 0.0321323 + s_upper_bl_H_30 : 0.0316702 + s_lower_bl_H_1 : 0.0316084 +Epoch: 166 | Train Loss: 4.02853 | Test Loss: 4.09446 | analysis_confidence: 0.155484 | CL: 0.0333526 | ln_CD: 0.0583891 | CM: 0.00477992 | Top_Xtr: 0.0226483 | Bot_Xtr: 0.0249044 +Loss contributors: + s_ln_CD : 0.731391 + s_CL : 0.651546 + s_CM : 0.312207 + s_analysis_confidence : 0.117746 + s_Bot_Xtr : 0.0364359 + s_lower_bl_H_31 : 0.0354792 + s_upper_bl_H_31 : 0.0345111 + s_lower_bl_H_3 : 0.0335014 + s_lower_bl_H_1 : 0.0327895 + s_lower_bl_H_30 : 0.0322277 +Epoch: 167 | Train Loss: 4.01562 | Test Loss: 3.89015 | analysis_confidence: 0.141948 | CL: 0.0273941 | ln_CD: 0.05557 | CM: 0.00461943 | Top_Xtr: 0.0239948 | Bot_Xtr: 0.0262062 +Loss contributors: + s_ln_CD : 0.719208 + s_CL : 0.572772 + s_CM : 0.30693 + s_analysis_confidence : 0.117536 + s_Bot_Xtr : 0.0402783 + s_upper_bl_H_31 : 0.0387231 + s_lower_bl_H_31 : 0.0352821 + s_lower_bl_H_3 : 0.0332334 + s_lower_bl_H_1 : 0.0326213 + s_lower_bl_H_2 : 0.0313264 +Epoch: 168 | Train Loss: 4.0102 | Test Loss: 4.22377 | analysis_confidence: 0.145935 | CL: 0.0299943 | ln_CD: 0.0701243 | CM: 0.00488552 | Top_Xtr: 0.022316 | Bot_Xtr: 0.0242687 +Loss contributors: + s_ln_CD : 0.799125 + s_CL : 0.611553 + s_CM : 0.329879 + s_analysis_confidence : 0.11538 + s_lower_bl_H_31 : 0.0385757 + s_lower_bl_H_2 : 0.0380527 + s_upper_bl_H_31 : 0.0375913 + s_lower_bl_H_3 : 0.037174 + s_lower_bl_H_1 : 0.0370516 + s_Bot_Xtr : 0.0359164 +Epoch: 169 | Train Loss: 4.01907 | Test Loss: 4.18182 | analysis_confidence: 0.148514 | CL: 0.0319781 | ln_CD: 0.0629284 | CM: 0.00572848 | Top_Xtr: 0.0235645 | Bot_Xtr: 0.0271154 +Loss contributors: + s_ln_CD : 0.777055 + s_CL : 0.624138 + s_CM : 0.37671 + s_analysis_confidence : 0.115676 + s_upper_bl_H_31 : 0.0380722 + s_lower_bl_H_31 : 0.0378083 + s_Bot_Xtr : 0.0350352 + s_upper_bl_H_30 : 0.0326905 + s_lower_bl_H_30 : 0.0324993 + s_lower_bl_H_3 : 0.0322571 +Epoch: 170 | Train Loss: 4.01217 | Test Loss: 4.18545 | analysis_confidence: 0.152358 | CL: 0.0307474 | ln_CD: 0.0614576 | CM: 0.00483885 | Top_Xtr: 0.0274345 | Bot_Xtr: 0.0303163 +Loss contributors: + s_ln_CD : 0.7998 + s_CL : 0.61862 + s_CM : 0.326648 + s_analysis_confidence : 0.120054 + s_Bot_Xtr : 0.0391321 + s_upper_bl_H_31 : 0.0380989 + s_lower_bl_H_31 : 0.0367345 + s_lower_bl_H_3 : 0.0353546 + s_lower_bl_H_2 : 0.0335738 + s_lower_bl_H_1 : 0.0327768 +Epoch: 171 | Train Loss: 4.01033 | Test Loss: 4.28455 | analysis_confidence: 0.146126 | CL: 0.0287356 | ln_CD: 0.0855653 | CM: 0.00470454 | Top_Xtr: 0.0220422 | Bot_Xtr: 0.0245411 +Loss contributors: + s_ln_CD : 0.917 + s_CL : 0.623373 + s_CM : 0.323657 + s_analysis_confidence : 0.114824 + s_lower_bl_H_31 : 0.0379523 + s_upper_bl_H_31 : 0.0372715 + s_lower_bl_H_2 : 0.0345624 + s_Bot_Xtr : 0.0345208 + s_lower_bl_H_1 : 0.0342347 + s_lower_bl_H_3 : 0.0337672 +Epoch: 172 | Train Loss: 4.02561 | Test Loss: 4.09715 | analysis_confidence: 0.152383 | CL: 0.0324138 | ln_CD: 0.0562116 | CM: 0.00556825 | Top_Xtr: 0.0212273 | Bot_Xtr: 0.0236994 +Loss contributors: + s_ln_CD : 0.740926 + s_CL : 0.649418 + s_CM : 0.374202 + s_analysis_confidence : 0.11678 + s_upper_bl_H_31 : 0.0396159 + s_lower_bl_H_31 : 0.0388468 + s_Bot_Xtr : 0.0347271 + s_lower_bl_H_3 : 0.0337546 + s_lower_bl_H_0 : 0.0324805 + s_upper_bl_H_30 : 0.032058 +Epoch: 173 | Train Loss: 4.00784 | Test Loss: 4.32317 | analysis_confidence: 0.155663 | CL: 0.0342508 | ln_CD: 0.0625153 | CM: 0.00481263 | Top_Xtr: 0.0212219 | Bot_Xtr: 0.0251068 +Loss contributors: + s_ln_CD : 0.849418 + s_CL : 0.669527 + s_CM : 0.325563 + s_analysis_confidence : 0.119348 + s_lower_bl_H_1 : 0.0401906 + s_lower_bl_H_2 : 0.0389143 + s_upper_bl_H_31 : 0.0378356 + s_lower_bl_H_31 : 0.0366459 + s_Bot_Xtr : 0.0364479 + s_lower_bl_H_3 : 0.0362397 +Epoch: 174 | Train Loss: 4.0056 | Test Loss: 4.09086 | analysis_confidence: 0.143483 | CL: 0.029106 | ln_CD: 0.0716905 | CM: 0.00465049 | Top_Xtr: 0.023163 | Bot_Xtr: 0.0250982 +Loss contributors: + s_ln_CD : 0.80917 + s_CL : 0.607873 + s_CM : 0.311176 + s_analysis_confidence : 0.116109 + s_lower_bl_H_3 : 0.037137 + s_upper_bl_H_31 : 0.0364243 + s_lower_bl_H_31 : 0.0353536 + s_lower_bl_H_2 : 0.0342657 + s_Bot_Xtr : 0.0340374 + s_lower_bl_H_0 : 0.0338938 +Epoch: 175 | Train Loss: 4.00491 | Test Loss: 4.19767 | analysis_confidence: 0.157731 | CL: 0.0323395 | ln_CD: 0.0594938 | CM: 0.00605983 | Top_Xtr: 0.0206524 | Bot_Xtr: 0.0237294 +Loss contributors: + s_ln_CD : 0.751317 + s_CL : 0.643391 + s_CM : 0.403586 + s_analysis_confidence : 0.117844 + s_upper_bl_H_31 : 0.037881 + s_lower_bl_H_31 : 0.0371897 + s_Bot_Xtr : 0.0359264 + s_lower_bl_H_3 : 0.0345898 + s_lower_bl_H_2 : 0.0327979 + s_lower_bl_H_30 : 0.0312595 +Epoch: 176 | Train Loss: 4.00568 | Test Loss: 4.06368 | analysis_confidence: 0.1417 | CL: 0.0302952 | ln_CD: 0.0630478 | CM: 0.00499144 | Top_Xtr: 0.0279884 | Bot_Xtr: 0.0282373 +Loss contributors: + s_ln_CD : 0.753996 + s_CL : 0.609854 + s_CM : 0.329994 + s_analysis_confidence : 0.114859 + s_upper_bl_H_31 : 0.0375016 + s_Bot_Xtr : 0.0374318 + s_lower_bl_H_31 : 0.0352946 + s_lower_bl_H_3 : 0.0319147 + s_upper_bl_H_30 : 0.0308776 + s_lower_bl_H_30 : 0.0306387 +Epoch: 177 | Train Loss: 4.00502 | Test Loss: 4.01209 | analysis_confidence: 0.14746 | CL: 0.0328314 | ln_CD: 0.0618199 | CM: 0.00461723 | Top_Xtr: 0.021004 | Bot_Xtr: 0.0233098 +Loss contributors: + s_ln_CD : 0.728282 + s_CL : 0.623229 + s_CM : 0.309106 + s_analysis_confidence : 0.115491 + s_upper_bl_H_31 : 0.035901 + s_lower_bl_H_31 : 0.0341777 + s_lower_bl_H_3 : 0.034026 + s_Bot_Xtr : 0.0337841 + s_lower_bl_H_5 : 0.0330172 + s_lower_bl_H_2 : 0.0320317 +Epoch: 178 | Train Loss: 4.00285 | Test Loss: 4.34786 | analysis_confidence: 0.148144 | CL: 0.0357154 | ln_CD: 0.0716123 | CM: 0.00507872 | Top_Xtr: 0.0235543 | Bot_Xtr: 0.0253016 +Loss contributors: + s_ln_CD : 0.826077 + s_CL : 0.695892 + s_CM : 0.342857 + s_analysis_confidence : 0.115411 + s_upper_bl_H_31 : 0.0430011 + s_lower_bl_H_31 : 0.0392121 + s_lower_bl_H_3 : 0.0390809 + s_upper_bl_H_30 : 0.0384089 + s_lower_bl_H_30 : 0.0362094 + s_Bot_Xtr : 0.035173 +Epoch: 179 | Train Loss: 4.02111 | Test Loss: 4.09742 | analysis_confidence: 0.14951 | CL: 0.0344796 | ln_CD: 0.0565129 | CM: 0.00552021 | Top_Xtr: 0.0211764 | Bot_Xtr: 0.0240796 +Loss contributors: + s_ln_CD : 0.747289 + s_CL : 0.674968 + s_CM : 0.35247 + s_analysis_confidence : 0.114637 + s_upper_bl_H_31 : 0.0375018 + s_lower_bl_H_31 : 0.0367303 + s_Bot_Xtr : 0.0350463 + s_lower_bl_H_0 : 0.0338737 + s_lower_bl_H_30 : 0.0318318 + s_lower_bl_H_2 : 0.0317261 +Epoch: 180 | Train Loss: 4.01853 | Test Loss: 4.06908 | analysis_confidence: 0.148613 | CL: 0.0295133 | ln_CD: 0.0638628 | CM: 0.00492413 | Top_Xtr: 0.0205777 | Bot_Xtr: 0.0227567 +Loss contributors: + s_ln_CD : 0.817335 + s_CL : 0.611681 + s_CM : 0.325709 + s_analysis_confidence : 0.114255 + s_upper_bl_H_31 : 0.0354792 + s_lower_bl_H_31 : 0.0341211 + s_Bot_Xtr : 0.0331554 + s_lower_bl_H_3 : 0.0331242 + s_lower_bl_H_2 : 0.0320883 + s_lower_bl_H_1 : 0.0311162 +Epoch: 181 | Train Loss: 4.00329 | Test Loss: 4.26012 | analysis_confidence: 0.143231 | CL: 0.0339315 | ln_CD: 0.0679018 | CM: 0.00591702 | Top_Xtr: 0.0236558 | Bot_Xtr: 0.0266017 +Loss contributors: + s_ln_CD : 0.794585 + s_CL : 0.669995 + s_CM : 0.39432 + s_analysis_confidence : 0.114575 + s_upper_bl_H_31 : 0.0394706 + s_lower_bl_H_31 : 0.03666 + s_Bot_Xtr : 0.0362567 + s_lower_bl_H_3 : 0.0334197 + s_upper_bl_H_30 : 0.0321565 + s_lower_bl_H_2 : 0.031507 +Epoch: 182 | Train Loss: 3.99806 | Test Loss: 4.07947 | analysis_confidence: 0.143766 | CL: 0.02942 | ln_CD: 0.0716268 | CM: 0.00524116 | Top_Xtr: 0.0216789 | Bot_Xtr: 0.0239742 +Loss contributors: + s_ln_CD : 0.81459 + s_CL : 0.590485 + s_CM : 0.334505 + s_analysis_confidence : 0.114835 + s_upper_bl_H_31 : 0.0400947 + s_lower_bl_H_31 : 0.0375189 + s_upper_bl_H_30 : 0.0341655 + s_Bot_Xtr : 0.0333273 + s_lower_bl_H_30 : 0.0324437 + s_lower_bl_H_3 : 0.0319394 +Epoch: 183 | Train Loss: 4.0053 | Test Loss: 4.28886 | analysis_confidence: 0.146962 | CL: 0.0334224 | ln_CD: 0.0589643 | CM: 0.00535733 | Top_Xtr: 0.0208737 | Bot_Xtr: 0.0239548 +Loss contributors: + s_ln_CD : 0.778692 + s_CL : 0.69696 + s_CM : 0.369861 + s_analysis_confidence : 0.11649 + s_upper_bl_H_31 : 0.0419981 + s_lower_bl_H_31 : 0.0414752 + s_Bot_Xtr : 0.0349957 + s_lower_bl_H_3 : 0.0346125 + s_upper_bl_H_30 : 0.0334013 + s_lower_bl_H_30 : 0.0323757 +Epoch: 184 | Train Loss: 3.99289 | Test Loss: 4.14373 | analysis_confidence: 0.14619 | CL: 0.029634 | ln_CD: 0.0578109 | CM: 0.00507883 | Top_Xtr: 0.0221281 | Bot_Xtr: 0.0243569 +Loss contributors: + s_ln_CD : 0.737155 + s_CL : 0.612803 + s_CM : 0.345567 + s_analysis_confidence : 0.114776 + s_upper_bl_H_31 : 0.0423452 + s_lower_bl_H_31 : 0.0406468 + s_lower_bl_H_3 : 0.0383598 + s_upper_bl_H_30 : 0.0357835 + s_lower_bl_H_4 : 0.0343631 + s_lower_bl_H_30 : 0.0338928 +Epoch: 185 | Train Loss: 3.98409 | Test Loss: 4.07043 | analysis_confidence: 0.157049 | CL: 0.0321194 | ln_CD: 0.0617414 | CM: 0.00489627 | Top_Xtr: 0.0263056 | Bot_Xtr: 0.0297284 +Loss contributors: + s_ln_CD : 0.762425 + s_CL : 0.621222 + s_CM : 0.316427 + s_analysis_confidence : 0.116742 + s_Bot_Xtr : 0.0365589 + s_upper_bl_H_31 : 0.0365561 + s_lower_bl_H_31 : 0.0354109 + s_upper_bl_H_30 : 0.0325854 + s_lower_bl_H_3 : 0.0323331 + s_lower_bl_H_30 : 0.0310931 +Epoch: 186 | Train Loss: 3.97758 | Test Loss: 4.08275 | analysis_confidence: 0.15432 | CL: 0.0291566 | ln_CD: 0.0595113 | CM: 0.00481998 | Top_Xtr: 0.0205607 | Bot_Xtr: 0.0231813 +Loss contributors: + s_ln_CD : 0.750536 + s_CL : 0.609807 + s_CM : 0.319416 + s_analysis_confidence : 0.115423 + s_upper_bl_H_31 : 0.0381238 + s_lower_bl_H_3 : 0.0360913 + s_lower_bl_H_31 : 0.0350539 + s_Bot_Xtr : 0.0338742 + s_lower_bl_H_1 : 0.0338489 + s_lower_bl_H_2 : 0.0334476 +Epoch: 187 | Train Loss: 3.98732 | Test Loss: 4.44688 | analysis_confidence: 0.145594 | CL: 0.0305827 | ln_CD: 0.0986863 | CM: 0.00488995 | Top_Xtr: 0.0279425 | Bot_Xtr: 0.028164 +Loss contributors: + s_ln_CD : 1.063 + s_CL : 0.618919 + s_CM : 0.328746 + s_analysis_confidence : 0.115812 + s_upper_bl_H_31 : 0.0398568 + s_lower_bl_H_31 : 0.0397935 + s_Bot_Xtr : 0.0382946 + s_lower_bl_H_30 : 0.0347136 + s_lower_bl_H_3 : 0.0346521 + s_upper_bl_H_30 : 0.034364 +Epoch: 188 | Train Loss: 3.98993 | Test Loss: 4.05915 | analysis_confidence: 0.1461 | CL: 0.0303124 | ln_CD: 0.0586042 | CM: 0.00496479 | Top_Xtr: 0.0208161 | Bot_Xtr: 0.0231609 +Loss contributors: + s_ln_CD : 0.749669 + s_CL : 0.624991 + s_CM : 0.328636 + s_analysis_confidence : 0.117866 + s_lower_bl_H_31 : 0.0386027 + s_upper_bl_H_31 : 0.0367942 + s_Bot_Xtr : 0.0333359 + s_lower_bl_H_2 : 0.0326669 + s_lower_bl_H_3 : 0.0326575 + s_lower_bl_H_1 : 0.0319644 +Epoch: 189 | Train Loss: 3.98456 | Test Loss: 4.13772 | analysis_confidence: 0.151357 | CL: 0.0313814 | ln_CD: 0.0601946 | CM: 0.00488929 | Top_Xtr: 0.0210889 | Bot_Xtr: 0.0248037 +Loss contributors: + s_ln_CD : 0.761465 + s_CL : 0.627194 + s_CM : 0.32813 + s_analysis_confidence : 0.115384 + s_lower_bl_H_31 : 0.0371675 + s_lower_bl_H_3 : 0.0365588 + s_upper_bl_H_31 : 0.0365463 + s_lower_bl_H_2 : 0.0357569 + s_Bot_Xtr : 0.0354977 + s_lower_bl_H_1 : 0.0326175 +Epoch: 190 | Train Loss: 3.99116 | Test Loss: 3.92362 | analysis_confidence: 0.152272 | CL: 0.0288856 | ln_CD: 0.0562645 | CM: 0.00476524 | Top_Xtr: 0.0216103 | Bot_Xtr: 0.0242745 +Loss contributors: + s_ln_CD : 0.723107 + s_CL : 0.5867 + s_CM : 0.317122 + s_analysis_confidence : 0.119542 + s_lower_bl_H_31 : 0.0346926 + s_upper_bl_H_31 : 0.0346137 + s_Bot_Xtr : 0.0343275 + s_lower_bl_H_3 : 0.0337803 + s_lower_bl_H_1 : 0.0313272 + s_lower_bl_H_2 : 0.0306657 +Epoch: 191 | Train Loss: 3.98908 | Test Loss: 4.24872 | analysis_confidence: 0.14824 | CL: 0.0321868 | ln_CD: 0.0970163 | CM: 0.00509364 | Top_Xtr: 0.0209586 | Bot_Xtr: 0.0236167 +Loss contributors: + s_ln_CD : 0.980144 + s_CL : 0.614299 + s_CM : 0.324971 + s_analysis_confidence : 0.114211 + s_upper_bl_H_31 : 0.0356383 + s_lower_bl_H_31 : 0.0348637 + s_lower_bl_H_0 : 0.0339486 + s_lower_bl_H_2 : 0.0334731 + s_Bot_Xtr : 0.0331936 + s_lower_bl_H_1 : 0.0327889 +Epoch: 192 | Train Loss: 3.98487 | Test Loss: 3.96055 | analysis_confidence: 0.151573 | CL: 0.0277297 | ln_CD: 0.0548108 | CM: 0.00451605 | Top_Xtr: 0.0293325 | Bot_Xtr: 0.0309679 +Loss contributors: + s_ln_CD : 0.796988 + s_CL : 0.577847 + s_CM : 0.29994 + s_analysis_confidence : 0.115391 + s_upper_bl_H_31 : 0.0403268 + s_Bot_Xtr : 0.0391488 + s_lower_bl_H_31 : 0.0348934 + s_upper_bl_H_30 : 0.0330274 + s_lower_bl_H_3 : 0.0325923 + s_lower_bl_H_2 : 0.0312947 +Epoch: 193 | Train Loss: 3.98253 | Test Loss: 4.05524 | analysis_confidence: 0.149295 | CL: 0.0299614 | ln_CD: 0.0582044 | CM: 0.00469785 | Top_Xtr: 0.0205265 | Bot_Xtr: 0.023513 +Loss contributors: + s_ln_CD : 0.820808 + s_CL : 0.612269 + s_CM : 0.309765 + s_analysis_confidence : 0.115066 + s_upper_bl_H_31 : 0.0367185 + s_lower_bl_H_31 : 0.0357278 + s_Bot_Xtr : 0.0336453 + s_lower_bl_H_3 : 0.0319514 + s_lower_bl_H_2 : 0.031406 + s_upper_bl_H_30 : 0.0311884 +Epoch: 194 | Train Loss: 3.97815 | Test Loss: 3.94347 | analysis_confidence: 0.141103 | CL: 0.0280357 | ln_CD: 0.0554885 | CM: 0.00462682 | Top_Xtr: 0.0201585 | Bot_Xtr: 0.0225265 +Loss contributors: + s_ln_CD : 0.778753 + s_CL : 0.583879 + s_CM : 0.312465 + s_analysis_confidence : 0.118745 + s_upper_bl_H_31 : 0.0359833 + s_lower_bl_H_31 : 0.0359389 + s_lower_bl_H_3 : 0.0339479 + s_Bot_Xtr : 0.0321657 + s_lower_bl_H_2 : 0.0313408 + s_lower_bl_H_5 : 0.0308078 +Epoch: 195 | Train Loss: 3.98141 | Test Loss: 3.85411 | analysis_confidence: 0.149553 | CL: 0.0268958 | ln_CD: 0.0544316 | CM: 0.00458012 | Top_Xtr: 0.0196245 | Bot_Xtr: 0.0224795 +Loss contributors: + s_ln_CD : 0.719674 + s_CL : 0.556831 + s_CM : 0.30114 + s_analysis_confidence : 0.115483 + s_upper_bl_H_31 : 0.0354627 + s_lower_bl_H_3 : 0.0343434 + s_lower_bl_H_31 : 0.0341615 + s_lower_bl_H_2 : 0.0338796 + s_Bot_Xtr : 0.032402 + s_lower_bl_H_1 : 0.0318328 +Epoch: 196 | Train Loss: 3.98591 | Test Loss: 4.20783 | analysis_confidence: 0.162179 | CL: 0.0354101 | ln_CD: 0.0563773 | CM: 0.00545339 | Top_Xtr: 0.0213914 | Bot_Xtr: 0.0236626 +Loss contributors: + s_ln_CD : 0.738562 + s_CL : 0.690273 + s_CM : 0.369086 + s_analysis_confidence : 0.120339 + s_upper_bl_H_31 : 0.0393087 + s_lower_bl_H_31 : 0.0392942 + s_Bot_Xtr : 0.0362091 + s_lower_bl_H_3 : 0.0333737 + s_lower_bl_H_2 : 0.0325669 + s_upper_bl_H_30 : 0.0308036 +Epoch: 197 | Train Loss: 3.97264 | Test Loss: 4.07359 | analysis_confidence: 0.153192 | CL: 0.0299419 | ln_CD: 0.0612312 | CM: 0.00486078 | Top_Xtr: 0.0203855 | Bot_Xtr: 0.0226912 +Loss contributors: + s_ln_CD : 0.7705 + s_CL : 0.607219 + s_CM : 0.315953 + s_analysis_confidence : 0.11613 + s_lower_bl_H_31 : 0.0374992 + s_upper_bl_H_31 : 0.0369641 + s_lower_bl_H_30 : 0.0335875 + s_lower_bl_H_3 : 0.0328135 + s_Bot_Xtr : 0.0325625 + s_upper_bl_H_30 : 0.0324814 +Epoch: 198 | Train Loss: 3.97564 | Test Loss: 4.09586 | analysis_confidence: 0.154142 | CL: 0.0291943 | ln_CD: 0.0608349 | CM: 0.00523712 | Top_Xtr: 0.0216985 | Bot_Xtr: 0.0245446 +Loss contributors: + s_ln_CD : 0.753733 + s_CL : 0.607124 + s_CM : 0.35084 + s_analysis_confidence : 0.117383 + s_lower_bl_H_31 : 0.0382713 + s_upper_bl_H_31 : 0.0378006 + s_lower_bl_H_3 : 0.0360948 + s_lower_bl_H_2 : 0.0346312 + s_lower_bl_H_1 : 0.0331752 + s_Bot_Xtr : 0.0330821 +Epoch: 199 | Train Loss: 3.97934 | Test Loss: 4.0679 | analysis_confidence: 0.14771 | CL: 0.0299853 | ln_CD: 0.0560767 | CM: 0.00448337 | Top_Xtr: 0.0211269 | Bot_Xtr: 0.0243006 +Loss contributors: + s_ln_CD : 0.739711 + s_CL : 0.602396 + s_CM : 0.299275 + s_analysis_confidence : 0.115267 + s_lower_bl_H_31 : 0.0361774 + s_Bot_Xtr : 0.0357664 + s_upper_bl_H_31 : 0.0355595 + s_lower_bl_H_3 : 0.0324542 + s_lower_bl_H_2 : 0.0323074 + s_upper_bl_ret_0 : 0.0322886 +Epoch: 200 | Train Loss: 3.96873 | Test Loss: 4.07574 | analysis_confidence: 0.154841 | CL: 0.0310586 | ln_CD: 0.0626477 | CM: 0.00503654 | Top_Xtr: 0.0237931 | Bot_Xtr: 0.0256116 +Loss contributors: + s_ln_CD : 0.762571 + s_CL : 0.620644 + s_CM : 0.32855 + s_analysis_confidence : 0.11752 + s_upper_bl_H_31 : 0.0396169 + s_lower_bl_H_31 : 0.0381624 + s_upper_bl_H_30 : 0.0344816 + s_Bot_Xtr : 0.0335727 + s_lower_bl_H_30 : 0.0328805 + s_lower_bl_H_1 : 0.032532 +Epoch: 201 | Train Loss: 3.98412 | Test Loss: 3.8943 | analysis_confidence: 0.141603 | CL: 0.0278299 | ln_CD: 0.0577637 | CM: 0.00477386 | Top_Xtr: 0.0217196 | Bot_Xtr: 0.0231804 +Loss contributors: + s_ln_CD : 0.728648 + s_CL : 0.579632 + s_CM : 0.314822 + s_analysis_confidence : 0.117365 + s_upper_bl_H_31 : 0.0347392 + s_lower_bl_H_31 : 0.0337781 + s_lower_bl_H_3 : 0.0331197 + s_Bot_Xtr : 0.0328468 + s_lower_bl_H_2 : 0.0310206 + s_lower_bl_H_1 : 0.0306867 +Epoch: 202 | Train Loss: 3.97514 | Test Loss: 4.30618 | analysis_confidence: 0.153628 | CL: 0.0380197 | ln_CD: 0.0638045 | CM: 0.00566386 | Top_Xtr: 0.0212031 | Bot_Xtr: 0.0246278 +Loss contributors: + s_ln_CD : 0.789151 + s_CL : 0.722982 + s_CM : 0.367329 + s_analysis_confidence : 0.117585 + s_upper_bl_H_31 : 0.0389266 + s_lower_bl_H_31 : 0.0380103 + s_Bot_Xtr : 0.0362158 + s_lower_bl_H_3 : 0.0351818 + s_upper_bl_H_30 : 0.034416 + s_lower_bl_H_1 : 0.034333 +Epoch: 203 | Train Loss: 3.97179 | Test Loss: 4.05161 | analysis_confidence: 0.147629 | CL: 0.0284135 | ln_CD: 0.0633285 | CM: 0.0046248 | Top_Xtr: 0.0207284 | Bot_Xtr: 0.0227431 +Loss contributors: + s_ln_CD : 0.799232 + s_CL : 0.590077 + s_CM : 0.309033 + s_analysis_confidence : 0.116636 + s_upper_bl_H_31 : 0.0357863 + s_lower_bl_H_31 : 0.0345947 + s_lower_bl_H_3 : 0.0325116 + s_Bot_Xtr : 0.0322548 + s_lower_bl_H_2 : 0.0313987 + s_upper_bl_H_30 : 0.0310676 +Epoch: 204 | Train Loss: 3.9747 | Test Loss: 3.98196 | analysis_confidence: 0.146129 | CL: 0.0292974 | ln_CD: 0.0620361 | CM: 0.00512884 | Top_Xtr: 0.0221615 | Bot_Xtr: 0.0240264 +Loss contributors: + s_ln_CD : 0.763285 + s_CL : 0.594079 + s_CM : 0.337095 + s_analysis_confidence : 0.116127 + s_lower_bl_H_31 : 0.0374162 + s_upper_bl_H_31 : 0.0361424 + s_lower_bl_H_2 : 0.0340777 + s_lower_bl_H_3 : 0.0332391 + s_Bot_Xtr : 0.0329615 + s_upper_bl_H_30 : 0.032931 +Epoch: 205 | Train Loss: 3.9754 | Test Loss: 4.00884 | analysis_confidence: 0.14542 | CL: 0.0296034 | ln_CD: 0.0562433 | CM: 0.00514094 | Top_Xtr: 0.022328 | Bot_Xtr: 0.0250366 +Loss contributors: + s_ln_CD : 0.749887 + s_CL : 0.598635 + s_CM : 0.335379 + s_analysis_confidence : 0.11489 + s_upper_bl_H_31 : 0.0368207 + s_lower_bl_H_31 : 0.0364255 + s_Bot_Xtr : 0.0337779 + s_lower_bl_H_1 : 0.0324438 + s_lower_bl_H_3 : 0.0324045 + s_lower_bl_H_2 : 0.0315072 +Epoch: 206 | Train Loss: 3.972 | Test Loss: 4.04497 | analysis_confidence: 0.14287 | CL: 0.0283064 | ln_CD: 0.0758051 | CM: 0.00457285 | Top_Xtr: 0.0199139 | Bot_Xtr: 0.0226157 +Loss contributors: + s_ln_CD : 0.850245 + s_CL : 0.573233 + s_CM : 0.2991 + s_analysis_confidence : 0.119343 + s_lower_bl_H_31 : 0.0363755 + s_upper_bl_H_31 : 0.0360308 + s_Bot_Xtr : 0.0327072 + s_lower_bl_H_3 : 0.0318547 + s_upper_bl_H_30 : 0.0317916 + s_lower_bl_H_27 : 0.0314701 +Epoch: 207 | Train Loss: 3.97922 | Test Loss: 4.16276 | analysis_confidence: 0.145902 | CL: 0.0332056 | ln_CD: 0.0646481 | CM: 0.00506418 | Top_Xtr: 0.0199358 | Bot_Xtr: 0.02266 +Loss contributors: + s_ln_CD : 0.871662 + s_CL : 0.650495 + s_CM : 0.334135 + s_analysis_confidence : 0.115143 + s_lower_bl_H_1 : 0.0381812 + s_upper_bl_H_31 : 0.037981 + s_lower_bl_H_31 : 0.0366025 + s_lower_bl_H_2 : 0.0364126 + s_lower_bl_H_3 : 0.0348417 + s_Bot_Xtr : 0.0329042 +Epoch: 208 | Train Loss: 3.97205 | Test Loss: 4.29541 | analysis_confidence: 0.145044 | CL: 0.0292968 | ln_CD: 0.084504 | CM: 0.00482605 | Top_Xtr: 0.0274867 | Bot_Xtr: 0.029377 +Loss contributors: + s_ln_CD : 0.962755 + s_CL : 0.617828 + s_CM : 0.323046 + s_analysis_confidence : 0.114228 + s_upper_bl_H_31 : 0.0396671 + s_lower_bl_H_31 : 0.0375392 + s_Bot_Xtr : 0.036018 + s_lower_bl_H_3 : 0.0335758 + s_upper_bl_H_30 : 0.0332029 + s_lower_bl_H_2 : 0.0325658 +Epoch: 209 | Train Loss: 3.97478 | Test Loss: 4.25827 | analysis_confidence: 0.145032 | CL: 0.039615 | ln_CD: 0.0659732 | CM: 0.00603832 | Top_Xtr: 0.0353772 | Bot_Xtr: 0.0375894 +Loss contributors: + s_ln_CD : 0.782968 + s_CL : 0.739166 + s_CM : 0.389422 + s_analysis_confidence : 0.118321 + s_Bot_Xtr : 0.0419065 + s_upper_bl_H_31 : 0.0363001 + s_lower_bl_H_31 : 0.036112 + s_lower_bl_H_3 : 0.0335999 + s_Top_Xtr : 0.0319335 + s_lower_bl_H_0 : 0.0315491 +Epoch: 210 | Train Loss: 3.98198 | Test Loss: 3.90603 | analysis_confidence: 0.154934 | CL: 0.0281116 | ln_CD: 0.0617714 | CM: 0.00473884 | Top_Xtr: 0.0210343 | Bot_Xtr: 0.0232673 +Loss contributors: + s_ln_CD : 0.752703 + s_CL : 0.580568 + s_CM : 0.312653 + s_analysis_confidence : 0.116541 + s_upper_bl_H_31 : 0.0366344 + s_lower_bl_H_31 : 0.0351177 + s_lower_bl_H_3 : 0.0334335 + s_lower_bl_H_1 : 0.0328121 + s_lower_bl_H_2 : 0.0327503 + s_Bot_Xtr : 0.0322495 +Epoch: 211 | Train Loss: 3.97205 | Test Loss: 4.07582 | analysis_confidence: 0.146253 | CL: 0.0296592 | ln_CD: 0.071906 | CM: 0.00469943 | Top_Xtr: 0.0283773 | Bot_Xtr: 0.0304902 +Loss contributors: + s_ln_CD : 0.830492 + s_CL : 0.592511 + s_CM : 0.310252 + s_analysis_confidence : 0.114482 + s_Bot_Xtr : 0.0388999 + s_upper_bl_H_31 : 0.0358597 + s_lower_bl_H_31 : 0.0355297 + s_lower_bl_H_3 : 0.032329 + s_upper_bl_H_30 : 0.0315368 + s_lower_bl_H_2 : 0.0312697 +Epoch 00212: reducing learning rate of group 0 to 5.0000e-04. +Epoch: 212 | Train Loss: 3.53246 | Test Loss: 3.54743 | analysis_confidence: 0.145261 | CL: 0.0261259 | ln_CD: 0.0490907 | CM: 0.00408508 | Top_Xtr: 0.0183614 | Bot_Xtr: 0.0208763 +Loss contributors: + s_ln_CD : 0.692064 + s_CL : 0.531386 + s_CM : 0.267107 + s_analysis_confidence : 0.11306 + s_lower_bl_H_31 : 0.0335569 + s_upper_bl_H_31 : 0.0330414 + s_lower_bl_H_3 : 0.0319626 + s_Bot_Xtr : 0.029782 + s_lower_bl_H_2 : 0.0280022 + s_lower_bl_H_1 : 0.027848 +Epoch: 213 | Train Loss: 3.49815 | Test Loss: 3.51526 | analysis_confidence: 0.142601 | CL: 0.0253764 | ln_CD: 0.0506946 | CM: 0.00435906 | Top_Xtr: 0.0187759 | Bot_Xtr: 0.0214192 +Loss contributors: + s_ln_CD : 0.680149 + s_CL : 0.52935 + s_CM : 0.278971 + s_analysis_confidence : 0.11417 + s_upper_bl_H_31 : 0.0317241 + s_lower_bl_H_31 : 0.0316379 + s_Bot_Xtr : 0.0297684 + s_lower_bl_H_3 : 0.0292147 + s_lower_bl_H_2 : 0.0281112 + s_lower_bl_H_30 : 0.0270162 +Epoch: 214 | Train Loss: 3.48572 | Test Loss: 3.57151 | analysis_confidence: 0.146275 | CL: 0.0258004 | ln_CD: 0.0495527 | CM: 0.00416378 | Top_Xtr: 0.0182138 | Bot_Xtr: 0.021029 +Loss contributors: + s_ln_CD : 0.694594 + s_CL : 0.534124 + s_CM : 0.275453 + s_analysis_confidence : 0.114026 + s_upper_bl_H_31 : 0.0317737 + s_lower_bl_H_31 : 0.0315877 + s_lower_bl_H_3 : 0.0307947 + s_Bot_Xtr : 0.0300378 + s_lower_bl_H_1 : 0.0282644 + s_lower_bl_H_2 : 0.0282406 +Epoch: 215 | Train Loss: 3.47803 | Test Loss: 3.59297 | analysis_confidence: 0.144509 | CL: 0.0251623 | ln_CD: 0.0535683 | CM: 0.00446899 | Top_Xtr: 0.0193976 | Bot_Xtr: 0.0219311 +Loss contributors: + s_ln_CD : 0.704419 + s_CL : 0.526929 + s_CM : 0.283178 + s_analysis_confidence : 0.113324 + s_upper_bl_H_31 : 0.0331881 + s_lower_bl_H_31 : 0.0326802 + s_Bot_Xtr : 0.0299708 + s_upper_bl_H_30 : 0.0295766 + s_lower_bl_H_3 : 0.0291266 + s_lower_bl_H_30 : 0.0282188 +Epoch: 216 | Train Loss: 3.46305 | Test Loss: 3.60253 | analysis_confidence: 0.14555 | CL: 0.0273257 | ln_CD: 0.0578283 | CM: 0.00435886 | Top_Xtr: 0.0196021 | Bot_Xtr: 0.0216535 +Loss contributors: + s_ln_CD : 0.710337 + s_CL : 0.547363 + s_CM : 0.276903 + s_analysis_confidence : 0.113134 + s_upper_bl_H_31 : 0.0321374 + s_lower_bl_H_3 : 0.0319307 + s_lower_bl_H_31 : 0.0311334 + s_lower_bl_H_2 : 0.0302505 + s_lower_bl_H_1 : 0.030182 + s_lower_bl_H_5 : 0.0290788 +Epoch: 217 | Train Loss: 3.4625 | Test Loss: 3.56442 | analysis_confidence: 0.141784 | CL: 0.0266717 | ln_CD: 0.056293 | CM: 0.00435204 | Top_Xtr: 0.0192596 | Bot_Xtr: 0.0212881 +Loss contributors: + s_ln_CD : 0.69581 + s_CL : 0.532256 + s_CM : 0.278909 + s_analysis_confidence : 0.112943 + s_upper_bl_H_31 : 0.0325855 + s_lower_bl_H_31 : 0.0318238 + s_lower_bl_H_3 : 0.029886 + s_Bot_Xtr : 0.0289903 + s_lower_bl_H_2 : 0.0278059 + s_upper_bl_H_30 : 0.0272659 +Epoch: 218 | Train Loss: 3.45569 | Test Loss: 3.43988 | analysis_confidence: 0.144139 | CL: 0.0249865 | ln_CD: 0.0508189 | CM: 0.00406168 | Top_Xtr: 0.0183847 | Bot_Xtr: 0.0209831 +Loss contributors: + s_ln_CD : 0.670123 + s_CL : 0.515069 + s_CM : 0.261677 + s_analysis_confidence : 0.113058 + s_upper_bl_H_31 : 0.0315801 + s_lower_bl_H_31 : 0.0315178 + s_lower_bl_H_3 : 0.0292887 + s_Bot_Xtr : 0.0287555 + s_lower_bl_H_2 : 0.0287064 + s_lower_bl_H_1 : 0.0281323 +Epoch: 219 | Train Loss: 3.45333 | Test Loss: 3.48523 | analysis_confidence: 0.147794 | CL: 0.0260984 | ln_CD: 0.0495275 | CM: 0.00414352 | Top_Xtr: 0.0196414 | Bot_Xtr: 0.0228939 +Loss contributors: + s_ln_CD : 0.6563 + s_CL : 0.526072 + s_CM : 0.266901 + s_analysis_confidence : 0.112914 + s_upper_bl_H_31 : 0.0309706 + s_lower_bl_H_31 : 0.0304351 + s_Bot_Xtr : 0.0300414 + s_lower_bl_H_3 : 0.0294709 + s_lower_bl_H_5 : 0.0286951 + s_lower_bl_H_2 : 0.0273953 +Epoch: 220 | Train Loss: 3.44759 | Test Loss: 3.576 | analysis_confidence: 0.146287 | CL: 0.0255176 | ln_CD: 0.049108 | CM: 0.00432391 | Top_Xtr: 0.0191054 | Bot_Xtr: 0.0212832 +Loss contributors: + s_ln_CD : 0.669903 + s_CL : 0.543303 + s_CM : 0.279425 + s_analysis_confidence : 0.113084 + s_lower_bl_H_31 : 0.0323252 + s_upper_bl_H_31 : 0.0314653 + s_Bot_Xtr : 0.0313204 + s_lower_bl_H_3 : 0.0310774 + s_lower_bl_H_2 : 0.0282141 + s_lower_bl_H_30 : 0.0278662 +Epoch: 221 | Train Loss: 3.44374 | Test Loss: 3.65336 | analysis_confidence: 0.143675 | CL: 0.0260426 | ln_CD: 0.0559883 | CM: 0.00445547 | Top_Xtr: 0.0185151 | Bot_Xtr: 0.0210553 +Loss contributors: + s_ln_CD : 0.722455 + s_CL : 0.556368 + s_CM : 0.293721 + s_analysis_confidence : 0.113492 + s_upper_bl_H_31 : 0.0329968 + s_lower_bl_H_31 : 0.031638 + s_lower_bl_H_3 : 0.0295853 + s_Bot_Xtr : 0.029494 + s_lower_bl_H_2 : 0.028261 + s_lower_bl_H_30 : 0.0275245 +Epoch: 222 | Train Loss: 3.43637 | Test Loss: 3.70942 | analysis_confidence: 0.143034 | CL: 0.0309352 | ln_CD: 0.0569596 | CM: 0.00488428 | Top_Xtr: 0.0182221 | Bot_Xtr: 0.0208589 +Loss contributors: + s_ln_CD : 0.71172 + s_CL : 0.605817 + s_CM : 0.315649 + s_analysis_confidence : 0.114266 + s_upper_bl_H_31 : 0.0329929 + s_lower_bl_H_31 : 0.0324718 + s_lower_bl_H_3 : 0.0299146 + s_Bot_Xtr : 0.0296505 + s_lower_bl_H_0 : 0.0275706 + s_upper_bl_H_30 : 0.0274981 +Epoch: 223 | Train Loss: 3.45361 | Test Loss: 3.44146 | analysis_confidence: 0.149033 | CL: 0.0264536 | ln_CD: 0.0502022 | CM: 0.00417558 | Top_Xtr: 0.0185204 | Bot_Xtr: 0.0205618 +Loss contributors: + s_ln_CD : 0.664744 + s_CL : 0.531316 + s_CM : 0.267752 + s_analysis_confidence : 0.113542 + s_lower_bl_H_31 : 0.032174 + s_upper_bl_H_31 : 0.031823 + s_lower_bl_H_3 : 0.0303448 + s_Bot_Xtr : 0.0286317 + s_lower_bl_H_2 : 0.0276608 + s_lower_bl_H_1 : 0.0272946 +Epoch: 224 | Train Loss: 3.44789 | Test Loss: 3.4945 | analysis_confidence: 0.145348 | CL: 0.0255179 | ln_CD: 0.0488718 | CM: 0.00399961 | Top_Xtr: 0.0184398 | Bot_Xtr: 0.0210308 +Loss contributors: + s_ln_CD : 0.687722 + s_CL : 0.529848 + s_CM : 0.263631 + s_analysis_confidence : 0.112846 + s_upper_bl_H_31 : 0.0299594 + s_lower_bl_H_3 : 0.0299287 + s_lower_bl_H_31 : 0.0297821 + s_Bot_Xtr : 0.0290512 + s_lower_bl_H_2 : 0.0282205 + s_lower_bl_H_1 : 0.0280644 +Epoch: 225 | Train Loss: 3.4348 | Test Loss: 3.58235 | analysis_confidence: 0.142587 | CL: 0.0293244 | ln_CD: 0.0556185 | CM: 0.00430376 | Top_Xtr: 0.0176621 | Bot_Xtr: 0.0203724 +Loss contributors: + s_ln_CD : 0.699123 + s_CL : 0.556673 + s_CM : 0.273804 + s_analysis_confidence : 0.113132 + s_lower_bl_H_31 : 0.0341505 + s_upper_bl_H_31 : 0.0340643 + s_lower_bl_H_3 : 0.032382 + s_lower_bl_H_2 : 0.029852 + s_Bot_Xtr : 0.0287225 + s_lower_bl_H_1 : 0.0286165 +Epoch: 226 | Train Loss: 3.42774 | Test Loss: 3.62553 | analysis_confidence: 0.146717 | CL: 0.0270957 | ln_CD: 0.0506675 | CM: 0.00477411 | Top_Xtr: 0.0207286 | Bot_Xtr: 0.0235722 +Loss contributors: + s_ln_CD : 0.705408 + s_CL : 0.547854 + s_CM : 0.297065 + s_analysis_confidence : 0.112774 + s_lower_bl_H_31 : 0.0328362 + s_upper_bl_H_31 : 0.0322519 + s_Bot_Xtr : 0.0302905 + s_lower_bl_H_3 : 0.0296062 + s_lower_bl_H_1 : 0.0287492 + s_lower_bl_H_2 : 0.0280363 +Epoch: 227 | Train Loss: 3.43059 | Test Loss: 3.56655 | analysis_confidence: 0.143577 | CL: 0.0251604 | ln_CD: 0.0583701 | CM: 0.00450221 | Top_Xtr: 0.020361 | Bot_Xtr: 0.0227439 +Loss contributors: + s_ln_CD : 0.704051 + s_CL : 0.530527 + s_CM : 0.292432 + s_analysis_confidence : 0.11265 + s_upper_bl_H_31 : 0.0315919 + s_lower_bl_H_31 : 0.0312846 + s_lower_bl_H_3 : 0.0308949 + s_Bot_Xtr : 0.0304186 + s_upper_bl_H_30 : 0.0278836 + s_lower_bl_H_2 : 0.0278236 +Epoch: 228 | Train Loss: 3.42747 | Test Loss: 3.45514 | analysis_confidence: 0.143038 | CL: 0.0258321 | ln_CD: 0.0553892 | CM: 0.00420019 | Top_Xtr: 0.0189542 | Bot_Xtr: 0.0210165 +Loss contributors: + s_ln_CD : 0.671897 + s_CL : 0.518583 + s_CM : 0.272084 + s_analysis_confidence : 0.112528 + s_lower_bl_H_31 : 0.030753 + s_upper_bl_H_31 : 0.0306753 + s_lower_bl_H_3 : 0.029684 + s_Bot_Xtr : 0.0286117 + s_lower_bl_H_2 : 0.0277673 + s_lower_bl_H_1 : 0.0273742 +Epoch: 229 | Train Loss: 3.43479 | Test Loss: 3.57194 | analysis_confidence: 0.144952 | CL: 0.0266039 | ln_CD: 0.0533008 | CM: 0.00451628 | Top_Xtr: 0.0183476 | Bot_Xtr: 0.0213547 +Loss contributors: + s_ln_CD : 0.693374 + s_CL : 0.5397 + s_CM : 0.28751 + s_analysis_confidence : 0.11295 + s_upper_bl_H_31 : 0.0335148 + s_lower_bl_H_31 : 0.0334452 + s_Bot_Xtr : 0.029606 + s_lower_bl_H_3 : 0.0291818 + s_upper_bl_H_30 : 0.0286973 + s_lower_bl_H_30 : 0.0283767 +Epoch: 230 | Train Loss: 3.42372 | Test Loss: 3.54886 | analysis_confidence: 0.153398 | CL: 0.0261559 | ln_CD: 0.0593606 | CM: 0.00426388 | Top_Xtr: 0.0196424 | Bot_Xtr: 0.0221833 +Loss contributors: + s_ln_CD : 0.721904 + s_CL : 0.521879 + s_CM : 0.272576 + s_analysis_confidence : 0.122262 + s_lower_bl_H_3 : 0.0305845 + s_lower_bl_H_31 : 0.0305795 + s_upper_bl_H_31 : 0.0303853 + s_Bot_Xtr : 0.0296974 + s_lower_bl_H_2 : 0.028555 + s_upper_bl_ret_0 : 0.0281904 +Epoch: 231 | Train Loss: 3.42102 | Test Loss: 3.53064 | analysis_confidence: 0.150493 | CL: 0.0256676 | ln_CD: 0.0587075 | CM: 0.00419493 | Top_Xtr: 0.0221343 | Bot_Xtr: 0.0235762 +Loss contributors: + s_ln_CD : 0.706415 + s_CL : 0.52463 + s_CM : 0.273932 + s_analysis_confidence : 0.113639 + s_lower_bl_H_31 : 0.0314136 + s_upper_bl_H_31 : 0.031071 + s_Bot_Xtr : 0.02954 + s_lower_bl_H_3 : 0.0292532 + s_lower_bl_H_2 : 0.0285349 + s_lower_bl_H_1 : 0.0283231 +Epoch: 232 | Train Loss: 3.42516 | Test Loss: 3.59394 | analysis_confidence: 0.138735 | CL: 0.0258464 | ln_CD: 0.0568182 | CM: 0.00419455 | Top_Xtr: 0.0186989 | Bot_Xtr: 0.0213028 +Loss contributors: + s_ln_CD : 0.729643 + s_CL : 0.53129 + s_CM : 0.272052 + s_analysis_confidence : 0.114139 + s_upper_bl_H_31 : 0.031767 + s_lower_bl_H_31 : 0.031662 + s_Bot_Xtr : 0.0293661 + s_lower_bl_H_3 : 0.0291345 + s_lower_bl_H_2 : 0.0277252 + s_lower_bl_H_1 : 0.0276302 +slurmstepd-d-13-7-1: error: *** JOB 25349815 ON d-13-7-1 CANCELLED AT 2024-03-08T10:37:14 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 221, in + + File "/state/partition1/llgrid/pkg/anaconda/anaconda3-2023a-pytorch/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 634, in __next__ diff --git a/training/gen2_architecture/log.log-25349816 b/training/gen2_architecture/log.log-25349816 new file mode 100644 index 0000000..03401c1 --- /dev/null +++ b/training/gen2_architecture/log.log-25349816 @@ -0,0 +1,2920 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-medium.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 23.8538 | Test Loss: 10.7106 | analysis_confidence: 0.279521 | CL: 0.0519216 | ln_CD: 0.103204 | CM: 0.00862922 | Top_Xtr: 0.0574454 | Bot_Xtr: 0.0643297 +Loss contributors: + s_ln_CD : 1.50242 + s_CL : 1.38016 + s_CM : 0.832786 + s_analysis_confidence : 0.200948 + s_Bot_Xtr : 0.141845 + s_upper_bl_H_31 : 0.137714 + s_lower_bl_H_31 : 0.129197 + s_upper_bl_H_30 : 0.115673 + s_lower_bl_H_0 : 0.112491 + s_upper_bl_H_29 : 0.104447 +Epoch: 1 | Train Loss: 9.64718 | Test Loss: 8.7616 | analysis_confidence: 0.25766 | CL: 0.0459661 | ln_CD: 0.0883346 | CM: 0.00770578 | Top_Xtr: 0.0474193 | Bot_Xtr: 0.0553754 +Loss contributors: + s_ln_CD : 1.2207 + s_CL : 1.14493 + s_CM : 0.681622 + s_analysis_confidence : 0.187654 + s_Bot_Xtr : 0.117856 + s_upper_bl_H_31 : 0.108027 + s_lower_bl_H_31 : 0.106318 + s_upper_bl_H_30 : 0.0896103 + s_lower_bl_H_0 : 0.0864036 + s_upper_bl_H_29 : 0.0832602 +Epoch: 2 | Train Loss: 8.4248 | Test Loss: 7.9872 | analysis_confidence: 0.24595 | CL: 0.0426084 | ln_CD: 0.0903364 | CM: 0.00719052 | Top_Xtr: 0.0441174 | Bot_Xtr: 0.051754 +Loss contributors: + s_ln_CD : 1.18998 + s_CL : 1.02112 + s_CM : 0.597692 + s_analysis_confidence : 0.181877 + s_Bot_Xtr : 0.101404 + s_upper_bl_H_31 : 0.0926017 + s_lower_bl_H_31 : 0.0924099 + s_lower_bl_H_0 : 0.0836532 + s_lower_bl_H_1 : 0.0828903 + s_upper_bl_H_30 : 0.0752154 +Epoch: 3 | Train Loss: 7.82247 | Test Loss: 7.66056 | analysis_confidence: 0.245614 | CL: 0.0434549 | ln_CD: 0.086163 | CM: 0.00726906 | Top_Xtr: 0.0408805 | Bot_Xtr: 0.0477695 +Loss contributors: + s_ln_CD : 1.18978 + s_CL : 1.00304 + s_CM : 0.597207 + s_analysis_confidence : 0.181511 + s_Bot_Xtr : 0.0922801 + s_upper_bl_H_31 : 0.0874591 + s_lower_bl_H_31 : 0.0871516 + s_lower_bl_H_1 : 0.0780626 + s_lower_bl_H_0 : 0.0774974 + s_upper_bl_H_30 : 0.0707233 +Epoch: 4 | Train Loss: 7.44231 | Test Loss: 7.30188 | analysis_confidence: 0.238835 | CL: 0.040547 | ln_CD: 0.0787362 | CM: 0.00678082 | Top_Xtr: 0.0399113 | Bot_Xtr: 0.0461493 +Loss contributors: + s_ln_CD : 1.09173 + s_CL : 0.951105 + s_CM : 0.54455 + s_analysis_confidence : 0.177756 + s_Bot_Xtr : 0.0897459 + s_upper_bl_H_31 : 0.0869855 + s_lower_bl_H_31 : 0.0831382 + s_lower_bl_H_1 : 0.079677 + s_lower_bl_H_0 : 0.0766248 + s_upper_bl_H_30 : 0.068251 +Epoch: 5 | Train Loss: 7.16767 | Test Loss: 7.11224 | analysis_confidence: 0.236233 | CL: 0.0391482 | ln_CD: 0.080709 | CM: 0.00644379 | Top_Xtr: 0.0425715 | Bot_Xtr: 0.0465326 +Loss contributors: + s_ln_CD : 1.09962 + 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s_lower_bl_H_0 : 0.0708885 + s_lower_bl_H_31 : 0.0685495 + s_upper_bl_H_30 : 0.0675172 +Epoch: 10 | Train Loss: 6.47176 | Test Loss: 6.37628 | analysis_confidence: 0.218633 | CL: 0.0368589 | ln_CD: 0.0787167 | CM: 0.00600658 | Top_Xtr: 0.0389508 | Bot_Xtr: 0.0441951 +Loss contributors: + s_ln_CD : 1.03706 + s_CL : 0.835334 + s_CM : 0.462473 + s_analysis_confidence : 0.165652 + s_upper_bl_H_31 : 0.076008 + s_Bot_Xtr : 0.0745898 + s_lower_bl_H_31 : 0.0676089 + s_lower_bl_H_1 : 0.0675485 + s_lower_bl_H_0 : 0.0665468 + s_upper_bl_H_30 : 0.0613059 +Epoch: 11 | Train Loss: 6.38829 | Test Loss: 6.48938 | analysis_confidence: 0.214033 | CL: 0.0405937 | ln_CD: 0.0772924 | CM: 0.00623806 | Top_Xtr: 0.0387098 | Bot_Xtr: 0.0438804 +Loss contributors: + s_ln_CD : 1.02551 + s_CL : 0.901854 + s_CM : 0.474554 + s_analysis_confidence : 0.159998 + s_upper_bl_H_31 : 0.0735796 + s_Bot_Xtr : 0.0734543 + s_lower_bl_H_1 : 0.0674879 + s_lower_bl_H_31 : 0.0671965 + s_lower_bl_H_0 : 0.0656362 + s_upper_bl_H_30 : 0.062522 +Epoch: 12 | Train Loss: 6.3133 | Test Loss: 6.35904 | analysis_confidence: 0.214076 | CL: 0.0346189 | ln_CD: 0.074699 | CM: 0.00629936 | Top_Xtr: 0.0367635 | Bot_Xtr: 0.04106 +Loss contributors: + s_ln_CD : 1.02907 + s_CL : 0.794007 + s_CM : 0.480698 + s_analysis_confidence : 0.159343 + s_upper_bl_H_31 : 0.0737155 + s_lower_bl_H_1 : 0.0734859 + s_Bot_Xtr : 0.0706888 + s_lower_bl_H_31 : 0.0685368 + s_lower_bl_H_0 : 0.0652912 + s_upper_bl_H_30 : 0.0642308 +Epoch: 13 | Train Loss: 6.23416 | Test Loss: 6.43742 | analysis_confidence: 0.206202 | CL: 0.0380291 | ln_CD: 0.0745648 | CM: 0.0065344 | Top_Xtr: 0.0355621 | Bot_Xtr: 0.0396163 +Loss contributors: + s_ln_CD : 1.07791 + s_CL : 0.86247 + s_CM : 0.507544 + s_analysis_confidence : 0.154664 + s_upper_bl_H_31 : 0.0738124 + s_lower_bl_H_1 : 0.0690687 + s_lower_bl_H_31 : 0.068911 + s_Bot_Xtr : 0.0684572 + s_lower_bl_H_0 : 0.0646095 + s_upper_bl_H_30 : 0.0577188 +Epoch: 14 | Train Loss: 6.18353 | Test Loss: 6.18842 | analysis_confidence: 0.205476 | CL: 0.0355685 | ln_CD: 0.0719562 | CM: 0.00593085 | Top_Xtr: 0.0332211 | Bot_Xtr: 0.0383881 +Loss contributors: + s_ln_CD : 0.985804 + s_CL : 0.809794 + s_CM : 0.450384 + s_analysis_confidence : 0.155964 + s_lower_bl_H_1 : 0.0684544 + s_Bot_Xtr : 0.0666517 + s_upper_bl_H_31 : 0.0658112 + s_lower_bl_H_0 : 0.0641913 + s_upper_bl_H_30 : 0.0616014 + s_lower_bl_H_31 : 0.0615162 +Epoch: 15 | Train Loss: 6.11177 | Test Loss: 6.21434 | analysis_confidence: 0.197386 | CL: 0.0380177 | ln_CD: 0.0769612 | CM: 0.00682268 | Top_Xtr: 0.0338085 | Bot_Xtr: 0.03789 +Loss contributors: + s_ln_CD : 0.992534 + s_CL : 0.840456 + s_CM : 0.510171 + s_analysis_confidence : 0.149414 + s_upper_bl_H_31 : 0.0698217 + s_lower_bl_H_1 : 0.0661829 + s_lower_bl_H_31 : 0.0652748 + s_Bot_Xtr : 0.0642289 + s_lower_bl_H_0 : 0.0641765 + s_upper_bl_H_30 : 0.0581328 +Epoch: 16 | Train Loss: 6.05653 | Test Loss: 6.09528 | analysis_confidence: 0.195448 | CL: 0.0344393 | ln_CD: 0.075491 | CM: 0.00639804 | Top_Xtr: 0.0352156 | Bot_Xtr: 0.0399184 +Loss contributors: + s_ln_CD : 0.988069 + s_CL : 0.765944 + s_CM : 0.477889 + s_analysis_confidence : 0.148818 + s_lower_bl_H_1 : 0.0675977 + s_lower_bl_H_31 : 0.0666026 + s_upper_bl_H_31 : 0.0665505 + s_Bot_Xtr : 0.0648753 + s_lower_bl_H_0 : 0.0624313 + s_lower_bl_H_30 : 0.0565321 +Epoch: 17 | Train Loss: 6.01308 | Test Loss: 6.05034 | analysis_confidence: 0.188779 | CL: 0.0355565 | ln_CD: 0.0761248 | CM: 0.00597306 | Top_Xtr: 0.0335329 | Bot_Xtr: 0.0384646 +Loss contributors: + s_ln_CD : 0.9724 + s_CL : 0.797464 + s_CM : 0.452692 + s_analysis_confidence : 0.145476 + s_lower_bl_H_1 : 0.0664633 + s_Bot_Xtr : 0.0662567 + s_lower_bl_H_0 : 0.063877 + s_lower_bl_H_31 : 0.0636325 + s_upper_bl_H_31 : 0.0628853 + s_lower_bl_H_30 : 0.0561647 +Epoch: 18 | Train Loss: 5.96894 | Test Loss: 5.87999 | analysis_confidence: 0.188047 | CL: 0.03412 | ln_CD: 0.0859495 | CM: 0.00602399 | Top_Xtr: 0.0336203 | Bot_Xtr: 0.0374532 +Loss contributors: + s_ln_CD : 1.0065 + s_CL : 0.75914 + s_CM : 0.440119 + s_analysis_confidence : 0.142326 + s_lower_bl_H_1 : 0.0663675 + s_Bot_Xtr : 0.0615092 + s_upper_bl_H_31 : 0.061192 + s_lower_bl_H_0 : 0.0594348 + s_lower_bl_H_31 : 0.0567025 + s_lower_bl_H_3 : 0.051783 +Epoch: 19 | Train Loss: 5.9188 | Test Loss: 6.2814 | analysis_confidence: 0.185702 | CL: 0.0358262 | ln_CD: 0.0720918 | CM: 0.00685544 | Top_Xtr: 0.0347064 | Bot_Xtr: 0.0393138 +Loss contributors: + s_ln_CD : 0.952268 + s_CL : 0.848961 + s_CM : 0.545223 + s_analysis_confidence : 0.142517 + s_lower_bl_H_1 : 0.0665291 + s_upper_bl_H_31 : 0.0662559 + s_lower_bl_H_31 : 0.0646864 + s_Bot_Xtr : 0.0638632 + s_lower_bl_H_0 : 0.0620454 + s_upper_bl_H_30 : 0.0577488 +Epoch: 20 | Train Loss: 5.87427 | Test Loss: 6.0578 | analysis_confidence: 0.186767 | CL: 0.0350105 | ln_CD: 0.0841768 | CM: 0.00609949 | Top_Xtr: 0.0352772 | Bot_Xtr: 0.0394338 +Loss contributors: + s_ln_CD : 1.01866 + s_CL : 0.795685 + s_CM : 0.46037 + s_analysis_confidence : 0.141711 + s_upper_bl_H_31 : 0.0728588 + s_lower_bl_H_1 : 0.0662111 + s_Bot_Xtr : 0.0645583 + s_lower_bl_H_0 : 0.0624848 + s_upper_bl_H_30 : 0.0617365 + s_lower_bl_H_31 : 0.060662 +Epoch: 21 | Train Loss: 5.83776 | Test Loss: 5.79253 | analysis_confidence: 0.184607 | CL: 0.0335673 | ln_CD: 0.08427 | CM: 0.00582347 | Top_Xtr: 0.032738 | Bot_Xtr: 0.0371488 +Loss contributors: + s_ln_CD : 1.00456 + s_CL : 0.745488 + s_CM : 0.431986 + s_analysis_confidence : 0.139351 + s_lower_bl_H_1 : 0.0630629 + s_lower_bl_H_0 : 0.0598637 + s_Bot_Xtr : 0.0595702 + s_upper_bl_H_31 : 0.0589786 + s_lower_bl_H_31 : 0.0567549 + s_lower_bl_H_3 : 0.0509492 +Epoch: 22 | Train Loss: 5.80715 | Test Loss: 5.96632 | analysis_confidence: 0.177241 | CL: 0.0388968 | ln_CD: 0.0780698 | CM: 0.00626724 | Top_Xtr: 0.032182 | Bot_Xtr: 0.0369733 +Loss contributors: + s_ln_CD : 1.01006 + s_CL : 0.849446 + s_CM : 0.469889 + s_analysis_confidence : 0.13654 + s_lower_bl_H_1 : 0.0629278 + s_upper_bl_H_31 : 0.0591808 + s_Bot_Xtr : 0.0589992 + s_lower_bl_H_0 : 0.0572206 + s_lower_bl_H_31 : 0.0562425 + s_lower_bl_H_3 : 0.0533401 +Epoch: 23 | Train Loss: 5.77288 | Test Loss: 6.03734 | analysis_confidence: 0.17699 | CL: 0.0367836 | ln_CD: 0.0837794 | CM: 0.00654417 | Top_Xtr: 0.0347436 | Bot_Xtr: 0.0390852 +Loss contributors: + s_ln_CD : 1.07012 + s_CL : 0.789576 + s_CM : 0.473709 + s_analysis_confidence : 0.139111 + s_lower_bl_H_1 : 0.0693457 + s_upper_bl_H_31 : 0.0627933 + s_Bot_Xtr : 0.0616782 + s_lower_bl_H_0 : 0.0596356 + s_lower_bl_H_31 : 0.0592754 + s_lower_bl_H_3 : 0.0575666 +Epoch: 24 | Train Loss: 5.73507 | Test Loss: 5.96222 | analysis_confidence: 0.173383 | CL: 0.0366493 | ln_CD: 0.0729674 | CM: 0.00604615 | Top_Xtr: 0.0322417 | Bot_Xtr: 0.0365409 +Loss contributors: + s_ln_CD : 0.934843 + s_CL : 0.810779 + s_CM : 0.444184 + s_analysis_confidence : 0.133368 + s_lower_bl_H_1 : 0.0684772 + s_upper_bl_H_31 : 0.0612171 + s_lower_bl_H_31 : 0.0590738 + s_Bot_Xtr : 0.058636 + s_lower_bl_H_0 : 0.0575299 + s_lower_bl_H_3 : 0.054733 +Epoch: 25 | Train Loss: 5.71355 | Test Loss: 5.677 | analysis_confidence: 0.177154 | CL: 0.0397332 | ln_CD: 0.0715694 | CM: 0.00581932 | Top_Xtr: 0.0325956 | Bot_Xtr: 0.0367141 +Loss contributors: + s_ln_CD : 0.926976 + s_CL : 0.813936 + s_CM : 0.424582 + s_analysis_confidence : 0.135067 + s_lower_bl_H_1 : 0.0628234 + s_Bot_Xtr : 0.0583946 + s_upper_bl_H_31 : 0.0574837 + s_lower_bl_H_0 : 0.0565025 + s_lower_bl_H_31 : 0.0548623 + s_lower_bl_H_3 : 0.0500081 +Epoch: 26 | Train Loss: 5.67984 | Test Loss: 5.81042 | analysis_confidence: 0.182546 | CL: 0.0381971 | ln_CD: 0.068935 | CM: 0.00619806 | Top_Xtr: 0.0449211 | Bot_Xtr: 0.0479495 +Loss contributors: + s_ln_CD : 0.899777 + s_CL : 0.81881 + s_CM : 0.452262 + s_analysis_confidence : 0.139474 + s_Bot_Xtr : 0.0696342 + s_lower_bl_H_1 : 0.0629302 + s_upper_bl_H_31 : 0.05642 + s_Top_Xtr : 0.0563088 + s_lower_bl_H_0 : 0.0554775 + s_lower_bl_H_31 : 0.0530951 +Epoch: 27 | Train Loss: 5.65463 | Test Loss: 5.71356 | analysis_confidence: 0.179312 | CL: 0.0328678 | ln_CD: 0.0761764 | CM: 0.00582496 | Top_Xtr: 0.0329513 | Bot_Xtr: 0.0361749 +Loss contributors: + s_ln_CD : 0.981397 + s_CL : 0.734869 + s_CM : 0.431172 + s_analysis_confidence : 0.136005 + s_Bot_Xtr : 0.0601924 + s_lower_bl_H_1 : 0.0596852 + s_lower_bl_H_0 : 0.0562217 + s_lower_bl_H_3 : 0.0557678 + s_lower_bl_H_2 : 0.0556818 + s_upper_bl_H_31 : 0.055657 +Epoch: 28 | Train Loss: 5.62539 | Test Loss: 5.73914 | analysis_confidence: 0.170256 | CL: 0.0372888 | ln_CD: 0.0707318 | CM: 0.00606777 | Top_Xtr: 0.0344315 | Bot_Xtr: 0.0388984 +Loss contributors: + s_ln_CD : 0.907255 + s_CL : 0.800118 + s_CM : 0.448004 + s_analysis_confidence : 0.133034 + s_Bot_Xtr : 0.0596484 + s_lower_bl_H_1 : 0.059053 + s_upper_bl_H_31 : 0.0565382 + s_lower_bl_H_0 : 0.0547164 + s_lower_bl_H_31 : 0.054174 + s_lower_bl_H_3 : 0.0510429 +Epoch: 29 | Train Loss: 5.60018 | Test Loss: 5.62529 | analysis_confidence: 0.171124 | CL: 0.0353727 | ln_CD: 0.0748978 | CM: 0.0055503 | Top_Xtr: 0.0320439 | Bot_Xtr: 0.0364091 +Loss contributors: + s_ln_CD : 0.921961 + s_CL : 0.750159 + s_CM : 0.409723 + s_analysis_confidence : 0.133868 + s_lower_bl_H_1 : 0.0601509 + s_upper_bl_H_31 : 0.0581861 + s_Bot_Xtr : 0.0574593 + s_lower_bl_H_0 : 0.0531642 + s_lower_bl_H_31 : 0.0530551 + s_lower_bl_H_2 : 0.0518411 +Epoch: 30 | Train Loss: 5.57609 | Test Loss: 5.96881 | analysis_confidence: 0.171621 | CL: 0.034734 | ln_CD: 0.0683119 | CM: 0.00597109 | Top_Xtr: 0.0335549 | Bot_Xtr: 0.0373783 +Loss contributors: + s_ln_CD : 1.23062 + s_CL : 0.779433 + s_CM : 0.432664 + s_analysis_confidence : 0.132467 + s_lower_bl_H_1 : 0.0628352 + s_Bot_Xtr : 0.0591122 + s_upper_bl_H_31 : 0.0571989 + s_lower_bl_H_31 : 0.055434 + s_lower_bl_H_0 : 0.0534052 + s_lower_bl_H_2 : 0.0515582 +Epoch: 31 | Train Loss: 5.55399 | Test Loss: 5.47162 | analysis_confidence: 0.171417 | CL: 0.0333142 | ln_CD: 0.0692851 | CM: 0.00554194 | Top_Xtr: 0.0337795 | Bot_Xtr: 0.0374886 +Loss contributors: + s_ln_CD : 0.905934 + s_CL : 0.728665 + s_CM : 0.402943 + s_analysis_confidence : 0.132381 + s_Bot_Xtr : 0.0586481 + s_upper_bl_H_31 : 0.0564928 + s_lower_bl_H_1 : 0.0558311 + s_lower_bl_H_31 : 0.053833 + s_lower_bl_H_0 : 0.0536726 + s_lower_bl_H_2 : 0.0489217 +Epoch: 32 | Train Loss: 5.53867 | Test Loss: 5.63561 | analysis_confidence: 0.167207 | CL: 0.0329965 | ln_CD: 0.0675896 | CM: 0.00568204 | Top_Xtr: 0.0324723 | Bot_Xtr: 0.0369863 +Loss contributors: + s_ln_CD : 0.989158 + s_CL : 0.725036 + s_CM : 0.416358 + s_analysis_confidence : 0.132082 + s_Bot_Xtr : 0.0607716 + s_lower_bl_H_1 : 0.0543262 + s_upper_bl_H_31 : 0.0537622 + s_lower_bl_H_31 : 0.0514339 + s_lower_bl_H_0 : 0.050861 + s_lower_bl_H_2 : 0.0500458 +Epoch: 33 | Train Loss: 5.52187 | Test Loss: 5.60498 | analysis_confidence: 0.170573 | CL: 0.036627 | ln_CD: 0.0733702 | CM: 0.00608372 | Top_Xtr: 0.0342582 | Bot_Xtr: 0.0375774 +Loss contributors: + s_ln_CD : 0.901161 + s_CL : 0.762222 + s_CM : 0.446365 + s_analysis_confidence : 0.135657 + s_upper_bl_H_31 : 0.061339 + s_Bot_Xtr : 0.060273 + s_lower_bl_H_31 : 0.0564355 + s_lower_bl_H_1 : 0.0552258 + s_lower_bl_H_0 : 0.0522268 + s_lower_bl_H_2 : 0.0515075 +Epoch: 34 | Train Loss: 5.50528 | Test Loss: 5.60202 | analysis_confidence: 0.173187 | CL: 0.0339182 | ln_CD: 0.0763107 | CM: 0.00595077 | Top_Xtr: 0.032354 | Bot_Xtr: 0.0360489 +Loss contributors: + s_ln_CD : 1.02165 + s_CL : 0.76367 + s_CM : 0.428737 + s_analysis_confidence : 0.133414 + s_upper_bl_H_31 : 0.0623839 + s_Bot_Xtr : 0.0573599 + s_lower_bl_H_31 : 0.0557275 + s_lower_bl_H_1 : 0.0554257 + s_lower_bl_H_2 : 0.0538966 + s_upper_bl_H_30 : 0.0516944 +Epoch: 35 | Train Loss: 5.48182 | Test Loss: 5.64828 | analysis_confidence: 0.179703 | CL: 0.0335483 | ln_CD: 0.074591 | CM: 0.00620279 | Top_Xtr: 0.035451 | Bot_Xtr: 0.0402246 +Loss contributors: + s_ln_CD : 0.954188 + s_CL : 0.732772 + s_CM : 0.44641 + s_analysis_confidence : 0.133613 + s_Bot_Xtr : 0.0600056 + s_lower_bl_H_1 : 0.0557686 + s_lower_bl_H_31 : 0.0547551 + s_upper_bl_H_31 : 0.0537809 + s_lower_bl_H_0 : 0.0519187 + s_lower_bl_H_30 : 0.0498292 +Epoch: 36 | Train Loss: 5.4644 | Test Loss: 5.68042 | analysis_confidence: 0.173124 | CL: 0.0349527 | ln_CD: 0.0704332 | CM: 0.00564135 | Top_Xtr: 0.0343126 | Bot_Xtr: 0.0383418 +Loss contributors: + s_ln_CD : 0.987424 + s_CL : 0.757561 + s_CM : 0.413537 + s_analysis_confidence : 0.137339 + s_Bot_Xtr : 0.0662334 + s_upper_bl_H_31 : 0.0583278 + s_lower_bl_H_31 : 0.055796 + s_lower_bl_H_1 : 0.0548707 + s_lower_bl_H_0 : 0.0525606 + s_upper_bl_H_30 : 0.0499105 +Epoch: 37 | Train Loss: 5.45648 | Test Loss: 5.31536 | analysis_confidence: 0.168751 | CL: 0.033046 | ln_CD: 0.0639819 | CM: 0.00558436 | Top_Xtr: 0.0351517 | Bot_Xtr: 0.0389243 +Loss contributors: + s_ln_CD : 0.854366 + s_CL : 0.72193 + s_CM : 0.402704 + s_analysis_confidence : 0.133538 + s_upper_bl_H_31 : 0.0617453 + s_Bot_Xtr : 0.0596075 + s_lower_bl_H_31 : 0.0546544 + s_lower_bl_H_1 : 0.0528851 + s_upper_bl_H_30 : 0.0500492 + s_lower_bl_H_2 : 0.0498542 +Epoch: 38 | Train Loss: 5.44131 | Test Loss: 5.55769 | analysis_confidence: 0.172497 | CL: 0.0345553 | ln_CD: 0.0838371 | CM: 0.00624337 | Top_Xtr: 0.0337414 | Bot_Xtr: 0.0366002 +Loss contributors: + s_ln_CD : 1.01767 + s_CL : 0.743885 + s_CM : 0.451087 + s_analysis_confidence : 0.131769 + s_upper_bl_H_31 : 0.0598373 + s_Bot_Xtr : 0.0573547 + s_lower_bl_H_31 : 0.0559505 + s_lower_bl_H_1 : 0.0548299 + s_lower_bl_H_0 : 0.0506464 + s_upper_bl_H_30 : 0.0481136 +Epoch: 39 | Train Loss: 5.43825 | Test Loss: 5.43671 | analysis_confidence: 0.169644 | CL: 0.0360894 | ln_CD: 0.0714073 | CM: 0.00570461 | Top_Xtr: 0.03293 | Bot_Xtr: 0.0371195 +Loss contributors: + s_ln_CD : 0.899795 + s_CL : 0.760596 + s_CM : 0.41867 + s_analysis_confidence : 0.130722 + s_Bot_Xtr : 0.0587961 + s_upper_bl_H_31 : 0.057342 + s_lower_bl_H_1 : 0.0571958 + s_lower_bl_H_31 : 0.0547706 + s_lower_bl_H_2 : 0.050679 + s_lower_bl_H_3 : 0.0496278 +Epoch: 40 | Train Loss: 5.41618 | Test Loss: 5.38488 | analysis_confidence: 0.168765 | CL: 0.0318456 | ln_CD: 0.0666162 | CM: 0.00555352 | Top_Xtr: 0.0343777 | Bot_Xtr: 0.0379294 +Loss contributors: + s_ln_CD : 0.916482 + s_CL : 0.713065 + s_CM : 0.403736 + s_analysis_confidence : 0.131827 + s_Bot_Xtr : 0.0613063 + s_lower_bl_H_1 : 0.0547184 + s_upper_bl_H_31 : 0.0518938 + s_lower_bl_H_31 : 0.0512127 + s_lower_bl_H_2 : 0.0508732 + s_lower_bl_H_0 : 0.0494874 +Epoch: 41 | Train Loss: 5.4148 | Test Loss: 5.42734 | analysis_confidence: 0.18439 | CL: 0.0344029 | ln_CD: 0.0679425 | CM: 0.00581292 | Top_Xtr: 0.0325178 | Bot_Xtr: 0.0372663 +Loss contributors: + s_ln_CD : 0.886012 + s_CL : 0.7575 + s_CM : 0.418413 + s_analysis_confidence : 0.137688 + s_Bot_Xtr : 0.0582754 + s_upper_bl_H_31 : 0.0559981 + s_lower_bl_H_1 : 0.0532586 + s_lower_bl_H_31 : 0.0529495 + s_lower_bl_H_2 : 0.0510518 + s_upper_bl_H_30 : 0.0481714 +Epoch: 42 | Train Loss: 5.38132 | Test Loss: 5.56069 | analysis_confidence: 0.170242 | CL: 0.0383603 | ln_CD: 0.0784228 | CM: 0.00550344 | Top_Xtr: 0.0346646 | Bot_Xtr: 0.0389763 +Loss contributors: + s_ln_CD : 0.907266 + s_CL : 0.809744 + s_CM : 0.396829 + s_analysis_confidence : 0.129263 + s_Bot_Xtr : 0.0602851 + s_lower_bl_H_1 : 0.0575358 + s_lower_bl_H_31 : 0.0561081 + s_upper_bl_H_31 : 0.0555727 + s_lower_bl_H_0 : 0.0487617 + s_lower_bl_H_2 : 0.0486664 +Epoch: 43 | Train Loss: 5.3811 | Test Loss: 5.61556 | analysis_confidence: 0.169547 | CL: 0.0354026 | ln_CD: 0.0728026 | CM: 0.00624465 | Top_Xtr: 0.0322703 | Bot_Xtr: 0.0370908 +Loss contributors: + s_ln_CD : 0.899862 + s_CL : 0.781385 + s_CM : 0.486407 + s_analysis_confidence : 0.130713 + s_upper_bl_H_31 : 0.0647909 + s_Bot_Xtr : 0.0586663 + s_lower_bl_H_31 : 0.0564906 + s_lower_bl_H_1 : 0.0550126 + s_upper_bl_H_30 : 0.0548416 + s_lower_bl_H_2 : 0.0501288 +Epoch: 44 | Train Loss: 5.36687 | Test Loss: 5.39995 | analysis_confidence: 0.166518 | CL: 0.0322634 | ln_CD: 0.0715218 | CM: 0.00557164 | Top_Xtr: 0.0329114 | Bot_Xtr: 0.0377351 +Loss contributors: + s_ln_CD : 0.887226 + s_CL : 0.715824 + s_CM : 0.402041 + s_analysis_confidence : 0.12959 + s_Bot_Xtr : 0.0600005 + s_lower_bl_H_1 : 0.0560826 + s_upper_bl_H_31 : 0.0535753 + s_lower_bl_H_31 : 0.0534232 + s_lower_bl_H_0 : 0.0481552 + s_lower_bl_H_2 : 0.048075 +Epoch: 45 | Train Loss: 5.36591 | Test Loss: 5.59414 | analysis_confidence: 0.168932 | CL: 0.0358065 | ln_CD: 0.0711856 | CM: 0.0061033 | Top_Xtr: 0.0323384 | Bot_Xtr: 0.0366974 +Loss contributors: + s_ln_CD : 0.913458 + s_CL : 0.815462 + s_CM : 0.436932 + s_analysis_confidence : 0.130281 + s_Bot_Xtr : 0.0557906 + s_upper_bl_H_31 : 0.0524442 + s_lower_bl_H_1 : 0.0520503 + s_lower_bl_H_31 : 0.0512235 + s_lower_bl_H_2 : 0.0509009 + s_lower_bl_H_0 : 0.0488806 +Epoch: 46 | Train Loss: 5.34905 | Test Loss: 5.5121 | analysis_confidence: 0.167922 | CL: 0.0353489 | ln_CD: 0.0907526 | CM: 0.00561337 | Top_Xtr: 0.0321522 | Bot_Xtr: 0.0352829 +Loss contributors: + s_ln_CD : 1.05014 + s_CL : 0.749131 + 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0.0531238 + s_lower_bl_H_0 : 0.0487191 + s_lower_bl_H_2 : 0.0472018 +Epoch: 51 | Train Loss: 5.3113 | Test Loss: 5.43815 | analysis_confidence: 0.174532 | CL: 0.0362145 | ln_CD: 0.0651578 | CM: 0.00592641 | Top_Xtr: 0.0332501 | Bot_Xtr: 0.0380837 +Loss contributors: + s_ln_CD : 0.871354 + s_CL : 0.74725 + s_CM : 0.423844 + s_analysis_confidence : 0.134162 + s_Bot_Xtr : 0.0572018 + s_upper_bl_H_31 : 0.0563067 + s_lower_bl_H_31 : 0.0550381 + s_lower_bl_H_1 : 0.0540758 + s_upper_bl_H_30 : 0.0495918 + s_lower_bl_H_2 : 0.0483104 +Epoch: 52 | Train Loss: 5.29737 | Test Loss: 5.49696 | analysis_confidence: 0.171598 | CL: 0.0325196 | ln_CD: 0.0732356 | CM: 0.00602037 | Top_Xtr: 0.0333663 | Bot_Xtr: 0.0364911 +Loss contributors: + s_ln_CD : 0.901983 + s_CL : 0.713298 + s_CM : 0.449038 + s_analysis_confidence : 0.136916 + s_Bot_Xtr : 0.0558165 + s_lower_bl_H_31 : 0.0541915 + s_lower_bl_H_1 : 0.0540497 + s_upper_bl_H_31 : 0.0535157 + s_lower_bl_H_2 : 0.0528076 + s_lower_bl_H_0 : 0.0478321 +Epoch: 53 | Train Loss: 5.29723 | Test Loss: 5.3241 | analysis_confidence: 0.174238 | CL: 0.0332417 | ln_CD: 0.0867151 | CM: 0.00537707 | Top_Xtr: 0.0331639 | Bot_Xtr: 0.0361586 +Loss contributors: + s_ln_CD : 0.984523 + s_CL : 0.703606 + s_CM : 0.385143 + s_analysis_confidence : 0.132678 + s_Bot_Xtr : 0.0550269 + s_lower_bl_H_1 : 0.0524811 + s_upper_bl_H_31 : 0.051974 + s_lower_bl_H_31 : 0.0500122 + s_lower_bl_H_0 : 0.0481461 + s_lower_bl_H_2 : 0.0469315 +Epoch: 54 | Train Loss: 5.29184 | Test Loss: 5.48623 | analysis_confidence: 0.168804 | CL: 0.032396 | ln_CD: 0.0718451 | CM: 0.0055108 | Top_Xtr: 0.0319944 | Bot_Xtr: 0.0362883 +Loss contributors: + s_ln_CD : 0.907024 + s_CL : 0.715484 + s_CM : 0.396677 + s_analysis_confidence : 0.127393 + s_Bot_Xtr : 0.0565763 + s_upper_bl_H_31 : 0.054337 + s_lower_bl_H_31 : 0.0519385 + s_lower_bl_H_1 : 0.051337 + s_lower_bl_H_2 : 0.0507329 + s_upper_bl_H_30 : 0.0495308 +Epoch: 55 | Train Loss: 5.28969 | Test Loss: 5.49968 | analysis_confidence: 0.172098 | CL: 0.0347627 | ln_CD: 0.0669285 | CM: 0.00571811 | Top_Xtr: 0.031452 | Bot_Xtr: 0.0351833 +Loss contributors: + s_ln_CD : 0.879528 + s_CL : 0.742908 + s_CM : 0.414658 + s_analysis_confidence : 0.132858 + s_upper_bl_H_31 : 0.0606512 + s_lower_bl_H_31 : 0.0574055 + s_Bot_Xtr : 0.0559694 + s_upper_bl_H_30 : 0.0525991 + s_lower_bl_H_2 : 0.0505172 + s_lower_bl_H_1 : 0.0500514 +Epoch: 56 | Train Loss: 5.26873 | Test Loss: 5.39534 | analysis_confidence: 0.167282 | CL: 0.0345866 | ln_CD: 0.0788436 | CM: 0.005694 | Top_Xtr: 0.0319972 | Bot_Xtr: 0.0352568 +Loss contributors: + s_ln_CD : 0.968504 + s_CL : 0.725939 + s_CM : 0.403856 + s_analysis_confidence : 0.129579 + s_Bot_Xtr : 0.0544331 + s_upper_bl_H_31 : 0.0534635 + s_lower_bl_H_1 : 0.0517888 + s_lower_bl_H_2 : 0.051594 + s_lower_bl_H_31 : 0.0507551 + s_lower_bl_H_0 : 0.0485637 +Epoch: 57 | Train Loss: 5.25459 | Test Loss: 5.41643 | analysis_confidence: 0.166414 | CL: 0.0338505 | ln_CD: 0.0688297 | CM: 0.00582879 | Top_Xtr: 0.0316144 | Bot_Xtr: 0.0341367 +Loss contributors: + s_ln_CD : 0.866657 + s_CL : 0.745833 + s_CM : 0.422135 + s_analysis_confidence : 0.128724 + s_upper_bl_H_31 : 0.0614636 + s_lower_bl_H_31 : 0.0570422 + s_Bot_Xtr : 0.0547981 + s_lower_bl_H_1 : 0.0538644 + s_upper_bl_H_30 : 0.0509492 + s_lower_bl_H_2 : 0.0487555 +Epoch: 58 | Train Loss: 5.26086 | Test Loss: 5.55941 | analysis_confidence: 0.175931 | CL: 0.0397487 | ln_CD: 0.070969 | CM: 0.00730729 | Top_Xtr: 0.0316017 | Bot_Xtr: 0.0359534 +Loss contributors: + s_ln_CD : 0.892116 + s_CL : 0.797134 + s_CM : 0.536246 + s_analysis_confidence : 0.136951 + s_Bot_Xtr : 0.0610281 + s_lower_bl_H_1 : 0.0533588 + s_upper_bl_H_31 : 0.0515125 + s_lower_bl_H_31 : 0.0503502 + s_lower_bl_H_2 : 0.0493064 + s_lower_bl_H_3 : 0.0475503 +Epoch: 59 | Train Loss: 5.25112 | Test Loss: 5.29375 | analysis_confidence: 0.169743 | CL: 0.0323648 | ln_CD: 0.0683116 | CM: 0.00573893 | Top_Xtr: 0.0317277 | Bot_Xtr: 0.035404 +Loss contributors: + s_ln_CD : 0.875354 + s_CL : 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s_lower_bl_H_31 : 0.0500633 + s_lower_bl_H_2 : 0.048616 + s_upper_bl_H_30 : 0.0473801 +Epoch: 64 | Train Loss: 5.20613 | Test Loss: 5.24049 | analysis_confidence: 0.161655 | CL: 0.0345703 | ln_CD: 0.0699986 | CM: 0.00611381 | Top_Xtr: 0.0321327 | Bot_Xtr: 0.0341545 +Loss contributors: + s_ln_CD : 0.888501 + s_CL : 0.719975 + s_CM : 0.425297 + s_analysis_confidence : 0.126432 + s_lower_bl_H_1 : 0.0527553 + s_Bot_Xtr : 0.0526097 + s_upper_bl_H_31 : 0.0510766 + s_lower_bl_H_31 : 0.0497169 + s_lower_bl_H_2 : 0.0471157 + s_lower_bl_H_0 : 0.0464901 +Epoch: 65 | Train Loss: 5.2058 | Test Loss: 5.23743 | analysis_confidence: 0.163001 | CL: 0.0332466 | ln_CD: 0.0634581 | CM: 0.00574338 | Top_Xtr: 0.0322515 | Bot_Xtr: 0.0354546 +Loss contributors: + s_ln_CD : 0.859894 + s_CL : 0.714006 + s_CM : 0.407516 + s_analysis_confidence : 0.126176 + s_Bot_Xtr : 0.0569933 + s_upper_bl_H_31 : 0.056085 + s_lower_bl_H_31 : 0.0522684 + s_lower_bl_H_1 : 0.04986 + s_upper_bl_H_30 : 0.0491234 + s_lower_bl_H_2 : 0.0470521 +Epoch: 66 | Train Loss: 5.20528 | Test Loss: 5.26714 | analysis_confidence: 0.166442 | CL: 0.0343496 | ln_CD: 0.0734702 | CM: 0.00617565 | Top_Xtr: 0.0318743 | Bot_Xtr: 0.0356913 +Loss contributors: + s_ln_CD : 0.898791 + s_CL : 0.71328 + s_CM : 0.444202 + s_analysis_confidence : 0.128467 + s_Bot_Xtr : 0.0551144 + s_upper_bl_H_31 : 0.0513907 + s_lower_bl_H_31 : 0.0511136 + s_lower_bl_H_1 : 0.0509303 + s_lower_bl_H_2 : 0.0479299 + s_upper_bl_H_30 : 0.0440774 +Epoch: 67 | Train Loss: 5.19178 | Test Loss: 5.35546 | analysis_confidence: 0.162401 | CL: 0.034259 | ln_CD: 0.0748932 | CM: 0.0060415 | Top_Xtr: 0.0307945 | Bot_Xtr: 0.0339202 +Loss contributors: + s_ln_CD : 0.973184 + s_CL : 0.740162 + s_CM : 0.447592 + s_analysis_confidence : 0.125401 + s_Bot_Xtr : 0.052955 + s_lower_bl_H_1 : 0.0518736 + s_upper_bl_H_31 : 0.0513627 + s_lower_bl_H_31 : 0.0498166 + s_lower_bl_H_2 : 0.0488559 + s_upper_bl_H_30 : 0.0452066 +Epoch: 68 | Train Loss: 5.20109 | Test Loss: 5.00491 | analysis_confidence: 0.163713 | CL: 0.0315252 | ln_CD: 0.0623602 | CM: 0.00561824 | Top_Xtr: 0.0299751 | Bot_Xtr: 0.0331525 +Loss contributors: + s_ln_CD : 0.826437 + s_CL : 0.682304 + s_CM : 0.403616 + s_analysis_confidence : 0.133411 + s_upper_bl_H_31 : 0.0515111 + s_lower_bl_H_1 : 0.0512028 + s_Bot_Xtr : 0.0510571 + s_lower_bl_H_31 : 0.0490996 + s_lower_bl_H_2 : 0.0485622 + s_lower_bl_H_0 : 0.0452619 +Epoch: 69 | Train Loss: 5.18275 | Test Loss: 5.25323 | analysis_confidence: 0.160739 | CL: 0.0354185 | ln_CD: 0.0700652 | CM: 0.00540988 | Top_Xtr: 0.0311557 | Bot_Xtr: 0.0345002 +Loss contributors: + s_ln_CD : 0.8772 + s_CL : 0.737866 + s_CM : 0.385012 + s_analysis_confidence : 0.125029 + s_upper_bl_H_31 : 0.051474 + s_Bot_Xtr : 0.0513855 + s_lower_bl_H_31 : 0.0505278 + s_lower_bl_H_1 : 0.0503836 + s_lower_bl_H_2 : 0.0479817 + s_lower_bl_H_0 : 0.0459603 +Epoch: 70 | Train Loss: 5.17766 | Test Loss: 5.12276 | analysis_confidence: 0.165277 | CL: 0.0327457 | ln_CD: 0.0721357 | CM: 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s_lower_bl_H_31 : 0.0491938 + s_lower_bl_H_1 : 0.0491437 + s_lower_bl_H_2 : 0.0491273 + s_lower_bl_H_0 : 0.0450183 +Epoch: 77 | Train Loss: 5.15235 | Test Loss: 5.12421 | analysis_confidence: 0.161124 | CL: 0.0318822 | ln_CD: 0.0703323 | CM: 0.0053228 | Top_Xtr: 0.0293227 | Bot_Xtr: 0.0325159 +Loss contributors: + s_ln_CD : 0.875834 + s_CL : 0.682903 + s_CM : 0.377699 + s_analysis_confidence : 0.126429 + s_upper_bl_H_31 : 0.0520882 + s_lower_bl_H_1 : 0.0517201 + s_Bot_Xtr : 0.05073 + s_lower_bl_H_31 : 0.0500864 + s_lower_bl_H_2 : 0.0498237 + s_upper_bl_H_30 : 0.0470733 +Epoch: 78 | Train Loss: 5.14185 | Test Loss: 5.10477 | analysis_confidence: 0.162915 | CL: 0.0322103 | ln_CD: 0.0637542 | CM: 0.00597136 | Top_Xtr: 0.0329409 | Bot_Xtr: 0.0364847 +Loss contributors: + s_ln_CD : 0.827116 + s_CL : 0.672025 + s_CM : 0.423405 + s_analysis_confidence : 0.129091 + s_Bot_Xtr : 0.0549211 + s_upper_bl_H_31 : 0.0512067 + s_lower_bl_H_1 : 0.0498606 + s_lower_bl_H_2 : 0.0492816 + s_lower_bl_H_31 : 0.0490282 + s_lower_bl_H_0 : 0.0474086 +Epoch: 79 | Train Loss: 5.14327 | Test Loss: 5.35089 | analysis_confidence: 0.164911 | CL: 0.0359598 | ln_CD: 0.0650806 | CM: 0.00577998 | Top_Xtr: 0.0320453 | Bot_Xtr: 0.0351346 +Loss contributors: + s_ln_CD : 0.946713 + s_CL : 0.762782 + s_CM : 0.411232 + s_analysis_confidence : 0.127102 + s_Bot_Xtr : 0.054461 + s_upper_bl_H_31 : 0.052628 + s_lower_bl_H_1 : 0.0499208 + s_lower_bl_H_31 : 0.0496304 + s_lower_bl_H_2 : 0.0476822 + s_upper_bl_H_30 : 0.0453365 +Epoch: 80 | Train Loss: 5.13923 | Test Loss: 5.15781 | analysis_confidence: 0.169164 | CL: 0.0321561 | ln_CD: 0.0675807 | CM: 0.00535086 | Top_Xtr: 0.0314908 | Bot_Xtr: 0.0351515 +Loss contributors: + s_ln_CD : 0.863319 + s_CL : 0.702482 + s_CM : 0.385614 + s_analysis_confidence : 0.126877 + s_lower_bl_H_1 : 0.0535327 + s_Bot_Xtr : 0.0534927 + s_upper_bl_H_31 : 0.0518991 + s_lower_bl_H_2 : 0.0500658 + s_lower_bl_H_31 : 0.0496271 + s_lower_bl_H_0 : 0.0467872 +Epoch: 81 | Train Loss: 5.13656 | Test Loss: 5.10213 | analysis_confidence: 0.173148 | CL: 0.0318607 | ln_CD: 0.0686271 | CM: 0.00548925 | Top_Xtr: 0.0298338 | Bot_Xtr: 0.0329751 +Loss contributors: + s_ln_CD : 0.871678 + s_CL : 0.684296 + s_CM : 0.38385 + s_analysis_confidence : 0.130225 + s_lower_bl_H_1 : 0.0525869 + s_Bot_Xtr : 0.051057 + s_upper_bl_H_31 : 0.0501951 + s_lower_bl_H_31 : 0.0477166 + s_lower_bl_H_2 : 0.0464788 + s_upper_bl_H_30 : 0.04423 +Epoch: 82 | Train Loss: 5.1256 | Test Loss: 5.37907 | analysis_confidence: 0.16435 | CL: 0.0328306 | ln_CD: 0.0817236 | CM: 0.00550161 | Top_Xtr: 0.029843 | Bot_Xtr: 0.0338362 +Loss contributors: + s_ln_CD : 0.934478 + s_CL : 0.729385 + s_CM : 0.395142 + s_analysis_confidence : 0.128789 + s_upper_bl_H_31 : 0.0541832 + s_Bot_Xtr : 0.0526826 + s_lower_bl_H_31 : 0.0521053 + s_lower_bl_H_1 : 0.0505607 + s_upper_bl_H_30 : 0.0493609 + s_lower_bl_H_2 : 0.0477354 +Epoch: 83 | Train Loss: 5.13263 | Test Loss: 5.09278 | analysis_confidence: 0.166145 | CL: 0.0321332 | ln_CD: 0.0648281 | CM: 0.00525769 | Top_Xtr: 0.0302979 | Bot_Xtr: 0.0338738 +Loss contributors: + s_ln_CD : 0.860734 + s_CL : 0.680726 + s_CM : 0.378567 + s_analysis_confidence : 0.129789 + s_Bot_Xtr : 0.056771 + s_upper_bl_H_31 : 0.0511589 + s_lower_bl_H_1 : 0.0491949 + s_lower_bl_H_31 : 0.0484681 + s_lower_bl_H_2 : 0.0480279 + s_lower_bl_H_0 : 0.0450904 +Epoch: 84 | Train Loss: 5.12016 | Test Loss: 5.06969 | analysis_confidence: 0.159865 | CL: 0.0342985 | ln_CD: 0.0658842 | CM: 0.00560584 | Top_Xtr: 0.0299182 | Bot_Xtr: 0.0332418 +Loss contributors: + s_ln_CD : 0.837489 + s_CL : 0.69438 + s_CM : 0.390334 + s_analysis_confidence : 0.125756 + s_lower_bl_H_1 : 0.0514634 + s_Bot_Xtr : 0.0513371 + s_upper_bl_H_31 : 0.0500296 + s_lower_bl_H_31 : 0.0487226 + s_lower_bl_H_2 : 0.0467786 + s_lower_bl_H_0 : 0.0451676 +Epoch: 85 | Train Loss: 5.12433 | Test Loss: 5.28101 | analysis_confidence: 0.163425 | CL: 0.0323718 | ln_CD: 0.0647103 | CM: 0.0069345 | Top_Xtr: 0.029644 | Bot_Xtr: 0.0342923 +Loss 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s_analysis_confidence : 0.126589 + s_Bot_Xtr : 0.0542626 + s_upper_bl_H_31 : 0.0538209 + s_lower_bl_H_31 : 0.0508292 + s_lower_bl_H_1 : 0.0493963 + s_upper_bl_H_30 : 0.0487683 + s_lower_bl_H_2 : 0.0482318 +Epoch: 88 | Train Loss: 5.10906 | Test Loss: 5.13948 | analysis_confidence: 0.16544 | CL: 0.0327035 | ln_CD: 0.0805651 | CM: 0.00539016 | Top_Xtr: 0.029216 | Bot_Xtr: 0.0320223 +Loss contributors: + s_ln_CD : 0.898546 + s_CL : 0.689674 + s_CM : 0.392884 + s_analysis_confidence : 0.130296 + s_lower_bl_H_1 : 0.0537003 + s_upper_bl_H_31 : 0.0527127 + s_lower_bl_H_31 : 0.0501881 + s_Bot_Xtr : 0.0490068 + s_lower_bl_H_2 : 0.0484226 + s_upper_bl_H_30 : 0.0460956 +Epoch: 89 | Train Loss: 5.10612 | Test Loss: 5.24742 | analysis_confidence: 0.158062 | CL: 0.0340597 | ln_CD: 0.0779926 | CM: 0.00575612 | Top_Xtr: 0.0283324 | Bot_Xtr: 0.0314517 +Loss contributors: + s_ln_CD : 0.905633 + s_CL : 0.71484 + s_CM : 0.408038 + s_analysis_confidence : 0.126675 + s_upper_bl_H_31 : 0.0547906 + s_lower_bl_H_31 : 0.0544298 + s_lower_bl_H_1 : 0.0509222 + s_Bot_Xtr : 0.0501668 + s_lower_bl_H_30 : 0.0487065 + s_upper_bl_H_30 : 0.0479683 +Epoch: 90 | Train Loss: 5.10844 | Test Loss: 5.09078 | analysis_confidence: 0.161531 | CL: 0.0335839 | ln_CD: 0.0619479 | CM: 0.00554584 | Top_Xtr: 0.0296809 | Bot_Xtr: 0.0325819 +Loss contributors: + s_ln_CD : 0.840797 + s_CL : 0.699969 + s_CM : 0.388088 + s_analysis_confidence : 0.125471 + s_Bot_Xtr : 0.0523814 + s_upper_bl_H_31 : 0.0495734 + s_lower_bl_H_1 : 0.0495223 + s_lower_bl_H_31 : 0.0492293 + s_lower_bl_H_2 : 0.0474401 + s_lower_bl_H_0 : 0.0456289 +Epoch: 91 | Train Loss: 5.11125 | Test Loss: 5.16322 | analysis_confidence: 0.165682 | CL: 0.0309097 | ln_CD: 0.0771598 | CM: 0.00520847 | Top_Xtr: 0.0360418 | Bot_Xtr: 0.0400846 +Loss contributors: + s_ln_CD : 0.923477 + s_CL : 0.666894 + s_CM : 0.37657 + s_analysis_confidence : 0.12645 + s_Bot_Xtr : 0.0555564 + s_lower_bl_H_1 : 0.0544215 + s_upper_bl_H_31 : 0.0493702 + s_lower_bl_H_2 : 0.0465395 + s_lower_bl_H_31 : 0.0465041 + s_lower_bl_H_0 : 0.0448782 +Epoch: 92 | Train Loss: 5.09988 | Test Loss: 5.19269 | analysis_confidence: 0.165772 | CL: 0.0326192 | ln_CD: 0.066265 | CM: 0.00568477 | Top_Xtr: 0.0300045 | Bot_Xtr: 0.0334765 +Loss contributors: + s_ln_CD : 0.861462 + s_CL : 0.707964 + s_CM : 0.410552 + s_analysis_confidence : 0.129035 + s_upper_bl_H_31 : 0.0543819 + s_Bot_Xtr : 0.0522218 + s_lower_bl_H_1 : 0.0516262 + s_lower_bl_H_31 : 0.0495383 + s_lower_bl_H_2 : 0.0486599 + s_upper_bl_H_30 : 0.0456473 +Epoch: 93 | Train Loss: 5.10333 | Test Loss: 5.08876 | analysis_confidence: 0.163528 | CL: 0.0325283 | ln_CD: 0.0652797 | CM: 0.00539356 | Top_Xtr: 0.0308433 | Bot_Xtr: 0.033934 +Loss contributors: + s_ln_CD : 0.858736 + s_CL : 0.701478 + s_CM : 0.382095 + s_analysis_confidence : 0.12626 + s_upper_bl_H_31 : 0.0529562 + s_Bot_Xtr : 0.0505723 + s_lower_bl_H_1 : 0.0490438 + s_lower_bl_H_31 : 0.0485706 + s_lower_bl_H_0 : 0.0472281 + s_lower_bl_H_2 : 0.0461365 +Epoch: 94 | Train Loss: 5.09366 | Test Loss: 5.06908 | analysis_confidence: 0.164577 | CL: 0.0311775 | ln_CD: 0.0746539 | CM: 0.00542149 | Top_Xtr: 0.0291103 | Bot_Xtr: 0.0327017 +Loss contributors: + s_ln_CD : 0.88613 + s_CL : 0.677354 + s_CM : 0.382306 + s_analysis_confidence : 0.126036 + s_lower_bl_H_1 : 0.0526715 + s_Bot_Xtr : 0.0504991 + s_upper_bl_H_31 : 0.048583 + s_lower_bl_H_31 : 0.046306 + s_lower_bl_H_2 : 0.046154 + s_lower_bl_H_0 : 0.044539 +Epoch: 95 | Train Loss: 5.0871 | Test Loss: 5.1139 | analysis_confidence: 0.164416 | CL: 0.0318814 | ln_CD: 0.0677738 | CM: 0.00532623 | Top_Xtr: 0.0293318 | Bot_Xtr: 0.0335505 +Loss contributors: + s_ln_CD : 0.870633 + s_CL : 0.679218 + s_CM : 0.380544 + s_analysis_confidence : 0.12562 + s_lower_bl_H_1 : 0.0550212 + s_Bot_Xtr : 0.0518226 + s_lower_bl_H_2 : 0.0483852 + s_upper_bl_H_31 : 0.0480544 + s_lower_bl_H_31 : 0.0473963 + s_lower_bl_H_0 : 0.045065 +Epoch: 96 | Train Loss: 5.09166 | Test Loss: 5.18821 | analysis_confidence: 0.164645 | CL: 0.0367972 | ln_CD: 0.0680729 | CM: 0.00538945 | Top_Xtr: 0.0282627 | Bot_Xtr: 0.0317451 +Loss contributors: + s_ln_CD : 0.874412 + s_CL : 0.758501 + s_CM : 0.385257 + s_analysis_confidence : 0.127511 + s_upper_bl_H_31 : 0.0523655 + s_lower_bl_H_1 : 0.0520252 + s_Bot_Xtr : 0.0507893 + s_lower_bl_H_31 : 0.0486765 + s_lower_bl_H_2 : 0.0479858 + s_lower_bl_H_0 : 0.0456643 +Epoch: 97 | Train Loss: 5.08171 | Test Loss: 5.11912 | analysis_confidence: 0.166251 | CL: 0.0321386 | ln_CD: 0.0646819 | CM: 0.00527234 | Top_Xtr: 0.0286809 | Bot_Xtr: 0.0316793 +Loss contributors: + s_ln_CD : 0.856183 + s_CL : 0.693914 + s_CM : 0.384858 + s_analysis_confidence : 0.125922 + s_upper_bl_H_31 : 0.0518115 + s_lower_bl_H_1 : 0.0512953 + s_Bot_Xtr : 0.0509172 + s_lower_bl_H_2 : 0.049364 + s_lower_bl_H_31 : 0.049073 + s_lower_bl_H_0 : 0.0456822 +Epoch: 98 | Train Loss: 5.08146 | Test Loss: 5.21782 | analysis_confidence: 0.161807 | CL: 0.0323407 | ln_CD: 0.0786073 | CM: 0.00613258 | Top_Xtr: 0.034337 | Bot_Xtr: 0.0384128 +Loss contributors: + s_ln_CD : 0.908025 + s_CL : 0.688213 + s_CM : 0.430767 + s_analysis_confidence : 0.127953 + s_Bot_Xtr : 0.0599792 + s_upper_bl_H_31 : 0.0520863 + s_lower_bl_H_1 : 0.0499546 + s_lower_bl_H_31 : 0.0482846 + s_lower_bl_H_2 : 0.0463569 + s_lower_bl_H_0 : 0.0447684 +Epoch: 99 | Train Loss: 5.07661 | Test Loss: 5.37762 | analysis_confidence: 0.163076 | CL: 0.0323729 | ln_CD: 0.0848991 | CM: 0.00568707 | Top_Xtr: 0.0278438 | Bot_Xtr: 0.0309145 +Loss contributors: + s_ln_CD : 0.988989 + s_CL : 0.718699 + s_CM : 0.418141 + s_analysis_confidence : 0.126549 + s_lower_bl_H_1 : 0.0531719 + s_lower_bl_H_2 : 0.0524114 + s_upper_bl_H_31 : 0.0500554 + s_Bot_Xtr : 0.0498209 + s_lower_bl_H_3 : 0.0483463 + s_lower_bl_H_31 : 0.0477886 +Epoch: 100 | Train Loss: 5.07385 | Test Loss: 5.11006 | analysis_confidence: 0.166551 | CL: 0.0316047 | ln_CD: 0.0690859 | CM: 0.00547626 | Top_Xtr: 0.0288142 | Bot_Xtr: 0.0321091 +Loss contributors: + s_ln_CD : 0.884319 + s_CL : 0.682113 + s_CM : 0.383259 + s_analysis_confidence : 0.12658 + s_Bot_Xtr : 0.051221 + s_upper_bl_H_31 : 0.050375 + s_lower_bl_H_1 : 0.0499236 + s_lower_bl_H_2 : 0.0492359 + s_lower_bl_H_31 : 0.0487199 + s_lower_bl_H_3 : 0.044997 +Epoch: 101 | Train Loss: 5.07218 | Test Loss: 5.24467 | analysis_confidence: 0.170675 | CL: 0.0362911 | ln_CD: 0.0749585 | CM: 0.0054758 | Top_Xtr: 0.0291906 | Bot_Xtr: 0.0338439 +Loss contributors: + s_ln_CD : 0.90637 + s_CL : 0.744336 + s_CM : 0.395925 + s_analysis_confidence : 0.128254 + s_upper_bl_H_31 : 0.0538729 + s_Bot_Xtr : 0.0520431 + s_lower_bl_H_31 : 0.0515064 + s_lower_bl_H_1 : 0.0491868 + s_lower_bl_H_2 : 0.0463239 + s_upper_bl_H_30 : 0.0451829 +Epoch: 102 | Train Loss: 5.05883 | Test Loss: 5.30209 | analysis_confidence: 0.161523 | CL: 0.0345992 | ln_CD: 0.067776 | CM: 0.00584336 | Top_Xtr: 0.029284 | Bot_Xtr: 0.0319566 +Loss contributors: + s_ln_CD : 0.87343 + s_CL : 0.726692 + s_CM : 0.420328 + s_analysis_confidence : 0.125434 + s_upper_bl_H_31 : 0.0530952 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0.0484834 + s_lower_bl_H_2 : 0.047489 + s_lower_bl_H_0 : 0.0441796 +Epoch: 105 | Train Loss: 5.06243 | Test Loss: 5.03773 | analysis_confidence: 0.160025 | CL: 0.0319755 | ln_CD: 0.0680775 | CM: 0.00533805 | Top_Xtr: 0.0329205 | Bot_Xtr: 0.0367397 +Loss contributors: + s_ln_CD : 0.865422 + s_CL : 0.673988 + s_CM : 0.376902 + s_analysis_confidence : 0.125437 + s_Bot_Xtr : 0.0550892 + s_lower_bl_H_1 : 0.0487842 + s_upper_bl_H_31 : 0.0484124 + s_lower_bl_H_2 : 0.0480216 + s_lower_bl_H_31 : 0.0472391 + s_lower_bl_H_0 : 0.043847 +Epoch: 106 | Train Loss: 5.05303 | Test Loss: 5.14882 | analysis_confidence: 0.156142 | CL: 0.0317624 | ln_CD: 0.0688857 | CM: 0.00567495 | Top_Xtr: 0.0300697 | Bot_Xtr: 0.034237 +Loss contributors: + s_ln_CD : 0.872716 + s_CL : 0.679514 + s_CM : 0.402065 + s_analysis_confidence : 0.126317 + s_Bot_Xtr : 0.0572169 + s_upper_bl_H_31 : 0.0527142 + s_lower_bl_H_31 : 0.0499255 + s_lower_bl_H_1 : 0.0492155 + s_lower_bl_H_2 : 0.0490532 + s_upper_bl_H_30 : 0.0448241 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analysis_confidence: 0.160903 | CL: 0.0323142 | ln_CD: 0.0677425 | CM: 0.00545457 | Top_Xtr: 0.0276812 | Bot_Xtr: 0.0318029 +Loss contributors: + s_ln_CD : 0.868499 + s_CL : 0.693132 + s_CM : 0.400071 + s_analysis_confidence : 0.12511 + s_upper_bl_H_31 : 0.0517447 + s_lower_bl_H_2 : 0.051587 + s_Bot_Xtr : 0.0514779 + s_lower_bl_H_31 : 0.048402 + s_lower_bl_H_1 : 0.0474411 + s_lower_bl_H_0 : 0.0453739 +Epoch: 110 | Train Loss: 5.04472 | Test Loss: 5.17345 | analysis_confidence: 0.15879 | CL: 0.0336631 | ln_CD: 0.06908 | CM: 0.00586956 | Top_Xtr: 0.0279193 | Bot_Xtr: 0.0302941 +Loss contributors: + s_ln_CD : 0.873446 + s_CL : 0.714596 + s_CM : 0.425456 + s_analysis_confidence : 0.125772 + s_upper_bl_H_31 : 0.0521892 + s_lower_bl_H_1 : 0.049743 + s_Bot_Xtr : 0.0496931 + s_lower_bl_H_2 : 0.0476775 + s_lower_bl_H_31 : 0.0476653 + s_lower_bl_H_3 : 0.0448975 +Epoch: 111 | Train Loss: 5.03903 | Test Loss: 5.17685 | analysis_confidence: 0.16717 | CL: 0.0340613 | ln_CD: 0.0778505 | CM: 0.00620224 | Top_Xtr: 0.0284437 | Bot_Xtr: 0.0313505 +Loss contributors: + s_ln_CD : 0.897443 + s_CL : 0.711582 + s_CM : 0.457504 + s_analysis_confidence : 0.12587 + s_upper_bl_H_31 : 0.0505864 + s_Bot_Xtr : 0.0492739 + s_lower_bl_H_31 : 0.0478502 + s_lower_bl_H_1 : 0.0478246 + s_lower_bl_H_2 : 0.0465085 + s_lower_bl_H_0 : 0.0434357 +Epoch: 112 | Train Loss: 5.03495 | Test Loss: 5.1587 | analysis_confidence: 0.167889 | CL: 0.0336743 | ln_CD: 0.065408 | CM: 0.00592283 | Top_Xtr: 0.0314899 | Bot_Xtr: 0.0345585 +Loss contributors: + s_ln_CD : 0.859775 + s_CL : 0.701077 + s_CM : 0.422937 + s_analysis_confidence : 0.127324 + s_Bot_Xtr : 0.0522027 + s_upper_bl_H_31 : 0.0503952 + s_lower_bl_H_1 : 0.0484904 + s_lower_bl_H_2 : 0.0480942 + s_lower_bl_H_31 : 0.0479787 + s_lower_bl_H_0 : 0.0447044 +Epoch: 113 | Train Loss: 5.02486 | Test Loss: 5.02619 | analysis_confidence: 0.16424 | CL: 0.0319618 | ln_CD: 0.0703164 | CM: 0.00536576 | Top_Xtr: 0.0314498 | Bot_Xtr: 0.0346369 +Loss contributors: + s_ln_CD : 0.863494 + s_CL : 0.676152 + s_CM : 0.382412 + s_analysis_confidence : 0.125927 + s_Bot_Xtr : 0.0551015 + s_upper_bl_H_31 : 0.0512999 + s_lower_bl_H_31 : 0.0474314 + s_lower_bl_H_1 : 0.0472034 + s_lower_bl_H_2 : 0.0467546 + s_lower_bl_H_0 : 0.0444632 +Epoch: 114 | Train Loss: 5.02686 | Test Loss: 4.96406 | analysis_confidence: 0.162322 | CL: 0.0321589 | ln_CD: 0.0629382 | CM: 0.00542881 | Top_Xtr: 0.0290401 | Bot_Xtr: 0.0330089 +Loss contributors: + s_ln_CD : 0.828512 + s_CL : 0.663365 + s_CM : 0.379507 + s_analysis_confidence : 0.127514 + s_Bot_Xtr : 0.0514709 + s_lower_bl_H_1 : 0.0498492 + s_lower_bl_H_2 : 0.0494554 + s_upper_bl_H_31 : 0.047981 + s_lower_bl_H_31 : 0.0465588 + s_lower_bl_H_0 : 0.0452319 +Epoch: 115 | Train Loss: 5.01075 | Test Loss: 5.51253 | analysis_confidence: 0.168691 | CL: 0.0336497 | ln_CD: 0.0814826 | CM: 0.00556408 | Top_Xtr: 0.027732 | Bot_Xtr: 0.0309417 +Loss contributors: + s_ln_CD : 1.06002 + s_CL : 0.724024 + s_CM : 0.410051 + s_analysis_confidence : 0.126612 + s_lower_bl_H_31 : 0.0516816 + s_upper_bl_H_31 : 0.0515658 + s_Bot_Xtr : 0.0505789 + s_lower_bl_H_2 : 0.0503897 + s_lower_bl_H_1 : 0.0484 + s_lower_bl_H_0 : 0.0454012 +Epoch: 116 | Train Loss: 5.02108 | Test Loss: 5.12024 | analysis_confidence: 0.159225 | CL: 0.0323547 | ln_CD: 0.0708957 | CM: 0.0056017 | Top_Xtr: 0.0310384 | Bot_Xtr: 0.0330946 +Loss contributors: + s_ln_CD : 0.868253 + s_CL : 0.691419 + s_CM : 0.390872 + s_analysis_confidence : 0.125802 + s_Bot_Xtr : 0.0518401 + s_lower_bl_H_2 : 0.0497645 + s_upper_bl_H_31 : 0.049222 + s_lower_bl_H_1 : 0.0483285 + s_lower_bl_H_31 : 0.0476475 + s_lower_bl_H_0 : 0.0439939 +Epoch: 117 | Train Loss: 5.00862 | Test Loss: 5.05401 | analysis_confidence: 0.158586 | CL: 0.0337274 | ln_CD: 0.0635501 | CM: 0.00605254 | Top_Xtr: 0.0274809 | Bot_Xtr: 0.0314555 +Loss contributors: + s_ln_CD : 0.810756 + s_CL : 0.716327 + s_CM : 0.447691 + s_analysis_confidence : 0.125005 + s_upper_bl_H_31 : 0.0514121 + s_lower_bl_H_31 : 0.0496166 + s_Bot_Xtr : 0.0484448 + s_lower_bl_H_2 : 0.0467091 + s_upper_bl_H_30 : 0.0444623 + s_lower_bl_H_1 : 0.0444058 +Epoch: 118 | Train Loss: 5.0112 | Test Loss: 5.06581 | analysis_confidence: 0.161114 | CL: 0.0349223 | ln_CD: 0.0644365 | CM: 0.00561495 | Top_Xtr: 0.0308016 | Bot_Xtr: 0.0339559 +Loss contributors: + s_ln_CD : 0.867998 + s_CL : 0.702953 + s_CM : 0.389783 + s_analysis_confidence : 0.127334 + s_Bot_Xtr : 0.0505315 + s_upper_bl_H_31 : 0.0499214 + s_lower_bl_H_31 : 0.04856 + s_lower_bl_H_2 : 0.0477028 + s_lower_bl_H_1 : 0.0458488 + s_lower_bl_H_0 : 0.0433232 +Epoch: 119 | Train Loss: 5.00855 | Test Loss: 5.10544 | analysis_confidence: 0.161859 | CL: 0.0324021 | ln_CD: 0.0686745 | CM: 0.00556538 | Top_Xtr: 0.0270103 | Bot_Xtr: 0.0303666 +Loss contributors: + s_ln_CD : 0.84803 + s_CL : 0.677248 + s_CM : 0.390029 + s_analysis_confidence : 0.124819 + s_upper_bl_H_31 : 0.0508392 + s_Bot_Xtr : 0.0485342 + s_lower_bl_H_31 : 0.0475887 + s_lower_bl_H_1 : 0.0473304 + s_lower_bl_H_0 : 0.0462505 + s_lower_bl_H_2 : 0.0460938 +Epoch: 120 | Train Loss: 5.00665 | Test Loss: 5.10761 | analysis_confidence: 0.166585 | CL: 0.0322401 | ln_CD: 0.0665581 | CM: 0.00520553 | Top_Xtr: 0.0285569 | Bot_Xtr: 0.0319094 +Loss contributors: + s_ln_CD : 0.834742 + s_CL : 0.671899 + s_CM : 0.365387 + s_analysis_confidence : 0.139473 + s_Bot_Xtr : 0.0507312 + s_upper_bl_H_31 : 0.0500266 + s_lower_bl_H_1 : 0.0485305 + s_lower_bl_H_2 : 0.0481635 + s_lower_bl_H_31 : 0.0481152 + s_lower_bl_H_0 : 0.0465122 +Epoch: 121 | Train Loss: 5.00568 | Test Loss: 4.98394 | analysis_confidence: 0.162291 | CL: 0.0334778 | ln_CD: 0.0624952 | CM: 0.00522392 | Top_Xtr: 0.026972 | Bot_Xtr: 0.0306211 +Loss contributors: + s_ln_CD : 0.83733 + s_CL : 0.70666 + s_CM : 0.369472 + s_analysis_confidence : 0.125947 + s_lower_bl_H_1 : 0.0502498 + s_lower_bl_H_2 : 0.0491404 + s_upper_bl_H_31 : 0.0488698 + s_Bot_Xtr : 0.0483211 + s_lower_bl_H_31 : 0.0461126 + s_lower_bl_H_0 : 0.0446398 +Epoch: 122 | Train Loss: 4.99114 | Test Loss: 5.03098 | analysis_confidence: 0.166441 | CL: 0.0331305 | ln_CD: 0.0650186 | CM: 0.00555987 | Top_Xtr: 0.0274247 | Bot_Xtr: 0.0304336 +Loss contributors: + s_ln_CD : 0.848155 + s_CL : 0.683839 + s_CM : 0.388687 + s_analysis_confidence : 0.128398 + s_Bot_Xtr : 0.0493723 + s_upper_bl_H_31 : 0.0472257 + s_lower_bl_H_1 : 0.0468955 + s_lower_bl_H_2 : 0.0466702 + s_lower_bl_H_31 : 0.0458501 + s_lower_bl_H_0 : 0.0441908 +Epoch: 123 | Train Loss: 4.99788 | Test Loss: 5.06487 | analysis_confidence: 0.162612 | CL: 0.0324023 | ln_CD: 0.0711778 | CM: 0.00529369 | Top_Xtr: 0.0336851 | Bot_Xtr: 0.0376797 +Loss contributors: + s_ln_CD : 0.898939 + s_CL : 0.701748 + s_CM : 0.379643 + s_analysis_confidence : 0.125893 + s_Bot_Xtr : 0.0535402 + s_upper_bl_H_31 : 0.0496117 + s_lower_bl_H_1 : 0.049162 + s_lower_bl_H_31 : 0.046822 + s_lower_bl_H_2 : 0.0460161 + s_lower_bl_H_0 : 0.0430193 +Epoch: 124 | Train Loss: 5.00368 | Test Loss: 5.21637 | analysis_confidence: 0.164304 | CL: 0.0334192 | ln_CD: 0.063073 | CM: 0.00607222 | Top_Xtr: 0.0280857 | Bot_Xtr: 0.0320213 +Loss contributors: + s_ln_CD : 0.827897 + s_CL : 0.706705 + s_CM : 0.435642 + s_analysis_confidence : 0.129756 + s_Bot_Xtr : 0.049401 + s_lower_bl_H_2 : 0.0479954 + s_upper_bl_H_31 : 0.0476704 + s_lower_bl_H_1 : 0.0470612 + s_lower_bl_H_31 : 0.0463637 + s_lower_bl_H_0 : 0.0444764 +Epoch: 125 | Train Loss: 5.0043 | Test Loss: 4.93334 | analysis_confidence: 0.164019 | CL: 0.0325319 | ln_CD: 0.0650125 | CM: 0.00534693 | Top_Xtr: 0.0279269 | Bot_Xtr: 0.0310359 +Loss contributors: + s_ln_CD : 0.826092 + s_CL : 0.67923 + s_CM : 0.381386 + s_analysis_confidence : 0.126242 + s_upper_bl_H_31 : 0.0510789 + s_lower_bl_H_31 : 0.048806 + s_Bot_Xtr : 0.0485467 + s_lower_bl_H_2 : 0.0466015 + s_lower_bl_H_1 : 0.0453127 + s_lower_bl_H_0 : 0.0436664 +Epoch: 126 | Train Loss: 4.99036 | Test Loss: 5.14551 | analysis_confidence: 0.161348 | CL: 0.0314214 | ln_CD: 0.067153 | CM: 0.00554922 | Top_Xtr: 0.0276809 | Bot_Xtr: 0.0315112 +Loss contributors: + s_ln_CD : 0.864392 + s_CL : 0.693429 + s_CM : 0.397523 + s_analysis_confidence : 0.129438 + s_upper_bl_H_31 : 0.0509305 + s_lower_bl_H_1 : 0.0502773 + s_lower_bl_H_31 : 0.0500419 + s_lower_bl_H_2 : 0.0498788 + s_Bot_Xtr : 0.0497115 + s_upper_bl_H_30 : 0.0453902 +Epoch: 127 | Train Loss: 4.98779 | Test Loss: 5.04155 | analysis_confidence: 0.161042 | CL: 0.0320713 | ln_CD: 0.065412 | CM: 0.00567735 | Top_Xtr: 0.028042 | Bot_Xtr: 0.0308201 +Loss contributors: + s_ln_CD : 0.83376 + s_CL : 0.683553 + s_CM : 0.39727 + s_analysis_confidence : 0.125403 + s_upper_bl_H_31 : 0.0505805 + s_Bot_Xtr : 0.0503191 + s_upper_bl_H_30 : 0.0483105 + s_lower_bl_H_2 : 0.0465654 + s_lower_bl_H_31 : 0.0464276 + s_lower_bl_H_1 : 0.0462608 +Epoch: 128 | Train Loss: 4.98672 | Test Loss: 5.07981 | analysis_confidence: 0.158192 | CL: 0.0319369 | ln_CD: 0.0638994 | CM: 0.0053615 | Top_Xtr: 0.0308754 | Bot_Xtr: 0.0333779 +Loss contributors: + s_ln_CD : 0.885574 + s_CL : 0.69233 + s_CM : 0.381685 + s_analysis_confidence : 0.125113 + s_upper_bl_H_31 : 0.0526212 + s_Bot_Xtr : 0.0498637 + s_lower_bl_H_31 : 0.0495943 + s_lower_bl_H_2 : 0.0461525 + s_upper_bl_H_30 : 0.0452502 + s_lower_bl_H_1 : 0.0443611 +Epoch: 129 | Train Loss: 4.98678 | Test Loss: 5.07265 | analysis_confidence: 0.169538 | CL: 0.0338394 | ln_CD: 0.0648756 | CM: 0.00564708 | Top_Xtr: 0.0277807 | Bot_Xtr: 0.0306305 +Loss contributors: + s_ln_CD : 0.853252 + s_CL : 0.706256 + s_CM : 0.401051 + s_analysis_confidence : 0.129023 + s_upper_bl_H_31 : 0.0524115 + s_Bot_Xtr : 0.0504215 + s_lower_bl_H_31 : 0.050134 + s_lower_bl_H_1 : 0.0490232 + s_lower_bl_H_2 : 0.0483413 + s_lower_bl_H_0 : 0.046969 +Epoch: 130 | Train Loss: 4.98679 | Test Loss: 5.25928 | analysis_confidence: 0.157853 | CL: 0.0356585 | ln_CD: 0.0713002 | CM: 0.00578978 | Top_Xtr: 0.0389158 | Bot_Xtr: 0.042275 +Loss contributors: + s_ln_CD : 0.919797 + s_CL : 0.755895 + s_CM : 0.405141 + s_analysis_confidence : 0.12648 + s_Bot_Xtr : 0.056853 + s_upper_bl_H_31 : 0.054607 + s_lower_bl_H_31 : 0.0504849 + s_upper_bl_H_30 : 0.0470474 + s_lower_bl_H_2 : 0.0466813 + s_lower_bl_H_0 : 0.0460166 +Epoch: 131 | Train Loss: 4.98776 | Test Loss: 5.24819 | analysis_confidence: 0.163643 | CL: 0.0320658 | ln_CD: 0.0644787 | CM: 0.0052979 | Top_Xtr: 0.0312844 | Bot_Xtr: 0.0326702 +Loss contributors: + s_ln_CD : 0.977532 + s_CL : 0.706342 + s_CM : 0.378214 + s_analysis_confidence : 0.125172 + s_upper_bl_H_31 : 0.0521037 + s_Bot_Xtr : 0.0516393 + s_lower_bl_H_1 : 0.0489797 + s_lower_bl_H_31 : 0.0489483 + s_lower_bl_H_2 : 0.0475874 + s_lower_bl_H_0 : 0.0453922 +Epoch: 132 | Train Loss: 4.97758 | Test Loss: 5.09341 | analysis_confidence: 0.156873 | CL: 0.0322218 | ln_CD: 0.077089 | CM: 0.00554002 | Top_Xtr: 0.0292662 | Bot_Xtr: 0.0328488 +Loss contributors: + s_ln_CD : 0.909045 + s_CL : 0.680906 + s_CM : 0.408827 + s_analysis_confidence : 0.127331 + s_upper_bl_H_31 : 0.0508529 + s_lower_bl_H_1 : 0.0493522 + s_Bot_Xtr : 0.0490995 + s_lower_bl_H_2 : 0.0489627 + s_lower_bl_H_31 : 0.0476048 + s_upper_bl_H_30 : 0.0455179 +Epoch: 133 | Train Loss: 4.98002 | Test Loss: 4.95902 | analysis_confidence: 0.162597 | CL: 0.0314696 | ln_CD: 0.0685458 | CM: 0.00535341 | Top_Xtr: 0.0268227 | Bot_Xtr: 0.0297624 +Loss contributors: + s_ln_CD : 0.850742 + s_CL : 0.684031 + s_CM : 0.387954 + s_analysis_confidence : 0.127569 + s_upper_bl_H_31 : 0.0490916 + s_lower_bl_H_0 : 0.0490404 + s_Bot_Xtr : 0.0475362 + s_lower_bl_H_2 : 0.0469495 + s_lower_bl_H_31 : 0.0461045 + s_lower_bl_H_1 : 0.0445556 +Epoch: 134 | Train Loss: 4.9819 | Test Loss: 4.95228 | analysis_confidence: 0.165364 | CL: 0.030953 | ln_CD: 0.0686952 | CM: 0.00548291 | Top_Xtr: 0.0293029 | Bot_Xtr: 0.0330424 +Loss contributors: + s_ln_CD : 0.889111 + s_CL : 0.666725 + s_CM : 0.395702 + s_analysis_confidence : 0.126075 + s_upper_bl_H_31 : 0.0496559 + s_Bot_Xtr : 0.0493869 + s_lower_bl_H_31 : 0.047141 + s_lower_bl_H_2 : 0.0462308 + s_lower_bl_H_1 : 0.0449015 + s_lower_bl_H_0 : 0.0447562 +Epoch: 135 | Train Loss: 4.96793 | Test Loss: 4.96579 | analysis_confidence: 0.163487 | CL: 0.0316143 | ln_CD: 0.0679882 | CM: 0.00556412 | Top_Xtr: 0.0272837 | Bot_Xtr: 0.0305449 +Loss contributors: + s_ln_CD : 0.895508 + s_CL : 0.675271 + s_CM : 0.395166 + s_analysis_confidence : 0.130086 + s_upper_bl_H_31 : 0.0501371 + s_lower_bl_H_31 : 0.0485668 + s_Bot_Xtr : 0.0472605 + s_lower_bl_H_2 : 0.0453529 + s_lower_bl_H_1 : 0.0447283 + s_upper_bl_H_30 : 0.0430677 +Epoch: 136 | Train Loss: 4.97339 | Test Loss: 4.95502 | analysis_confidence: 0.161295 | CL: 0.0308653 | ln_CD: 0.0665321 | CM: 0.00548898 | Top_Xtr: 0.0268827 | Bot_Xtr: 0.0297229 +Loss contributors: + s_ln_CD : 0.84016 + s_CL : 0.665199 + s_CM : 0.390557 + s_analysis_confidence : 0.1275 + s_upper_bl_H_31 : 0.0489598 + s_lower_bl_H_2 : 0.0478468 + s_Bot_Xtr : 0.0467503 + s_lower_bl_H_31 : 0.0467426 + s_lower_bl_H_1 : 0.0459461 + s_lower_bl_H_0 : 0.0437692 +Epoch: 137 | Train Loss: 4.96508 | Test Loss: 4.9024 | analysis_confidence: 0.161365 | CL: 0.0320186 | ln_CD: 0.0647755 | CM: 0.00523963 | Top_Xtr: 0.0296205 | Bot_Xtr: 0.0339673 +Loss contributors: + s_ln_CD : 0.845652 + s_CL : 0.671411 + s_CM : 0.367872 + s_analysis_confidence : 0.125591 + s_Bot_Xtr : 0.0499334 + s_upper_bl_H_31 : 0.0495221 + s_lower_bl_H_31 : 0.0466203 + s_lower_bl_H_2 : 0.0465138 + s_lower_bl_H_1 : 0.044745 + s_lower_bl_H_0 : 0.0435747 +Epoch: 138 | Train Loss: 4.96379 | Test Loss: 5.10197 | analysis_confidence: 0.163776 | CL: 0.0330627 | ln_CD: 0.0670691 | CM: 0.00545114 | Top_Xtr: 0.0292759 | Bot_Xtr: 0.0326178 +Loss contributors: + s_ln_CD : 0.851246 + s_CL : 0.705165 + s_CM : 0.39556 + s_analysis_confidence : 0.125145 + s_upper_bl_H_31 : 0.0515169 + s_Bot_Xtr : 0.0494219 + s_lower_bl_H_31 : 0.0485513 + s_lower_bl_H_1 : 0.0479612 + s_lower_bl_H_2 : 0.0470967 + s_lower_bl_H_0 : 0.0466749 +Epoch: 139 | Train Loss: 4.97118 | Test Loss: 5.08891 | analysis_confidence: 0.164737 | CL: 0.0326243 | ln_CD: 0.0794065 | CM: 0.00539839 | Top_Xtr: 0.0295593 | Bot_Xtr: 0.032648 +Loss contributors: + s_ln_CD : 0.928527 + s_CL : 0.691539 + s_CM : 0.389448 + s_analysis_confidence : 0.126729 + s_upper_bl_H_31 : 0.0500148 + s_Bot_Xtr : 0.0487479 + s_lower_bl_H_31 : 0.0486153 + s_lower_bl_H_1 : 0.0468571 + s_lower_bl_H_2 : 0.0462578 + s_lower_bl_H_0 : 0.046135 +Epoch: 140 | Train Loss: 4.96578 | Test Loss: 4.92576 | analysis_confidence: 0.157353 | CL: 0.033505 | ln_CD: 0.0647486 | CM: 0.00519287 | Top_Xtr: 0.0293695 | Bot_Xtr: 0.0313732 +Loss contributors: + s_ln_CD : 0.835605 + s_CL : 0.703041 + s_CM : 0.372103 + s_analysis_confidence : 0.125057 + s_upper_bl_H_31 : 0.0495533 + s_lower_bl_H_31 : 0.0485767 + s_Bot_Xtr : 0.0481449 + s_lower_bl_H_1 : 0.0466753 + s_lower_bl_H_2 : 0.0461433 + s_lower_bl_H_0 : 0.0431719 +Epoch: 141 | Train Loss: 4.95729 | Test Loss: 5.12801 | analysis_confidence: 0.157854 | CL: 0.0370859 | ln_CD: 0.0666073 | CM: 0.00586419 | Top_Xtr: 0.0291839 | Bot_Xtr: 0.0315203 +Loss 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s_analysis_confidence : 0.126547 + s_upper_bl_H_31 : 0.0506907 + s_lower_bl_H_31 : 0.048515 + s_Bot_Xtr : 0.0468384 + s_lower_bl_H_2 : 0.0462481 + s_lower_bl_H_0 : 0.0441441 + s_lower_bl_H_1 : 0.0437455 +Epoch: 144 | Train Loss: 4.95611 | Test Loss: 5.07151 | analysis_confidence: 0.160363 | CL: 0.0346392 | ln_CD: 0.0640261 | CM: 0.00554026 | Top_Xtr: 0.0325196 | Bot_Xtr: 0.0358027 +Loss contributors: + s_ln_CD : 0.859282 + s_CL : 0.729396 + s_CM : 0.389834 + s_analysis_confidence : 0.124566 + s_Bot_Xtr : 0.0527533 + s_upper_bl_H_31 : 0.0505173 + s_lower_bl_H_31 : 0.0483773 + s_lower_bl_H_2 : 0.0458306 + s_lower_bl_H_1 : 0.0438539 + s_lower_bl_H_0 : 0.0436398 +Epoch: 145 | Train Loss: 4.9643 | Test Loss: 4.91453 | analysis_confidence: 0.16195 | CL: 0.0320602 | ln_CD: 0.0622299 | CM: 0.00538296 | Top_Xtr: 0.0311033 | Bot_Xtr: 0.0338009 +Loss contributors: + s_ln_CD : 0.839095 + s_CL : 0.675647 + s_CM : 0.380756 + s_analysis_confidence : 0.125222 + s_Bot_Xtr : 0.0515724 + s_upper_bl_H_31 : 0.0502818 + s_lower_bl_H_31 : 0.0489705 + s_lower_bl_H_2 : 0.0461928 + s_lower_bl_H_1 : 0.0449972 + s_lower_bl_H_0 : 0.0442306 +Epoch: 146 | Train Loss: 4.94967 | Test Loss: 4.85758 | analysis_confidence: 0.159175 | CL: 0.0305654 | ln_CD: 0.062023 | CM: 0.0053111 | Top_Xtr: 0.027487 | Bot_Xtr: 0.0300307 +Loss contributors: + s_ln_CD : 0.809382 + s_CL : 0.646189 + s_CM : 0.377581 + s_analysis_confidence : 0.124184 + s_upper_bl_H_31 : 0.0491051 + s_Bot_Xtr : 0.0481755 + s_lower_bl_H_31 : 0.0476651 + s_lower_bl_H_2 : 0.0452751 + s_lower_bl_H_1 : 0.0451882 + s_upper_bl_H_30 : 0.045085 +Epoch: 147 | Train Loss: 4.95737 | Test Loss: 4.9224 | analysis_confidence: 0.169124 | CL: 0.0334915 | ln_CD: 0.0656382 | CM: 0.00533648 | Top_Xtr: 0.0299395 | Bot_Xtr: 0.0326811 +Loss contributors: + s_ln_CD : 0.833038 + s_CL : 0.685602 + s_CM : 0.378652 + s_analysis_confidence : 0.127058 + s_Bot_Xtr : 0.0503248 + s_upper_bl_H_31 : 0.0491009 + s_lower_bl_H_31 : 0.046995 + s_lower_bl_H_2 : 0.046465 + s_lower_bl_H_1 : 0.0438743 + s_upper_bl_H_30 : 0.0423319 +Epoch: 148 | Train Loss: 4.94856 | Test Loss: 5.03601 | analysis_confidence: 0.162928 | CL: 0.0327579 | ln_CD: 0.064101 | CM: 0.00529162 | Top_Xtr: 0.0292459 | Bot_Xtr: 0.0327016 +Loss contributors: + s_ln_CD : 0.848012 + s_CL : 0.687905 + s_CM : 0.381173 + s_analysis_confidence : 0.124414 + s_upper_bl_H_31 : 0.050156 + s_lower_bl_H_2 : 0.0491062 + s_Bot_Xtr : 0.0482472 + s_lower_bl_H_31 : 0.0481624 + s_lower_bl_H_1 : 0.0453188 + s_upper_bl_H_30 : 0.0429085 +Epoch: 149 | Train Loss: 4.9536 | Test Loss: 4.87574 | analysis_confidence: 0.161532 | CL: 0.0310055 | ln_CD: 0.0658075 | CM: 0.00548418 | Top_Xtr: 0.0273181 | Bot_Xtr: 0.0309302 +Loss contributors: + s_ln_CD : 0.840085 + s_CL : 0.664748 + s_CM : 0.383101 + s_analysis_confidence : 0.124474 + s_upper_bl_H_31 : 0.0490247 + s_Bot_Xtr : 0.048075 + s_lower_bl_H_31 : 0.0471825 + s_lower_bl_H_2 : 0.0452089 + s_lower_bl_H_0 : 0.0439344 + s_lower_bl_H_1 : 0.0422891 +Epoch: 150 | Train Loss: 4.94967 | Test Loss: 5.04821 | analysis_confidence: 0.168441 | CL: 0.0321605 | ln_CD: 0.0663394 | CM: 0.00642351 | Top_Xtr: 0.0277234 | Bot_Xtr: 0.0306929 +Loss contributors: + s_ln_CD : 0.845509 + s_CL : 0.671198 + s_CM : 0.448326 + s_analysis_confidence : 0.128283 + s_upper_bl_H_31 : 0.0499195 + s_Bot_Xtr : 0.0497043 + s_lower_bl_H_31 : 0.0474766 + s_lower_bl_H_2 : 0.0473123 + s_lower_bl_H_1 : 0.0443603 + s_lower_bl_H_0 : 0.043218 +Epoch: 151 | Train Loss: 4.94813 | Test Loss: 4.90834 | analysis_confidence: 0.1558 | CL: 0.0323719 | ln_CD: 0.0631045 | CM: 0.0051885 | Top_Xtr: 0.0299032 | Bot_Xtr: 0.0332311 +Loss contributors: + s_ln_CD : 0.824195 + s_CL : 0.681345 + s_CM : 0.367847 + s_analysis_confidence : 0.127975 + s_Bot_Xtr : 0.0494648 + s_upper_bl_H_31 : 0.0487329 + s_lower_bl_H_31 : 0.0468086 + s_lower_bl_H_2 : 0.0459942 + s_lower_bl_H_0 : 0.045146 + s_lower_bl_H_1 : 0.0443366 +Epoch: 152 | Train Loss: 4.92894 | Test Loss: 5.15493 | analysis_confidence: 0.158947 | CL: 0.0325199 | ln_CD: 0.0681671 | CM: 0.0053565 | Top_Xtr: 0.0282683 | Bot_Xtr: 0.0315499 +Loss contributors: + s_ln_CD : 0.873633 + s_CL : 0.69982 + s_CM : 0.386374 + s_analysis_confidence : 0.1254 + s_upper_bl_H_31 : 0.0546568 + s_lower_bl_H_31 : 0.0531132 + s_Bot_Xtr : 0.0499206 + s_lower_bl_H_2 : 0.0479603 + s_upper_bl_H_30 : 0.0463953 + s_lower_bl_H_30 : 0.0453099 +Epoch: 153 | Train Loss: 4.93435 | Test Loss: 4.92421 | analysis_confidence: 0.159488 | CL: 0.0329308 | ln_CD: 0.0635005 | CM: 0.00538828 | Top_Xtr: 0.0262292 | Bot_Xtr: 0.0293007 +Loss contributors: + s_ln_CD : 0.797113 + s_CL : 0.701616 + s_CM : 0.37797 + s_analysis_confidence : 0.125626 + s_upper_bl_H_31 : 0.0516932 + s_lower_bl_H_31 : 0.0489022 + s_lower_bl_H_2 : 0.047826 + s_lower_bl_H_1 : 0.0452062 + s_Bot_Xtr : 0.0450449 + s_lower_bl_H_0 : 0.0444284 +Epoch: 154 | Train Loss: 4.93357 | Test Loss: 4.92252 | analysis_confidence: 0.160974 | CL: 0.0308465 | ln_CD: 0.0630564 | CM: 0.00526054 | Top_Xtr: 0.0283346 | Bot_Xtr: 0.0312111 +Loss contributors: + s_ln_CD : 0.818566 + s_CL : 0.669481 + s_CM : 0.371665 + s_analysis_confidence : 0.124929 + s_upper_bl_H_31 : 0.0547758 + s_lower_bl_H_31 : 0.050933 + s_upper_bl_H_30 : 0.0471345 + s_Bot_Xtr : 0.0470843 + s_lower_bl_H_2 : 0.0453498 + s_lower_bl_H_30 : 0.0438983 +Epoch: 155 | Train Loss: 4.92901 | Test Loss: 4.93967 | analysis_confidence: 0.154978 | CL: 0.0306812 | ln_CD: 0.0625477 | CM: 0.00555002 | Top_Xtr: 0.0312298 | Bot_Xtr: 0.034115 +Loss contributors: + s_ln_CD : 0.821947 + s_CL : 0.657922 + s_CM : 0.389631 + s_analysis_confidence : 0.124123 + s_Bot_Xtr : 0.0511771 + s_lower_bl_H_31 : 0.04813 + s_lower_bl_H_2 : 0.0478412 + s_upper_bl_H_31 : 0.0477391 + s_lower_bl_H_1 : 0.0453638 + s_lower_bl_H_0 : 0.0440295 +Epoch: 156 | Train Loss: 4.9234 | Test Loss: 4.86305 | analysis_confidence: 0.165343 | CL: 0.0324057 | ln_CD: 0.0731626 | CM: 0.00519633 | Top_Xtr: 0.0262314 | Bot_Xtr: 0.029385 +Loss contributors: + s_ln_CD : 0.857585 + s_CL : 0.659762 + s_CM : 0.36187 + s_analysis_confidence : 0.125387 + s_upper_bl_H_31 : 0.0490467 + s_lower_bl_H_31 : 0.0474447 + s_lower_bl_H_2 : 0.0466597 + s_Bot_Xtr : 0.0463043 + s_lower_bl_H_0 : 0.0436656 + s_upper_bl_H_30 : 0.0433527 +Epoch: 157 | Train Loss: 4.93092 | Test Loss: 5.20454 | analysis_confidence: 0.161152 | CL: 0.0364514 | ln_CD: 0.064588 | CM: 0.00647414 | Top_Xtr: 0.0288253 | Bot_Xtr: 0.0315649 +Loss contributors: + s_ln_CD : 0.84363 + s_CL : 0.744567 + s_CM : 0.466188 + s_analysis_confidence : 0.128197 + s_Bot_Xtr : 0.0500094 + s_upper_bl_H_31 : 0.0495039 + s_lower_bl_H_31 : 0.0478029 + s_lower_bl_H_1 : 0.0472018 + s_lower_bl_H_2 : 0.0451879 + s_lower_bl_H_0 : 0.0442903 +Epoch: 158 | Train Loss: 4.93141 | Test Loss: 5.06032 | analysis_confidence: 0.160463 | CL: 0.0309721 | ln_CD: 0.0607926 | CM: 0.00597865 | Top_Xtr: 0.0289147 | Bot_Xtr: 0.0312088 +Loss contributors: + s_ln_CD : 0.878268 + s_CL : 0.665204 + s_CM : 0.431908 + s_analysis_confidence : 0.123757 + s_upper_bl_H_31 : 0.051404 + s_Bot_Xtr : 0.0505876 + s_lower_bl_H_31 : 0.0501623 + s_lower_bl_H_2 : 0.047514 + s_lower_bl_H_1 : 0.0455793 + s_lower_bl_H_0 : 0.045048 +Epoch: 159 | Train Loss: 4.93213 | Test Loss: 5.02824 | analysis_confidence: 0.163624 | CL: 0.0327373 | ln_CD: 0.0724206 | CM: 0.00525928 | Top_Xtr: 0.0284399 | Bot_Xtr: 0.0319176 +Loss contributors: + s_ln_CD : 0.869655 + s_CL : 0.692037 + s_CM : 0.38623 + s_analysis_confidence : 0.129584 + s_upper_bl_H_31 : 0.0487318 + s_Bot_Xtr : 0.0483597 + s_lower_bl_H_2 : 0.0481737 + s_lower_bl_H_31 : 0.0472782 + s_lower_bl_H_0 : 0.0435959 + s_lower_bl_H_1 : 0.0435231 +Epoch: 160 | Train Loss: 4.92533 | Test Loss: 4.97027 | analysis_confidence: 0.160251 | CL: 0.0321667 | ln_CD: 0.0613868 | CM: 0.0053745 | Top_Xtr: 0.0261753 | Bot_Xtr: 0.0286574 +Loss contributors: + s_ln_CD : 0.86822 + s_CL : 0.675623 + s_CM : 0.376283 + s_analysis_confidence : 0.12853 + s_upper_bl_H_31 : 0.049553 + s_lower_bl_H_31 : 0.0492745 + s_Bot_Xtr : 0.0461746 + s_lower_bl_H_2 : 0.0454696 + s_lower_bl_H_1 : 0.0448996 + s_lower_bl_H_0 : 0.0429342 +Epoch: 161 | Train Loss: 4.92067 | Test Loss: 5.11344 | analysis_confidence: 0.16179 | CL: 0.032459 | ln_CD: 0.0825989 | CM: 0.00547577 | Top_Xtr: 0.027044 | Bot_Xtr: 0.0298931 +Loss contributors: + s_ln_CD : 0.929855 + s_CL : 0.699607 + s_CM : 0.395559 + s_analysis_confidence : 0.124886 + s_upper_bl_H_31 : 0.0511774 + s_lower_bl_H_31 : 0.0501413 + s_Bot_Xtr : 0.0478148 + s_lower_bl_H_2 : 0.046505 + s_lower_bl_H_0 : 0.0448181 + s_lower_bl_H_1 : 0.0446222 +Epoch: 162 | Train Loss: 4.92157 | Test Loss: 4.90761 | analysis_confidence: 0.159658 | CL: 0.0316616 | ln_CD: 0.064948 | CM: 0.00521493 | Top_Xtr: 0.026936 | Bot_Xtr: 0.0299905 +Loss contributors: + s_ln_CD : 0.836111 + s_CL : 0.671537 + s_CM : 0.379505 + s_analysis_confidence : 0.124408 + s_upper_bl_H_31 : 0.0485914 + s_lower_bl_H_31 : 0.047394 + s_lower_bl_H_2 : 0.0462525 + s_Bot_Xtr : 0.0462319 + s_lower_bl_H_0 : 0.0437331 + s_lower_bl_H_1 : 0.042965 +Epoch: 163 | Train Loss: 4.9136 | Test Loss: 4.90297 | analysis_confidence: 0.160513 | CL: 0.0317601 | ln_CD: 0.0678556 | CM: 0.00518678 | Top_Xtr: 0.0280338 | Bot_Xtr: 0.0315215 +Loss contributors: + s_ln_CD : 0.839892 + s_CL : 0.679676 + s_CM : 0.367236 + s_analysis_confidence : 0.126921 + s_Bot_Xtr : 0.0502632 + s_upper_bl_H_31 : 0.0479732 + s_lower_bl_H_31 : 0.0465893 + s_lower_bl_H_2 : 0.0456991 + s_lower_bl_H_1 : 0.0429349 + s_lower_bl_H_0 : 0.0426789 +Epoch: 164 | Train Loss: 4.91789 | Test Loss: 4.85743 | analysis_confidence: 0.16726 | CL: 0.0318681 | ln_CD: 0.06497 | CM: 0.00546332 | Top_Xtr: 0.0279191 | Bot_Xtr: 0.0311232 +Loss contributors: + s_ln_CD : 0.815694 + s_CL : 0.663672 + s_CM : 0.381996 + s_analysis_confidence : 0.125875 + s_upper_bl_H_31 : 0.0487939 + s_lower_bl_H_31 : 0.048354 + s_Bot_Xtr : 0.0477631 + s_lower_bl_H_2 : 0.0450634 + s_upper_bl_H_30 : 0.0427783 + s_lower_bl_H_0 : 0.0423054 +Epoch: 165 | Train Loss: 4.91946 | Test Loss: 5.01752 | analysis_confidence: 0.158715 | CL: 0.0338417 | ln_CD: 0.0626509 | CM: 0.00561283 | Top_Xtr: 0.0282139 | Bot_Xtr: 0.0324361 +Loss contributors: + s_ln_CD : 0.900057 + s_CL : 0.697441 + s_CM : 0.40182 + s_analysis_confidence : 0.123902 + s_upper_bl_H_31 : 0.052209 + s_lower_bl_H_31 : 0.0501184 + s_Bot_Xtr : 0.0497386 + s_lower_bl_H_2 : 0.0467897 + s_lower_bl_H_0 : 0.0448294 + s_upper_bl_H_30 : 0.0447305 +Epoch: 166 | Train Loss: 4.91046 | Test Loss: 4.93094 | analysis_confidence: 0.164227 | CL: 0.031339 | ln_CD: 0.0714752 | CM: 0.00548318 | Top_Xtr: 0.0287636 | Bot_Xtr: 0.0323941 +Loss contributors: + s_ln_CD : 0.84973 + s_CL : 0.66638 + s_CM : 0.388036 + s_analysis_confidence : 0.130911 + s_upper_bl_H_31 : 0.0516534 + s_lower_bl_H_31 : 0.0492424 + s_Bot_Xtr : 0.0477737 + s_lower_bl_H_2 : 0.0451791 + s_upper_bl_H_30 : 0.0439551 + s_lower_bl_H_1 : 0.0436821 +Epoch: 167 | Train Loss: 4.90382 | Test Loss: 4.82236 | analysis_confidence: 0.159855 | CL: 0.0315621 | ln_CD: 0.0615557 | CM: 0.00522541 | Top_Xtr: 0.0263265 | Bot_Xtr: 0.0287913 +Loss contributors: + s_ln_CD : 0.816158 + s_CL : 0.669417 + s_CM : 0.367106 + s_analysis_confidence : 0.123743 + s_upper_bl_H_31 : 0.0514556 + s_lower_bl_H_31 : 0.0489315 + s_Bot_Xtr : 0.0459386 + s_lower_bl_H_2 : 0.0457155 + s_lower_bl_H_1 : 0.0438408 + s_lower_bl_H_0 : 0.0432867 +Epoch: 168 | Train Loss: 4.92554 | Test Loss: 4.85302 | analysis_confidence: 0.159362 | CL: 0.0330568 | ln_CD: 0.0615894 | CM: 0.00535624 | Top_Xtr: 0.0292926 | Bot_Xtr: 0.0334454 +Loss contributors: + s_ln_CD : 0.808185 + s_CL : 0.683769 + s_CM : 0.380118 + s_analysis_confidence : 0.123379 + s_lower_bl_H_31 : 0.0506003 + s_upper_bl_H_31 : 0.05058 + s_Bot_Xtr : 0.048301 + s_lower_bl_H_2 : 0.044601 + s_lower_bl_H_0 : 0.0422342 + s_lower_bl_H_1 : 0.0419085 +Epoch: 169 | Train Loss: 4.90604 | Test Loss: 5.00848 | analysis_confidence: 0.157327 | CL: 0.0324372 | ln_CD: 0.0680034 | CM: 0.00553941 | Top_Xtr: 0.0264812 | Bot_Xtr: 0.0290065 +Loss 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s_analysis_confidence : 0.123374 + s_upper_bl_H_31 : 0.0484718 + s_Bot_Xtr : 0.0479193 + s_lower_bl_H_31 : 0.0467738 + s_lower_bl_H_2 : 0.046113 + s_lower_bl_H_1 : 0.0428914 + s_lower_bl_H_0 : 0.0422785 +Epoch: 172 | Train Loss: 4.90499 | Test Loss: 4.95087 | analysis_confidence: 0.161321 | CL: 0.032713 | ln_CD: 0.0603157 | CM: 0.00528459 | Top_Xtr: 0.0261725 | Bot_Xtr: 0.0295422 +Loss contributors: + s_ln_CD : 0.812885 + s_CL : 0.682941 + s_CM : 0.380175 + s_analysis_confidence : 0.124712 + s_lower_bl_H_31 : 0.052103 + s_upper_bl_H_31 : 0.0515302 + s_Bot_Xtr : 0.0477059 + s_lower_bl_H_2 : 0.0450019 + s_lower_bl_H_1 : 0.044922 + s_upper_bl_H_30 : 0.0442959 +Epoch: 173 | Train Loss: 4.90756 | Test Loss: 5.02872 | analysis_confidence: 0.157461 | CL: 0.033444 | ln_CD: 0.0672627 | CM: 0.0053743 | Top_Xtr: 0.0282123 | Bot_Xtr: 0.0322458 +Loss contributors: + s_ln_CD : 0.862985 + s_CL : 0.700806 + s_CM : 0.380964 + s_analysis_confidence : 0.123502 + s_lower_bl_H_31 : 0.0509474 + 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0.0463986 + s_lower_bl_H_1 : 0.043623 + s_lower_bl_H_0 : 0.0426059 +Epoch: 176 | Train Loss: 4.89357 | Test Loss: 4.86407 | analysis_confidence: 0.16716 | CL: 0.031611 | ln_CD: 0.0663683 | CM: 0.00516391 | Top_Xtr: 0.0281965 | Bot_Xtr: 0.0319045 +Loss contributors: + s_ln_CD : 0.833496 + s_CL : 0.670986 + s_CM : 0.365686 + s_analysis_confidence : 0.125161 + s_Bot_Xtr : 0.0481073 + s_upper_bl_H_31 : 0.0470227 + s_lower_bl_H_2 : 0.0464766 + s_lower_bl_H_31 : 0.0461471 + s_lower_bl_H_0 : 0.0435855 + s_lower_bl_H_1 : 0.0434581 +Epoch: 177 | Train Loss: 4.89844 | Test Loss: 4.97881 | analysis_confidence: 0.164668 | CL: 0.033226 | ln_CD: 0.0676557 | CM: 0.00578082 | Top_Xtr: 0.0266533 | Bot_Xtr: 0.0304571 +Loss contributors: + s_ln_CD : 0.87976 + s_CL : 0.685352 + s_CM : 0.403626 + s_analysis_confidence : 0.126053 + s_upper_bl_H_31 : 0.0520554 + s_lower_bl_H_31 : 0.0492647 + s_Bot_Xtr : 0.049011 + s_lower_bl_H_2 : 0.0472955 + s_upper_bl_H_30 : 0.0448466 + s_lower_bl_H_0 : 0.0441705 +Epoch: 178 | Train Loss: 4.89252 | Test Loss: 4.94038 | analysis_confidence: 0.16847 | CL: 0.0349134 | ln_CD: 0.0708376 | CM: 0.00536539 | Top_Xtr: 0.0267988 | Bot_Xtr: 0.0298181 +Loss contributors: + s_ln_CD : 0.881874 + s_CL : 0.70411 + s_CM : 0.375966 + s_analysis_confidence : 0.126606 + s_upper_bl_H_31 : 0.0465094 + s_Bot_Xtr : 0.0462253 + s_lower_bl_H_31 : 0.045444 + s_lower_bl_H_2 : 0.0452922 + s_lower_bl_H_0 : 0.0432807 + s_lower_bl_H_1 : 0.0424425 +Epoch: 179 | Train Loss: 4.8922 | Test Loss: 4.82924 | analysis_confidence: 0.158286 | CL: 0.0314676 | ln_CD: 0.0598687 | CM: 0.00561284 | Top_Xtr: 0.0300455 | Bot_Xtr: 0.0335182 +Loss contributors: + s_ln_CD : 0.833552 + s_CL : 0.664366 + s_CM : 0.393101 + s_analysis_confidence : 0.125358 + s_upper_bl_H_31 : 0.0502259 + s_Bot_Xtr : 0.0500065 + s_lower_bl_H_31 : 0.0452444 + s_lower_bl_H_2 : 0.044554 + s_lower_bl_H_1 : 0.0429037 + s_upper_bl_H_30 : 0.0424285 +Epoch: 180 | Train Loss: 4.89637 | Test Loss: 4.90233 | analysis_confidence: 0.160586 | CL: 0.031915 | ln_CD: 0.0647272 | CM: 0.00558293 | Top_Xtr: 0.0260347 | Bot_Xtr: 0.0292645 +Loss contributors: + s_ln_CD : 0.856653 + s_CL : 0.665922 + s_CM : 0.386002 + s_analysis_confidence : 0.125956 + s_upper_bl_H_31 : 0.0536162 + s_lower_bl_H_31 : 0.0492358 + s_lower_bl_H_2 : 0.0466366 + s_lower_bl_H_0 : 0.0463086 + s_Bot_Xtr : 0.0455376 + s_upper_bl_H_30 : 0.045293 +Epoch: 181 | Train Loss: 4.89379 | Test Loss: 4.93603 | analysis_confidence: 0.170062 | CL: 0.0317806 | ln_CD: 0.0689601 | CM: 0.00531187 | Top_Xtr: 0.0298032 | Bot_Xtr: 0.0322198 +Loss contributors: + s_ln_CD : 0.881952 + s_CL : 0.68806 + s_CM : 0.379512 + s_analysis_confidence : 0.130241 + s_upper_bl_H_31 : 0.0512079 + s_Bot_Xtr : 0.0489481 + s_lower_bl_H_31 : 0.0484548 + s_lower_bl_H_2 : 0.0459081 + s_lower_bl_H_0 : 0.044395 + s_lower_bl_H_1 : 0.0443378 +Epoch: 182 | Train Loss: 4.88309 | Test Loss: 4.89795 | analysis_confidence: 0.161574 | CL: 0.03526 | ln_CD: 0.0619742 | CM: 0.0052719 | Top_Xtr: 0.0274435 | Bot_Xtr: 0.0292977 +Loss contributors: + s_ln_CD : 0.812688 + s_CL : 0.745554 + s_CM : 0.37899 + s_analysis_confidence : 0.124399 + s_upper_bl_H_31 : 0.0492725 + s_lower_bl_H_31 : 0.0466978 + s_Bot_Xtr : 0.0459282 + s_lower_bl_H_2 : 0.0438476 + s_lower_bl_H_0 : 0.0436969 + s_lower_bl_H_1 : 0.0423233 +Epoch: 183 | Train Loss: 4.87958 | Test Loss: 4.9541 | analysis_confidence: 0.15912 | CL: 0.03054 | ln_CD: 0.064319 | CM: 0.00533263 | Top_Xtr: 0.0278053 | Bot_Xtr: 0.031597 +Loss contributors: + s_ln_CD : 0.830464 + s_CL : 0.662671 + s_CM : 0.380811 + s_analysis_confidence : 0.123902 + s_upper_bl_H_31 : 0.0504439 + s_Bot_Xtr : 0.0497034 + s_lower_bl_H_2 : 0.0483863 + s_lower_bl_H_31 : 0.0483838 + s_upper_bl_H_30 : 0.0432159 + s_lower_bl_H_1 : 0.0425925 +Epoch: 184 | Train Loss: 4.88708 | Test Loss: 4.91581 | analysis_confidence: 0.156636 | CL: 0.0324459 | ln_CD: 0.0680548 | CM: 0.00562662 | Top_Xtr: 0.0290444 | Bot_Xtr: 0.0315325 +Loss contributors: + s_ln_CD : 0.833485 + s_CL : 0.667159 + s_CM : 0.395402 + s_analysis_confidence : 0.124705 + s_upper_bl_H_31 : 0.0477708 + s_Bot_Xtr : 0.0470391 + s_lower_bl_H_31 : 0.0459627 + s_lower_bl_H_2 : 0.0449082 + s_lower_bl_H_1 : 0.0444624 + s_lower_bl_H_0 : 0.0424435 +Epoch: 185 | Train Loss: 4.88856 | Test Loss: 4.8725 | analysis_confidence: 0.155603 | CL: 0.0310713 | ln_CD: 0.0621144 | CM: 0.00515872 | Top_Xtr: 0.0257634 | Bot_Xtr: 0.0291409 +Loss contributors: + s_ln_CD : 0.849254 + s_CL : 0.659098 + s_CM : 0.365319 + s_analysis_confidence : 0.127237 + s_upper_bl_H_31 : 0.0507351 + s_lower_bl_H_31 : 0.0485901 + s_Bot_Xtr : 0.0466098 + s_lower_bl_H_2 : 0.0451886 + s_lower_bl_H_0 : 0.0437606 + s_upper_bl_H_30 : 0.0431782 +Epoch: 186 | Train Loss: 4.87738 | Test Loss: 4.82247 | analysis_confidence: 0.163109 | CL: 0.0343967 | ln_CD: 0.0633602 | CM: 0.00513684 | Top_Xtr: 0.0279709 | Bot_Xtr: 0.0303561 +Loss contributors: + s_ln_CD : 0.808331 + s_CL : 0.692383 + s_CM : 0.365355 + s_analysis_confidence : 0.124091 + s_upper_bl_H_31 : 0.0482203 + s_Bot_Xtr : 0.0478565 + s_lower_bl_H_31 : 0.0461512 + s_lower_bl_H_2 : 0.0454276 + s_lower_bl_H_1 : 0.0427421 + s_upper_bl_H_30 : 0.0420673 +Epoch: 187 | Train Loss: 4.88325 | Test Loss: 4.98767 | analysis_confidence: 0.15798 | CL: 0.0325189 | ln_CD: 0.0669522 | CM: 0.00557947 | Top_Xtr: 0.0283094 | Bot_Xtr: 0.0315651 +Loss contributors: + s_ln_CD : 0.889497 + s_CL : 0.7135 + s_CM : 0.386288 + s_analysis_confidence : 0.123432 + s_upper_bl_H_31 : 0.0518965 + s_lower_bl_H_31 : 0.0497287 + s_Bot_Xtr : 0.0491562 + s_upper_bl_H_30 : 0.0451434 + s_lower_bl_H_2 : 0.0443572 + s_lower_bl_H_30 : 0.0434514 +Epoch: 188 | Train Loss: 4.88628 | Test Loss: 4.90812 | analysis_confidence: 0.16452 | CL: 0.0332947 | ln_CD: 0.065574 | CM: 0.00535998 | Top_Xtr: 0.0267236 | Bot_Xtr: 0.0294888 +Loss contributors: + s_ln_CD : 0.8276 + s_CL : 0.704867 + s_CM : 0.375242 + s_analysis_confidence : 0.127176 + s_upper_bl_H_31 : 0.0481939 + s_Bot_Xtr : 0.0471213 + s_lower_bl_H_2 : 0.0464723 + s_lower_bl_H_31 : 0.0456576 + s_upper_bl_H_30 : 0.0419476 + s_lower_bl_H_1 : 0.0416408 +Epoch: 189 | Train Loss: 4.89769 | Test Loss: 4.95507 | analysis_confidence: 0.159371 | CL: 0.031523 | ln_CD: 0.0632039 | CM: 0.00567766 | Top_Xtr: 0.0287997 | Bot_Xtr: 0.0316884 +Loss contributors: + s_ln_CD : 0.821865 + s_CL : 0.668044 + s_CM : 0.392909 + s_analysis_confidence : 0.124688 + s_upper_bl_H_31 : 0.0495188 + s_lower_bl_H_31 : 0.0479321 + s_Bot_Xtr : 0.0477666 + s_lower_bl_H_2 : 0.0469166 + s_lower_bl_H_0 : 0.0437375 + s_lower_bl_H_1 : 0.0434085 +Epoch: 190 | Train Loss: 4.87677 | Test Loss: 4.8214 | analysis_confidence: 0.160332 | CL: 0.0319523 | ln_CD: 0.0618652 | CM: 0.00531808 | Top_Xtr: 0.0282802 | Bot_Xtr: 0.0307293 +Loss contributors: + s_ln_CD : 0.806508 + s_CL : 0.668444 + s_CM : 0.373947 + s_analysis_confidence : 0.125522 + s_upper_bl_H_31 : 0.0485223 + s_Bot_Xtr : 0.0472853 + s_lower_bl_H_31 : 0.0452472 + s_lower_bl_H_2 : 0.044827 + s_lower_bl_H_0 : 0.0446661 + s_lower_bl_H_1 : 0.0421355 +Epoch: 191 | Train Loss: 4.88466 | Test Loss: 4.93169 | analysis_confidence: 0.167154 | CL: 0.0314206 | ln_CD: 0.068394 | CM: 0.00561747 | Top_Xtr: 0.0311133 | Bot_Xtr: 0.0337926 +Loss contributors: + s_ln_CD : 0.825167 + s_CL : 0.669954 + s_CM : 0.388161 + s_analysis_confidence : 0.126579 + s_lower_bl_H_31 : 0.0536812 + s_upper_bl_H_31 : 0.0516036 + s_Bot_Xtr : 0.050712 + s_lower_bl_H_2 : 0.0465959 + s_lower_bl_H_0 : 0.0445463 + s_lower_bl_H_1 : 0.0436399 +Epoch: 192 | Train Loss: 4.87398 | Test Loss: 4.93924 | analysis_confidence: 0.161297 | CL: 0.0317679 | ln_CD: 0.0684199 | CM: 0.00529541 | Top_Xtr: 0.0276035 | Bot_Xtr: 0.0304625 +Loss contributors: + s_ln_CD : 0.845645 + s_CL : 0.682081 + s_CM : 0.377107 + s_analysis_confidence : 0.125416 + s_upper_bl_H_31 : 0.0508867 + s_lower_bl_H_2 : 0.0498583 + s_Bot_Xtr : 0.0477339 + s_lower_bl_H_1 : 0.0470131 + s_lower_bl_H_31 : 0.0468075 + s_upper_bl_H_30 : 0.0436267 +Epoch: 193 | Train Loss: 4.87352 | Test Loss: 4.98255 | analysis_confidence: 0.16553 | CL: 0.0309047 | ln_CD: 0.0641545 | CM: 0.00655931 | Top_Xtr: 0.0259836 | Bot_Xtr: 0.0281753 +Loss contributors: + s_ln_CD : 0.842473 + s_CL : 0.650156 + s_CM : 0.449616 + s_analysis_confidence : 0.125431 + s_lower_bl_H_2 : 0.0466107 + s_upper_bl_H_31 : 0.0465739 + s_Bot_Xtr : 0.0461988 + s_lower_bl_H_31 : 0.0441306 + s_lower_bl_H_0 : 0.0437216 + s_lower_bl_H_1 : 0.0432229 +Epoch: 194 | Train Loss: 4.87743 | Test Loss: 4.84149 | analysis_confidence: 0.160571 | CL: 0.0320133 | ln_CD: 0.0605943 | CM: 0.0060657 | Top_Xtr: 0.0280114 | Bot_Xtr: 0.0315556 +Loss contributors: + s_ln_CD : 0.808537 + s_CL : 0.664244 + s_CM : 0.418106 + s_analysis_confidence : 0.124454 + s_upper_bl_H_31 : 0.051473 + s_Bot_Xtr : 0.0478185 + s_lower_bl_H_31 : 0.0472947 + s_lower_bl_H_2 : 0.044506 + s_lower_bl_H_1 : 0.0426275 + s_lower_bl_H_0 : 0.0417897 +Epoch: 195 | Train Loss: 4.86986 | Test Loss: 4.86443 | analysis_confidence: 0.157128 | CL: 0.0310358 | ln_CD: 0.0608994 | CM: 0.00527733 | Top_Xtr: 0.026995 | Bot_Xtr: 0.0299233 +Loss contributors: + s_ln_CD : 0.844597 + s_CL : 0.657937 + s_CM : 0.366533 + s_analysis_confidence : 0.124044 + s_upper_bl_H_31 : 0.0478885 + s_Bot_Xtr : 0.0469051 + s_lower_bl_H_2 : 0.046346 + s_lower_bl_H_31 : 0.0458764 + s_lower_bl_H_0 : 0.0435965 + s_lower_bl_H_1 : 0.0431758 +Epoch: 196 | Train Loss: 4.861 | Test Loss: 4.97384 | analysis_confidence: 0.155111 | CL: 0.0362715 | ln_CD: 0.0699614 | CM: 0.0052057 | Top_Xtr: 0.0286828 | Bot_Xtr: 0.031254 +Loss contributors: + s_ln_CD : 0.861066 + s_CL : 0.726604 + s_CM : 0.36588 + s_analysis_confidence : 0.124053 + s_upper_bl_H_31 : 0.0509166 + s_lower_bl_H_31 : 0.0482613 + s_Bot_Xtr : 0.0480232 + s_lower_bl_H_2 : 0.0449331 + s_upper_bl_H_30 : 0.0431061 + s_lower_bl_H_30 : 0.0423674 +Epoch: 197 | Train Loss: 4.85787 | Test Loss: 4.85772 | analysis_confidence: 0.166241 | CL: 0.0319643 | ln_CD: 0.0617433 | CM: 0.00550583 | Top_Xtr: 0.0257586 | Bot_Xtr: 0.0291473 +Loss contributors: 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s_analysis_confidence : 0.133438 + s_Bot_Xtr : 0.0563667 + s_upper_bl_H_31 : 0.0500523 + s_lower_bl_H_2 : 0.0494496 + s_lower_bl_H_31 : 0.0482373 + s_lower_bl_H_1 : 0.0441228 + s_Top_Xtr : 0.0439625 +Epoch: 200 | Train Loss: 4.86898 | Test Loss: 5.06224 | analysis_confidence: 0.156566 | CL: 0.032429 | ln_CD: 0.0629201 | CM: 0.00543308 | Top_Xtr: 0.0278812 | Bot_Xtr: 0.0298934 +Loss contributors: + s_ln_CD : 0.816246 + s_CL : 0.711081 + s_CM : 0.387552 + s_analysis_confidence : 0.123843 + s_upper_bl_H_31 : 0.0555449 + s_lower_bl_H_31 : 0.0520575 + s_upper_bl_H_30 : 0.0489621 + s_lower_bl_H_2 : 0.0468209 + s_lower_bl_H_1 : 0.0467142 + s_Bot_Xtr : 0.0462981 +Epoch: 201 | Train Loss: 4.87156 | Test Loss: 4.90741 | analysis_confidence: 0.157748 | CL: 0.0317125 | ln_CD: 0.0616416 | CM: 0.00568734 | Top_Xtr: 0.0287241 | Bot_Xtr: 0.0321159 +Loss contributors: + s_ln_CD : 0.816341 + s_CL : 0.676078 + s_CM : 0.39756 + s_analysis_confidence : 0.124416 + s_upper_bl_H_31 : 0.0549015 + s_lower_bl_H_31 : 0.0502394 + s_Bot_Xtr : 0.0485546 + s_upper_bl_H_30 : 0.0441556 + s_lower_bl_H_2 : 0.043835 + s_lower_bl_H_30 : 0.0429537 +Epoch: 202 | Train Loss: 4.86506 | Test Loss: 4.9739 | analysis_confidence: 0.16104 | CL: 0.0308423 | ln_CD: 0.0676003 | CM: 0.00529 | Top_Xtr: 0.0262052 | Bot_Xtr: 0.0288856 +Loss contributors: + s_ln_CD : 0.884607 + s_CL : 0.662346 + s_CM : 0.372323 + s_analysis_confidence : 0.124852 + s_upper_bl_H_31 : 0.0497512 + s_lower_bl_H_31 : 0.0481902 + s_lower_bl_H_2 : 0.0470823 + s_Bot_Xtr : 0.0447958 + s_lower_bl_H_1 : 0.0446244 + s_upper_bl_H_30 : 0.0430633 +Epoch: 203 | Train Loss: 4.87234 | Test Loss: 4.90833 | analysis_confidence: 0.159944 | CL: 0.0314381 | ln_CD: 0.063681 | CM: 0.00535847 | Top_Xtr: 0.0268097 | Bot_Xtr: 0.0292789 +Loss contributors: + s_ln_CD : 0.88832 + s_CL : 0.673826 + s_CM : 0.372363 + s_analysis_confidence : 0.124573 + s_upper_bl_H_31 : 0.0480008 + s_Bot_Xtr : 0.045997 + s_lower_bl_H_31 : 0.0459489 + s_lower_bl_H_2 : 0.045301 + s_lower_bl_H_0 : 0.0436535 + s_upper_bl_H_30 : 0.042611 +Epoch: 204 | Train Loss: 4.86303 | Test Loss: 4.95181 | analysis_confidence: 0.15934 | CL: 0.0313485 | ln_CD: 0.0658059 | CM: 0.00533756 | Top_Xtr: 0.0281789 | Bot_Xtr: 0.0311866 +Loss contributors: + s_ln_CD : 0.820986 + s_CL : 0.654474 + s_CM : 0.372491 + s_analysis_confidence : 0.124339 + s_upper_bl_H_31 : 0.0500422 + s_Bot_Xtr : 0.0469792 + s_lower_bl_H_2 : 0.0461722 + s_lower_bl_H_31 : 0.0458718 + s_upper_bl_H_30 : 0.0443164 + s_lower_bl_H_0 : 0.0430972 +Epoch: 205 | Train Loss: 4.86322 | Test Loss: 4.87513 | analysis_confidence: 0.154768 | CL: 0.0320073 | ln_CD: 0.0641868 | CM: 0.00545158 | Top_Xtr: 0.0280589 | Bot_Xtr: 0.0310393 +Loss contributors: + s_ln_CD : 0.803845 + s_CL : 0.673182 + s_CM : 0.387075 + s_analysis_confidence : 0.123434 + s_upper_bl_H_31 : 0.0503537 + s_Bot_Xtr : 0.0487747 + s_lower_bl_H_31 : 0.0470079 + s_lower_bl_H_2 : 0.0448416 + s_upper_bl_H_30 : 0.0436925 + s_lower_bl_H_1 : 0.0427467 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analysis_confidence: 0.164679 | CL: 0.032936 | ln_CD: 0.0619569 | CM: 0.00540997 | Top_Xtr: 0.0259151 | Bot_Xtr: 0.0288657 +Loss contributors: + s_ln_CD : 0.802943 + s_CL : 0.692385 + s_CM : 0.378329 + s_analysis_confidence : 0.126687 + s_upper_bl_H_31 : 0.0506315 + s_lower_bl_H_31 : 0.0483605 + s_Bot_Xtr : 0.0447324 + s_lower_bl_H_2 : 0.0444841 + s_upper_bl_H_30 : 0.0432745 + s_lower_bl_H_0 : 0.0411837 +Epoch 00209: reducing learning rate of group 0 to 5.0000e-04. +Epoch: 209 | Train Loss: 4.5366 | Test Loss: 4.59192 | analysis_confidence: 0.161837 | CL: 0.0311412 | ln_CD: 0.0601941 | CM: 0.00516019 | Top_Xtr: 0.0253496 | Bot_Xtr: 0.0287699 +Loss contributors: + s_ln_CD : 0.778867 + s_CL : 0.64395 + s_CM : 0.356616 + s_analysis_confidence : 0.123988 + s_upper_bl_H_31 : 0.0436809 + s_Bot_Xtr : 0.0434868 + s_lower_bl_H_2 : 0.0430762 + s_lower_bl_H_31 : 0.0430114 + s_lower_bl_H_1 : 0.0404298 + s_lower_bl_H_0 : 0.0402526 +Epoch: 210 | Train Loss: 4.51265 | Test Loss: 4.63827 | analysis_confidence: 0.156213 | CL: 0.0302595 | ln_CD: 0.0574233 | CM: 0.00538366 | Top_Xtr: 0.0291389 | Bot_Xtr: 0.0322511 +Loss contributors: + s_ln_CD : 0.802608 + s_CL : 0.651774 + s_CM : 0.372395 + s_analysis_confidence : 0.122388 + s_Bot_Xtr : 0.046469 + s_upper_bl_H_31 : 0.0434695 + s_lower_bl_H_2 : 0.0434629 + s_lower_bl_H_0 : 0.0421793 + s_lower_bl_H_31 : 0.0419916 + s_lower_bl_H_1 : 0.0418075 +Epoch: 211 | Train Loss: 4.49793 | Test Loss: 4.65439 | analysis_confidence: 0.160068 | CL: 0.0310395 | ln_CD: 0.0660183 | CM: 0.00492808 | Top_Xtr: 0.0276968 | Bot_Xtr: 0.0304885 +Loss contributors: + s_ln_CD : 0.869499 + s_CL : 0.658099 + s_CM : 0.339759 + s_analysis_confidence : 0.128487 + s_upper_bl_H_31 : 0.0449928 + s_Bot_Xtr : 0.0441821 + s_lower_bl_H_31 : 0.0431829 + s_lower_bl_H_2 : 0.0425962 + s_lower_bl_H_0 : 0.0398521 + s_lower_bl_H_1 : 0.0395113 +Epoch: 212 | Train Loss: 4.49496 | Test Loss: 4.66707 | analysis_confidence: 0.158762 | CL: 0.036088 | ln_CD: 0.0660499 | CM: 0.00503428 | Top_Xtr: 0.0247853 | Bot_Xtr: 0.0274266 +Loss contributors: + s_ln_CD : 0.789555 + s_CL : 0.72502 + s_CM : 0.346752 + s_analysis_confidence : 0.122465 + s_upper_bl_H_31 : 0.0439504 + s_Bot_Xtr : 0.0430107 + s_lower_bl_H_31 : 0.0426441 + s_lower_bl_H_2 : 0.0422703 + s_lower_bl_H_0 : 0.0406062 + s_lower_bl_H_1 : 0.0400355 +Epoch: 213 | Train Loss: 4.49789 | Test Loss: 4.65852 | analysis_confidence: 0.157374 | CL: 0.0301403 | ln_CD: 0.0623987 | CM: 0.00511627 | Top_Xtr: 0.0245011 | Bot_Xtr: 0.0269725 +Loss contributors: + s_ln_CD : 0.849221 + s_CL : 0.637971 + s_CM : 0.357659 + s_analysis_confidence : 0.122697 + s_upper_bl_H_31 : 0.0452302 + s_lower_bl_H_31 : 0.0449744 + s_Bot_Xtr : 0.0431993 + s_lower_bl_H_2 : 0.042059 + s_lower_bl_H_0 : 0.0401473 + s_upper_bl_H_30 : 0.0394982 +Epoch: 214 | Train Loss: 4.48701 | Test Loss: 4.51836 | analysis_confidence: 0.152994 | CL: 0.0289935 | ln_CD: 0.0573225 | CM: 0.00487989 | Top_Xtr: 0.0259342 | Bot_Xtr: 0.0285829 +Loss contributors: + s_ln_CD : 0.755577 + s_CL : 0.605666 + s_CM : 0.339829 + s_analysis_confidence : 0.123224 + s_Bot_Xtr : 0.0489423 + s_upper_bl_H_31 : 0.0449026 + s_lower_bl_H_31 : 0.0439356 + s_lower_bl_H_2 : 0.0428103 + s_lower_bl_H_0 : 0.040965 + s_lower_bl_H_1 : 0.0399822 +Epoch: 215 | Train Loss: 4.48689 | Test Loss: 4.55059 | analysis_confidence: 0.157384 | CL: 0.0353628 | ln_CD: 0.0574192 | CM: 0.00528678 | Top_Xtr: 0.0252598 | Bot_Xtr: 0.0277295 +Loss contributors: + s_ln_CD : 0.745662 + s_CL : 0.693004 + s_CM : 0.354659 + s_analysis_confidence : 0.122719 + s_Bot_Xtr : 0.0445764 + s_upper_bl_H_31 : 0.0437654 + s_lower_bl_H_31 : 0.0427007 + s_lower_bl_H_2 : 0.0426767 + s_lower_bl_H_1 : 0.041598 + s_lower_bl_H_0 : 0.0407129 +Epoch: 216 | Train Loss: 4.48486 | Test Loss: 4.55319 | analysis_confidence: 0.165823 | CL: 0.0300694 | ln_CD: 0.0602874 | CM: 0.00497924 | Top_Xtr: 0.0278811 | Bot_Xtr: 0.0309549 +Loss contributors: + s_ln_CD : 0.769308 + s_CL : 0.63114 + s_CM : 0.346103 + s_analysis_confidence : 0.130048 + s_upper_bl_H_31 : 0.0454884 + s_Bot_Xtr : 0.0450308 + s_lower_bl_H_31 : 0.0433652 + s_lower_bl_H_2 : 0.0428307 + s_lower_bl_H_0 : 0.0407806 + s_upper_bl_H_30 : 0.0404474 +Epoch: 217 | Train Loss: 4.4737 | Test Loss: 4.43454 | analysis_confidence: 0.155856 | CL: 0.029503 | ln_CD: 0.0582167 | CM: 0.00487002 | Top_Xtr: 0.0254287 | Bot_Xtr: 0.028759 +Loss contributors: + s_ln_CD : 0.760846 + s_CL : 0.608807 + s_CM : 0.336215 + s_analysis_confidence : 0.122164 + s_Bot_Xtr : 0.0436907 + s_upper_bl_H_31 : 0.0432615 + s_lower_bl_H_2 : 0.0422194 + s_lower_bl_H_31 : 0.0421813 + s_lower_bl_H_0 : 0.0398251 + s_lower_bl_H_1 : 0.0391284 +Epoch: 218 | Train Loss: 4.47891 | Test Loss: 4.49368 | analysis_confidence: 0.158702 | CL: 0.0294923 | ln_CD: 0.0575671 | CM: 0.00517859 | Top_Xtr: 0.0254683 | Bot_Xtr: 0.0282713 +Loss contributors: + s_ln_CD : 0.763664 + s_CL : 0.614359 + s_CM : 0.34647 + s_analysis_confidence : 0.122054 + s_upper_bl_H_31 : 0.0441819 + s_Bot_Xtr : 0.043059 + s_lower_bl_H_31 : 0.043006 + s_lower_bl_H_2 : 0.0417812 + s_lower_bl_H_0 : 0.0407939 + s_lower_bl_H_1 : 0.0397203 +Epoch: 219 | Train Loss: 4.4806 | Test Loss: 4.68453 | analysis_confidence: 0.156285 | CL: 0.032385 | ln_CD: 0.0588692 | CM: 0.00555577 | Top_Xtr: 0.0267284 | Bot_Xtr: 0.0294656 +Loss contributors: + s_ln_CD : 0.796919 + s_CL : 0.662058 + s_CM : 0.378214 + s_analysis_confidence : 0.122497 + s_upper_bl_H_31 : 0.0462379 + s_Bot_Xtr : 0.0438422 + s_lower_bl_H_31 : 0.0430084 + s_lower_bl_H_2 : 0.0422694 + s_upper_bl_H_30 : 0.0411162 + s_lower_bl_H_0 : 0.0403914 +Epoch: 220 | Train Loss: 4.47892 | Test Loss: 4.60892 | analysis_confidence: 0.158932 | CL: 0.0321596 | ln_CD: 0.0635286 | CM: 0.00586353 | Top_Xtr: 0.0241537 | Bot_Xtr: 0.0270512 +Loss contributors: + s_ln_CD : 0.776226 + s_CL : 0.64791 + s_CM : 0.400046 + s_analysis_confidence : 0.123688 + s_upper_bl_H_31 : 0.0472665 + s_lower_bl_H_31 : 0.0449687 + s_lower_bl_H_2 : 0.0434232 + s_Bot_Xtr : 0.042399 + s_lower_bl_H_1 : 0.0412481 + s_upper_bl_H_30 : 0.0402755 +Epoch: 221 | Train Loss: 4.47482 | Test Loss: 4.48719 | analysis_confidence: 0.159749 | CL: 0.0286668 | ln_CD: 0.0582009 | CM: 0.0052562 | Top_Xtr: 0.0246867 | Bot_Xtr: 0.0271543 +Loss contributors: + s_ln_CD : 0.745077 + s_CL : 0.608437 + s_CM : 0.355922 + s_analysis_confidence : 0.122911 + s_upper_bl_H_31 : 0.0475314 + s_lower_bl_H_31 : 0.0458055 + s_lower_bl_H_2 : 0.0424979 + s_Bot_Xtr : 0.0419738 + s_lower_bl_H_0 : 0.0403837 + s_upper_bl_H_30 : 0.0402107 +Epoch: 222 | Train Loss: 4.47069 | Test Loss: 4.41686 | analysis_confidence: 0.161957 | CL: 0.0286969 | ln_CD: 0.0573412 | CM: 0.00483023 | Top_Xtr: 0.026073 | Bot_Xtr: 0.0283912 +Loss contributors: + s_ln_CD : 0.736456 + s_CL : 0.60664 + s_CM : 0.328497 + s_analysis_confidence : 0.124149 + s_upper_bl_H_31 : 0.0435193 + s_lower_bl_H_2 : 0.0426133 + s_Bot_Xtr : 0.042355 + s_lower_bl_H_31 : 0.0422547 + s_lower_bl_H_0 : 0.0397716 + s_lower_bl_H_1 : 0.0390223 +Epoch: 223 | Train Loss: 4.47383 | Test Loss: 4.52386 | analysis_confidence: 0.161094 | CL: 0.0300044 | ln_CD: 0.0593174 | CM: 0.00491573 | Top_Xtr: 0.0246652 | Bot_Xtr: 0.0270437 +Loss contributors: + s_ln_CD : 0.765786 + s_CL : 0.631127 + s_CM : 0.3421 + s_analysis_confidence : 0.122748 + s_upper_bl_H_31 : 0.0494352 + s_lower_bl_H_31 : 0.046096 + s_Bot_Xtr : 0.0427719 + s_lower_bl_H_2 : 0.0418473 + s_lower_bl_H_0 : 0.0410251 + s_upper_bl_H_30 : 0.0408246 +Epoch: 224 | Train Loss: 4.47055 | Test Loss: 4.51894 | analysis_confidence: 0.157808 | CL: 0.0297257 | ln_CD: 0.0631435 | CM: 0.00496439 | Top_Xtr: 0.0276761 | Bot_Xtr: 0.0304431 +Loss contributors: + s_ln_CD : 0.763655 + s_CL : 0.612309 + s_CM : 0.339974 + s_analysis_confidence : 0.122343 + s_upper_bl_H_31 : 0.0451046 + s_Bot_Xtr : 0.0444174 + s_lower_bl_H_31 : 0.0437339 + s_lower_bl_H_2 : 0.0435032 + s_lower_bl_H_0 : 0.0404762 + s_lower_bl_H_1 : 0.0394728 +Epoch: 225 | Train Loss: 4.46244 | Test Loss: 4.55066 | analysis_confidence: 0.156057 | CL: 0.0300795 | ln_CD: 0.059204 | CM: 0.00507601 | Top_Xtr: 0.0270354 | Bot_Xtr: 0.030812 +Loss contributors: + s_ln_CD : 0.764514 + s_CL : 0.638376 + s_CM : 0.347987 + s_analysis_confidence : 0.122893 + s_upper_bl_H_31 : 0.0452131 + s_Bot_Xtr : 0.0451864 + s_lower_bl_H_31 : 0.0425085 + s_lower_bl_H_2 : 0.0423328 + s_lower_bl_H_0 : 0.0402886 + s_upper_bl_H_30 : 0.039879 +Epoch: 226 | Train Loss: 4.47422 | Test Loss: 4.59781 | analysis_confidence: 0.158895 | CL: 0.0318618 | ln_CD: 0.0609497 | CM: 0.00508641 | Top_Xtr: 0.0261717 | Bot_Xtr: 0.0283629 +Loss contributors: + s_ln_CD : 0.792441 + s_CL : 0.640376 + s_CM : 0.343228 + s_analysis_confidence : 0.122733 + s_Bot_Xtr : 0.0471449 + s_upper_bl_H_31 : 0.0447001 + s_lower_bl_H_31 : 0.0438604 + s_lower_bl_H_2 : 0.0423385 + s_lower_bl_H_0 : 0.041185 + s_upper_bl_H_30 : 0.0390448 +Epoch: 227 | Train Loss: 4.47164 | Test Loss: 4.52899 | analysis_confidence: 0.157125 | CL: 0.0295727 | ln_CD: 0.0594977 | CM: 0.00510311 | Top_Xtr: 0.0245867 | Bot_Xtr: 0.0273628 +Loss contributors: + s_ln_CD : 0.770306 + s_CL : 0.635021 + s_CM : 0.347931 + s_analysis_confidence : 0.122604 + s_upper_bl_H_31 : 0.045348 + s_lower_bl_H_2 : 0.042552 + s_lower_bl_H_31 : 0.0421631 + s_Bot_Xtr : 0.0417324 + s_upper_bl_H_30 : 0.0402923 + s_lower_bl_H_0 : 0.0402448 +Epoch: 228 | Train Loss: 4.47181 | Test Loss: 4.68077 | analysis_confidence: 0.157161 | CL: 0.031216 | ln_CD: 0.0603461 | CM: 0.00526034 | Top_Xtr: 0.0259575 | Bot_Xtr: 0.0282204 +Loss contributors: + s_ln_CD : 0.799234 + s_CL : 0.678895 + s_CM : 0.37012 + s_analysis_confidence : 0.123683 + s_upper_bl_H_31 : 0.0489222 + s_lower_bl_H_31 : 0.0449806 + s_Bot_Xtr : 0.0433979 + s_upper_bl_H_30 : 0.042077 + s_lower_bl_H_2 : 0.0411493 + s_lower_bl_H_0 : 0.0407377 +Epoch: 229 | Train Loss: 4.47258 | Test Loss: 4.47173 | analysis_confidence: 0.160883 | CL: 0.028734 | ln_CD: 0.0643208 | CM: 0.00473369 | Top_Xtr: 0.0248219 | Bot_Xtr: 0.0272221 +Loss contributors: + s_ln_CD : 0.773417 + s_CL : 0.617281 + s_CM : 0.326961 + s_analysis_confidence : 0.123852 + s_upper_bl_H_31 : 0.0449704 + s_lower_bl_H_31 : 0.0432072 + s_Bot_Xtr : 0.0429431 + s_lower_bl_H_2 : 0.0418485 + s_lower_bl_H_0 : 0.0411065 + s_upper_bl_H_30 : 0.0396924 +Epoch: 230 | Train Loss: 4.47367 | Test Loss: 4.60868 | analysis_confidence: 0.157245 | CL: 0.0321903 | ln_CD: 0.0607532 | CM: 0.00484188 | Top_Xtr: 0.0245662 | Bot_Xtr: 0.0274887 +Loss contributors: + s_ln_CD : 0.781496 + s_CL : 0.669753 + s_CM : 0.339399 + s_analysis_confidence : 0.123258 + s_upper_bl_H_31 : 0.0442892 + s_lower_bl_H_31 : 0.0441436 + s_Bot_Xtr : 0.0427661 + s_lower_bl_H_0 : 0.0425271 + s_lower_bl_H_2 : 0.0422199 + s_upper_bl_H_30 : 0.0398671 +Epoch: 231 | Train Loss: 4.46554 | Test Loss: 4.46118 | analysis_confidence: 0.15855 | CL: 0.0286464 | ln_CD: 0.0573939 | CM: 0.00507178 | Top_Xtr: 0.0243749 | Bot_Xtr: 0.0269199 +Loss contributors: + s_ln_CD : 0.760587 + s_CL : 0.609411 + s_CM : 0.352501 + s_analysis_confidence : 0.123829 + s_upper_bl_H_31 : 0.0437799 + s_Bot_Xtr : 0.0426307 + s_lower_bl_H_31 : 0.0413277 + s_lower_bl_H_2 : 0.0409467 + s_lower_bl_H_0 : 0.0395139 + s_upper_bl_H_30 : 0.0388287 +Epoch: 232 | Train Loss: 4.46772 | Test Loss: 4.66769 | analysis_confidence: 0.157224 | CL: 0.034299 | ln_CD: 0.0618609 | CM: 0.00550335 | Top_Xtr: 0.0252752 | Bot_Xtr: 0.0282463 +Loss contributors: + s_ln_CD : 0.765415 + s_CL : 0.682515 + s_CM : 0.371733 + s_analysis_confidence : 0.122434 + s_upper_bl_H_31 : 0.0460026 + s_lower_bl_H_31 : 0.0442465 + s_lower_bl_H_2 : 0.0431661 + s_Bot_Xtr : 0.0425292 + s_upper_bl_H_30 : 0.0411824 + s_lower_bl_H_1 : 0.0405689 +Epoch: 233 | Train Loss: 4.46384 | Test Loss: 4.48096 | analysis_confidence: 0.158558 | CL: 0.0295028 | ln_CD: 0.060551 | CM: 0.0050844 | Top_Xtr: 0.0244985 | Bot_Xtr: 0.0273443 +Loss contributors: + s_ln_CD : 0.752128 + s_CL : 0.623235 + s_CM : 0.353454 + s_analysis_confidence : 0.122129 + s_upper_bl_H_31 : 0.0448458 + s_Bot_Xtr : 0.0425541 + s_lower_bl_H_31 : 0.042082 + s_lower_bl_H_2 : 0.0417508 + s_lower_bl_H_0 : 0.0403809 + s_lower_bl_H_1 : 0.0392171 +Epoch: 234 | Train Loss: 4.46216 | Test Loss: 4.57368 | analysis_confidence: 0.155394 | CL: 0.0297891 | ln_CD: 0.0655001 | CM: 0.00508863 | Top_Xtr: 0.0254824 | Bot_Xtr: 0.0291055 +Loss contributors: + s_ln_CD : 0.814621 + s_CL : 0.629044 + s_CM : 0.341986 + s_analysis_confidence : 0.122767 + s_Bot_Xtr : 0.0447673 + s_upper_bl_H_31 : 0.0444398 + s_lower_bl_H_2 : 0.043739 + s_lower_bl_H_31 : 0.0424288 + s_lower_bl_H_1 : 0.0400075 + s_lower_bl_H_0 : 0.0398328 +Epoch: 235 | Train Loss: 4.46234 | Test Loss: 4.52036 | analysis_confidence: 0.157114 | CL: 0.0304061 | ln_CD: 0.0610168 | CM: 0.00483 | Top_Xtr: 0.0251375 | Bot_Xtr: 0.0279201 +Loss contributors: + s_ln_CD : 0.756169 + s_CL : 0.622733 + s_CM : 0.33334 + s_analysis_confidence : 0.122566 + s_upper_bl_H_31 : 0.0438123 + s_Bot_Xtr : 0.0436373 + s_lower_bl_H_2 : 0.0429327 + s_lower_bl_H_31 : 0.0422056 + s_lower_bl_H_0 : 0.0404805 + s_lower_bl_H_1 : 0.0403776 +Epoch: 236 | Train Loss: 4.45816 | Test Loss: 4.45811 | analysis_confidence: 0.159185 | CL: 0.0299714 | ln_CD: 0.0581606 | CM: 0.00505291 | Top_Xtr: 0.0257993 | Bot_Xtr: 0.0282336 +Loss contributors: + s_ln_CD : 0.749232 + s_CL : 0.615491 + s_CM : 0.341023 + s_analysis_confidence : 0.124333 + s_Bot_Xtr : 0.0447086 + s_upper_bl_H_31 : 0.043851 + s_lower_bl_H_2 : 0.0417962 + s_lower_bl_H_31 : 0.0417151 + s_lower_bl_H_0 : 0.040907 + s_lower_bl_H_1 : 0.0394582 +Epoch: 237 | Train Loss: 4.4599 | Test Loss: 4.4446 | analysis_confidence: 0.158651 | CL: 0.0301333 | ln_CD: 0.0569616 | CM: 0.005002 | Top_Xtr: 0.0245363 | Bot_Xtr: 0.0273136 +Loss contributors: + s_ln_CD : 0.754898 + s_CL : 0.626199 + s_CM : 0.341091 + s_analysis_confidence : 0.12427 + s_upper_bl_H_31 : 0.0438196 + s_Bot_Xtr : 0.0429766 + s_lower_bl_H_31 : 0.0426682 + s_lower_bl_H_2 : 0.0424244 + s_lower_bl_H_0 : 0.0398458 + s_lower_bl_H_1 : 0.0395915 +slurmstepd-d-12-3-1: error: *** JOB 25349816 ON d-12-3-1 CANCELLED AT 2024-03-08T10:37:14 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 221, in diff --git a/training/gen2_architecture/log.log-25349821 b/training/gen2_architecture/log.log-25349821 new file mode 100644 index 0000000..2736422 --- /dev/null +++ b/training/gen2_architecture/log.log-25349821 @@ -0,0 +1,3109 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-small.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 24.7534 | Test Loss: 12.0988 | analysis_confidence: 0.288167 | CL: 0.0567096 | ln_CD: 0.114735 | CM: 0.00980858 | Top_Xtr: 0.0601816 | Bot_Xtr: 0.0715279 +Loss contributors: + s_ln_CD : 1.68503 + s_CL : 1.5864 + s_CM : 1.00459 + s_analysis_confidence : 0.204228 + s_Bot_Xtr : 0.159783 + s_upper_bl_H_31 : 0.152269 + s_lower_bl_H_31 : 0.1404 + s_upper_bl_H_30 : 0.129759 + s_upper_bl_H_29 : 0.116376 + s_lower_bl_H_30 : 0.113203 +Epoch: 1 | Train Loss: 10.9882 | Test Loss: 10.2335 | analysis_confidence: 0.264581 | CL: 0.0522476 | ln_CD: 0.102651 | CM: 0.0085302 | Top_Xtr: 0.0537429 | Bot_Xtr: 0.0621474 +Loss contributors: + s_ln_CD : 1.39093 + s_CL : 1.34934 + s_CM : 0.801765 + s_analysis_confidence : 0.192595 + s_Bot_Xtr : 0.136548 + s_upper_bl_H_31 : 0.125667 + s_lower_bl_H_31 : 0.114412 + s_upper_bl_H_30 : 0.105898 + s_lower_bl_H_0 : 0.1038 + s_upper_bl_H_29 : 0.0962341 +Epoch: 2 | Train Loss: 9.7051 | Test Loss: 9.89436 | analysis_confidence: 0.249265 | CL: 0.0494918 | ln_CD: 0.100645 | CM: 0.00873447 | Top_Xtr: 0.0504257 | Bot_Xtr: 0.0606739 +Loss contributors: + s_ln_CD : 1.43343 + s_CL : 1.3098 + s_CM : 0.806532 + s_analysis_confidence : 0.18244 + s_Bot_Xtr : 0.13023 + s_upper_bl_H_31 : 0.11583 + s_lower_bl_H_31 : 0.107171 + s_upper_bl_H_30 : 0.0968922 + s_lower_bl_H_0 : 0.0947027 + s_lower_bl_H_30 : 0.0922551 +Epoch: 3 | Train Loss: 8.99671 | Test Loss: 8.89648 | analysis_confidence: 0.232976 | CL: 0.0480303 | ln_CD: 0.098334 | CM: 0.00787709 | Top_Xtr: 0.0548157 | Bot_Xtr: 0.0640688 +Loss contributors: + s_ln_CD : 1.29435 + s_CL : 1.19998 + s_CM : 0.683546 + s_analysis_confidence : 0.173206 + s_Bot_Xtr : 0.127454 + s_upper_bl_H_31 : 0.107179 + s_lower_bl_H_31 : 0.0951121 + s_lower_bl_H_0 : 0.0919589 + s_lower_bl_H_1 : 0.0880461 + s_Top_Xtr : 0.0877452 +Epoch: 4 | Train Loss: 8.49925 | Test Loss: 8.355 | analysis_confidence: 0.208628 | CL: 0.0485779 | ln_CD: 0.0920492 | CM: 0.00762638 | Top_Xtr: 0.0411269 | Bot_Xtr: 0.0493927 +Loss contributors: + s_ln_CD : 1.22194 + s_CL : 1.15402 + s_CM : 0.645297 + s_analysis_confidence : 0.159263 + s_Bot_Xtr : 0.104505 + s_upper_bl_H_31 : 0.103345 + s_lower_bl_H_31 : 0.0928937 + s_lower_bl_H_0 : 0.0910976 + s_lower_bl_H_1 : 0.0851231 + s_upper_bl_H_30 : 0.08292 +Epoch: 5 | Train Loss: 8.15839 | Test Loss: 8.09811 | analysis_confidence: 0.205421 | CL: 0.0433474 | ln_CD: 0.0900787 | CM: 0.00730772 | Top_Xtr: 0.0443062 | Bot_Xtr: 0.0532707 +Loss contributors: + s_ln_CD : 1.21957 + s_CL : 1.07028 + s_CM : 0.628783 + s_analysis_confidence : 0.152744 + s_upper_bl_H_31 : 0.104199 + s_Bot_Xtr : 0.100169 + s_lower_bl_H_31 : 0.0936992 + s_lower_bl_H_0 : 0.0859503 + s_lower_bl_H_1 : 0.0839486 + s_upper_bl_H_30 : 0.0838487 +Epoch: 6 | Train Loss: 7.8982 | Test Loss: 7.8457 | analysis_confidence: 0.186064 | CL: 0.0461116 | ln_CD: 0.0847426 | CM: 0.00783452 | Top_Xtr: 0.0393625 | Bot_Xtr: 0.045917 +Loss contributors: + s_ln_CD : 1.13202 + s_CL : 1.09554 + s_CM : 0.666943 + s_analysis_confidence : 0.145148 + s_upper_bl_H_31 : 0.100566 + s_lower_bl_H_31 : 0.091378 + s_Bot_Xtr : 0.0882187 + s_lower_bl_H_0 : 0.0833394 + s_upper_bl_H_30 : 0.0799233 + s_lower_bl_H_1 : 0.0772051 +Epoch: 7 | Train Loss: 7.69885 | Test Loss: 7.47472 | analysis_confidence: 0.187357 | CL: 0.0416987 | ln_CD: 0.082381 | CM: 0.00699142 | Top_Xtr: 0.0367811 | Bot_Xtr: 0.0442177 +Loss contributors: + s_ln_CD : 1.11381 + s_CL : 1.00292 + s_CM : 0.592582 + s_analysis_confidence : 0.142513 + s_upper_bl_H_31 : 0.0924413 + s_lower_bl_H_31 : 0.0852349 + s_Bot_Xtr : 0.0846696 + s_lower_bl_H_0 : 0.0803328 + s_lower_bl_H_1 : 0.0731886 + s_upper_bl_H_30 : 0.071873 +Epoch: 8 | Train Loss: 7.54334 | Test Loss: 7.73866 | analysis_confidence: 0.183221 | CL: 0.0420704 | ln_CD: 0.106054 | CM: 0.00695669 | Top_Xtr: 0.0373872 | Bot_Xtr: 0.0453768 +Loss contributors: + s_ln_CD : 1.30912 + s_CL : 1.00047 + s_CM : 0.577092 + s_analysis_confidence : 0.140893 + s_upper_bl_H_31 : 0.091308 + s_lower_bl_H_31 : 0.0842461 + s_Bot_Xtr : 0.0836951 + s_lower_bl_H_0 : 0.0814385 + s_upper_bl_H_30 : 0.0737736 + s_lower_bl_H_1 : 0.0735413 +Epoch: 9 | Train Loss: 7.42614 | Test Loss: 7.34827 | analysis_confidence: 0.177338 | CL: 0.0407462 | ln_CD: 0.0838765 | CM: 0.006766 | Top_Xtr: 0.0481312 | Bot_Xtr: 0.0543609 +Loss contributors: + s_ln_CD : 1.13217 + s_CL : 0.968619 + s_CM : 0.558111 + s_analysis_confidence : 0.138971 + s_Bot_Xtr : 0.0930132 + s_upper_bl_H_31 : 0.089625 + s_lower_bl_H_31 : 0.0833018 + s_lower_bl_H_0 : 0.0790231 + s_upper_bl_H_30 : 0.0718426 + s_lower_bl_H_1 : 0.0711254 +Epoch: 10 | Train Loss: 7.3236 | Test Loss: 7.38169 | analysis_confidence: 0.185643 | CL: 0.0408731 | ln_CD: 0.0843943 | CM: 0.00679274 | Top_Xtr: 0.040089 | Bot_Xtr: 0.047854 +Loss contributors: + s_ln_CD : 1.13859 + s_CL : 0.990345 + s_CM : 0.555413 + s_analysis_confidence : 0.141478 + s_upper_bl_H_31 : 0.0929013 + s_lower_bl_H_31 : 0.085155 + s_Bot_Xtr : 0.0840266 + s_lower_bl_H_0 : 0.0780839 + s_upper_bl_H_30 : 0.0721485 + s_lower_bl_H_1 : 0.0690754 +Epoch: 11 | Train Loss: 7.23009 | Test Loss: 7.25878 | analysis_confidence: 0.180145 | CL: 0.0404186 | ln_CD: 0.0842674 | CM: 0.00721368 | Top_Xtr: 0.037284 | Bot_Xtr: 0.0445239 +Loss contributors: + s_ln_CD : 1.11691 + s_CL : 0.94778 + s_CM : 0.592729 + s_analysis_confidence : 0.13727 + s_upper_bl_H_31 : 0.0888701 + s_Bot_Xtr : 0.0836174 + s_lower_bl_H_31 : 0.0831831 + s_lower_bl_H_0 : 0.075755 + s_upper_bl_H_30 : 0.0694083 + s_lower_bl_H_1 : 0.0678473 +Epoch: 12 | Train Loss: 7.15159 | Test Loss: 7.17176 | analysis_confidence: 0.180441 | CL: 0.0435591 | ln_CD: 0.0814083 | CM: 0.00673348 | Top_Xtr: 0.0360589 | Bot_Xtr: 0.0431698 +Loss contributors: + s_ln_CD : 1.07023 + s_CL : 1.01296 + s_CM : 0.552024 + s_analysis_confidence : 0.138089 + s_upper_bl_H_31 : 0.0862863 + s_lower_bl_H_31 : 0.0810755 + s_Bot_Xtr : 0.0790631 + s_lower_bl_H_0 : 0.0733291 + s_upper_bl_H_30 : 0.0682898 + s_lower_bl_H_2 : 0.0660547 +Epoch: 13 | Train Loss: 7.08461 | Test Loss: 6.98353 | analysis_confidence: 0.180713 | CL: 0.0398577 | ln_CD: 0.0779008 | CM: 0.00736404 | Top_Xtr: 0.0370289 | Bot_Xtr: 0.0442005 +Loss contributors: + s_ln_CD : 1.0402 + s_CL : 0.912283 + s_CM : 0.587875 + s_analysis_confidence : 0.136082 + s_upper_bl_H_31 : 0.0880779 + s_lower_bl_H_31 : 0.0821149 + s_Bot_Xtr : 0.0791853 + s_lower_bl_H_0 : 0.0715427 + s_upper_bl_H_30 : 0.0699132 + s_lower_bl_H_1 : 0.0690905 +Epoch: 14 | Train Loss: 7.02926 | Test Loss: 7.03038 | analysis_confidence: 0.178806 | CL: 0.0413036 | ln_CD: 0.0838185 | CM: 0.00684909 | Top_Xtr: 0.0349121 | Bot_Xtr: 0.0414438 +Loss contributors: + s_ln_CD : 1.08563 + s_CL : 0.955911 + s_CM : 0.565888 + s_analysis_confidence : 0.134578 + s_upper_bl_H_31 : 0.0852349 + s_lower_bl_H_31 : 0.0791417 + s_Bot_Xtr : 0.0755718 + s_lower_bl_H_0 : 0.0708947 + s_lower_bl_H_1 : 0.0676539 + s_upper_bl_H_30 : 0.0667493 +Epoch: 15 | Train Loss: 6.96137 | Test Loss: 7.03344 | analysis_confidence: 0.179429 | CL: 0.0383171 | ln_CD: 0.0799832 | CM: 0.00715641 | Top_Xtr: 0.0337166 | Bot_Xtr: 0.0407917 +Loss contributors: + s_ln_CD : 1.0583 + s_CL : 0.903876 + s_CM : 0.58036 + s_analysis_confidence : 0.133743 + s_upper_bl_H_31 : 0.0968121 + s_lower_bl_H_31 : 0.0892166 + s_upper_bl_H_30 : 0.0798946 + s_Bot_Xtr : 0.0757268 + s_lower_bl_H_30 : 0.0735394 + s_upper_bl_H_29 : 0.0704389 +Epoch: 16 | Train Loss: 6.91004 | Test Loss: 6.96512 | analysis_confidence: 0.174554 | CL: 0.0394987 | ln_CD: 0.087701 | CM: 0.00681691 | Top_Xtr: 0.0354444 | Bot_Xtr: 0.0412089 +Loss contributors: + s_ln_CD : 1.10372 + s_CL : 0.919859 + s_CM : 0.554113 + s_analysis_confidence : 0.133938 + s_upper_bl_H_31 : 0.0833135 + s_lower_bl_H_31 : 0.0786419 + s_Bot_Xtr : 0.0746789 + s_lower_bl_H_0 : 0.0711961 + s_upper_bl_H_30 : 0.0664706 + s_lower_bl_H_1 : 0.0656537 +Epoch: 17 | Train Loss: 6.85275 | Test Loss: 6.79805 | analysis_confidence: 0.169301 | CL: 0.0389067 | ln_CD: 0.0820269 | CM: 0.00695125 | Top_Xtr: 0.0356832 | Bot_Xtr: 0.0420739 +Loss contributors: + s_ln_CD : 1.05165 + s_CL : 0.911224 + s_CM : 0.562001 + s_analysis_confidence : 0.13292 + s_upper_bl_H_31 : 0.0838968 + s_lower_bl_H_31 : 0.0779027 + s_Bot_Xtr : 0.0724506 + s_upper_bl_H_30 : 0.0656228 + s_lower_bl_H_1 : 0.0645855 + s_lower_bl_H_0 : 0.0632069 +Epoch: 18 | Train Loss: 6.80124 | Test Loss: 6.67793 | analysis_confidence: 0.166212 | CL: 0.0384762 | ln_CD: 0.0795014 | CM: 0.00657038 | Top_Xtr: 0.0335769 | Bot_Xtr: 0.0405876 +Loss contributors: + s_ln_CD : 1.03073 + s_CL : 0.88221 + s_CM : 0.520623 + s_analysis_confidence : 0.131789 + s_upper_bl_H_31 : 0.0804933 + s_lower_bl_H_31 : 0.0781089 + s_Bot_Xtr : 0.0712983 + s_lower_bl_H_1 : 0.0647491 + s_upper_bl_H_30 : 0.0640565 + s_lower_bl_H_0 : 0.0628579 +Epoch: 19 | Train Loss: 6.74287 | Test Loss: 6.83724 | analysis_confidence: 0.170067 | CL: 0.0380377 | ln_CD: 0.082652 | CM: 0.00657525 | Top_Xtr: 0.0322887 | Bot_Xtr: 0.0387094 +Loss contributors: + s_ln_CD : 1.12177 + s_CL : 0.900234 + s_CM : 0.536455 + s_analysis_confidence : 0.132149 + s_upper_bl_H_31 : 0.0792216 + s_lower_bl_H_31 : 0.0756613 + s_Bot_Xtr : 0.0701891 + s_lower_bl_H_2 : 0.0654915 + s_lower_bl_H_1 : 0.0652578 + s_lower_bl_H_0 : 0.0638619 +Epoch: 20 | Train Loss: 6.70574 | Test Loss: 6.65571 | analysis_confidence: 0.171456 | CL: 0.0394251 | ln_CD: 0.0794925 | CM: 0.00675986 | Top_Xtr: 0.035812 | Bot_Xtr: 0.0419383 +Loss contributors: + s_ln_CD : 1.02946 + s_CL : 0.894262 + s_CM : 0.545293 + s_analysis_confidence : 0.129905 + s_upper_bl_H_31 : 0.0837439 + s_lower_bl_H_31 : 0.0754026 + s_Bot_Xtr : 0.0709342 + s_upper_bl_H_30 : 0.0655691 + s_lower_bl_H_1 : 0.0632502 + s_lower_bl_H_0 : 0.0623615 +Epoch: 21 | Train Loss: 6.66196 | Test Loss: 6.59111 | analysis_confidence: 0.164141 | CL: 0.0390948 | ln_CD: 0.0784765 | CM: 0.00649876 | Top_Xtr: 0.0324317 | Bot_Xtr: 0.038654 +Loss contributors: + s_ln_CD : 0.996407 + s_CL : 0.905127 + s_CM : 0.522821 + s_analysis_confidence : 0.129917 + s_upper_bl_H_31 : 0.081676 + s_lower_bl_H_31 : 0.0786677 + s_Bot_Xtr : 0.0696652 + s_lower_bl_H_1 : 0.0647714 + s_upper_bl_H_30 : 0.06463 + s_lower_bl_H_0 : 0.0615715 +Epoch: 22 | Train Loss: 6.62166 | Test Loss: 6.64398 | analysis_confidence: 0.172238 | CL: 0.040533 | ln_CD: 0.0786162 | CM: 0.00710959 | Top_Xtr: 0.0342029 | Bot_Xtr: 0.0405139 +Loss contributors: + s_ln_CD : 1.04455 + s_CL : 0.917619 + s_CM : 0.569165 + s_analysis_confidence : 0.129099 + s_upper_bl_H_31 : 0.078045 + s_lower_bl_H_31 : 0.0745431 + s_Bot_Xtr : 0.0708249 + s_lower_bl_H_1 : 0.06378 + s_upper_bl_H_30 : 0.0605418 + s_lower_bl_H_0 : 0.0597976 +Epoch: 23 | Train Loss: 6.59521 | Test Loss: 6.53325 | analysis_confidence: 0.16907 | CL: 0.037946 | ln_CD: 0.0823757 | CM: 0.00658611 | Top_Xtr: 0.0322931 | Bot_Xtr: 0.0372975 +Loss contributors: + s_ln_CD : 1.02797 + s_CL : 0.871197 + s_CM : 0.525875 + s_analysis_confidence : 0.128319 + s_upper_bl_H_31 : 0.0879104 + s_lower_bl_H_31 : 0.0783078 + s_upper_bl_H_30 : 0.0660858 + s_Bot_Xtr : 0.0659091 + s_lower_bl_H_1 : 0.0627844 + s_lower_bl_H_0 : 0.0623744 +Epoch: 24 | Train Loss: 6.5656 | Test Loss: 6.59068 | analysis_confidence: 0.165917 | CL: 0.039423 | ln_CD: 0.0803946 | CM: 0.00655824 | Top_Xtr: 0.0327149 | Bot_Xtr: 0.0387915 +Loss contributors: + s_ln_CD : 1.04828 + s_CL : 0.881506 + s_CM : 0.512514 + s_analysis_confidence : 0.127552 + s_upper_bl_H_31 : 0.0787712 + s_lower_bl_H_31 : 0.0741977 + s_Bot_Xtr : 0.0694879 + s_upper_bl_H_30 : 0.064433 + s_lower_bl_H_1 : 0.0641002 + s_lower_bl_H_30 : 0.0611025 +Epoch: 25 | Train Loss: 6.54443 | Test Loss: 6.69886 | analysis_confidence: 0.162031 | CL: 0.0393322 | ln_CD: 0.080847 | CM: 0.00735871 | Top_Xtr: 0.0330525 | Bot_Xtr: 0.0385679 +Loss contributors: + s_ln_CD : 1.11781 + s_CL : 0.890697 + s_CM : 0.578319 + s_analysis_confidence : 0.128895 + s_upper_bl_H_31 : 0.0751958 + s_lower_bl_H_31 : 0.070479 + s_Bot_Xtr : 0.0690156 + s_lower_bl_H_2 : 0.0624877 + s_lower_bl_H_1 : 0.0611046 + s_upper_bl_H_30 : 0.0604804 +Epoch: 26 | Train Loss: 6.52302 | Test Loss: 6.55987 | analysis_confidence: 0.16385 | CL: 0.0386377 | ln_CD: 0.0755686 | CM: 0.00647326 | Top_Xtr: 0.0326096 | Bot_Xtr: 0.0381531 +Loss contributors: + s_ln_CD : 1.02607 + s_CL : 0.902357 + s_CM : 0.515131 + s_analysis_confidence : 0.126858 + s_upper_bl_H_31 : 0.0806009 + s_lower_bl_H_31 : 0.073437 + s_Bot_Xtr : 0.0706315 + s_upper_bl_H_30 : 0.064043 + s_lower_bl_H_1 : 0.0607358 + s_lower_bl_H_2 : 0.060226 +Epoch: 27 | Train Loss: 6.4992 | Test Loss: 6.63799 | analysis_confidence: 0.165889 | CL: 0.0383707 | ln_CD: 0.080255 | CM: 0.0069504 | Top_Xtr: 0.0329653 | Bot_Xtr: 0.0390533 +Loss contributors: + s_ln_CD : 1.03531 + s_CL : 0.875939 + s_CM : 0.564151 + s_analysis_confidence : 0.128779 + s_upper_bl_H_31 : 0.0788186 + s_lower_bl_H_31 : 0.0706608 + s_Bot_Xtr : 0.0659566 + s_upper_bl_H_30 : 0.0627913 + s_lower_bl_H_1 : 0.0620969 + s_lower_bl_H_2 : 0.0620595 +Epoch: 28 | Train Loss: 6.48113 | Test Loss: 6.59995 | analysis_confidence: 0.172 | CL: 0.0377168 | ln_CD: 0.0815106 | CM: 0.00665018 | Top_Xtr: 0.0311652 | Bot_Xtr: 0.0368554 +Loss contributors: + s_ln_CD : 1.03483 + s_CL : 0.879873 + s_CM : 0.529856 + s_analysis_confidence : 0.128872 + s_upper_bl_H_31 : 0.0755169 + s_lower_bl_H_31 : 0.0715104 + s_Bot_Xtr : 0.0648109 + s_lower_bl_H_1 : 0.0624267 + s_lower_bl_H_2 : 0.0610642 + s_lower_bl_H_3 : 0.0606498 +Epoch: 29 | Train Loss: 6.45916 | Test Loss: 6.54476 | analysis_confidence: 0.161556 | CL: 0.0398608 | ln_CD: 0.0889242 | CM: 0.00649843 | Top_Xtr: 0.0350284 | Bot_Xtr: 0.0411717 +Loss contributors: + s_ln_CD : 1.05806 + s_CL : 0.889523 + s_CM : 0.511833 + s_analysis_confidence : 0.125044 + s_upper_bl_H_31 : 0.0768765 + s_lower_bl_H_31 : 0.069399 + s_Bot_Xtr : 0.0690171 + s_lower_bl_H_1 : 0.0629034 + s_upper_bl_H_30 : 0.0609008 + s_lower_bl_H_0 : 0.0584896 +Epoch: 30 | Train Loss: 6.44046 | Test Loss: 6.57281 | analysis_confidence: 0.165301 | CL: 0.0397708 | ln_CD: 0.0793173 | CM: 0.0069892 | Top_Xtr: 0.0336899 | Bot_Xtr: 0.0390836 +Loss contributors: + s_ln_CD : 1.00455 + s_CL : 0.886275 + s_CM : 0.539762 + s_analysis_confidence : 0.127044 + s_upper_bl_H_31 : 0.0744926 + s_lower_bl_H_31 : 0.0706578 + s_Bot_Xtr : 0.0683894 + s_upper_bl_H_30 : 0.0596189 + s_lower_bl_H_1 : 0.0594324 + s_lower_bl_H_2 : 0.0590229 +Epoch: 31 | Train Loss: 6.42153 | Test Loss: 6.49036 | analysis_confidence: 0.167355 | CL: 0.0374729 | ln_CD: 0.0819213 | CM: 0.00659805 | Top_Xtr: 0.0318891 | Bot_Xtr: 0.0370738 +Loss contributors: + s_ln_CD : 1.03594 + s_CL : 0.855274 + s_CM : 0.523832 + s_analysis_confidence : 0.126288 + s_upper_bl_H_31 : 0.0761574 + s_lower_bl_H_31 : 0.0727301 + s_Bot_Xtr : 0.0657756 + s_lower_bl_H_1 : 0.0606127 + s_upper_bl_H_30 : 0.0600838 + s_lower_bl_H_0 : 0.0600496 +Epoch: 32 | Train Loss: 6.4046 | Test Loss: 6.36152 | analysis_confidence: 0.165172 | CL: 0.0379334 | ln_CD: 0.0756813 | CM: 0.00647546 | Top_Xtr: 0.0317026 | Bot_Xtr: 0.0382283 +Loss contributors: + s_ln_CD : 0.980513 + s_CL : 0.863929 + s_CM : 0.509057 + s_analysis_confidence : 0.128404 + s_upper_bl_H_31 : 0.0733727 + s_lower_bl_H_31 : 0.0695103 + s_Bot_Xtr : 0.0664829 + s_lower_bl_H_1 : 0.0595612 + s_lower_bl_H_2 : 0.0586008 + s_upper_bl_H_30 : 0.05857 +Epoch: 33 | Train Loss: 6.38812 | Test Loss: 6.48072 | analysis_confidence: 0.167456 | CL: 0.0376989 | ln_CD: 0.0804712 | CM: 0.00655135 | Top_Xtr: 0.0365252 | Bot_Xtr: 0.0404492 +Loss contributors: + s_ln_CD : 1.01032 + s_CL : 0.858792 + s_CM : 0.515397 + s_analysis_confidence : 0.126737 + s_Bot_Xtr : 0.0754155 + s_upper_bl_H_31 : 0.0732485 + s_lower_bl_H_31 : 0.0701482 + s_lower_bl_H_1 : 0.0609112 + s_lower_bl_H_2 : 0.0607418 + s_lower_bl_H_0 : 0.0595534 +Epoch: 34 | Train Loss: 6.37195 | Test Loss: 6.51991 | analysis_confidence: 0.163014 | CL: 0.0389036 | ln_CD: 0.0767617 | CM: 0.00632614 | Top_Xtr: 0.0336774 | Bot_Xtr: 0.0380867 +Loss contributors: + s_ln_CD : 1.02576 + s_CL : 0.901706 + s_CM : 0.502798 + s_analysis_confidence : 0.126746 + s_upper_bl_H_31 : 0.0751659 + s_lower_bl_H_31 : 0.071703 + s_Bot_Xtr : 0.0667282 + s_lower_bl_H_1 : 0.0631213 + s_lower_bl_H_2 : 0.0629228 + s_upper_bl_H_30 : 0.0616856 +Epoch: 35 | Train Loss: 6.35846 | Test Loss: 6.37034 | analysis_confidence: 0.160902 | CL: 0.0391082 | ln_CD: 0.0759216 | CM: 0.00649455 | Top_Xtr: 0.0321953 | Bot_Xtr: 0.0374042 +Loss contributors: + s_ln_CD : 0.960196 + s_CL : 0.888733 + s_CM : 0.50788 + s_analysis_confidence : 0.125637 + s_upper_bl_H_31 : 0.0731263 + s_lower_bl_H_31 : 0.067855 + s_Bot_Xtr : 0.0659501 + s_lower_bl_H_1 : 0.0632494 + s_upper_bl_H_30 : 0.0592824 + s_lower_bl_H_2 : 0.0586389 +Epoch: 36 | Train Loss: 6.34235 | Test Loss: 6.32474 | analysis_confidence: 0.175076 | CL: 0.0361866 | ln_CD: 0.0725936 | CM: 0.0064198 | Top_Xtr: 0.0315593 | Bot_Xtr: 0.0388104 +Loss contributors: 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s_analysis_confidence : 0.126247 + s_upper_bl_H_31 : 0.0758391 + s_lower_bl_H_31 : 0.0739509 + s_Bot_Xtr : 0.0660763 + s_upper_bl_H_30 : 0.0607078 + s_lower_bl_H_1 : 0.0598236 + s_lower_bl_H_0 : 0.0574036 +Epoch: 39 | Train Loss: 6.29744 | Test Loss: 6.58815 | analysis_confidence: 0.163463 | CL: 0.036649 | ln_CD: 0.0893732 | CM: 0.00666181 | Top_Xtr: 0.0325297 | Bot_Xtr: 0.0381402 +Loss contributors: + s_ln_CD : 1.33657 + s_CL : 0.821601 + s_CM : 0.513254 + s_analysis_confidence : 0.125374 + s_upper_bl_H_31 : 0.0732422 + s_lower_bl_H_31 : 0.0683696 + s_Bot_Xtr : 0.0660831 + s_lower_bl_H_1 : 0.0609975 + s_upper_bl_H_30 : 0.0594319 + s_lower_bl_H_2 : 0.0577467 +Epoch: 40 | Train Loss: 6.28819 | Test Loss: 6.25577 | analysis_confidence: 0.166946 | CL: 0.0370709 | ln_CD: 0.0732276 | CM: 0.00628453 | Top_Xtr: 0.0307936 | Bot_Xtr: 0.0363267 +Loss contributors: + s_ln_CD : 0.954258 + s_CL : 0.838003 + s_CM : 0.488541 + s_analysis_confidence : 0.127866 + s_upper_bl_H_31 : 0.072286 + s_lower_bl_H_31 : 0.0689677 + s_Bot_Xtr : 0.0629075 + s_upper_bl_H_30 : 0.0588217 + s_lower_bl_H_1 : 0.0586712 + s_lower_bl_H_2 : 0.0582467 +Epoch: 41 | Train Loss: 6.28821 | Test Loss: 6.34267 | analysis_confidence: 0.168669 | CL: 0.0366833 | ln_CD: 0.0831675 | CM: 0.00633168 | Top_Xtr: 0.0321635 | Bot_Xtr: 0.0391444 +Loss contributors: + s_ln_CD : 1.02314 + s_CL : 0.839381 + s_CM : 0.494079 + s_analysis_confidence : 0.126753 + s_upper_bl_H_31 : 0.070952 + s_lower_bl_H_31 : 0.068974 + s_Bot_Xtr : 0.0663192 + s_lower_bl_H_1 : 0.0625642 + s_lower_bl_H_2 : 0.0593131 + s_lower_bl_H_3 : 0.0577635 +Epoch: 42 | Train Loss: 6.27239 | Test Loss: 6.37023 | analysis_confidence: 0.162617 | CL: 0.0373414 | ln_CD: 0.0792398 | CM: 0.00653189 | Top_Xtr: 0.0364152 | Bot_Xtr: 0.0417468 +Loss contributors: + s_ln_CD : 1.00116 + s_CL : 0.85739 + s_CM : 0.513018 + s_analysis_confidence : 0.125063 + s_lower_bl_H_31 : 0.0753554 + s_upper_bl_H_31 : 0.0737772 + s_Bot_Xtr : 0.0704174 + s_lower_bl_H_1 : 0.060339 + s_upper_bl_H_30 : 0.0598581 + s_lower_bl_H_2 : 0.0595146 +Epoch: 43 | Train Loss: 6.25928 | Test Loss: 6.31737 | analysis_confidence: 0.163549 | CL: 0.0377549 | ln_CD: 0.0799461 | CM: 0.00636014 | Top_Xtr: 0.0310595 | Bot_Xtr: 0.0374831 +Loss contributors: + s_ln_CD : 0.998699 + s_CL : 0.844394 + s_CM : 0.492664 + s_analysis_confidence : 0.126 + s_upper_bl_H_31 : 0.0701367 + s_lower_bl_H_31 : 0.0665186 + s_Bot_Xtr : 0.0646644 + s_lower_bl_H_1 : 0.063499 + s_lower_bl_H_0 : 0.0585799 + s_lower_bl_H_2 : 0.0564151 +Epoch: 44 | Train Loss: 6.24425 | Test Loss: 6.15468 | analysis_confidence: 0.160491 | CL: 0.036468 | ln_CD: 0.0757858 | CM: 0.00640725 | Top_Xtr: 0.0315282 | Bot_Xtr: 0.0364972 +Loss contributors: + s_ln_CD : 0.943997 + s_CL : 0.827301 + s_CM : 0.49401 + s_analysis_confidence : 0.124648 + s_upper_bl_H_31 : 0.0694749 + s_lower_bl_H_31 : 0.0657998 + s_Bot_Xtr : 0.0651501 + s_lower_bl_H_2 : 0.0590695 + s_lower_bl_H_1 : 0.0565888 + s_upper_bl_H_30 : 0.0560294 +Epoch: 45 | Train Loss: 6.2366 | Test Loss: 6.34466 | analysis_confidence: 0.166396 | CL: 0.0378723 | ln_CD: 0.0804948 | CM: 0.00662281 | Top_Xtr: 0.0304404 | Bot_Xtr: 0.0361575 +Loss contributors: + s_ln_CD : 0.985879 + s_CL : 0.869273 + s_CM : 0.52546 + s_analysis_confidence : 0.126312 + s_upper_bl_H_31 : 0.0713504 + s_lower_bl_H_31 : 0.066057 + s_Bot_Xtr : 0.063699 + s_upper_bl_H_30 : 0.0590008 + s_lower_bl_H_2 : 0.0587039 + s_lower_bl_H_1 : 0.0578277 +Epoch: 46 | Train Loss: 6.22325 | Test Loss: 6.27976 | analysis_confidence: 0.160528 | CL: 0.0394884 | ln_CD: 0.0736822 | CM: 0.00648262 | Top_Xtr: 0.0315176 | Bot_Xtr: 0.0372185 +Loss contributors: + s_ln_CD : 0.955603 + s_CL : 0.879758 + s_CM : 0.507771 + s_analysis_confidence : 0.125917 + s_upper_bl_H_31 : 0.07065 + s_Bot_Xtr : 0.0657044 + s_lower_bl_H_31 : 0.0651539 + s_lower_bl_H_1 : 0.061485 + s_lower_bl_H_2 : 0.0578258 + s_upper_bl_H_30 : 0.0565694 +Epoch: 47 | Train Loss: 6.21274 | Test Loss: 6.21056 | analysis_confidence: 0.166933 | CL: 0.0404074 | ln_CD: 0.0772844 | CM: 0.0065032 | Top_Xtr: 0.0321294 | Bot_Xtr: 0.0379632 +Loss contributors: + s_ln_CD : 0.971955 + s_CL : 0.893805 + s_CM : 0.50356 + s_analysis_confidence : 0.126253 + s_upper_bl_H_31 : 0.0694443 + s_lower_bl_H_31 : 0.0674233 + s_Bot_Xtr : 0.0650001 + s_lower_bl_H_1 : 0.0602033 + s_lower_bl_H_2 : 0.0566427 + s_lower_bl_H_3 : 0.0559287 +Epoch: 48 | Train Loss: 6.203 | Test Loss: 6.2635 | analysis_confidence: 0.158514 | CL: 0.0396293 | ln_CD: 0.0754438 | CM: 0.00672791 | Top_Xtr: 0.0311465 | Bot_Xtr: 0.0370984 +Loss contributors: + s_ln_CD : 0.962953 + s_CL : 0.871989 + s_CM : 0.520086 + s_analysis_confidence : 0.12482 + s_upper_bl_H_31 : 0.0722964 + s_lower_bl_H_31 : 0.0693571 + s_Bot_Xtr : 0.065996 + s_lower_bl_H_1 : 0.0598558 + s_lower_bl_H_0 : 0.0580675 + s_upper_bl_H_30 : 0.057912 +Epoch: 49 | Train Loss: 6.20167 | Test Loss: 6.21829 | analysis_confidence: 0.162413 | CL: 0.0407021 | ln_CD: 0.0761421 | CM: 0.00626027 | Top_Xtr: 0.0313979 | Bot_Xtr: 0.0375959 +Loss contributors: + s_ln_CD : 0.93554 + s_CL : 0.8895 + s_CM : 0.479949 + s_analysis_confidence : 0.125491 + s_upper_bl_H_31 : 0.0711793 + s_lower_bl_H_31 : 0.0701007 + s_Bot_Xtr : 0.0675788 + s_lower_bl_H_1 : 0.0570398 + s_upper_bl_H_30 : 0.0565448 + s_lower_bl_ret_0 : 0.0565419 +Epoch: 50 | Train Loss: 6.18836 | Test Loss: 6.25077 | analysis_confidence: 0.1602 | CL: 0.038154 | ln_CD: 0.0722624 | CM: 0.00649959 | Top_Xtr: 0.0319341 | Bot_Xtr: 0.0370067 +Loss contributors: + s_ln_CD : 0.965343 + s_CL : 0.862708 + s_CM : 0.506318 + s_analysis_confidence : 0.125699 + s_upper_bl_H_31 : 0.0724235 + s_Bot_Xtr : 0.0661778 + s_lower_bl_H_31 : 0.0650964 + s_upper_bl_H_30 : 0.0595195 + s_lower_bl_H_1 : 0.0578899 + s_lower_bl_H_2 : 0.0561977 +Epoch: 51 | Train Loss: 6.17624 | Test Loss: 6.16866 | analysis_confidence: 0.166532 | CL: 0.0356806 | ln_CD: 0.0730485 | CM: 0.00632291 | Top_Xtr: 0.0345282 | Bot_Xtr: 0.0410196 +Loss contributors: + s_ln_CD : 0.959689 + s_CL : 0.82178 + s_CM : 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s_lower_bl_H_31 : 0.0645195 + s_Bot_Xtr : 0.0630143 + s_lower_bl_ret_0 : 0.0568245 + s_lower_bl_H_2 : 0.0566286 + s_upper_bl_H_30 : 0.0563917 +Epoch: 54 | Train Loss: 6.13264 | Test Loss: 6.21027 | analysis_confidence: 0.16406 | CL: 0.0368464 | ln_CD: 0.0798449 | CM: 0.00640057 | Top_Xtr: 0.0300981 | Bot_Xtr: 0.0356667 +Loss contributors: + s_ln_CD : 1.02566 + s_CL : 0.835849 + s_CM : 0.501947 + s_analysis_confidence : 0.126562 + s_upper_bl_H_31 : 0.0701348 + s_lower_bl_H_31 : 0.0668122 + s_Bot_Xtr : 0.0627013 + s_lower_bl_H_2 : 0.0597576 + s_lower_bl_H_1 : 0.0578843 + s_lower_bl_H_0 : 0.0564619 +Epoch: 55 | Train Loss: 6.12489 | Test Loss: 6.14176 | analysis_confidence: 0.162698 | CL: 0.0377961 | ln_CD: 0.0802871 | CM: 0.00651653 | Top_Xtr: 0.0366682 | Bot_Xtr: 0.0417179 +Loss contributors: + s_ln_CD : 0.970247 + s_CL : 0.85911 + s_CM : 0.518056 + s_analysis_confidence : 0.125644 + s_upper_bl_H_31 : 0.0669809 + s_Bot_Xtr : 0.0665329 + s_lower_bl_H_31 : 0.0659562 + s_lower_bl_H_2 : 0.0578 + s_upper_bl_H_30 : 0.0558637 + s_lower_bl_ret_0 : 0.0554063 +Epoch: 56 | Train Loss: 6.11337 | Test Loss: 6.15449 | analysis_confidence: 0.161162 | CL: 0.0370878 | ln_CD: 0.0772874 | CM: 0.00639606 | Top_Xtr: 0.0341993 | Bot_Xtr: 0.0390407 +Loss contributors: + s_ln_CD : 0.945525 + s_CL : 0.836538 + s_CM : 0.490337 + s_analysis_confidence : 0.125173 + s_upper_bl_H_31 : 0.066961 + s_Bot_Xtr : 0.0648653 + s_lower_bl_H_31 : 0.0632225 + s_lower_bl_H_2 : 0.0607383 + s_lower_bl_ret_0 : 0.055409 + s_lower_bl_H_1 : 0.0552121 +Epoch: 57 | Train Loss: 6.10643 | Test Loss: 6.27117 | analysis_confidence: 0.165508 | CL: 0.0377664 | ln_CD: 0.079206 | CM: 0.00688215 | Top_Xtr: 0.0326577 | Bot_Xtr: 0.0367387 +Loss contributors: + s_ln_CD : 0.99337 + s_CL : 0.859657 + s_CM : 0.550723 + s_analysis_confidence : 0.125684 + s_upper_bl_H_31 : 0.0704746 + s_lower_bl_H_31 : 0.0646946 + s_Bot_Xtr : 0.0639825 + s_lower_bl_H_2 : 0.0595303 + s_upper_bl_H_30 : 0.0567255 + s_lower_bl_ret_0 : 0.0564771 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analysis_confidence: 0.158765 | CL: 0.0408084 | ln_CD: 0.081915 | CM: 0.00650432 | Top_Xtr: 0.0297087 | Bot_Xtr: 0.0349696 +Loss contributors: + s_ln_CD : 0.978016 + s_CL : 0.907705 + s_CM : 0.501347 + s_analysis_confidence : 0.124193 + s_upper_bl_H_31 : 0.0666952 + s_lower_bl_H_31 : 0.0631938 + s_Bot_Xtr : 0.0613199 + s_lower_bl_H_2 : 0.0583057 + s_upper_bl_H_30 : 0.0556835 + s_lower_bl_ret_0 : 0.055386 +Epoch: 61 | Train Loss: 6.08373 | Test Loss: 6.14985 | analysis_confidence: 0.158871 | CL: 0.0377156 | ln_CD: 0.0828044 | CM: 0.00624513 | Top_Xtr: 0.0324282 | Bot_Xtr: 0.039112 +Loss contributors: + s_ln_CD : 1.01166 + s_CL : 0.838485 + s_CM : 0.476702 + s_analysis_confidence : 0.125818 + s_upper_bl_H_31 : 0.0689357 + s_lower_bl_H_31 : 0.0652829 + s_Bot_Xtr : 0.0627596 + s_lower_bl_H_2 : 0.0583417 + s_upper_bl_H_30 : 0.057239 + s_lower_bl_H_1 : 0.0560542 +Epoch: 62 | Train Loss: 6.07618 | Test Loss: 6.03114 | analysis_confidence: 0.160108 | CL: 0.0365383 | ln_CD: 0.0744953 | CM: 0.00624607 | Top_Xtr: 0.0303949 | Bot_Xtr: 0.0353238 +Loss contributors: + s_ln_CD : 0.971109 + s_CL : 0.822219 + s_CM : 0.483521 + s_analysis_confidence : 0.126513 + s_upper_bl_H_31 : 0.0663443 + s_Bot_Xtr : 0.0615736 + s_lower_bl_H_31 : 0.0603976 + s_lower_bl_H_1 : 0.0563023 + s_lower_bl_H_0 : 0.0555886 + s_lower_bl_H_2 : 0.0553376 +Epoch: 63 | Train Loss: 6.06969 | Test Loss: 6.2709 | analysis_confidence: 0.158855 | CL: 0.0395027 | ln_CD: 0.0743499 | CM: 0.0068677 | Top_Xtr: 0.0317459 | Bot_Xtr: 0.0378548 +Loss contributors: + s_ln_CD : 0.972939 + s_CL : 0.875446 + s_CM : 0.537856 + s_analysis_confidence : 0.127887 + s_upper_bl_H_31 : 0.0684812 + s_lower_bl_H_31 : 0.0649873 + s_Bot_Xtr : 0.062034 + s_lower_bl_H_2 : 0.0574085 + s_upper_bl_H_30 : 0.0571916 + s_lower_bl_H_1 : 0.0571299 +Epoch: 64 | Train Loss: 6.05885 | Test Loss: 6.44618 | analysis_confidence: 0.158055 | CL: 0.0392382 | ln_CD: 0.0885341 | CM: 0.00637769 | Top_Xtr: 0.0307177 | Bot_Xtr: 0.0360828 +Loss contributors: + s_ln_CD : 1.21521 + s_CL : 0.867895 + s_CM : 0.4919 + s_analysis_confidence : 0.12627 + s_upper_bl_H_31 : 0.0719811 + s_lower_bl_H_31 : 0.0666487 + s_Bot_Xtr : 0.0644286 + s_upper_bl_H_30 : 0.0594253 + s_lower_bl_H_2 : 0.0563715 + s_lower_bl_ret_0 : 0.0556821 +Epoch: 65 | Train Loss: 6.05571 | Test Loss: 6.00095 | analysis_confidence: 0.160213 | CL: 0.0358907 | ln_CD: 0.0730519 | CM: 0.00612332 | Top_Xtr: 0.0305428 | Bot_Xtr: 0.0365379 +Loss contributors: + s_ln_CD : 0.931934 + s_CL : 0.816435 + s_CM : 0.468854 + s_analysis_confidence : 0.124693 + s_upper_bl_H_31 : 0.0662823 + s_lower_bl_H_31 : 0.0626769 + s_Bot_Xtr : 0.0612956 + s_lower_bl_H_2 : 0.0572147 + s_upper_bl_H_30 : 0.05563 + s_lower_bl_H_1 : 0.055581 +Epoch: 66 | Train Loss: 6.0517 | Test Loss: 6.16379 | analysis_confidence: 0.177921 | CL: 0.0369019 | ln_CD: 0.0769099 | CM: 0.00639198 | Top_Xtr: 0.0306217 | Bot_Xtr: 0.0365091 +Loss contributors: + s_ln_CD : 0.975962 + s_CL : 0.847046 + s_CM : 0.491236 + s_analysis_confidence : 0.13682 + s_upper_bl_H_31 : 0.0691782 + s_Bot_Xtr : 0.063704 + s_lower_bl_H_31 : 0.0627479 + s_lower_bl_H_2 : 0.0615645 + s_upper_bl_H_30 : 0.0557533 + s_lower_bl_ret_0 : 0.05347 +Epoch: 67 | Train Loss: 6.04488 | Test Loss: 6.13703 | analysis_confidence: 0.162847 | CL: 0.037607 | ln_CD: 0.0811728 | CM: 0.00629726 | Top_Xtr: 0.0321346 | Bot_Xtr: 0.0378873 +Loss contributors: + s_ln_CD : 0.974813 + s_CL : 0.844827 + s_CM : 0.483323 + s_analysis_confidence : 0.125541 + s_upper_bl_H_31 : 0.0681034 + s_Bot_Xtr : 0.0626459 + s_lower_bl_H_31 : 0.0621629 + s_lower_bl_H_2 : 0.0575592 + s_upper_bl_H_30 : 0.0557813 + s_lower_bl_ret_0 : 0.0544746 +Epoch: 68 | Train Loss: 6.03932 | Test Loss: 5.94999 | analysis_confidence: 0.160529 | CL: 0.0374375 | ln_CD: 0.0721287 | CM: 0.00599515 | Top_Xtr: 0.0302724 | Bot_Xtr: 0.0357865 +Loss contributors: + s_ln_CD : 0.917984 + s_CL : 0.818122 + s_CM : 0.4586 + s_analysis_confidence : 0.124551 + s_upper_bl_H_31 : 0.0696128 + s_lower_bl_H_31 : 0.0633918 + s_Bot_Xtr : 0.0595744 + s_lower_bl_H_1 : 0.058852 + s_lower_bl_H_2 : 0.0573985 + s_upper_bl_H_30 : 0.0561688 +Epoch: 69 | Train Loss: 6.02903 | Test Loss: 6.36285 | analysis_confidence: 0.16458 | CL: 0.0364843 | ln_CD: 0.0822051 | CM: 0.00719051 | Top_Xtr: 0.0305167 | Bot_Xtr: 0.0346966 +Loss contributors: + s_ln_CD : 1.07478 + s_CL : 0.861374 + s_CM : 0.559127 + s_analysis_confidence : 0.125412 + s_upper_bl_H_31 : 0.0683458 + s_lower_bl_H_31 : 0.0654212 + s_Bot_Xtr : 0.0603476 + s_lower_bl_H_2 : 0.06027 + s_upper_bl_H_30 : 0.0566713 + s_lower_bl_H_1 : 0.0560607 +Epoch: 70 | Train Loss: 6.02587 | Test Loss: 6.01359 | analysis_confidence: 0.160789 | CL: 0.0373075 | ln_CD: 0.0737195 | CM: 0.00610232 | Top_Xtr: 0.0326049 | Bot_Xtr: 0.0364062 +Loss contributors: + s_ln_CD : 0.949965 + s_CL : 0.831241 + s_CM : 0.465633 + s_analysis_confidence : 0.12687 + s_upper_bl_H_31 : 0.0685089 + s_lower_bl_H_31 : 0.0635717 + s_Bot_Xtr : 0.0615677 + s_lower_bl_H_2 : 0.0567199 + s_upper_bl_H_30 : 0.0557379 + s_lower_bl_H_1 : 0.0539063 +Epoch: 71 | Train Loss: 6.02409 | Test Loss: 5.89605 | analysis_confidence: 0.159835 | CL: 0.0352846 | ln_CD: 0.0728453 | CM: 0.00601145 | Top_Xtr: 0.0296578 | Bot_Xtr: 0.0339013 +Loss contributors: + s_ln_CD : 0.933491 + s_CL : 0.792581 + s_CM : 0.459493 + s_analysis_confidence : 0.124339 + s_upper_bl_H_31 : 0.0687094 + s_lower_bl_H_31 : 0.0627113 + s_Bot_Xtr : 0.0593134 + s_upper_bl_H_30 : 0.0567774 + s_lower_bl_H_1 : 0.0558177 + s_lower_bl_H_2 : 0.0552534 +Epoch: 72 | Train Loss: 6.01134 | Test Loss: 6.05718 | analysis_confidence: 0.165605 | CL: 0.0380107 | ln_CD: 0.0730587 | CM: 0.0063751 | Top_Xtr: 0.0294507 | Bot_Xtr: 0.0345342 +Loss contributors: + s_ln_CD : 0.93094 + s_CL : 0.840285 + s_CM : 0.484546 + s_analysis_confidence : 0.124889 + s_upper_bl_H_31 : 0.0664292 + s_lower_bl_H_31 : 0.0619327 + s_Bot_Xtr : 0.0596542 + s_lower_bl_H_2 : 0.0557982 + s_upper_bl_H_30 : 0.0539515 + s_lower_bl_H_1 : 0.0534096 +Epoch: 73 | Train Loss: 6.00446 | Test Loss: 5.9734 | analysis_confidence: 0.162292 | CL: 0.0364789 | ln_CD: 0.0755586 | CM: 0.00620028 | Top_Xtr: 0.0303359 | Bot_Xtr: 0.0345023 +Loss contributors: + s_ln_CD : 0.949163 + s_CL : 0.805795 + s_CM : 0.479145 + s_analysis_confidence : 0.125706 + s_upper_bl_H_31 : 0.067278 + s_lower_bl_H_31 : 0.0618775 + s_Bot_Xtr : 0.0610058 + s_lower_bl_H_2 : 0.0556178 + s_upper_bl_H_30 : 0.0549028 + s_lower_bl_H_30 : 0.0539091 +Epoch: 74 | Train Loss: 6.00738 | Test Loss: 6.04148 | analysis_confidence: 0.166852 | CL: 0.0377784 | ln_CD: 0.0745997 | CM: 0.0063061 | Top_Xtr: 0.034229 | Bot_Xtr: 0.038649 +Loss contributors: + s_ln_CD : 0.935548 + s_CL : 0.833458 + s_CM : 0.483304 + s_analysis_confidence : 0.125252 + s_upper_bl_H_31 : 0.0678304 + s_lower_bl_H_31 : 0.0661216 + s_Bot_Xtr : 0.0655387 + s_lower_bl_H_2 : 0.0611573 + s_lower_bl_H_1 : 0.0593603 + s_lower_bl_H_3 : 0.0562782 +Epoch: 75 | Train Loss: 6.00397 | Test Loss: 6.01281 | analysis_confidence: 0.161349 | CL: 0.0356352 | ln_CD: 0.0748069 | CM: 0.00616757 | Top_Xtr: 0.0343766 | Bot_Xtr: 0.0367226 +Loss contributors: + s_ln_CD : 0.936299 + s_CL : 0.810385 + s_CM : 0.473728 + s_analysis_confidence : 0.129312 + s_upper_bl_H_31 : 0.0701919 + s_Bot_Xtr : 0.0641819 + s_lower_bl_H_31 : 0.0608415 + s_upper_bl_H_30 : 0.0588178 + s_lower_bl_H_2 : 0.0561734 + s_lower_bl_H_1 : 0.0545906 +Epoch: 76 | Train Loss: 6.00036 | Test Loss: 5.9677 | analysis_confidence: 0.163983 | CL: 0.0356315 | ln_CD: 0.0858318 | CM: 0.00615187 | Top_Xtr: 0.032695 | Bot_Xtr: 0.0368009 +Loss contributors: + s_ln_CD : 0.999116 + s_CL : 0.804325 + s_CM : 0.466027 + s_analysis_confidence : 0.125628 + s_upper_bl_H_31 : 0.0658202 + s_lower_bl_H_31 : 0.0620797 + s_Bot_Xtr : 0.0609605 + s_lower_bl_H_1 : 0.056446 + s_lower_bl_H_2 : 0.0557468 + s_lower_bl_H_0 : 0.0538775 +Epoch: 77 | Train Loss: 6.00166 | Test Loss: 6.07402 | analysis_confidence: 0.161081 | CL: 0.0379668 | ln_CD: 0.0743666 | CM: 0.00633621 | Top_Xtr: 0.0308069 | Bot_Xtr: 0.0357038 +Loss contributors: + s_ln_CD : 0.935655 + s_CL : 0.841002 + s_CM : 0.484153 + s_analysis_confidence : 0.125568 + s_upper_bl_H_31 : 0.0660933 + s_lower_bl_H_31 : 0.0627117 + s_Bot_Xtr : 0.060022 + s_lower_bl_H_2 : 0.0581136 + s_upper_bl_H_30 : 0.0550659 + s_lower_bl_ret_0 : 0.0534352 +Epoch: 78 | Train Loss: 5.98936 | Test Loss: 6.14398 | analysis_confidence: 0.162235 | CL: 0.036644 | ln_CD: 0.0797331 | CM: 0.00609397 | Top_Xtr: 0.0299428 | Bot_Xtr: 0.034841 +Loss contributors: + s_ln_CD : 1.03174 + s_CL : 0.840902 + s_CM : 0.465063 + s_analysis_confidence : 0.125329 + s_upper_bl_H_31 : 0.0695365 + s_lower_bl_H_31 : 0.064514 + s_Bot_Xtr : 0.0596848 + s_lower_bl_H_2 : 0.0584153 + s_upper_bl_H_30 : 0.0575494 + s_lower_bl_H_1 : 0.0544127 +Epoch: 79 | Train Loss: 5.99231 | Test Loss: 5.92725 | analysis_confidence: 0.158937 | CL: 0.0369879 | ln_CD: 0.0717844 | CM: 0.00620855 | Top_Xtr: 0.0304276 | Bot_Xtr: 0.0363068 +Loss contributors: + s_ln_CD : 0.90832 + s_CL : 0.827671 + s_CM : 0.470858 + s_analysis_confidence : 0.124855 + s_upper_bl_H_31 : 0.0653218 + s_lower_bl_H_31 : 0.063882 + s_Bot_Xtr : 0.0590101 + s_lower_bl_H_2 : 0.0554287 + s_upper_bl_H_30 : 0.0550655 + s_lower_bl_H_1 : 0.0548346 +Epoch: 80 | Train Loss: 5.98198 | Test Loss: 5.94075 | analysis_confidence: 0.167195 | CL: 0.0364252 | ln_CD: 0.0753203 | CM: 0.00616752 | Top_Xtr: 0.0328613 | Bot_Xtr: 0.0377961 +Loss contributors: + s_ln_CD : 0.945539 + s_CL : 0.816226 + s_CM : 0.470202 + s_analysis_confidence : 0.125429 + s_upper_bl_H_31 : 0.0654563 + s_lower_bl_H_31 : 0.0637175 + s_Bot_Xtr : 0.0617949 + s_lower_bl_H_2 : 0.0559837 + s_lower_bl_H_1 : 0.0558629 + s_upper_bl_H_30 : 0.0547956 +Epoch: 81 | Train Loss: 5.98007 | Test Loss: 6.26003 | analysis_confidence: 0.163023 | CL: 0.0389063 | ln_CD: 0.0758529 | CM: 0.00653437 | Top_Xtr: 0.0296711 | Bot_Xtr: 0.0345654 +Loss contributors: + s_ln_CD : 1.04572 + s_CL : 0.854814 + s_CM : 0.497284 + s_analysis_confidence : 0.125557 + s_upper_bl_H_31 : 0.0660883 + s_lower_bl_H_31 : 0.0628631 + s_Bot_Xtr : 0.059982 + s_lower_bl_H_2 : 0.0554653 + s_lower_bl_ret_0 : 0.0548304 + s_upper_bl_H_30 : 0.0541004 +Epoch: 82 | Train Loss: 5.97516 | Test Loss: 6.00742 | analysis_confidence: 0.160623 | CL: 0.0363797 | ln_CD: 0.0758665 | CM: 0.00656385 | Top_Xtr: 0.0310094 | Bot_Xtr: 0.0358919 +Loss contributors: + s_ln_CD : 0.979501 + s_CL : 0.80263 + s_CM : 0.496958 + s_analysis_confidence : 0.124581 + s_upper_bl_H_31 : 0.0640485 + s_Bot_Xtr : 0.0611282 + s_lower_bl_H_31 : 0.0602106 + s_lower_bl_H_2 : 0.0555747 + s_upper_bl_H_30 : 0.054722 + s_lower_bl_ret_0 : 0.0542239 +Epoch: 83 | Train Loss: 5.97853 | Test Loss: 5.8645 | analysis_confidence: 0.162297 | CL: 0.0358319 | ln_CD: 0.0750661 | CM: 0.00603897 | Top_Xtr: 0.0291543 | Bot_Xtr: 0.0343728 +Loss contributors: + s_ln_CD : 0.925101 + s_CL : 0.800798 + s_CM : 0.460216 + s_analysis_confidence : 0.125391 + s_upper_bl_H_31 : 0.0646503 + s_lower_bl_H_31 : 0.0605355 + s_Bot_Xtr : 0.0591314 + s_lower_bl_H_2 : 0.0546126 + s_lower_bl_H_1 : 0.0545409 + s_upper_bl_H_30 : 0.05308 +Epoch: 84 | Train Loss: 5.9711 | Test Loss: 5.97729 | analysis_confidence: 0.163163 | CL: 0.0368121 | ln_CD: 0.0771198 | CM: 0.00609161 | Top_Xtr: 0.0301549 | Bot_Xtr: 0.0346971 +Loss contributors: + s_ln_CD : 0.930325 + s_CL : 0.815027 + s_CM : 0.467712 + s_analysis_confidence : 0.124712 + s_upper_bl_H_31 : 0.0705958 + s_lower_bl_H_31 : 0.0631636 + s_Bot_Xtr : 0.0620081 + s_upper_bl_H_30 : 0.0576785 + s_lower_bl_H_2 : 0.0566515 + s_lower_bl_H_30 : 0.0546834 +Epoch: 85 | Train Loss: 5.96619 | Test Loss: 5.97536 | analysis_confidence: 0.159779 | CL: 0.037742 | ln_CD: 0.076753 | CM: 0.00634861 | Top_Xtr: 0.0293475 | Bot_Xtr: 0.0340696 +Loss contributors: + s_ln_CD : 0.925542 + s_CL : 0.814938 + s_CM : 0.483262 + s_analysis_confidence : 0.125413 + s_upper_bl_H_31 : 0.0685212 + s_lower_bl_H_31 : 0.0654778 + s_Bot_Xtr : 0.0594592 + s_lower_bl_H_2 : 0.0577049 + s_upper_bl_H_30 : 0.0559203 + s_lower_bl_H_1 : 0.0554272 +Epoch: 86 | Train Loss: 5.96266 | Test Loss: 6.02511 | analysis_confidence: 0.164642 | CL: 0.0359872 | ln_CD: 0.0746084 | CM: 0.00596126 | Top_Xtr: 0.0313081 | Bot_Xtr: 0.0360621 +Loss contributors: + s_ln_CD : 0.955648 + s_CL : 0.821896 + s_CM : 0.460914 + s_analysis_confidence : 0.125497 + s_upper_bl_H_31 : 0.06534 + s_Bot_Xtr : 0.0635552 + s_lower_bl_H_31 : 0.0616171 + s_lower_bl_H_2 : 0.0572129 + s_upper_bl_H_30 : 0.0552996 + s_lower_bl_H_1 : 0.0547143 +Epoch: 87 | Train Loss: 5.95836 | Test Loss: 5.96265 | analysis_confidence: 0.160494 | CL: 0.0374572 | ln_CD: 0.0739778 | CM: 0.00624443 | Top_Xtr: 0.0307703 | Bot_Xtr: 0.0352789 +Loss contributors: + s_ln_CD : 0.911536 + s_CL : 0.836495 + s_CM : 0.484497 + s_analysis_confidence : 0.124845 + s_upper_bl_H_31 : 0.0670209 + s_lower_bl_H_31 : 0.0640905 + s_Bot_Xtr : 0.0608951 + s_lower_bl_H_2 : 0.0549574 + s_upper_bl_H_30 : 0.0545842 + s_lower_bl_H_1 : 0.0540135 +Epoch: 88 | Train Loss: 5.95752 | Test Loss: 6.12681 | analysis_confidence: 0.160684 | CL: 0.0382466 | ln_CD: 0.0742296 | CM: 0.00622524 | Top_Xtr: 0.0323543 | Bot_Xtr: 0.0367395 +Loss contributors: + s_ln_CD : 0.959814 + s_CL : 0.840913 + s_CM : 0.476446 + s_analysis_confidence : 0.124132 + s_upper_bl_H_31 : 0.076074 + s_lower_bl_H_31 : 0.0695889 + s_upper_bl_H_30 : 0.0632851 + s_Bot_Xtr : 0.0617517 + s_lower_bl_H_30 : 0.059091 + s_lower_bl_H_2 : 0.0559775 +Epoch: 89 | Train Loss: 5.95803 | Test Loss: 6.09069 | analysis_confidence: 0.167577 | CL: 0.0392124 | ln_CD: 0.0754313 | CM: 0.00663816 | Top_Xtr: 0.0300328 | Bot_Xtr: 0.0342167 +Loss contributors: + s_ln_CD : 0.973427 + s_CL : 0.841129 + s_CM : 0.507001 + s_analysis_confidence : 0.129747 + s_upper_bl_H_31 : 0.0708353 + s_lower_bl_H_31 : 0.0641876 + s_Bot_Xtr : 0.0591873 + s_lower_bl_H_2 : 0.0586644 + s_upper_bl_H_30 : 0.0578384 + s_lower_bl_H_30 : 0.0539245 +Epoch: 90 | Train Loss: 5.95598 | Test Loss: 5.91126 | analysis_confidence: 0.162493 | CL: 0.035888 | ln_CD: 0.0746477 | CM: 0.00614308 | Top_Xtr: 0.0357062 | Bot_Xtr: 0.0383122 +Loss contributors: + s_ln_CD : 0.935663 + s_CL : 0.795767 + s_CM : 0.465012 + s_analysis_confidence : 0.125241 + s_upper_bl_H_31 : 0.0718632 + s_lower_bl_H_31 : 0.066664 + s_Bot_Xtr : 0.0607047 + s_upper_bl_H_30 : 0.0571721 + s_lower_bl_H_1 : 0.055003 + s_lower_bl_H_30 : 0.0538922 +Epoch: 91 | Train Loss: 5.95586 | Test Loss: 5.9579 | analysis_confidence: 0.161735 | CL: 0.0350219 | ln_CD: 0.0777692 | CM: 0.00635895 | Top_Xtr: 0.0310283 | Bot_Xtr: 0.0363739 +Loss contributors: + s_ln_CD : 0.954853 + s_CL : 0.801349 + s_CM : 0.49364 + s_analysis_confidence : 0.125527 + s_upper_bl_H_31 : 0.0660347 + s_Bot_Xtr : 0.0633661 + s_lower_bl_H_31 : 0.0612787 + s_lower_bl_H_2 : 0.0556691 + s_upper_bl_H_30 : 0.0551469 + s_lower_bl_H_30 : 0.0528538 +Epoch: 92 | Train Loss: 5.94601 | Test Loss: 5.99745 | analysis_confidence: 0.165169 | CL: 0.0385448 | ln_CD: 0.0748446 | CM: 0.00598158 | Top_Xtr: 0.0321275 | Bot_Xtr: 0.0361749 +Loss contributors: + s_ln_CD : 0.94145 + s_CL : 0.831457 + s_CM : 0.452102 + s_analysis_confidence : 0.126378 + s_upper_bl_H_31 : 0.0680953 + s_Bot_Xtr : 0.0624988 + s_lower_bl_H_31 : 0.0620567 + s_lower_bl_H_1 : 0.0579837 + s_upper_bl_H_30 : 0.0577326 + s_lower_bl_H_2 : 0.0558853 +Epoch: 93 | Train Loss: 5.93878 | Test Loss: 5.87825 | analysis_confidence: 0.163628 | CL: 0.0354857 | ln_CD: 0.07714 | CM: 0.00598011 | Top_Xtr: 0.0319641 | Bot_Xtr: 0.0357476 +Loss contributors: + s_ln_CD : 0.953208 + s_CL : 0.795854 + s_CM : 0.457662 + s_analysis_confidence : 0.125625 + s_upper_bl_H_31 : 0.0652005 + s_lower_bl_H_31 : 0.0600502 + s_Bot_Xtr : 0.0599601 + s_lower_bl_H_2 : 0.0551037 + s_lower_bl_H_1 : 0.0535388 + s_upper_bl_H_30 : 0.053499 +Epoch: 94 | Train Loss: 5.945 | Test Loss: 6.04847 | analysis_confidence: 0.161105 | CL: 0.0382314 | ln_CD: 0.0760479 | CM: 0.00635128 | Top_Xtr: 0.0340849 | Bot_Xtr: 0.0377477 +Loss contributors: + s_ln_CD : 0.969759 + s_CL : 0.840398 + s_CM : 0.487595 + s_analysis_confidence : 0.124309 + s_upper_bl_H_31 : 0.0670479 + s_lower_bl_H_31 : 0.0632697 + s_Bot_Xtr : 0.0621963 + s_upper_bl_H_30 : 0.056572 + s_lower_bl_H_1 : 0.0553636 + s_lower_bl_H_30 : 0.0548944 +Epoch: 95 | Train Loss: 5.93848 | Test Loss: 6.01334 | analysis_confidence: 0.158277 | CL: 0.0374994 | ln_CD: 0.0729894 | CM: 0.00637311 | Top_Xtr: 0.0293728 | Bot_Xtr: 0.0336507 +Loss contributors: + s_ln_CD : 0.954533 + s_CL : 0.822097 + s_CM : 0.481353 + s_analysis_confidence : 0.1249 + s_upper_bl_H_31 : 0.0692591 + s_lower_bl_H_31 : 0.0640148 + s_Bot_Xtr : 0.0592823 + s_lower_bl_H_2 : 0.0572362 + s_upper_bl_H_30 : 0.0561524 + s_lower_bl_ret_0 : 0.0541703 +Epoch: 96 | Train Loss: 5.93698 | Test Loss: 5.86876 | analysis_confidence: 0.159193 | CL: 0.0347971 | ln_CD: 0.082217 | CM: 0.00599852 | Top_Xtr: 0.0312766 | Bot_Xtr: 0.0360318 +Loss contributors: + s_ln_CD : 0.961336 + s_CL : 0.783253 + s_CM : 0.456107 + s_analysis_confidence : 0.124719 + s_upper_bl_H_31 : 0.0670834 + s_lower_bl_H_31 : 0.0624413 + s_Bot_Xtr : 0.058564 + s_lower_bl_H_2 : 0.0558396 + s_upper_bl_H_30 : 0.0547003 + s_lower_bl_H_30 : 0.0540385 +Epoch: 97 | Train Loss: 5.93131 | Test Loss: 5.86911 | analysis_confidence: 0.1662 | CL: 0.0368058 | ln_CD: 0.0747013 | CM: 0.00608904 | Top_Xtr: 0.0305207 | Bot_Xtr: 0.0351008 +Loss contributors: + s_ln_CD : 0.919829 + s_CL : 0.809109 + s_CM : 0.466176 + s_analysis_confidence : 0.127153 + s_upper_bl_H_31 : 0.0643424 + s_lower_bl_H_31 : 0.0611473 + s_Bot_Xtr : 0.0597549 + s_lower_bl_H_2 : 0.0546438 + s_lower_bl_ret_0 : 0.0533142 + s_upper_bl_H_30 : 0.0530679 +Epoch: 98 | Train Loss: 5.92137 | Test Loss: 6.05899 | analysis_confidence: 0.161234 | CL: 0.037982 | ln_CD: 0.079087 | CM: 0.00676469 | Top_Xtr: 0.0302006 | Bot_Xtr: 0.0351661 +Loss contributors: + s_ln_CD : 0.969159 + s_CL : 0.840997 + s_CM : 0.522704 + s_analysis_confidence : 0.124261 + s_upper_bl_H_31 : 0.0656709 + s_lower_bl_H_31 : 0.0631173 + s_Bot_Xtr : 0.0581203 + s_lower_bl_H_2 : 0.057376 + s_lower_bl_ret_0 : 0.0529914 + s_lower_bl_H_1 : 0.0529812 +Epoch: 99 | Train Loss: 5.92047 | Test Loss: 5.9442 | analysis_confidence: 0.160574 | CL: 0.0354361 | ln_CD: 0.073248 | CM: 0.0066866 | Top_Xtr: 0.029322 | Bot_Xtr: 0.0338305 +Loss contributors: + s_ln_CD : 0.940918 + s_CL : 0.790517 + s_CM : 0.514289 + s_analysis_confidence : 0.124032 + s_upper_bl_H_31 : 0.0684771 + s_lower_bl_H_31 : 0.0631184 + s_Bot_Xtr : 0.0601233 + s_lower_bl_H_2 : 0.0560259 + s_upper_bl_H_30 : 0.055836 + s_lower_bl_ret_0 : 0.0534624 +Epoch: 100 | Train Loss: 5.91626 | Test Loss: 6.00929 | analysis_confidence: 0.16538 | CL: 0.0403543 | ln_CD: 0.0755742 | CM: 0.00623489 | Top_Xtr: 0.0313001 | Bot_Xtr: 0.0361485 +Loss contributors: + s_ln_CD : 0.926798 + s_CL : 0.911034 + s_CM : 0.482794 + s_analysis_confidence : 0.131367 + s_upper_bl_H_31 : 0.0649441 + s_Bot_Xtr : 0.0620796 + s_lower_bl_H_31 : 0.05977 + s_lower_bl_H_2 : 0.055386 + s_lower_bl_H_1 : 0.0538892 + s_upper_bl_H_30 : 0.0537611 +Epoch: 101 | Train Loss: 5.90844 | Test Loss: 6.06311 | analysis_confidence: 0.154808 | CL: 0.0364644 | ln_CD: 0.0741516 | CM: 0.00691381 | Top_Xtr: 0.0318195 | Bot_Xtr: 0.0361683 +Loss contributors: + s_ln_CD : 0.925013 + s_CL : 0.832664 + s_CM : 0.533994 + s_analysis_confidence : 0.124368 + s_upper_bl_H_31 : 0.0661653 + s_lower_bl_H_31 : 0.064705 + s_Bot_Xtr : 0.0602643 + s_lower_bl_H_2 : 0.0553254 + s_upper_bl_H_30 : 0.0542031 + s_lower_bl_H_30 : 0.0532346 +Epoch: 102 | Train Loss: 5.90939 | Test Loss: 6.04098 | analysis_confidence: 0.159405 | CL: 0.0361091 | ln_CD: 0.0812204 | CM: 0.00670238 | Top_Xtr: 0.0292721 | Bot_Xtr: 0.0334907 +Loss contributors: + s_ln_CD : 0.975844 + s_CL : 0.793836 + s_CM : 0.500165 + s_analysis_confidence : 0.126448 + s_upper_bl_H_31 : 0.0667139 + s_lower_bl_H_31 : 0.0643349 + s_Bot_Xtr : 0.0595532 + s_lower_bl_H_30 : 0.0551702 + s_upper_bl_H_30 : 0.0543503 + s_lower_bl_ret_0 : 0.0540889 +Epoch: 103 | Train Loss: 5.90444 | Test Loss: 5.98316 | analysis_confidence: 0.159244 | CL: 0.0364688 | ln_CD: 0.0743771 | CM: 0.00696839 | Top_Xtr: 0.0310258 | Bot_Xtr: 0.0352664 +Loss contributors: + s_ln_CD : 0.927045 + s_CL : 0.827561 + s_CM : 0.540605 + s_analysis_confidence : 0.124065 + s_upper_bl_H_31 : 0.0657016 + s_lower_bl_H_31 : 0.0610763 + s_Bot_Xtr : 0.0594554 + s_lower_bl_H_2 : 0.0557289 + s_upper_bl_H_30 : 0.0543217 + s_lower_bl_ret_0 : 0.0535244 +Epoch: 104 | Train Loss: 5.90298 | Test Loss: 6.05091 | analysis_confidence: 0.161496 | CL: 0.0406637 | ln_CD: 0.0731407 | CM: 0.00637454 | Top_Xtr: 0.0300729 | Bot_Xtr: 0.0358346 +Loss contributors: + s_ln_CD : 0.940661 + s_CL : 0.869405 + s_CM : 0.485553 + s_analysis_confidence : 0.125431 + s_upper_bl_H_31 : 0.0652063 + s_lower_bl_H_31 : 0.061027 + s_Bot_Xtr : 0.0595097 + s_upper_bl_H_30 : 0.0564881 + s_lower_bl_H_2 : 0.0563144 + s_lower_bl_H_30 : 0.0537694 +Epoch: 105 | Train Loss: 5.89489 | Test Loss: 5.87865 | analysis_confidence: 0.156156 | CL: 0.0374203 | ln_CD: 0.07265 | CM: 0.00605121 | Top_Xtr: 0.0304042 | Bot_Xtr: 0.0352337 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s_lower_bl_H_2 : 0.0542658 + s_upper_bl_H_30 : 0.0532309 + s_lower_bl_ret_0 : 0.05289 +Epoch: 112 | Train Loss: 5.86375 | Test Loss: 6.01749 | analysis_confidence: 0.160955 | CL: 0.0356219 | ln_CD: 0.0970929 | CM: 0.00596844 | Top_Xtr: 0.0342707 | Bot_Xtr: 0.0372687 +Loss contributors: + s_ln_CD : 1.07801 + s_CL : 0.809507 + s_CM : 0.459236 + s_analysis_confidence : 0.123203 + s_upper_bl_H_31 : 0.0641906 + s_Bot_Xtr : 0.0612332 + s_lower_bl_H_31 : 0.0606295 + s_lower_bl_ret_0 : 0.0539121 + s_upper_bl_H_30 : 0.0532626 + s_lower_bl_H_2 : 0.0523363 +Epoch: 113 | Train Loss: 5.86336 | Test Loss: 5.98091 | analysis_confidence: 0.16432 | CL: 0.037366 | ln_CD: 0.0801701 | CM: 0.00630299 | Top_Xtr: 0.0314988 | Bot_Xtr: 0.0357225 +Loss contributors: + s_ln_CD : 0.965818 + s_CL : 0.831373 + s_CM : 0.479403 + s_analysis_confidence : 0.124374 + s_upper_bl_H_31 : 0.0633923 + s_Bot_Xtr : 0.0629751 + s_lower_bl_H_31 : 0.0612445 + s_upper_bl_H_30 : 0.0537717 + s_lower_bl_H_2 : 0.0537223 + s_lower_bl_H_30 : 0.053258 +Epoch: 114 | Train Loss: 5.85962 | Test Loss: 5.91904 | analysis_confidence: 0.15915 | CL: 0.0360075 | ln_CD: 0.0720888 | CM: 0.00600414 | Top_Xtr: 0.035597 | Bot_Xtr: 0.0395234 +Loss contributors: + s_ln_CD : 0.909786 + s_CL : 0.822207 + s_CM : 0.457575 + s_analysis_confidence : 0.124303 + s_upper_bl_H_31 : 0.064923 + s_Bot_Xtr : 0.0642715 + s_lower_bl_H_31 : 0.0612097 + s_lower_bl_H_2 : 0.0540596 + s_lower_bl_ret_0 : 0.0531048 + s_upper_bl_H_30 : 0.0527703 +Epoch: 115 | Train Loss: 5.86485 | Test Loss: 5.98194 | analysis_confidence: 0.167211 | CL: 0.0392479 | ln_CD: 0.0737542 | CM: 0.00665417 | Top_Xtr: 0.0296761 | Bot_Xtr: 0.0344326 +Loss contributors: + s_ln_CD : 0.922308 + s_CL : 0.869219 + s_CM : 0.512323 + s_analysis_confidence : 0.125061 + s_upper_bl_H_31 : 0.0652349 + s_lower_bl_H_31 : 0.0624614 + s_Bot_Xtr : 0.0594486 + s_lower_bl_ret_0 : 0.0550227 + s_upper_bl_ret_0 : 0.0534128 + s_upper_bl_H_30 : 0.052999 +Epoch: 116 | Train Loss: 5.85442 | Test Loss: 6.04177 | analysis_confidence: 0.166252 | CL: 0.0380321 | ln_CD: 0.0833359 | CM: 0.00611286 | Top_Xtr: 0.0343824 | Bot_Xtr: 0.0377278 +Loss contributors: + s_ln_CD : 1.00399 + s_CL : 0.863245 + s_CM : 0.463728 + s_analysis_confidence : 0.124853 + s_upper_bl_H_31 : 0.0632237 + s_lower_bl_H_31 : 0.0615241 + s_Bot_Xtr : 0.0610292 + s_lower_bl_H_2 : 0.0556644 + s_lower_bl_H_1 : 0.0546776 + s_lower_bl_ret_0 : 0.0525296 +Epoch: 117 | Train Loss: 5.858 | Test Loss: 6.09772 | analysis_confidence: 0.158444 | CL: 0.0423785 | ln_CD: 0.0780904 | CM: 0.00710772 | Top_Xtr: 0.0342036 | Bot_Xtr: 0.038247 +Loss contributors: + s_ln_CD : 0.956815 + s_CL : 0.908435 + s_CM : 0.550818 + s_analysis_confidence : 0.123473 + s_lower_bl_H_31 : 0.0663145 + s_upper_bl_H_31 : 0.0660495 + s_Bot_Xtr : 0.0632703 + s_upper_bl_H_30 : 0.0546418 + s_lower_bl_H_30 : 0.0541418 + s_lower_bl_H_2 : 0.0540252 +Epoch: 118 | Train Loss: 5.84328 | Test Loss: 5.99602 | analysis_confidence: 0.159194 | CL: 0.0364938 | ln_CD: 0.0720223 | CM: 0.00633669 | Top_Xtr: 0.0317103 | Bot_Xtr: 0.0359367 +Loss contributors: + s_ln_CD : 0.915514 + s_CL : 0.80113 + s_CM : 0.4839 + s_analysis_confidence : 0.123404 + s_upper_bl_H_31 : 0.0738752 + s_lower_bl_H_31 : 0.0667631 + s_upper_bl_H_30 : 0.0614033 + s_Bot_Xtr : 0.0611106 + s_lower_bl_H_30 : 0.0549966 + s_lower_bl_ret_0 : 0.0539481 +Epoch: 119 | Train Loss: 5.84049 | Test Loss: 5.855 | analysis_confidence: 0.159639 | CL: 0.0374098 | ln_CD: 0.0727713 | CM: 0.00679688 | Top_Xtr: 0.0315166 | Bot_Xtr: 0.0362772 +Loss contributors: + s_ln_CD : 0.89454 + s_CL : 0.808614 + s_CM : 0.515754 + s_analysis_confidence : 0.123339 + s_upper_bl_H_31 : 0.0654112 + s_lower_bl_H_31 : 0.0621812 + s_Bot_Xtr : 0.0608979 + s_upper_bl_H_30 : 0.05329 + s_lower_bl_ret_0 : 0.0527183 + s_lower_bl_H_2 : 0.0522434 +Epoch: 120 | Train Loss: 5.84694 | Test Loss: 5.93869 | analysis_confidence: 0.164329 | CL: 0.0357853 | ln_CD: 0.0766967 | CM: 0.00647431 | Top_Xtr: 0.0352281 | Bot_Xtr: 0.0385305 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0.46808 + s_analysis_confidence : 0.123832 + s_upper_bl_H_31 : 0.0642282 + s_lower_bl_H_31 : 0.0603098 + s_Bot_Xtr : 0.0600084 + s_upper_bl_H_30 : 0.0529558 + s_lower_bl_ret_0 : 0.0523242 + s_lower_bl_H_2 : 0.0520348 +Epoch: 123 | Train Loss: 5.83141 | Test Loss: 5.81121 | analysis_confidence: 0.156451 | CL: 0.0389893 | ln_CD: 0.0731849 | CM: 0.0059965 | Top_Xtr: 0.0317931 | Bot_Xtr: 0.0371176 +Loss contributors: + s_ln_CD : 0.915755 + s_CL : 0.844302 + s_CM : 0.450519 + s_analysis_confidence : 0.123409 + s_upper_bl_H_31 : 0.0603976 + s_Bot_Xtr : 0.0599299 + s_lower_bl_H_31 : 0.0582046 + s_lower_bl_ret_0 : 0.053438 + s_upper_bl_ret_0 : 0.0520387 + s_lower_bl_H_2 : 0.0516966 +Epoch: 124 | Train Loss: 5.83597 | Test Loss: 5.93663 | analysis_confidence: 0.155295 | CL: 0.0367761 | ln_CD: 0.0731343 | CM: 0.00692665 | Top_Xtr: 0.0294242 | Bot_Xtr: 0.0339027 +Loss contributors: + s_ln_CD : 0.930857 + s_CL : 0.805834 + s_CM : 0.53297 + s_analysis_confidence : 0.122654 + s_upper_bl_H_31 : 0.0626774 + s_lower_bl_H_31 : 0.061351 + s_Bot_Xtr : 0.0574965 + s_lower_bl_H_2 : 0.055095 + s_upper_bl_H_30 : 0.0524681 + s_lower_bl_H_30 : 0.051795 +Epoch: 125 | Train Loss: 5.83 | Test Loss: 6.29794 | analysis_confidence: 0.157438 | CL: 0.0376677 | ln_CD: 0.0759012 | CM: 0.00613897 | Top_Xtr: 0.0332692 | Bot_Xtr: 0.0372129 +Loss contributors: + s_ln_CD : 1.25024 + s_CL : 0.847556 + s_CM : 0.466553 + s_analysis_confidence : 0.124312 + s_upper_bl_H_31 : 0.0682922 + s_lower_bl_H_31 : 0.0619805 + s_Bot_Xtr : 0.0606063 + s_upper_bl_H_30 : 0.0566872 + s_lower_bl_ret_0 : 0.0543088 + s_upper_bl_ret_0 : 0.0537235 +Epoch: 126 | Train Loss: 5.83033 | Test Loss: 5.88416 | analysis_confidence: 0.159188 | CL: 0.0356336 | ln_CD: 0.0720439 | CM: 0.00610769 | Top_Xtr: 0.0297655 | Bot_Xtr: 0.0349291 +Loss contributors: + s_ln_CD : 0.902373 + s_CL : 0.798007 + s_CM : 0.461035 + s_analysis_confidence : 0.124254 + s_upper_bl_H_31 : 0.0642631 + s_lower_bl_H_31 : 0.0634878 + s_Bot_Xtr : 0.0586105 + s_lower_bl_H_1 : 0.0543293 + s_lower_bl_H_2 : 0.0531586 + s_upper_bl_H_30 : 0.0527683 +Epoch: 127 | Train Loss: 5.82507 | Test Loss: 5.73906 | analysis_confidence: 0.159897 | CL: 0.0366313 | ln_CD: 0.0760851 | CM: 0.00615546 | Top_Xtr: 0.0313389 | Bot_Xtr: 0.0359199 +Loss contributors: + s_ln_CD : 0.915358 + s_CL : 0.79926 + s_CM : 0.459306 + s_analysis_confidence : 0.12362 + s_upper_bl_H_31 : 0.0605456 + s_Bot_Xtr : 0.0601301 + s_lower_bl_H_31 : 0.0587848 + s_lower_bl_ret_0 : 0.0526174 + s_lower_bl_H_2 : 0.0522642 + s_upper_bl_ret_0 : 0.0516764 +Epoch: 128 | Train Loss: 5.82569 | Test Loss: 5.91855 | analysis_confidence: 0.162077 | CL: 0.0374133 | ln_CD: 0.0801632 | CM: 0.00607283 | Top_Xtr: 0.0298682 | Bot_Xtr: 0.0330249 +Loss contributors: + s_ln_CD : 0.986115 + s_CL : 0.830957 + s_CM : 0.465747 + s_analysis_confidence : 0.12632 + s_upper_bl_H_31 : 0.0649156 + s_lower_bl_H_31 : 0.0610775 + s_Bot_Xtr : 0.0561616 + s_lower_bl_H_2 : 0.0538519 + s_lower_bl_ret_0 : 0.0529171 + s_upper_bl_H_30 : 0.0527836 +Epoch: 129 | Train Loss: 5.82169 | Test Loss: 5.81667 | analysis_confidence: 0.160186 | CL: 0.0377301 | ln_CD: 0.0762972 | CM: 0.00630792 | Top_Xtr: 0.0294481 | Bot_Xtr: 0.0339496 +Loss contributors: + s_ln_CD : 0.920459 + s_CL : 0.8107 + s_CM : 0.477677 + s_analysis_confidence : 0.122757 + s_upper_bl_H_31 : 0.061881 + s_lower_bl_H_31 : 0.0609491 + s_Bot_Xtr : 0.0582098 + s_lower_bl_ret_0 : 0.0535974 + s_upper_bl_ret_0 : 0.0525472 + s_lower_bl_H_2 : 0.0516096 +Epoch: 130 | Train Loss: 5.82035 | Test Loss: 5.95399 | analysis_confidence: 0.161852 | CL: 0.0362957 | ln_CD: 0.0781785 | CM: 0.00680733 | Top_Xtr: 0.0308041 | Bot_Xtr: 0.0351021 +Loss contributors: + s_ln_CD : 0.956231 + s_CL : 0.812809 + s_CM : 0.519026 + s_analysis_confidence : 0.123833 + s_upper_bl_H_31 : 0.0641313 + s_lower_bl_H_31 : 0.0619018 + s_Bot_Xtr : 0.0581555 + s_upper_bl_H_30 : 0.0529104 + s_lower_bl_ret_0 : 0.0526927 + s_upper_bl_ret_0 : 0.0519672 +Epoch: 131 | Train Loss: 5.81646 | Test Loss: 5.83964 | analysis_confidence: 0.158381 | CL: 0.0376366 | ln_CD: 0.0744414 | CM: 0.00635105 | Top_Xtr: 0.0297309 | Bot_Xtr: 0.0341409 +Loss contributors: + s_ln_CD : 0.936887 + s_CL : 0.839168 + s_CM : 0.477225 + s_analysis_confidence : 0.123519 + s_upper_bl_H_31 : 0.0648232 + s_lower_bl_H_31 : 0.0620295 + s_Bot_Xtr : 0.0599863 + s_lower_bl_ret_0 : 0.0533121 + s_upper_bl_H_30 : 0.0532904 + s_upper_bl_ret_0 : 0.0527213 +Epoch: 132 | Train Loss: 5.81237 | Test Loss: 5.9203 | analysis_confidence: 0.165769 | CL: 0.0402999 | ln_CD: 0.0751706 | CM: 0.00638937 | Top_Xtr: 0.0320237 | Bot_Xtr: 0.0367711 +Loss contributors: + s_ln_CD : 0.933764 + s_CL : 0.868061 + s_CM : 0.476451 + s_analysis_confidence : 0.124525 + s_upper_bl_H_31 : 0.064346 + s_lower_bl_H_31 : 0.0601234 + s_Bot_Xtr : 0.0586653 + s_upper_bl_H_30 : 0.0535237 + s_lower_bl_ret_0 : 0.0525922 + s_upper_bl_ret_0 : 0.0518005 +Epoch: 133 | Train Loss: 5.82053 | Test Loss: 6.04031 | analysis_confidence: 0.157667 | CL: 0.0388391 | ln_CD: 0.0807275 | CM: 0.00627715 | Top_Xtr: 0.0291736 | Bot_Xtr: 0.0341845 +Loss contributors: + s_ln_CD : 0.990172 + s_CL : 0.863217 + s_CM : 0.468633 + s_analysis_confidence : 0.122384 + s_upper_bl_H_31 : 0.0636533 + s_lower_bl_H_31 : 0.0613882 + s_Bot_Xtr : 0.059024 + s_lower_bl_H_2 : 0.05435 + s_lower_bl_ret_0 : 0.0537245 + s_upper_bl_H_30 : 0.0526632 +Epoch: 134 | Train Loss: 5.82509 | Test Loss: 6.03944 | analysis_confidence: 0.156829 | CL: 0.0395592 | ln_CD: 0.0770481 | CM: 0.00620511 | Top_Xtr: 0.0330204 | Bot_Xtr: 0.0359868 +Loss contributors: + s_ln_CD : 0.9333 + s_CL : 0.858492 + s_CM : 0.473543 + s_analysis_confidence : 0.122366 + s_upper_bl_H_31 : 0.0687712 + s_lower_bl_H_31 : 0.0654845 + s_Bot_Xtr : 0.0603826 + s_upper_bl_H_30 : 0.0551732 + s_lower_bl_H_30 : 0.0544766 + s_lower_bl_ret_0 : 0.0537535 +Epoch: 135 | Train Loss: 5.81732 | Test Loss: 5.94383 | analysis_confidence: 0.18454 | CL: 0.0380465 | ln_CD: 0.0753705 | CM: 0.00630186 | Top_Xtr: 0.0299862 | Bot_Xtr: 0.0352493 +Loss contributors: + s_ln_CD : 0.931533 + s_CL : 0.833852 + s_CM : 0.468751 + s_analysis_confidence : 0.144456 + s_upper_bl_H_31 : 0.0606054 + s_Bot_Xtr : 0.06046 + s_lower_bl_H_31 : 0.0591211 + s_lower_bl_H_2 : 0.0537386 + s_lower_bl_ret_0 : 0.0521743 + s_upper_bl_ret_0 : 0.0517691 +Epoch: 136 | Train Loss: 5.81373 | Test Loss: 5.85726 | analysis_confidence: 0.160028 | CL: 0.0364978 | ln_CD: 0.0715817 | CM: 0.00600455 | Top_Xtr: 0.0313089 | Bot_Xtr: 0.0356452 +Loss contributors: + s_ln_CD : 0.900211 + s_CL : 0.817991 + s_CM : 0.457764 + s_analysis_confidence : 0.124162 + s_upper_bl_H_31 : 0.0685353 + s_lower_bl_H_31 : 0.0667552 + s_Bot_Xtr : 0.060747 + s_upper_bl_H_30 : 0.0577447 + s_lower_bl_H_30 : 0.0575315 + s_lower_bl_ret_0 : 0.0535031 +Epoch: 137 | Train Loss: 5.81484 | Test Loss: 5.92725 | analysis_confidence: 0.160489 | CL: 0.0358923 | ln_CD: 0.0717355 | CM: 0.00693386 | Top_Xtr: 0.0310573 | Bot_Xtr: 0.0355419 +Loss contributors: + s_ln_CD : 0.929375 + s_CL 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s_Bot_Xtr : 0.0669255 + s_upper_bl_H_31 : 0.0634568 + s_lower_bl_H_31 : 0.0606058 + s_lower_bl_ret_0 : 0.0544038 + s_lower_bl_H_1 : 0.0538646 + s_upper_bl_ret_0 : 0.0537872 +Epoch: 140 | Train Loss: 5.80288 | Test Loss: 5.81835 | analysis_confidence: 0.154534 | CL: 0.0367596 | ln_CD: 0.0720893 | CM: 0.00599468 | Top_Xtr: 0.0295459 | Bot_Xtr: 0.0339195 +Loss contributors: + s_ln_CD : 0.957257 + s_CL : 0.816326 + s_CM : 0.458903 + s_analysis_confidence : 0.123866 + s_upper_bl_H_31 : 0.062092 + s_lower_bl_H_31 : 0.0612054 + s_Bot_Xtr : 0.0579287 + s_lower_bl_ret_0 : 0.0528599 + s_lower_bl_H_2 : 0.0526303 + s_upper_bl_ret_0 : 0.0522687 +Epoch: 141 | Train Loss: 5.80458 | Test Loss: 5.89358 | analysis_confidence: 0.159371 | CL: 0.0360486 | ln_CD: 0.0708233 | CM: 0.00672353 | Top_Xtr: 0.0310215 | Bot_Xtr: 0.0342945 +Loss contributors: + s_ln_CD : 0.895448 + s_CL : 0.820407 + s_CM : 0.516987 + s_analysis_confidence : 0.123122 + s_upper_bl_H_31 : 0.0626481 + s_lower_bl_H_31 : 0.0610695 + s_Bot_Xtr : 0.0593878 + s_lower_bl_ret_0 : 0.0544395 + s_lower_bl_H_2 : 0.0527796 + s_upper_bl_ret_0 : 0.052777 +Epoch: 142 | Train Loss: 5.80847 | Test Loss: 5.85014 | analysis_confidence: 0.159991 | CL: 0.0361851 | ln_CD: 0.076616 | CM: 0.0062138 | Top_Xtr: 0.0295292 | Bot_Xtr: 0.0337167 +Loss contributors: + s_ln_CD : 0.915624 + s_CL : 0.813794 + s_CM : 0.467957 + s_analysis_confidence : 0.12247 + s_upper_bl_H_31 : 0.0644638 + s_lower_bl_H_31 : 0.0610939 + s_Bot_Xtr : 0.0579903 + s_upper_bl_H_30 : 0.0535912 + s_lower_bl_ret_0 : 0.0527683 + s_lower_bl_H_2 : 0.0520749 +Epoch: 143 | Train Loss: 5.80498 | Test Loss: 5.69169 | analysis_confidence: 0.1572 | CL: 0.0360395 | ln_CD: 0.0751983 | CM: 0.00608694 | Top_Xtr: 0.0304983 | Bot_Xtr: 0.03474 +Loss contributors: + s_ln_CD : 0.918308 + s_CL : 0.788301 + s_CM : 0.454191 + s_analysis_confidence : 0.12368 + s_upper_bl_H_31 : 0.0622088 + s_Bot_Xtr : 0.0597752 + s_lower_bl_H_31 : 0.0596021 + s_lower_bl_ret_0 : 0.0523054 + s_lower_bl_H_2 : 0.051472 + s_upper_bl_ret_0 : 0.0514047 +Epoch: 144 | Train Loss: 5.80313 | Test Loss: 5.7673 | analysis_confidence: 0.157775 | CL: 0.0361878 | ln_CD: 0.0727252 | CM: 0.0059575 | Top_Xtr: 0.0303384 | Bot_Xtr: 0.0344748 +Loss contributors: + s_ln_CD : 0.904009 + s_CL : 0.809215 + s_CM : 0.444369 + s_analysis_confidence : 0.122123 + s_upper_bl_H_31 : 0.0650716 + s_lower_bl_H_31 : 0.0610322 + s_Bot_Xtr : 0.0601465 + s_lower_bl_ret_0 : 0.0550712 + s_upper_bl_ret_0 : 0.0541338 + s_upper_bl_H_30 : 0.0534824 +Epoch: 145 | Train Loss: 5.80138 | Test Loss: 5.99423 | analysis_confidence: 0.159075 | CL: 0.040921 | ln_CD: 0.0719693 | CM: 0.00663052 | Top_Xtr: 0.0294528 | Bot_Xtr: 0.0333598 +Loss contributors: + s_ln_CD : 0.916491 + s_CL : 0.904534 + s_CM : 0.50426 + s_analysis_confidence : 0.122269 + s_lower_bl_H_31 : 0.0658022 + s_upper_bl_H_31 : 0.0646898 + s_Bot_Xtr : 0.0570678 + s_lower_bl_ret_0 : 0.0542388 + s_upper_bl_ret_0 : 0.0533089 + s_upper_bl_H_30 : 0.0521109 +Epoch: 146 | Train Loss: 5.80256 | Test Loss: 5.79412 | analysis_confidence: 0.155022 | CL: 0.0370505 | ln_CD: 0.0768873 | CM: 0.00625359 | Top_Xtr: 0.0300416 | Bot_Xtr: 0.0342258 +Loss contributors: + s_ln_CD : 0.935125 + s_CL : 0.818406 + s_CM : 0.470803 + s_analysis_confidence : 0.121761 + s_upper_bl_H_31 : 0.0611818 + s_lower_bl_H_31 : 0.0595686 + s_Bot_Xtr : 0.0586475 + s_lower_bl_H_2 : 0.0532298 + s_lower_bl_ret_0 : 0.0524252 + s_upper_bl_ret_0 : 0.0518581 +Epoch: 147 | Train Loss: 5.79872 | Test Loss: 5.94967 | analysis_confidence: 0.163363 | CL: 0.0387804 | ln_CD: 0.0755784 | CM: 0.00611755 | Top_Xtr: 0.0304169 | Bot_Xtr: 0.0339166 +Loss contributors: + s_ln_CD : 0.949406 + s_CL : 0.859542 + s_CM : 0.466905 + s_analysis_confidence : 0.123958 + s_upper_bl_H_31 : 0.0643535 + s_lower_bl_H_31 : 0.061693 + s_Bot_Xtr : 0.0567035 + s_lower_bl_H_2 : 0.0544664 + s_lower_bl_ret_0 : 0.0529345 + s_upper_bl_ret_0 : 0.0524348 +Epoch: 148 | Train Loss: 5.79794 | Test Loss: 5.78416 | analysis_confidence: 0.159957 | CL: 0.0394837 | ln_CD: 0.0709716 | CM: 0.00656805 | Top_Xtr: 0.0303756 | Bot_Xtr: 0.0351329 +Loss contributors: + s_ln_CD : 0.878652 + s_CL : 0.838531 + s_CM : 0.493848 + s_analysis_confidence : 0.123328 + s_upper_bl_H_31 : 0.0652483 + s_lower_bl_H_31 : 0.0633471 + s_Bot_Xtr : 0.0587638 + s_upper_bl_H_30 : 0.0547718 + s_lower_bl_H_30 : 0.0540045 + s_lower_bl_ret_0 : 0.0522659 +Epoch: 149 | Train Loss: 5.79295 | Test Loss: 5.7194 | analysis_confidence: 0.157317 | CL: 0.0360301 | ln_CD: 0.0710824 | CM: 0.00605447 | Top_Xtr: 0.0292294 | Bot_Xtr: 0.0346139 +Loss contributors: + s_ln_CD : 0.882928 + s_CL : 0.791259 + s_CM : 0.452318 + s_analysis_confidence : 0.123574 + s_upper_bl_H_31 : 0.0636641 + s_lower_bl_H_31 : 0.0601778 + s_Bot_Xtr : 0.0581428 + s_upper_bl_H_30 : 0.0532667 + s_lower_bl_ret_0 : 0.0528091 + s_upper_bl_ret_0 : 0.0518396 +Epoch: 150 | Train Loss: 5.79789 | Test Loss: 5.83186 | analysis_confidence: 0.161571 | CL: 0.0377152 | ln_CD: 0.0761438 | CM: 0.00611668 | Top_Xtr: 0.0316198 | Bot_Xtr: 0.0365332 +Loss contributors: + s_ln_CD : 0.922037 + s_CL : 0.818701 + s_CM : 0.47395 + s_analysis_confidence : 0.122996 + s_upper_bl_H_31 : 0.0619128 + s_lower_bl_H_31 : 0.0604457 + s_Bot_Xtr : 0.0592175 + s_lower_bl_ret_0 : 0.0531986 + s_upper_bl_ret_0 : 0.0522641 + s_lower_bl_H_30 : 0.0507318 +Epoch: 151 | Train Loss: 5.79482 | Test Loss: 5.9588 | analysis_confidence: 0.160873 | CL: 0.0376203 | ln_CD: 0.0749875 | CM: 0.00601238 | Top_Xtr: 0.0331461 | Bot_Xtr: 0.0377912 +Loss contributors: + s_ln_CD : 0.943571 + s_CL : 0.846972 + s_CM : 0.459364 + s_analysis_confidence : 0.122274 + s_Bot_Xtr : 0.0658096 + s_lower_bl_H_31 : 0.0644221 + s_upper_bl_H_31 : 0.0643887 + s_lower_bl_H_30 : 0.0551822 + s_upper_bl_H_30 : 0.054648 + s_lower_bl_H_2 : 0.0529653 +Epoch: 152 | Train Loss: 5.79447 | Test Loss: 5.89794 | analysis_confidence: 0.16243 | CL: 0.0369321 | ln_CD: 0.0790279 | CM: 0.00649155 | Top_Xtr: 0.0298077 | Bot_Xtr: 0.0338359 +Loss contributors: + s_ln_CD : 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0.0596985 + s_Bot_Xtr : 0.0583392 + s_lower_bl_ret_0 : 0.0523177 + s_upper_bl_ret_0 : 0.0522967 + s_upper_bl_H_30 : 0.051292 +Epoch: 157 | Train Loss: 5.79234 | Test Loss: 5.93098 | analysis_confidence: 0.156335 | CL: 0.0373449 | ln_CD: 0.0823184 | CM: 0.00609203 | Top_Xtr: 0.0307619 | Bot_Xtr: 0.0349484 +Loss contributors: + s_ln_CD : 1.00986 + s_CL : 0.817931 + s_CM : 0.462665 + s_analysis_confidence : 0.12263 + s_upper_bl_H_31 : 0.0619291 + s_lower_bl_H_31 : 0.0602947 + s_Bot_Xtr : 0.0589031 + s_lower_bl_ret_0 : 0.0524269 + s_upper_bl_ret_0 : 0.0519708 + s_lower_bl_H_2 : 0.0517624 +Epoch: 158 | Train Loss: 5.79049 | Test Loss: 5.86234 | analysis_confidence: 0.159986 | CL: 0.038735 | ln_CD: 0.0763845 | CM: 0.00661137 | Top_Xtr: 0.0300277 | Bot_Xtr: 0.0356432 +Loss contributors: + s_ln_CD : 0.941432 + s_CL : 0.840559 + s_CM : 0.490509 + s_analysis_confidence : 0.122476 + s_upper_bl_H_31 : 0.0639464 + s_lower_bl_H_31 : 0.0627102 + s_Bot_Xtr : 0.0580258 + s_lower_bl_ret_0 : 0.052348 + s_upper_bl_ret_0 : 0.0517517 + s_upper_bl_H_30 : 0.0514648 +Epoch: 159 | Train Loss: 5.79167 | Test Loss: 5.73302 | analysis_confidence: 0.162771 | CL: 0.0360433 | ln_CD: 0.077343 | CM: 0.00598583 | Top_Xtr: 0.0320494 | Bot_Xtr: 0.0352978 +Loss contributors: + s_ln_CD : 0.921519 + s_CL : 0.780145 + s_CM : 0.45698 + s_analysis_confidence : 0.122802 + s_upper_bl_H_31 : 0.0618663 + s_lower_bl_H_31 : 0.0597782 + s_Bot_Xtr : 0.0580073 + s_upper_bl_ret_0 : 0.0530582 + s_lower_bl_ret_0 : 0.0526402 + s_upper_bl_H_30 : 0.0517804 +Epoch: 160 | Train Loss: 5.78231 | Test Loss: 5.87654 | analysis_confidence: 0.153854 | CL: 0.037471 | ln_CD: 0.0762876 | CM: 0.00653277 | Top_Xtr: 0.0298907 | Bot_Xtr: 0.0350375 +Loss contributors: + s_ln_CD : 0.913514 + s_CL : 0.825996 + s_CM : 0.493523 + s_analysis_confidence : 0.122669 + s_upper_bl_H_31 : 0.0632683 + s_lower_bl_H_31 : 0.0630343 + s_Bot_Xtr : 0.0575872 + s_upper_bl_H_30 : 0.0540492 + s_lower_bl_H_30 : 0.0536845 + s_lower_bl_H_2 : 0.0529255 +Epoch: 161 | Train Loss: 5.78919 | Test Loss: 5.77176 | analysis_confidence: 0.155935 | CL: 0.0353925 | ln_CD: 0.0715871 | CM: 0.00604784 | Top_Xtr: 0.0306364 | Bot_Xtr: 0.035513 +Loss contributors: + s_ln_CD : 0.903188 + s_CL : 0.800629 + s_CM : 0.462189 + s_analysis_confidence : 0.123237 + s_upper_bl_H_31 : 0.0613358 + s_lower_bl_H_31 : 0.0594137 + s_Bot_Xtr : 0.0588256 + s_lower_bl_ret_0 : 0.0534078 + s_upper_bl_ret_0 : 0.053286 + s_lower_bl_H_2 : 0.0519615 +Epoch: 162 | Train Loss: 5.78151 | Test Loss: 5.80118 | analysis_confidence: 0.152714 | CL: 0.0350779 | ln_CD: 0.0771745 | CM: 0.00604516 | Top_Xtr: 0.0312514 | Bot_Xtr: 0.0354143 +Loss contributors: + s_ln_CD : 0.927566 + s_CL : 0.787031 + s_CM : 0.457982 + s_analysis_confidence : 0.12231 + s_upper_bl_H_31 : 0.0625688 + s_lower_bl_H_31 : 0.059584 + s_Bot_Xtr : 0.0588626 + s_lower_bl_H_2 : 0.0546538 + s_lower_bl_H_1 : 0.0534906 + s_lower_bl_ret_0 : 0.0525468 +Epoch: 163 | Train Loss: 5.78606 | Test Loss: 5.83754 | analysis_confidence: 0.156903 | CL: 0.0396365 | ln_CD: 0.0714473 | CM: 0.00641693 | Top_Xtr: 0.0309672 | Bot_Xtr: 0.0371958 +Loss contributors: + s_ln_CD : 0.892184 + s_CL : 0.883961 + s_CM : 0.494421 + s_analysis_confidence : 0.123109 + s_upper_bl_H_31 : 0.0654537 + s_lower_bl_H_31 : 0.0612662 + s_Bot_Xtr : 0.0594103 + s_upper_bl_H_30 : 0.053357 + s_upper_bl_ret_0 : 0.0525849 + s_lower_bl_ret_0 : 0.0525133 +Epoch: 164 | Train Loss: 5.77856 | Test Loss: 5.82427 | analysis_confidence: 0.154554 | CL: 0.0372572 | ln_CD: 0.0737214 | CM: 0.00604563 | Top_Xtr: 0.0296466 | Bot_Xtr: 0.0341764 +Loss contributors: + s_ln_CD : 0.923004 + s_CL : 0.820266 + s_CM : 0.455676 + s_analysis_confidence : 0.122491 + s_upper_bl_H_31 : 0.0669054 + s_lower_bl_H_31 : 0.061368 + s_Bot_Xtr : 0.057269 + s_upper_bl_H_30 : 0.0548405 + s_lower_bl_ret_0 : 0.0525146 + s_upper_bl_ret_0 : 0.0524311 +Epoch: 165 | Train Loss: 5.7836 | Test Loss: 5.86537 | analysis_confidence: 0.161446 | CL: 0.0357815 | ln_CD: 0.0782315 | CM: 0.00587388 | Top_Xtr: 0.031229 | Bot_Xtr: 0.0349751 +Loss contributors: + s_ln_CD : 0.944008 + s_CL : 0.805056 + s_CM : 0.44351 + s_analysis_confidence : 0.124521 + s_upper_bl_H_31 : 0.063517 + s_lower_bl_H_31 : 0.0623086 + s_Bot_Xtr : 0.0576692 + s_lower_bl_ret_0 : 0.0535122 + s_lower_bl_H_2 : 0.0533688 + s_lower_bl_H_30 : 0.0522399 +Epoch: 166 | Train Loss: 5.78413 | Test Loss: 5.98435 | analysis_confidence: 0.159153 | CL: 0.0372347 | ln_CD: 0.082338 | CM: 0.00616956 | Top_Xtr: 0.0303648 | Bot_Xtr: 0.0353753 +Loss contributors: + s_ln_CD : 1.00326 + s_CL : 0.829491 + s_CM : 0.474784 + s_analysis_confidence : 0.122597 + s_upper_bl_H_31 : 0.0650464 + s_lower_bl_H_31 : 0.0636692 + s_Bot_Xtr : 0.0603091 + s_upper_bl_H_30 : 0.0535531 + s_lower_bl_ret_0 : 0.0534273 + s_upper_bl_ret_0 : 0.0522211 +Epoch: 167 | Train Loss: 5.77946 | Test Loss: 5.74688 | analysis_confidence: 0.157395 | CL: 0.0358586 | ln_CD: 0.0722021 | CM: 0.00615492 | Top_Xtr: 0.0295327 | Bot_Xtr: 0.0338958 +Loss contributors: + s_ln_CD 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0.0613348 + s_Bot_Xtr : 0.0597152 + s_lower_bl_ret_0 : 0.0533455 + s_upper_bl_H_30 : 0.0526303 + s_upper_bl_ret_0 : 0.0521663 +Epoch: 172 | Train Loss: 5.77612 | Test Loss: 5.69337 | analysis_confidence: 0.156155 | CL: 0.0352499 | ln_CD: 0.0720083 | CM: 0.00581761 | Top_Xtr: 0.030013 | Bot_Xtr: 0.0340782 +Loss contributors: + s_ln_CD : 0.909666 + s_CL : 0.778508 + s_CM : 0.440217 + s_analysis_confidence : 0.123174 + s_upper_bl_H_31 : 0.0637633 + s_lower_bl_H_31 : 0.0601925 + s_Bot_Xtr : 0.0580478 + s_upper_bl_H_30 : 0.0535047 + s_lower_bl_ret_0 : 0.0519705 + s_lower_bl_H_30 : 0.0515328 +Epoch: 173 | Train Loss: 5.77997 | Test Loss: 6.04589 | analysis_confidence: 0.156672 | CL: 0.0369469 | ln_CD: 0.0748306 | CM: 0.00640507 | Top_Xtr: 0.0325241 | Bot_Xtr: 0.0368239 +Loss contributors: + s_ln_CD : 0.935169 + s_CL : 0.862903 + s_CM : 0.495442 + s_analysis_confidence : 0.124306 + s_upper_bl_H_31 : 0.0648925 + s_lower_bl_H_31 : 0.0637521 + s_Bot_Xtr : 0.0619953 + s_upper_bl_H_30 : 0.0550487 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176 | Train Loss: 5.77112 | Test Loss: 5.82083 | analysis_confidence: 0.160381 | CL: 0.0361297 | ln_CD: 0.0799698 | CM: 0.00627237 | Top_Xtr: 0.0293474 | Bot_Xtr: 0.0339104 +Loss contributors: + s_ln_CD : 0.959634 + s_CL : 0.7958 + s_CM : 0.470415 + s_analysis_confidence : 0.123308 + s_upper_bl_H_31 : 0.0624692 + s_lower_bl_H_31 : 0.0605706 + s_Bot_Xtr : 0.0563932 + s_upper_bl_ret_0 : 0.0546233 + s_lower_bl_ret_0 : 0.0540647 + s_upper_bl_H_30 : 0.0522491 +Epoch: 177 | Train Loss: 5.77385 | Test Loss: 5.83329 | analysis_confidence: 0.160376 | CL: 0.0353631 | ln_CD: 0.0882939 | CM: 0.00592355 | Top_Xtr: 0.0350939 | Bot_Xtr: 0.0389643 +Loss contributors: + s_ln_CD : 1.03306 + s_CL : 0.782712 + s_CM : 0.44587 + s_analysis_confidence : 0.123856 + s_upper_bl_H_31 : 0.0639066 + s_lower_bl_H_31 : 0.0606281 + s_Bot_Xtr : 0.0590208 + s_lower_bl_ret_0 : 0.0525478 + s_upper_bl_ret_0 : 0.052154 + s_upper_bl_H_30 : 0.0515549 +Epoch: 178 | Train Loss: 5.77696 | Test Loss: 6.03043 | analysis_confidence: 0.162042 | CL: 0.0378953 | ln_CD: 0.0934905 | CM: 0.00624048 | Top_Xtr: 0.0327667 | Bot_Xtr: 0.036033 +Loss contributors: + s_ln_CD : 1.04344 + s_CL : 0.831602 + s_CM : 0.476384 + s_analysis_confidence : 0.122635 + s_upper_bl_H_31 : 0.07051 + s_lower_bl_H_31 : 0.0642811 + s_Bot_Xtr : 0.060445 + s_upper_bl_H_30 : 0.0559558 + s_lower_bl_H_2 : 0.0521529 + s_lower_bl_H_30 : 0.0520601 +Epoch: 179 | Train Loss: 5.76746 | Test Loss: 5.94454 | analysis_confidence: 0.160284 | CL: 0.0377531 | ln_CD: 0.0792553 | CM: 0.0061198 | Top_Xtr: 0.0301639 | Bot_Xtr: 0.0342086 +Loss contributors: + s_ln_CD : 0.97092 + s_CL : 0.840381 + s_CM : 0.459827 + s_analysis_confidence : 0.122403 + s_upper_bl_H_31 : 0.0625559 + s_lower_bl_H_31 : 0.060219 + s_Bot_Xtr : 0.057428 + s_lower_bl_ret_0 : 0.0534245 + s_upper_bl_ret_0 : 0.0524988 + s_lower_bl_H_1 : 0.052257 +Epoch: 180 | Train Loss: 5.76774 | Test Loss: 5.71354 | analysis_confidence: 0.158358 | CL: 0.037234 | ln_CD: 0.070666 | CM: 0.00608182 | Top_Xtr: 0.0329697 | Bot_Xtr: 0.0363264 +Loss contributors: + s_ln_CD : 0.877811 + s_CL : 0.814445 + s_CM : 0.453244 + s_analysis_confidence : 0.123378 + s_upper_bl_H_31 : 0.0631744 + s_lower_bl_H_31 : 0.0619029 + s_Bot_Xtr : 0.0578732 + s_lower_bl_ret_0 : 0.0528259 + s_upper_bl_ret_0 : 0.0527977 + s_upper_bl_H_30 : 0.0516768 +Epoch: 181 | Train Loss: 5.76641 | Test Loss: 5.80909 | analysis_confidence: 0.15225 | CL: 0.0359611 | ln_CD: 0.0740548 | CM: 0.00626971 | Top_Xtr: 0.0305356 | Bot_Xtr: 0.0350354 +Loss contributors: + s_ln_CD : 0.942228 + s_CL : 0.806188 + s_CM : 0.470097 + s_analysis_confidence : 0.123827 + s_upper_bl_H_31 : 0.0630178 + s_lower_bl_H_31 : 0.060518 + s_Bot_Xtr : 0.0591312 + s_lower_bl_ret_0 : 0.0529217 + s_upper_bl_ret_0 : 0.0516904 + s_upper_bl_H_30 : 0.0516746 +Epoch: 182 | Train Loss: 5.77459 | Test Loss: 5.8151 | analysis_confidence: 0.157221 | CL: 0.0370444 | ln_CD: 0.0793497 | CM: 0.0062824 | Top_Xtr: 0.0304394 | Bot_Xtr: 0.0352426 +Loss 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0.46859 + s_analysis_confidence : 0.123219 + s_upper_bl_H_31 : 0.0624185 + s_Bot_Xtr : 0.0620072 + s_lower_bl_H_31 : 0.0612502 + s_lower_bl_H_30 : 0.0521054 + s_upper_bl_ret_0 : 0.0517671 + s_lower_bl_ret_0 : 0.0515296 +Epoch: 185 | Train Loss: 5.76656 | Test Loss: 5.92373 | analysis_confidence: 0.162303 | CL: 0.0365162 | ln_CD: 0.071604 | CM: 0.00607919 | Top_Xtr: 0.0323412 | Bot_Xtr: 0.036934 +Loss contributors: + s_ln_CD : 0.905779 + s_CL : 0.850683 + s_CM : 0.463177 + s_analysis_confidence : 0.124097 + s_upper_bl_H_31 : 0.0649424 + s_lower_bl_H_31 : 0.0636476 + s_Bot_Xtr : 0.0597499 + s_upper_bl_H_30 : 0.0541153 + s_lower_bl_ret_0 : 0.0531989 + s_lower_bl_H_30 : 0.0530376 +Epoch: 186 | Train Loss: 5.76425 | Test Loss: 5.76712 | analysis_confidence: 0.156076 | CL: 0.0353933 | ln_CD: 0.0719037 | CM: 0.00595093 | Top_Xtr: 0.0307139 | Bot_Xtr: 0.0351508 +Loss contributors: + s_ln_CD : 0.914025 + s_CL : 0.80232 + s_CM : 0.452463 + s_analysis_confidence : 0.122797 + s_upper_bl_H_31 : 0.0631186 + s_lower_bl_H_31 : 0.0599028 + s_Bot_Xtr : 0.0569068 + s_upper_bl_H_30 : 0.0539372 + s_lower_bl_ret_0 : 0.0526168 + s_upper_bl_ret_0 : 0.0525818 +Epoch: 187 | Train Loss: 5.76641 | Test Loss: 5.79322 | analysis_confidence: 0.164086 | CL: 0.0372809 | ln_CD: 0.0749019 | CM: 0.00636849 | Top_Xtr: 0.0308163 | Bot_Xtr: 0.0342842 +Loss contributors: + s_ln_CD : 0.929245 + s_CL : 0.824437 + s_CM : 0.495567 + s_analysis_confidence : 0.123813 + s_upper_bl_H_31 : 0.0637496 + s_lower_bl_H_31 : 0.0607138 + s_Bot_Xtr : 0.060683 + s_upper_bl_H_30 : 0.0525114 + s_lower_bl_H_2 : 0.0521874 + s_lower_bl_ret_0 : 0.0520991 +Epoch: 188 | Train Loss: 5.76191 | Test Loss: 5.82697 | analysis_confidence: 0.160767 | CL: 0.0381195 | ln_CD: 0.0734401 | CM: 0.00590795 | Top_Xtr: 0.0291735 | Bot_Xtr: 0.0332918 +Loss contributors: + s_ln_CD : 0.975134 + s_CL : 0.821007 + s_CM : 0.444325 + s_analysis_confidence : 0.122812 + s_upper_bl_H_31 : 0.0625802 + s_lower_bl_H_31 : 0.0617782 + s_Bot_Xtr : 0.0556861 + s_lower_bl_H_2 : 0.0528526 + s_upper_bl_ret_0 : 0.0520786 + s_lower_bl_ret_0 : 0.0519019 +Epoch: 189 | Train Loss: 5.7651 | Test Loss: 5.7895 | analysis_confidence: 0.155506 | CL: 0.0368561 | ln_CD: 0.0742836 | CM: 0.00652517 | Top_Xtr: 0.030133 | Bot_Xtr: 0.0341615 +Loss contributors: + s_ln_CD : 0.906864 + s_CL : 0.802789 + s_CM : 0.484024 + s_analysis_confidence : 0.122464 + s_upper_bl_H_31 : 0.0653797 + s_lower_bl_H_31 : 0.061524 + s_Bot_Xtr : 0.0592118 + s_upper_bl_H_30 : 0.0537401 + s_lower_bl_ret_0 : 0.0529797 + s_upper_bl_ret_0 : 0.0523606 +Epoch: 190 | Train Loss: 5.75905 | Test Loss: 5.74548 | analysis_confidence: 0.155377 | CL: 0.0365676 | ln_CD: 0.072515 | CM: 0.00628579 | Top_Xtr: 0.0298911 | Bot_Xtr: 0.0343045 +Loss contributors: + s_ln_CD : 0.905355 + s_CL : 0.794995 + s_CM : 0.46483 + s_analysis_confidence : 0.123913 + s_upper_bl_H_31 : 0.0632639 + s_lower_bl_H_31 : 0.0606751 + s_Bot_Xtr : 0.0562398 + s_upper_bl_H_30 : 0.0528461 + s_lower_bl_H_2 : 0.0526306 + s_upper_bl_ret_0 : 0.0520621 +Epoch: 191 | Train Loss: 5.76468 | Test Loss: 5.7463 | analysis_confidence: 0.159259 | CL: 0.0377389 | ln_CD: 0.070074 | CM: 0.0060537 | Top_Xtr: 0.0312191 | Bot_Xtr: 0.0353725 +Loss contributors: + s_ln_CD : 0.896503 + s_CL : 0.815473 + s_CM : 0.450702 + s_analysis_confidence : 0.12308 + s_upper_bl_H_31 : 0.0623735 + s_Bot_Xtr : 0.0593436 + s_lower_bl_H_31 : 0.0592086 + s_lower_bl_ret_0 : 0.0535511 + s_upper_bl_ret_0 : 0.0528625 + s_upper_bl_H_30 : 0.051338 +Epoch: 192 | Train Loss: 5.75798 | Test Loss: 5.66833 | analysis_confidence: 0.162467 | CL: 0.0354918 | ln_CD: 0.0697744 | CM: 0.00596537 | Top_Xtr: 0.030262 | Bot_Xtr: 0.0354928 +Loss contributors: + s_ln_CD : 0.897942 + s_CL : 0.787929 + s_CM : 0.446336 + s_analysis_confidence : 0.123172 + s_upper_bl_H_31 : 0.0624555 + s_lower_bl_H_31 : 0.061248 + s_Bot_Xtr : 0.0610286 + s_lower_bl_ret_0 : 0.0526822 + s_upper_bl_ret_0 : 0.0519726 + s_upper_bl_H_30 : 0.0506798 +Epoch: 193 | Train Loss: 5.75613 | Test Loss: 5.90137 | analysis_confidence: 0.160023 | CL: 0.0379119 | ln_CD: 0.0760676 | CM: 0.00642934 | Top_Xtr: 0.0308762 | Bot_Xtr: 0.0356213 +Loss contributors: + s_ln_CD : 0.921623 + s_CL : 0.837169 + s_CM : 0.478106 + s_analysis_confidence : 0.124717 + s_upper_bl_H_31 : 0.0631478 + s_Bot_Xtr : 0.0609655 + s_lower_bl_H_31 : 0.0608198 + s_upper_bl_H_30 : 0.0530917 + s_lower_bl_ret_0 : 0.0529903 + s_upper_bl_ret_0 : 0.0526367 +Epoch: 194 | Train Loss: 5.75755 | Test Loss: 5.78368 | analysis_confidence: 0.158102 | CL: 0.0370977 | ln_CD: 0.0724412 | CM: 0.00616078 | Top_Xtr: 0.030669 | Bot_Xtr: 0.0346322 +Loss contributors: + s_ln_CD : 0.904905 + s_CL : 0.844151 + s_CM : 0.463316 + s_analysis_confidence : 0.123194 + s_upper_bl_H_31 : 0.0616005 + s_lower_bl_H_31 : 0.0599872 + s_Bot_Xtr : 0.0572493 + s_upper_bl_ret_0 : 0.0523355 + s_lower_bl_ret_0 : 0.0519377 + s_lower_bl_H_2 : 0.0519141 +Epoch: 195 | Train Loss: 5.76175 | Test Loss: 5.83155 | analysis_confidence: 0.154781 | CL: 0.0404481 | ln_CD: 0.0704674 | CM: 0.00622368 | Top_Xtr: 0.0311367 | Bot_Xtr: 0.0354121 +Loss contributors: + s_ln_CD : 0.887427 + s_CL : 0.859497 + s_CM : 0.462783 + s_analysis_confidence : 0.123596 + s_upper_bl_H_31 : 0.0619912 + s_Bot_Xtr : 0.0613581 + s_lower_bl_H_31 : 0.0584539 + s_lower_bl_H_1 : 0.0534876 + s_lower_bl_ret_0 : 0.052488 + s_upper_bl_ret_0 : 0.0519986 +Epoch: 196 | Train Loss: 5.76324 | Test Loss: 5.93009 | analysis_confidence: 0.160037 | CL: 0.0375558 | ln_CD: 0.0739534 | CM: 0.00609045 | Top_Xtr: 0.0300891 | Bot_Xtr: 0.0343531 +Loss contributors: + s_ln_CD : 0.954183 + s_CL : 0.843813 + s_CM : 0.462681 + s_analysis_confidence : 0.122551 + s_upper_bl_H_31 : 0.0651076 + s_lower_bl_H_31 : 0.0620017 + s_Bot_Xtr : 0.0577681 + s_upper_bl_H_30 : 0.0532282 + s_lower_bl_ret_0 : 0.0532217 + s_lower_bl_H_30 : 0.0526024 +Epoch: 197 | Train Loss: 5.76136 | Test Loss: 5.75727 | analysis_confidence: 0.158839 | CL: 0.0385357 | ln_CD: 0.069836 | CM: 0.00592132 | Top_Xtr: 0.0319294 | Bot_Xtr: 0.0362193 +Loss contributors: + s_ln_CD : 0.880904 + s_CL : 0.829443 + s_CM : 0.445441 + s_analysis_confidence : 0.122511 + s_upper_bl_H_31 : 0.0636774 + s_lower_bl_H_31 : 0.0617549 + s_Bot_Xtr : 0.0587397 + s_upper_bl_H_30 : 0.0536167 + s_lower_bl_ret_0 : 0.0533137 + s_lower_bl_H_30 : 0.0524801 +Epoch: 198 | Train Loss: 5.76913 | Test Loss: 5.83309 | analysis_confidence: 0.159386 | CL: 0.0362182 | ln_CD: 0.0712782 | CM: 0.00678725 | Top_Xtr: 0.0301172 | Bot_Xtr: 0.0349325 +Loss contributors: + s_ln_CD : 0.888224 + s_CL : 0.790753 + s_CM : 0.506449 + s_analysis_confidence : 0.123133 + s_upper_bl_H_31 : 0.0661798 + s_lower_bl_H_31 : 0.0628755 + s_Bot_Xtr : 0.0582688 + s_upper_bl_H_30 : 0.0552697 + s_lower_bl_H_2 : 0.0541553 + s_lower_bl_H_30 : 0.0534831 +Epoch: 199 | Train Loss: 5.76146 | Test Loss: 5.84368 | analysis_confidence: 0.155202 | CL: 0.035811 | ln_CD: 0.0771683 | CM: 0.00649454 | Top_Xtr: 0.029367 | Bot_Xtr: 0.0349356 +Loss contributors: + s_ln_CD : 0.945778 + s_CL : 0.79138 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s_upper_bl_H_31 : 0.0606752 + s_lower_bl_H_31 : 0.0587117 + s_Bot_Xtr : 0.0581181 + s_lower_bl_ret_0 : 0.0536698 + s_lower_bl_H_2 : 0.0530297 + s_upper_bl_ret_0 : 0.0526152 +Epoch: 202 | Train Loss: 5.75788 | Test Loss: 5.95477 | analysis_confidence: 0.157467 | CL: 0.0418015 | ln_CD: 0.0746068 | CM: 0.00641267 | Top_Xtr: 0.0318144 | Bot_Xtr: 0.0353656 +Loss contributors: + s_ln_CD : 0.98995 + s_CL : 0.892272 + s_CM : 0.47415 + s_analysis_confidence : 0.122237 + s_upper_bl_H_31 : 0.0614245 + s_lower_bl_H_31 : 0.0595917 + s_Bot_Xtr : 0.0594818 + s_upper_bl_ret_0 : 0.0524767 + s_lower_bl_ret_0 : 0.0522287 + s_lower_bl_H_1 : 0.05201 +Epoch: 203 | Train Loss: 5.75209 | Test Loss: 5.87345 | analysis_confidence: 0.155497 | CL: 0.0362924 | ln_CD: 0.0797502 | CM: 0.00602366 | Top_Xtr: 0.0305264 | Bot_Xtr: 0.0350372 +Loss contributors: + s_ln_CD : 0.971566 + s_CL : 0.806855 + s_CM : 0.456178 + s_analysis_confidence : 0.122743 + s_upper_bl_H_31 : 0.0634158 + s_lower_bl_H_31 : 0.0620953 + s_Bot_Xtr : 0.0572258 + s_upper_bl_H_30 : 0.0529046 + s_lower_bl_ret_0 : 0.0521791 + s_lower_bl_H_30 : 0.0516497 +Epoch: 204 | Train Loss: 5.76072 | Test Loss: 5.8396 | analysis_confidence: 0.158035 | CL: 0.0358404 | ln_CD: 0.0810346 | CM: 0.00610167 | Top_Xtr: 0.0297707 | Bot_Xtr: 0.0338013 +Loss contributors: + s_ln_CD : 0.952912 + s_CL : 0.802107 + s_CM : 0.455822 + s_analysis_confidence : 0.122809 + s_upper_bl_H_31 : 0.0618156 + s_lower_bl_H_31 : 0.0600556 + s_Bot_Xtr : 0.0575463 + s_lower_bl_H_30 : 0.0522952 + s_upper_bl_H_30 : 0.052141 + s_lower_bl_ret_0 : 0.0519153 +Epoch: 205 | Train Loss: 5.75735 | Test Loss: 5.70724 | analysis_confidence: 0.162746 | CL: 0.0364085 | ln_CD: 0.0719241 | CM: 0.00615561 | Top_Xtr: 0.0291592 | Bot_Xtr: 0.0346032 +Loss contributors: + s_ln_CD : 0.887282 + s_CL : 0.816613 + s_CM : 0.463394 + s_analysis_confidence : 0.123776 + s_upper_bl_H_31 : 0.0624221 + s_lower_bl_H_31 : 0.0590355 + s_Bot_Xtr : 0.0581788 + s_upper_bl_ret_0 : 0.0525986 + s_lower_bl_ret_0 : 0.0518106 + s_lower_bl_H_2 : 0.0515045 +Epoch: 206 | Train Loss: 5.75151 | Test Loss: 5.89984 | analysis_confidence: 0.164536 | CL: 0.036958 | ln_CD: 0.0723865 | CM: 0.00611716 | Top_Xtr: 0.0296055 | Bot_Xtr: 0.0338104 +Loss contributors: + s_ln_CD : 1.00204 + s_CL : 0.798924 + s_CM : 0.45587 + s_analysis_confidence : 0.125456 + s_upper_bl_H_31 : 0.0604848 + s_lower_bl_H_31 : 0.0596641 + s_Bot_Xtr : 0.0558924 + s_lower_bl_H_1 : 0.0527355 + s_lower_bl_ret_0 : 0.0521386 + s_upper_bl_ret_0 : 0.0520702 +Epoch: 207 | Train Loss: 5.74925 | Test Loss: 5.73013 | analysis_confidence: 0.158022 | CL: 0.0363119 | ln_CD: 0.0715657 | CM: 0.00593168 | Top_Xtr: 0.0297447 | Bot_Xtr: 0.0341808 +Loss contributors: + s_ln_CD : 0.90803 + s_CL : 0.803701 + s_CM : 0.443633 + s_analysis_confidence : 0.123869 + s_upper_bl_H_31 : 0.0617489 + s_lower_bl_H_31 : 0.0598795 + s_Bot_Xtr : 0.0562133 + s_upper_bl_ret_0 : 0.0531191 + s_lower_bl_ret_0 : 0.0527808 + s_lower_bl_H_2 : 0.0518433 +Epoch: 208 | Train Loss: 5.75554 | Test Loss: 5.69467 | analysis_confidence: 0.160768 | CL: 0.0346561 | ln_CD: 0.0745116 | CM: 0.00590278 | Top_Xtr: 0.0304369 | Bot_Xtr: 0.0365313 +Loss contributors: + s_ln_CD : 0.919073 + s_CL : 0.790892 + s_CM : 0.43789 + s_analysis_confidence : 0.123018 + s_upper_bl_H_31 : 0.0630905 + s_lower_bl_H_31 : 0.0609709 + s_Bot_Xtr : 0.0587936 + s_lower_bl_ret_0 : 0.052404 + s_upper_bl_ret_0 : 0.051745 + s_upper_bl_H_30 : 0.0515986 +Epoch: 209 | Train Loss: 5.75752 | Test Loss: 5.81577 | analysis_confidence: 0.161646 | CL: 0.0374693 | ln_CD: 0.0739939 | CM: 0.00603123 | Top_Xtr: 0.0318771 | Bot_Xtr: 0.0370135 +Loss contributors: + s_ln_CD : 0.912748 + s_CL : 0.816215 + s_CM : 0.455517 + s_analysis_confidence : 0.123783 + s_upper_bl_H_31 : 0.0641141 + s_lower_bl_H_31 : 0.0616525 + s_Bot_Xtr : 0.059418 + s_lower_bl_ret_0 : 0.0526676 + s_upper_bl_H_30 : 0.0524379 + s_upper_bl_ret_0 : 0.0521099 +Epoch: 210 | Train Loss: 5.75898 | Test Loss: 6.00359 | analysis_confidence: 0.158267 | CL: 0.039791 | ln_CD: 0.0737347 | CM: 0.00663116 | Top_Xtr: 0.0326922 | Bot_Xtr: 0.0374792 +Loss contributors: + s_ln_CD : 1.02055 + s_CL : 0.878814 + s_CM : 0.504698 + s_analysis_confidence : 0.122571 + s_upper_bl_H_31 : 0.0640547 + s_lower_bl_H_31 : 0.0605063 + s_Bot_Xtr : 0.0600092 + s_upper_bl_H_30 : 0.0519986 + s_lower_bl_ret_0 : 0.0515343 + s_lower_bl_H_2 : 0.0515162 +Epoch: 211 | Train Loss: 5.7586 | Test Loss: 5.86308 | analysis_confidence: 0.155971 | CL: 0.0363273 | ln_CD: 0.0879293 | CM: 0.00624157 | Top_Xtr: 0.0291341 | Bot_Xtr: 0.0346462 +Loss contributors: + s_ln_CD : 1.01756 + s_CL : 0.79633 + s_CM : 0.466579 + s_analysis_confidence : 0.12222 + s_upper_bl_H_31 : 0.0625997 + s_lower_bl_H_31 : 0.0612111 + s_Bot_Xtr : 0.0573186 + s_lower_bl_H_2 : 0.0525633 + s_lower_bl_ret_0 : 0.0523105 + s_upper_bl_ret_0 : 0.0519297 +Epoch: 212 | Train Loss: 5.75201 | Test Loss: 5.85732 | analysis_confidence: 0.161953 | CL: 0.0367454 | ln_CD: 0.0849038 | CM: 0.0061234 | Top_Xtr: 0.0339012 | Bot_Xtr: 0.036295 +Loss contributors: + s_ln_CD : 0.988505 + s_CL : 0.823566 + s_CM : 0.463798 + s_analysis_confidence : 0.124635 + s_upper_bl_H_31 : 0.0644323 + s_lower_bl_H_31 : 0.061177 + s_Bot_Xtr : 0.0588817 + s_upper_bl_H_30 : 0.0529155 + s_lower_bl_ret_0 : 0.0519658 + s_lower_bl_H_30 : 0.0516868 +Epoch: 213 | Train Loss: 5.74439 | Test Loss: 5.85231 | analysis_confidence: 0.157368 | CL: 0.0374974 | ln_CD: 0.0793706 | CM: 0.00640824 | Top_Xtr: 0.0289684 | Bot_Xtr: 0.0329785 +Loss contributors: + s_ln_CD : 0.966758 + s_CL : 0.82666 + s_CM : 0.484393 + s_analysis_confidence : 0.122423 + s_upper_bl_H_31 : 0.063479 + s_lower_bl_H_31 : 0.0615513 + s_Bot_Xtr : 0.0555269 + s_lower_bl_ret_0 : 0.0540286 + s_upper_bl_ret_0 : 0.05322 + s_upper_bl_H_30 : 0.0520518 +Epoch: 214 | Train Loss: 5.75431 | Test Loss: 5.78854 | analysis_confidence: 0.161662 | CL: 0.0375675 | ln_CD: 0.075094 | CM: 0.00640927 | Top_Xtr: 0.0301659 | Bot_Xtr: 0.0344743 +Loss 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s_analysis_confidence : 0.124336 + s_lower_bl_H_31 : 0.062339 + s_upper_bl_H_31 : 0.0622669 + s_Bot_Xtr : 0.0579512 + s_lower_bl_ret_0 : 0.0524089 + s_upper_bl_ret_0 : 0.0520282 + s_upper_bl_H_30 : 0.051912 +Epoch: 217 | Train Loss: 5.75022 | Test Loss: 5.85666 | analysis_confidence: 0.160874 | CL: 0.0358507 | ln_CD: 0.0762042 | CM: 0.0067757 | Top_Xtr: 0.0319209 | Bot_Xtr: 0.0369472 +Loss contributors: + s_ln_CD : 0.943467 + s_CL : 0.801945 + s_CM : 0.506359 + s_analysis_confidence : 0.123586 + s_upper_bl_H_31 : 0.0664131 + s_lower_bl_H_31 : 0.060487 + s_Bot_Xtr : 0.0598787 + s_upper_bl_H_30 : 0.0543615 + s_lower_bl_ret_0 : 0.0519046 + s_upper_bl_ret_0 : 0.0515367 +Epoch: 218 | Train Loss: 5.76063 | Test Loss: 5.70984 | analysis_confidence: 0.154828 | CL: 0.0378585 | ln_CD: 0.0741792 | CM: 0.00621716 | Top_Xtr: 0.0370388 | Bot_Xtr: 0.0398184 +Loss contributors: + s_ln_CD : 0.889203 + s_CL : 0.8021 + s_CM : 0.456166 + s_analysis_confidence : 0.121874 + s_upper_bl_H_31 : 0.0620967 + s_Bot_Xtr : 0.0597609 + s_lower_bl_H_31 : 0.0588692 + s_lower_bl_ret_0 : 0.052595 + s_upper_bl_ret_0 : 0.051808 + s_upper_bl_H_30 : 0.0514816 +Epoch: 219 | Train Loss: 5.75323 | Test Loss: 5.83966 | analysis_confidence: 0.154436 | CL: 0.0362999 | ln_CD: 0.0745253 | CM: 0.00626356 | Top_Xtr: 0.0290584 | Bot_Xtr: 0.0342672 +Loss contributors: + s_ln_CD : 0.925195 + s_CL : 0.819686 + s_CM : 0.469075 + s_analysis_confidence : 0.123158 + s_upper_bl_H_31 : 0.0650954 + s_lower_bl_H_31 : 0.0605581 + s_Bot_Xtr : 0.0573459 + s_lower_bl_H_2 : 0.0535307 + s_lower_bl_ret_0 : 0.0527772 + s_upper_bl_H_30 : 0.0523834 +Epoch: 220 | Train Loss: 5.74299 | Test Loss: 5.84952 | analysis_confidence: 0.156948 | CL: 0.0373331 | ln_CD: 0.0734631 | CM: 0.00629651 | Top_Xtr: 0.0350543 | Bot_Xtr: 0.0391027 +Loss contributors: + s_ln_CD : 0.960966 + s_CL : 0.814062 + s_CM : 0.472015 + s_analysis_confidence : 0.123587 + s_Bot_Xtr : 0.064868 + s_upper_bl_H_31 : 0.0622811 + s_lower_bl_H_31 : 0.0606389 + s_lower_bl_ret_0 : 0.052452 + s_upper_bl_ret_0 : 0.0522249 + s_upper_bl_H_30 : 0.0521162 +Epoch: 221 | Train Loss: 5.74933 | Test Loss: 5.68388 | analysis_confidence: 0.161292 | CL: 0.0349761 | ln_CD: 0.072113 | CM: 0.00586275 | Top_Xtr: 0.0292297 | Bot_Xtr: 0.0337139 +Loss contributors: + s_ln_CD : 0.928843 + s_CL : 0.79246 + s_CM : 0.444531 + s_analysis_confidence : 0.122732 + s_upper_bl_H_31 : 0.0610584 + s_lower_bl_H_31 : 0.0588161 + s_Bot_Xtr : 0.0562455 + s_lower_bl_ret_0 : 0.0519831 + s_upper_bl_ret_0 : 0.0514867 + s_lower_bl_H_2 : 0.0512309 +Epoch: 222 | Train Loss: 5.74912 | Test Loss: 5.9617 | analysis_confidence: 0.160881 | CL: 0.0391329 | ln_CD: 0.0770122 | CM: 0.00608181 | Top_Xtr: 0.0301937 | Bot_Xtr: 0.0337312 +Loss contributors: + s_ln_CD : 0.953359 + s_CL : 0.874112 + s_CM : 0.46436 + s_analysis_confidence : 0.125232 + s_upper_bl_H_31 : 0.0672815 + s_lower_bl_H_31 : 0.0625087 + s_Bot_Xtr : 0.0576388 + s_upper_bl_H_30 : 0.0559165 + s_lower_bl_H_30 : 0.0532472 + s_lower_bl_ret_0 : 0.0527614 +Epoch: 223 | Train Loss: 5.74844 | Test Loss: 6.07895 | analysis_confidence: 0.164814 | CL: 0.0385145 | ln_CD: 0.0962464 | CM: 0.00706036 | Top_Xtr: 0.0299143 | Bot_Xtr: 0.0357018 +Loss contributors: + s_ln_CD : 1.0777 + s_CL : 0.84205 + s_CM : 0.522951 + s_analysis_confidence : 0.134427 + s_upper_bl_H_31 : 0.0631994 + s_lower_bl_H_31 : 0.0619336 + s_Bot_Xtr : 0.0592109 + s_lower_bl_H_2 : 0.054199 + s_lower_bl_ret_0 : 0.0527885 + s_upper_bl_ret_0 : 0.0521066 +Epoch: 224 | Train Loss: 5.74424 | Test Loss: 5.91909 | analysis_confidence: 0.158746 | CL: 0.038741 | ln_CD: 0.0778512 | CM: 0.00740235 | Top_Xtr: 0.0297996 | Bot_Xtr: 0.0348716 +Loss contributors: + s_ln_CD : 0.93587 + s_CL : 0.827856 + s_CM : 0.564842 + s_analysis_confidence : 0.122875 + s_upper_bl_H_31 : 0.0661647 + s_lower_bl_H_31 : 0.0610211 + s_Bot_Xtr : 0.0591092 + s_upper_bl_H_30 : 0.0559311 + s_lower_bl_ret_0 : 0.0522355 + s_upper_bl_ret_0 : 0.0519987 +Epoch: 225 | Train Loss: 5.75138 | Test Loss: 5.72953 | analysis_confidence: 0.154371 | CL: 0.0352407 | ln_CD: 0.0712515 | CM: 0.00640143 | Top_Xtr: 0.0328813 | Bot_Xtr: 0.0386473 +Loss contributors: + s_ln_CD : 0.893068 + s_CL : 0.78917 + s_CM : 0.483286 + s_analysis_confidence : 0.125514 + s_upper_bl_H_31 : 0.0612974 + s_Bot_Xtr : 0.0611907 + s_lower_bl_H_31 : 0.0592586 + s_lower_bl_ret_0 : 0.0522451 + s_upper_bl_ret_0 : 0.0510538 + s_lower_bl_H_2 : 0.0507635 +Epoch: 226 | Train Loss: 5.74568 | Test Loss: 5.86798 | analysis_confidence: 0.156078 | CL: 0.037051 | ln_CD: 0.0742017 | CM: 0.00604647 | Top_Xtr: 0.030244 | Bot_Xtr: 0.0341388 +Loss contributors: + s_ln_CD : 0.949604 + s_CL : 0.809704 + s_CM : 0.459419 + s_analysis_confidence : 0.122094 + s_upper_bl_H_31 : 0.0720419 + s_lower_bl_H_31 : 0.0643586 + s_upper_bl_H_30 : 0.0576656 + s_Bot_Xtr : 0.0569366 + s_lower_bl_H_30 : 0.0537624 + s_lower_bl_ret_0 : 0.0531558 +Epoch: 227 | Train Loss: 5.7425 | Test Loss: 5.67398 | analysis_confidence: 0.154917 | CL: 0.034343 | ln_CD: 0.0763171 | CM: 0.00587878 | Top_Xtr: 0.0314153 | Bot_Xtr: 0.0348911 +Loss contributors: + s_ln_CD : 0.924162 + s_CL : 0.770128 + s_CM : 0.439863 + s_analysis_confidence : 0.123203 + s_upper_bl_H_31 : 0.0604343 + s_lower_bl_H_31 : 0.0585373 + s_Bot_Xtr : 0.0582172 + s_lower_bl_ret_0 : 0.0519958 + s_upper_bl_ret_0 : 0.0519278 + s_lower_bl_H_2 : 0.0516459 +Epoch: 228 | Train Loss: 5.7366 | Test Loss: 5.79537 | analysis_confidence: 0.161125 | CL: 0.0365466 | ln_CD: 0.0748051 | CM: 0.00713894 | Top_Xtr: 0.0310708 | Bot_Xtr: 0.0352491 +Loss contributors: + s_ln_CD : 0.906841 + s_CL : 0.79673 + s_CM : 0.5365 + s_analysis_confidence : 0.122619 + s_upper_bl_H_31 : 0.0644018 + s_lower_bl_H_31 : 0.0607679 + s_Bot_Xtr : 0.058743 + s_lower_bl_ret_0 : 0.0532952 + s_upper_bl_ret_0 : 0.0532435 + s_lower_bl_H_2 : 0.0520013 +Epoch: 229 | Train Loss: 5.74611 | Test Loss: 5.75883 | analysis_confidence: 0.154906 | CL: 0.0369621 | ln_CD: 0.0716952 | CM: 0.00602534 | Top_Xtr: 0.0302482 | Bot_Xtr: 0.0345888 +Loss contributors: + s_ln_CD : 0.925985 + s_CL : 0.810814 + s_CM : 0.452028 + s_analysis_confidence : 0.12427 + s_upper_bl_H_31 : 0.0634284 + s_Bot_Xtr : 0.0599064 + s_lower_bl_H_31 : 0.05973 + s_upper_bl_ret_0 : 0.051799 + s_lower_bl_ret_0 : 0.0514596 + s_upper_bl_H_30 : 0.0513381 +Epoch: 230 | Train Loss: 5.74296 | Test Loss: 5.85744 | analysis_confidence: 0.161864 | CL: 0.0375646 | ln_CD: 0.0715726 | CM: 0.0063041 | Top_Xtr: 0.0321766 | Bot_Xtr: 0.0370038 +Loss contributors: + s_ln_CD : 0.923485 + s_CL : 0.819136 + s_CM : 0.471348 + s_analysis_confidence : 0.132991 + s_upper_bl_H_31 : 0.0639582 + s_lower_bl_H_31 : 0.0602118 + s_Bot_Xtr : 0.0591304 + s_upper_bl_H_30 : 0.054146 + s_lower_bl_ret_0 : 0.0522212 + s_lower_bl_H_30 : 0.0519795 +Epoch: 231 | Train Loss: 5.74199 | Test Loss: 5.77672 | analysis_confidence: 0.157316 | CL: 0.0366575 | ln_CD: 0.0768186 | CM: 0.00596176 | Top_Xtr: 0.0297208 | Bot_Xtr: 0.0338234 +Loss contributors: + s_ln_CD : 0.93649 + s_CL : 0.796759 + s_CM : 0.449393 + s_analysis_confidence : 0.121623 + s_upper_bl_H_31 : 0.0645254 + s_lower_bl_H_31 : 0.0612054 + s_Bot_Xtr : 0.0571811 + s_lower_bl_ret_0 : 0.0526145 + s_upper_bl_ret_0 : 0.0520418 + s_upper_bl_H_30 : 0.0519948 +Epoch: 232 | Train Loss: 5.74064 | Test Loss: 5.79665 | analysis_confidence: 0.154859 | CL: 0.0358146 | ln_CD: 0.0712125 | CM: 0.0059166 | Top_Xtr: 0.0301815 | Bot_Xtr: 0.0344575 +Loss contributors: + s_ln_CD : 0.913152 + s_CL : 0.784246 + s_CM : 0.440458 + s_analysis_confidence : 0.125056 + s_Bot_Xtr : 0.0647157 + s_upper_bl_H_31 : 0.0638695 + s_lower_bl_H_31 : 0.0632694 + s_lower_bl_H_30 : 0.053899 + s_upper_bl_H_30 : 0.0525456 + s_lower_bl_ret_0 : 0.0524122 +Epoch: 233 | Train Loss: 5.73394 | Test Loss: 5.69282 | analysis_confidence: 0.157479 | CL: 0.0363078 | ln_CD: 0.0738446 | CM: 0.00603147 | Top_Xtr: 0.0290793 | Bot_Xtr: 0.0332338 +Loss contributors: + s_ln_CD : 0.910574 + s_CL : 0.804525 + s_CM : 0.45053 + s_analysis_confidence : 0.121547 + s_upper_bl_H_31 : 0.0622184 + s_lower_bl_H_31 : 0.0586071 + s_Bot_Xtr : 0.0559482 + s_lower_bl_ret_0 : 0.0517508 + s_lower_bl_H_2 : 0.0512137 + s_upper_bl_ret_0 : 0.0510109 +Epoch: 234 | Train Loss: 5.7369 | Test Loss: 5.80062 | analysis_confidence: 0.157253 | CL: 0.0363891 | ln_CD: 0.0839606 | CM: 0.0060497 | Top_Xtr: 0.0296259 | Bot_Xtr: 0.0342584 +Loss contributors: + s_ln_CD : 0.991413 + s_CL : 0.793693 + s_CM : 0.451044 + s_analysis_confidence : 0.121866 + s_upper_bl_H_31 : 0.0615214 + s_lower_bl_H_31 : 0.0598819 + s_Bot_Xtr : 0.0559786 + s_upper_bl_ret_0 : 0.0527846 + s_lower_bl_ret_0 : 0.0521931 + s_lower_bl_H_0 : 0.0510177 +Epoch: 235 | Train Loss: 5.738 | Test Loss: 5.90462 | analysis_confidence: 0.161116 | CL: 0.0374071 | ln_CD: 0.0728739 | CM: 0.00642883 | Top_Xtr: 0.0298916 | Bot_Xtr: 0.034753 +Loss contributors: + s_ln_CD : 0.911577 + s_CL : 0.828913 + s_CM : 0.487191 + s_analysis_confidence : 0.122012 + s_upper_bl_H_31 : 0.0697581 + s_lower_bl_H_31 : 0.0654513 + s_Bot_Xtr : 0.0604105 + s_upper_bl_H_30 : 0.0570751 + s_lower_bl_H_30 : 0.0540726 + s_lower_bl_ret_0 : 0.0522465 +Epoch: 236 | Train Loss: 5.74255 | Test Loss: 6.02341 | analysis_confidence: 0.162239 | CL: 0.0364668 | ln_CD: 0.0830069 | CM: 0.00626228 | Top_Xtr: 0.0314764 | Bot_Xtr: 0.0367492 +Loss contributors: + s_ln_CD : 0.95266 + s_CL : 0.803994 + s_CM : 0.469888 + s_analysis_confidence : 0.124482 + s_Bot_Xtr : 0.0633603 + s_upper_bl_H_31 : 0.0622527 + s_lower_bl_H_31 : 0.0603769 + s_upper_bl_H_30 : 0.0539442 + s_upper_bl_H_20 : 0.0538475 + s_upper_bl_H_19 : 0.0529659 +Epoch: 237 | Train Loss: 5.73566 | Test Loss: 6.14158 | analysis_confidence: 0.150398 | CL: 0.0410379 | ln_CD: 0.0815712 | CM: 0.00720311 | Top_Xtr: 0.0332217 | Bot_Xtr: 0.0367313 +Loss contributors: + s_ln_CD : 0.969608 + s_CL : 0.888695 + s_CM : 0.558331 + s_analysis_confidence : 0.126168 + s_upper_bl_H_31 : 0.0657757 + s_lower_bl_H_31 : 0.0637964 + s_Bot_Xtr : 0.0608284 + s_lower_bl_H_2 : 0.055346 + s_upper_bl_H_30 : 0.0541976 + s_lower_bl_H_3 : 0.0529586 +Epoch: 238 | Train Loss: 5.73985 | Test Loss: 5.81142 | analysis_confidence: 0.160954 | CL: 0.0385246 | ln_CD: 0.0889355 | CM: 0.00612413 | Top_Xtr: 0.0290181 | Bot_Xtr: 0.0345096 +Loss contributors: + s_ln_CD : 0.995372 + s_CL : 0.819533 + s_CM : 0.455727 + s_analysis_confidence : 0.122375 + s_upper_bl_H_31 : 0.0630511 + s_lower_bl_H_31 : 0.0611521 + s_Bot_Xtr : 0.0596891 + s_lower_bl_ret_0 : 0.0521003 + s_upper_bl_H_30 : 0.0517421 + s_upper_bl_ret_0 : 0.0512352 +Epoch: 239 | Train Loss: 5.73864 | Test Loss: 6.02593 | analysis_confidence: 0.156963 | CL: 0.0389499 | ln_CD: 0.093936 | CM: 0.00633489 | Top_Xtr: 0.0311626 | Bot_Xtr: 0.0357739 +Loss contributors: + s_ln_CD : 1.05313 + s_CL : 0.856844 + s_CM : 0.476259 + s_analysis_confidence : 0.122053 + s_Bot_Xtr : 0.0677373 + s_upper_bl_H_31 : 0.0618855 + s_lower_bl_H_31 : 0.0609445 + s_lower_bl_H_2 : 0.0539085 + s_lower_bl_ret_0 : 0.052538 + s_upper_bl_ret_0 : 0.0517019 +Epoch: 240 | Train Loss: 5.73856 | Test Loss: 5.76333 | analysis_confidence: 0.155441 | CL: 0.036452 | ln_CD: 0.0723173 | CM: 0.00617341 | Top_Xtr: 0.0291288 | Bot_Xtr: 0.0327643 +Loss contributors: + s_ln_CD : 0.918473 + s_CL : 0.812045 + s_CM : 0.457294 + s_analysis_confidence : 0.123983 + s_upper_bl_H_31 : 0.0656559 + s_lower_bl_H_31 : 0.0589347 + s_lower_bl_ret_0 : 0.0550834 + s_Bot_Xtr : 0.0549594 + s_upper_bl_ret_0 : 0.0546415 + s_upper_bl_H_30 : 0.0527758 +Epoch: 241 | Train Loss: 5.73874 | Test Loss: 5.7576 | analysis_confidence: 0.157322 | CL: 0.0351038 | ln_CD: 0.0762056 | CM: 0.00624675 | Top_Xtr: 0.0298501 | Bot_Xtr: 0.033527 +Loss contributors: + s_ln_CD : 0.927926 + s_CL : 0.783587 + s_CM : 0.467458 + s_analysis_confidence : 0.123259 + s_upper_bl_H_31 : 0.0622588 + s_lower_bl_H_31 : 0.0597309 + s_Bot_Xtr : 0.0569174 + s_upper_bl_ret_0 : 0.0547743 + s_lower_bl_ret_0 : 0.0542458 + s_lower_bl_H_2 : 0.0528669 +Epoch: 242 | Train Loss: 5.74266 | Test Loss: 5.88175 | analysis_confidence: 0.155804 | CL: 0.0382871 | ln_CD: 0.0733712 | CM: 0.00606237 | Top_Xtr: 0.0326644 | Bot_Xtr: 0.0364742 +Loss contributors: + s_ln_CD : 0.90642 + s_CL : 0.835314 + s_CM : 0.451704 + s_analysis_confidence : 0.122065 + s_upper_bl_H_31 : 0.0627181 + s_Bot_Xtr : 0.0606208 + s_lower_bl_H_31 : 0.0601126 + s_upper_bl_H_30 : 0.0523022 + s_lower_bl_H_30 : 0.0512522 + s_lower_bl_ret_0 : 0.0511931 +Epoch: 243 | Train Loss: 5.73619 | Test Loss: 5.71066 | analysis_confidence: 0.161351 | CL: 0.0364016 | ln_CD: 0.0709879 | CM: 0.00604576 | Top_Xtr: 0.032337 | Bot_Xtr: 0.0369649 +Loss contributors: + s_ln_CD : 0.886001 + s_CL : 0.810443 + s_CM : 0.451192 + s_analysis_confidence : 0.122115 + s_upper_bl_H_31 : 0.0643546 + s_lower_bl_H_31 : 0.0628958 + s_Bot_Xtr : 0.0596244 + s_upper_bl_ret_0 : 0.0575311 + s_lower_bl_ret_0 : 0.0569382 + s_upper_bl_H_30 : 0.0508767 +Epoch: 244 | Train Loss: 5.73068 | Test Loss: 5.69924 | analysis_confidence: 0.164601 | CL: 0.0371997 | ln_CD: 0.0696835 | CM: 0.0064038 | Top_Xtr: 0.0285228 | Bot_Xtr: 0.0333549 +Loss contributors: + s_ln_CD : 0.890452 + s_CL : 0.813581 + s_CM : 0.476614 + s_analysis_confidence : 0.12409 + s_lower_bl_H_31 : 0.0635512 + s_upper_bl_H_31 : 0.0635198 + s_Bot_Xtr : 0.0555811 + s_lower_bl_ret_0 : 0.0520334 + s_upper_bl_ret_0 : 0.0520147 + s_upper_bl_H_30 : 0.0511332 +Epoch: 245 | Train Loss: 5.73382 | Test Loss: 5.79772 | analysis_confidence: 0.156441 | CL: 0.0365687 | ln_CD: 0.0715967 | CM: 0.00616356 | Top_Xtr: 0.03069 | Bot_Xtr: 0.0351174 +Loss contributors: + s_ln_CD : 0.910657 + s_CL : 0.807445 + s_CM : 0.467232 + s_analysis_confidence : 0.121818 + s_upper_bl_H_31 : 0.0652015 + s_lower_bl_H_31 : 0.0627034 + s_Bot_Xtr : 0.0599803 + s_lower_bl_H_30 : 0.052943 + s_upper_bl_H_30 : 0.0529285 + s_lower_bl_ret_0 : 0.0518533 +Epoch: 246 | Train Loss: 5.74268 | Test Loss: 5.77597 | analysis_confidence: 0.161802 | CL: 0.0372335 | ln_CD: 0.073407 | CM: 0.0062545 | Top_Xtr: 0.0298993 | Bot_Xtr: 0.0340693 +Loss contributors: + s_ln_CD : 0.914662 + s_CL : 0.811146 + s_CM : 0.466467 + s_analysis_confidence : 0.122634 + s_upper_bl_H_31 : 0.0639791 + s_lower_bl_H_31 : 0.0598276 + s_Bot_Xtr : 0.0562922 + s_upper_bl_H_30 : 0.0530952 + s_lower_bl_ret_0 : 0.0517298 + s_lower_bl_H_2 : 0.0513914 +Epoch: 247 | Train Loss: 5.73392 | Test Loss: 5.71753 | analysis_confidence: 0.156135 | CL: 0.0349235 | ln_CD: 0.0744014 | CM: 0.00600562 | Top_Xtr: 0.0287404 | Bot_Xtr: 0.0336096 +Loss contributors: + s_ln_CD : 0.908781 + s_CL : 0.779149 + s_CM : 0.447066 + s_analysis_confidence : 0.124008 + s_upper_bl_H_31 : 0.0617356 + s_lower_bl_H_31 : 0.0587298 + s_Bot_Xtr : 0.0575552 + s_lower_bl_ret_0 : 0.0520662 + s_lower_bl_H_2 : 0.0517707 + s_upper_bl_ret_0 : 0.051738 +Epoch: 248 | Train Loss: 5.73685 | Test Loss: 5.74939 | analysis_confidence: 0.17143 | CL: 0.0350471 | ln_CD: 0.0849055 | CM: 0.00611156 | Top_Xtr: 0.0294001 | Bot_Xtr: 0.0333842 +Loss contributors: + s_ln_CD : 0.954064 + s_CL : 0.775598 + s_CM : 0.456198 + s_analysis_confidence : 0.132728 + s_upper_bl_H_31 : 0.0643268 + s_lower_bl_H_31 : 0.0613222 + s_Bot_Xtr : 0.0569489 + s_upper_bl_H_30 : 0.0532902 + s_lower_bl_H_30 : 0.0523728 + s_lower_bl_ret_0 : 0.0519822 +Epoch: 249 | Train Loss: 5.74389 | Test Loss: 5.91293 | analysis_confidence: 0.161279 | CL: 0.0388126 | ln_CD: 0.078821 | CM: 0.00594891 | Top_Xtr: 0.0286652 | Bot_Xtr: 0.0333244 +Loss contributors: + s_ln_CD : 0.935001 + s_CL : 0.826497 + s_CM : 0.447469 + s_analysis_confidence : 0.122658 + s_upper_bl_H_31 : 0.0616236 + s_lower_bl_H_31 : 0.0589733 + s_Bot_Xtr : 0.0570225 + s_lower_bl_ret_0 : 0.054857 + s_upper_bl_ret_0 : 0.0547647 + s_upper_bl_H_30 : 0.0532318 +Epoch: 250 | Train Loss: 5.73999 | Test Loss: 5.68871 | analysis_confidence: 0.162059 | CL: 0.0344656 | ln_CD: 0.0699674 | CM: 0.00600856 | Top_Xtr: 0.03087 | Bot_Xtr: 0.0347929 +Loss contributors: + s_ln_CD : 0.893848 + s_CL : 0.789747 + s_CM : 0.449896 + s_analysis_confidence : 0.12288 + s_upper_bl_H_31 : 0.0616869 + s_lower_bl_H_31 : 0.058726 + s_Bot_Xtr : 0.0567589 + s_lower_bl_ret_0 : 0.0542146 + s_upper_bl_ret_0 : 0.0526671 + s_lower_bl_H_2 : 0.0520143 +Epoch: 251 | Train Loss: 5.74023 | Test Loss: 5.75107 | analysis_confidence: 0.153859 | CL: 0.0352746 | ln_CD: 0.0724872 | CM: 0.0059571 | Top_Xtr: 0.0316773 | Bot_Xtr: 0.0351503 +Loss contributors: + s_ln_CD : 0.898172 + s_CL : 0.787287 + s_CM : 0.44967 + s_analysis_confidence : 0.122421 + s_upper_bl_H_31 : 0.0633321 + s_lower_bl_H_31 : 0.0608659 + s_Bot_Xtr : 0.0571826 + s_upper_bl_H_30 : 0.0539833 + s_lower_bl_ret_0 : 0.0521374 + s_lower_bl_H_2 : 0.0515084 +Epoch: 252 | Train Loss: 5.73513 | Test Loss: 5.84061 | analysis_confidence: 0.161469 | CL: 0.0367 | ln_CD: 0.0766861 | CM: 0.0060277 | Top_Xtr: 0.0312753 | Bot_Xtr: 0.0350557 +Loss contributors: + s_ln_CD : 0.973527 + s_CL : 0.827633 + s_CM : 0.466117 + s_analysis_confidence : 0.126601 + s_upper_bl_H_31 : 0.0625088 + s_lower_bl_H_31 : 0.0593685 + s_Bot_Xtr : 0.0591889 + s_lower_bl_ret_0 : 0.0526032 + s_upper_bl_ret_0 : 0.0520247 + s_upper_bl_H_30 : 0.052001 +Epoch: 253 | Train Loss: 5.73565 | Test Loss: 5.87631 | analysis_confidence: 0.157388 | CL: 0.0364405 | ln_CD: 0.0803637 | CM: 0.00648838 | Top_Xtr: 0.0286121 | Bot_Xtr: 0.0328783 +Loss contributors: + s_ln_CD : 0.946204 + s_CL : 0.804089 + s_CM : 0.489686 + s_analysis_confidence : 0.123336 + s_upper_bl_H_31 : 0.0640962 + s_lower_bl_H_31 : 0.062229 + s_Bot_Xtr : 0.0558279 + s_upper_bl_H_30 : 0.0549886 + s_lower_bl_H_30 : 0.0547969 + s_lower_bl_H_2 : 0.0523541 +slurmstepd-d-12-3-1: error: *** JOB 25349821 ON d-12-3-1 CANCELLED AT 2024-03-08T10:37:14 *** diff --git a/training/gen2_architecture/log.log-25349822 b/training/gen2_architecture/log.log-25349822 new file mode 100644 index 0000000..30ba6c8 --- /dev/null +++ b/training/gen2_architecture/log.log-25349822 @@ -0,0 +1,3109 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xsmall.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 27.5372 | Test Loss: 13.356 | analysis_confidence: 0.321166 | CL: 0.0625319 | ln_CD: 0.123021 | CM: 0.0102438 | Top_Xtr: 0.0629752 | Bot_Xtr: 0.0747063 +Loss contributors: + s_CL : 1.79017 + s_ln_CD : 1.76691 + s_CM : 1.10153 + s_analysis_confidence : 0.221257 + s_Bot_Xtr : 0.17287 + s_upper_bl_H_31 : 0.168666 + s_lower_bl_H_31 : 0.154691 + s_upper_bl_H_30 : 0.142664 + s_lower_bl_H_0 : 0.133031 + s_upper_bl_H_29 : 0.127435 +Epoch: 1 | Train Loss: 12.2127 | Test Loss: 11.6798 | analysis_confidence: 0.281521 | CL: 0.0550502 | ln_CD: 0.107927 | CM: 0.00947565 | Top_Xtr: 0.0594253 | Bot_Xtr: 0.0678149 +Loss contributors: + s_CL : 1.5081 + s_ln_CD : 1.49441 + s_CM : 0.974858 + s_analysis_confidence : 0.201172 + s_Bot_Xtr : 0.154837 + s_upper_bl_H_31 : 0.154473 + s_lower_bl_H_31 : 0.140455 + s_upper_bl_H_30 : 0.126874 + s_upper_bl_H_22 : 0.113273 + s_lower_bl_H_1 : 0.113099 +Epoch: 2 | Train Loss: 10.928 | Test Loss: 10.5887 | analysis_confidence: 0.275435 | CL: 0.0508594 | ln_CD: 0.103004 | CM: 0.00869073 | Top_Xtr: 0.0518902 | Bot_Xtr: 0.0604809 +Loss contributors: + s_ln_CD : 1.5526 + s_CL : 1.33883 + s_CM : 0.839278 + s_analysis_confidence : 0.196895 + s_upper_bl_H_31 : 0.135789 + s_Bot_Xtr : 0.131723 + s_lower_bl_H_31 : 0.127435 + s_upper_bl_H_30 : 0.110718 + s_lower_bl_H_1 : 0.109247 + s_lower_bl_H_0 : 0.104036 +Epoch: 3 | Train Loss: 10.1824 | Test Loss: 10.3437 | analysis_confidence: 0.276397 | CL: 0.0486664 | ln_CD: 0.103501 | CM: 0.00850562 | Top_Xtr: 0.0546321 | Bot_Xtr: 0.0656828 +Loss contributors: + s_ln_CD : 1.50323 + s_CL : 1.27539 + s_CM : 0.810465 + s_analysis_confidence : 0.200158 + s_upper_bl_H_31 : 0.135607 + s_Bot_Xtr : 0.132821 + s_lower_bl_H_31 : 0.126221 + s_upper_bl_H_30 : 0.109535 + s_lower_bl_H_1 : 0.103443 + s_lower_bl_H_0 : 0.102952 +Epoch: 4 | Train Loss: 9.7385 | Test Loss: 9.62882 | analysis_confidence: 0.273727 | CL: 0.0481297 | ln_CD: 0.105715 | CM: 0.00815776 | Top_Xtr: 0.0493373 | Bot_Xtr: 0.0571901 +Loss contributors: + s_ln_CD : 1.41233 + s_CL : 1.23641 + s_CM : 0.748396 + s_analysis_confidence : 0.197479 + s_upper_bl_H_31 : 0.127466 + s_lower_bl_H_31 : 0.119052 + s_Bot_Xtr : 0.11647 + s_lower_bl_H_0 : 0.102301 + s_upper_bl_H_30 : 0.101942 + s_lower_bl_H_1 : 0.0952248 +Epoch: 5 | Train Loss: 9.41511 | Test Loss: 9.47881 | analysis_confidence: 0.276713 | CL: 0.0463677 | ln_CD: 0.100952 | CM: 0.00867854 | Top_Xtr: 0.0523195 | Bot_Xtr: 0.0591819 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s_analysis_confidence : 0.198199 + s_upper_bl_H_31 : 0.117457 + s_Bot_Xtr : 0.114168 + s_lower_bl_H_31 : 0.113264 + s_lower_bl_H_0 : 0.0970481 + s_upper_bl_H_30 : 0.0920343 + s_lower_bl_H_1 : 0.0916462 +Epoch: 8 | Train Loss: 8.71695 | Test Loss: 8.68863 | analysis_confidence: 0.277857 | CL: 0.0450766 | ln_CD: 0.0931188 | CM: 0.00786442 | Top_Xtr: 0.0457829 | Bot_Xtr: 0.0519865 +Loss contributors: + s_ln_CD : 1.25549 + s_CL : 1.12621 + s_CM : 0.692829 + s_analysis_confidence : 0.199576 + s_upper_bl_H_31 : 0.112131 + s_lower_bl_H_31 : 0.109154 + s_Bot_Xtr : 0.102757 + s_lower_bl_H_0 : 0.094511 + s_upper_bl_H_30 : 0.0879028 + s_lower_bl_H_1 : 0.0854123 +Epoch: 9 | Train Loss: 8.57872 | Test Loss: 8.47869 | analysis_confidence: 0.276368 | CL: 0.0433686 | ln_CD: 0.0910454 | CM: 0.00778005 | Top_Xtr: 0.0507598 | Bot_Xtr: 0.0560799 +Loss contributors: + s_ln_CD : 1.23548 + s_CL : 1.07818 + s_CM : 0.679452 + s_analysis_confidence : 0.199607 + s_upper_bl_H_31 : 0.11337 + s_lower_bl_H_31 : 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+ s_lower_bl_H_1 : 0.0833407 +Epoch: 12 | Train Loss: 8.27038 | Test Loss: 8.17868 | analysis_confidence: 0.272995 | CL: 0.0428901 | ln_CD: 0.0890066 | CM: 0.00734332 | Top_Xtr: 0.0443971 | Bot_Xtr: 0.0497552 +Loss contributors: + s_ln_CD : 1.18199 + s_CL : 1.05389 + s_CM : 0.632735 + s_analysis_confidence : 0.198756 + s_upper_bl_H_31 : 0.108945 + s_lower_bl_H_31 : 0.102548 + s_Bot_Xtr : 0.0964245 + s_lower_bl_H_0 : 0.0885293 + s_upper_bl_H_30 : 0.0833282 + s_lower_bl_H_1 : 0.0794564 +Epoch: 13 | Train Loss: 8.19904 | Test Loss: 8.22942 | analysis_confidence: 0.273297 | CL: 0.0440509 | ln_CD: 0.0986714 | CM: 0.00791451 | Top_Xtr: 0.0429209 | Bot_Xtr: 0.0484307 +Loss contributors: + s_ln_CD : 1.2317 + s_CL : 1.06778 + s_CM : 0.677275 + s_analysis_confidence : 0.199541 + s_upper_bl_H_31 : 0.103116 + s_lower_bl_H_31 : 0.100662 + s_Bot_Xtr : 0.0934086 + s_lower_bl_H_0 : 0.0873198 + s_lower_bl_H_1 : 0.079999 + s_upper_bl_H_30 : 0.0786416 +Epoch: 14 | Train Loss: 8.12553 | Test Loss: 8.15192 | analysis_confidence: 0.27313 | CL: 0.0423103 | ln_CD: 0.0882233 | CM: 0.00767606 | Top_Xtr: 0.0418269 | Bot_Xtr: 0.0478725 +Loss contributors: + s_ln_CD : 1.159 + s_CL : 1.0356 + s_CM : 0.657926 + s_analysis_confidence : 0.197891 + s_upper_bl_H_31 : 0.106078 + s_lower_bl_H_31 : 0.103776 + s_Bot_Xtr : 0.0913029 + s_lower_bl_H_0 : 0.0877957 + s_lower_bl_H_1 : 0.0822937 + s_upper_bl_H_30 : 0.081812 +Epoch: 15 | Train Loss: 8.06437 | Test Loss: 8.031 | analysis_confidence: 0.27422 | CL: 0.0436894 | ln_CD: 0.0876444 | CM: 0.00777235 | Top_Xtr: 0.0425654 | Bot_Xtr: 0.0478152 +Loss contributors: + s_ln_CD : 1.17464 + s_CL : 1.06166 + s_CM : 0.661545 + s_analysis_confidence : 0.197783 + s_upper_bl_H_31 : 0.100101 + s_lower_bl_H_31 : 0.0995498 + s_Bot_Xtr : 0.0910804 + s_lower_bl_H_0 : 0.0885373 + s_lower_bl_H_1 : 0.0817736 + s_upper_bl_H_30 : 0.0767746 +Epoch: 16 | Train Loss: 8.01146 | Test Loss: 8.16988 | analysis_confidence: 0.271475 | CL: 0.0457726 | ln_CD: 0.0943635 | CM: 0.00800063 | Top_Xtr: 0.0473375 | Bot_Xtr: 0.0519639 +Loss contributors: + s_ln_CD : 1.1929 + s_CL : 1.06769 + s_CM : 0.677037 + s_analysis_confidence : 0.195991 + s_upper_bl_H_31 : 0.100266 + s_lower_bl_H_31 : 0.0966337 + s_Bot_Xtr : 0.0915543 + s_lower_bl_H_0 : 0.086899 + s_lower_bl_H_1 : 0.080841 + s_upper_bl_H_30 : 0.0784012 +Epoch: 17 | Train Loss: 7.96293 | Test Loss: 7.99176 | analysis_confidence: 0.266905 | CL: 0.040993 | ln_CD: 0.108682 | CM: 0.00724858 | Top_Xtr: 0.0402864 | Bot_Xtr: 0.0468523 +Loss contributors: + s_ln_CD : 1.28616 + s_CL : 1.002 + s_CM : 0.617664 + s_analysis_confidence : 0.197204 + s_upper_bl_H_31 : 0.0984212 + s_lower_bl_H_31 : 0.0963432 + s_lower_bl_H_0 : 0.090799 + s_Bot_Xtr : 0.0874063 + s_lower_bl_H_1 : 0.0800576 + s_upper_bl_H_30 : 0.0752749 +Epoch: 18 | Train Loss: 7.91545 | Test Loss: 7.90783 | analysis_confidence: 0.267274 | CL: 0.0433613 | ln_CD: 0.0877356 | CM: 0.00736009 | Top_Xtr: 0.0424907 | Bot_Xtr: 0.0483493 +Loss contributors: + s_ln_CD : 1.1451 + s_CL : 1.03977 + s_CM : 0.631702 + s_analysis_confidence : 0.194366 + s_upper_bl_H_31 : 0.104149 + s_lower_bl_H_31 : 0.0980404 + s_Bot_Xtr : 0.0871611 + s_lower_bl_H_0 : 0.0842649 + s_lower_bl_H_1 : 0.0804211 + s_upper_bl_H_30 : 0.0793696 +Epoch: 19 | Train Loss: 7.86205 | Test Loss: 8.04723 | analysis_confidence: 0.271355 | CL: 0.0444068 | ln_CD: 0.0966748 | CM: 0.00732265 | Top_Xtr: 0.0427625 | Bot_Xtr: 0.0486459 +Loss contributors: + s_ln_CD : 1.23097 + s_CL : 1.05027 + s_CM : 0.621837 + s_analysis_confidence : 0.195972 + s_upper_bl_H_31 : 0.0959363 + s_lower_bl_H_31 : 0.0947472 + s_Bot_Xtr : 0.0887146 + s_lower_bl_H_0 : 0.0863825 + s_lower_bl_H_1 : 0.079491 + s_upper_bl_H_30 : 0.0752671 +Epoch: 20 | Train Loss: 7.82528 | Test Loss: 7.84264 | analysis_confidence: 0.262453 | CL: 0.0429937 | ln_CD: 0.0898345 | CM: 0.00740891 | Top_Xtr: 0.0434159 | Bot_Xtr: 0.049115 +Loss contributors: + s_ln_CD : 1.1423 + s_CL : 1.01624 + s_CM : 0.626315 + s_analysis_confidence : 0.193346 + s_upper_bl_H_31 : 0.097344 + s_lower_bl_H_31 : 0.0934589 + s_Bot_Xtr : 0.0923576 + s_lower_bl_H_0 : 0.0851997 + s_lower_bl_H_1 : 0.0797617 + s_upper_bl_H_30 : 0.0744901 +Epoch: 21 | Train Loss: 7.78853 | Test Loss: 7.82732 | analysis_confidence: 0.263478 | CL: 0.0448571 | ln_CD: 0.0835354 | CM: 0.00742157 | Top_Xtr: 0.042786 | Bot_Xtr: 0.0483776 +Loss contributors: + s_ln_CD : 1.11973 + s_CL : 1.0568 + s_CM : 0.630369 + s_analysis_confidence : 0.193033 + s_upper_bl_H_31 : 0.096893 + s_lower_bl_H_31 : 0.0922285 + s_Bot_Xtr : 0.088041 + s_lower_bl_H_0 : 0.0853902 + s_lower_bl_H_1 : 0.0791194 + s_upper_bl_H_30 : 0.0752928 +Epoch: 22 | Train Loss: 7.75538 | Test Loss: 7.83823 | analysis_confidence: 0.265802 | CL: 0.0429047 | ln_CD: 0.0840506 | CM: 0.00736164 | Top_Xtr: 0.0399731 | Bot_Xtr: 0.0457172 +Loss contributors: + s_ln_CD : 1.13512 + s_CL : 1.0129 + s_CM : 0.625943 + s_analysis_confidence : 0.192484 + s_upper_bl_H_31 : 0.100026 + s_lower_bl_H_31 : 0.094456 + s_lower_bl_H_0 : 0.0847538 + s_Bot_Xtr : 0.0831338 + s_lower_bl_H_1 : 0.0786278 + s_upper_bl_H_30 : 0.0769626 +Epoch: 23 | Train Loss: 7.72339 | Test Loss: 7.72618 | analysis_confidence: 0.264748 | CL: 0.0415463 | ln_CD: 0.0920751 | CM: 0.00710842 | Top_Xtr: 0.0407508 | Bot_Xtr: 0.0455693 +Loss contributors: + s_ln_CD : 1.14829 + s_CL : 0.988261 + s_CM : 0.59775 + s_analysis_confidence : 0.19323 + s_upper_bl_H_31 : 0.096924 + s_lower_bl_H_31 : 0.0926745 + s_lower_bl_H_0 : 0.084803 + s_Bot_Xtr : 0.0840399 + s_lower_bl_H_1 : 0.0782755 + s_upper_bl_H_30 : 0.0750208 +Epoch: 24 | Train Loss: 7.69906 | Test Loss: 7.7741 | analysis_confidence: 0.267483 | CL: 0.0428538 | ln_CD: 0.0896237 | CM: 0.00732418 | Top_Xtr: 0.0433445 | Bot_Xtr: 0.048637 +Loss contributors: + s_ln_CD : 1.14558 + s_CL : 1.02296 + s_CM : 0.620001 + s_analysis_confidence : 0.193266 + s_upper_bl_H_31 : 0.0964533 + s_lower_bl_H_31 : 0.0920551 + s_Bot_Xtr : 0.0851097 + s_lower_bl_H_0 : 0.0812587 + s_lower_bl_H_1 : 0.0788849 + s_upper_bl_H_30 : 0.0754258 +Epoch: 25 | Train Loss: 7.66869 | Test Loss: 7.72612 | analysis_confidence: 0.257082 | CL: 0.0439865 | ln_CD: 0.0930738 | CM: 0.00712988 | Top_Xtr: 0.045834 | Bot_Xtr: 0.0537581 +Loss contributors: + s_ln_CD : 1.1387 + s_CL : 1.04793 + s_CM : 0.603929 + s_analysis_confidence : 0.190072 + s_upper_bl_H_31 : 0.094908 + s_lower_bl_H_31 : 0.0895342 + s_Bot_Xtr : 0.08908 + s_lower_bl_H_0 : 0.0831409 + s_lower_bl_H_1 : 0.0770329 + s_upper_bl_H_30 : 0.0737433 +Epoch: 26 | Train Loss: 7.64407 | Test Loss: 7.99024 | analysis_confidence: 0.26195 | CL: 0.0455092 | ln_CD: 0.106062 | CM: 0.00704182 | Top_Xtr: 0.0417707 | Bot_Xtr: 0.0460921 +Loss contributors: + s_ln_CD : 1.27672 + s_CL : 1.11589 + s_CM : 0.59104 + s_analysis_confidence : 0.19448 + s_upper_bl_H_31 : 0.097532 + s_lower_bl_H_31 : 0.0905217 + s_lower_bl_H_0 : 0.0827939 + s_Bot_Xtr : 0.0825449 + s_lower_bl_H_1 : 0.0766598 + s_upper_bl_H_30 : 0.0743159 +Epoch: 27 | Train Loss: 7.62821 | Test Loss: 7.48878 | analysis_confidence: 0.256784 | CL: 0.0409198 | ln_CD: 0.0840595 | CM: 0.00698178 | Top_Xtr: 0.0395084 | Bot_Xtr: 0.0456724 +Loss contributors: + s_ln_CD : 1.07227 + s_CL : 0.977105 + s_CM : 0.58186 + s_analysis_confidence : 0.188655 + s_upper_bl_H_31 : 0.0932911 + s_lower_bl_H_31 : 0.0886908 + s_lower_bl_H_0 : 0.0825378 + s_Bot_Xtr : 0.0815742 + s_lower_bl_H_1 : 0.0767708 + s_upper_bl_H_30 : 0.0718495 +Epoch: 28 | Train Loss: 7.60452 | Test Loss: 7.69818 | analysis_confidence: 0.263917 | CL: 0.0411989 | ln_CD: 0.0954369 | CM: 0.00728561 | Top_Xtr: 0.0393724 | Bot_Xtr: 0.0450897 +Loss contributors: + s_ln_CD : 1.17048 + s_CL : 0.994993 + s_CM : 0.617545 + s_analysis_confidence : 0.190707 + s_upper_bl_H_31 : 0.093614 + s_lower_bl_H_31 : 0.0897989 + s_Bot_Xtr : 0.081772 + s_lower_bl_H_0 : 0.0812545 + s_lower_bl_H_1 : 0.0776508 + s_upper_bl_H_30 : 0.0724713 +Epoch: 29 | Train Loss: 7.58936 | Test Loss: 7.67009 | analysis_confidence: 0.256583 | CL: 0.0416539 | ln_CD: 0.0866515 | CM: 0.00712783 | Top_Xtr: 0.041032 | Bot_Xtr: 0.0471065 +Loss contributors: + s_ln_CD : 1.10169 + s_CL : 0.988022 + s_CM : 0.597219 + s_analysis_confidence : 0.188449 + s_upper_bl_H_31 : 0.0950497 + s_lower_bl_H_31 : 0.0905844 + s_Bot_Xtr : 0.0871262 + s_lower_bl_H_0 : 0.082929 + s_lower_bl_H_1 : 0.0820123 + s_upper_bl_H_30 : 0.0734589 +Epoch: 30 | Train Loss: 7.57152 | Test Loss: 7.6285 | analysis_confidence: 0.256628 | CL: 0.041527 | ln_CD: 0.085682 | CM: 0.00704829 | Top_Xtr: 0.0392656 | Bot_Xtr: 0.0464297 +Loss contributors: + s_ln_CD : 1.10535 + s_CL : 1.0199 + s_CM : 0.587959 + s_analysis_confidence : 0.187561 + s_upper_bl_H_31 : 0.0916994 + s_lower_bl_H_31 : 0.0876135 + s_lower_bl_H_0 : 0.0818732 + s_Bot_Xtr : 0.0809854 + s_lower_bl_H_1 : 0.0758259 + s_upper_bl_H_30 : 0.0728757 +Epoch: 31 | Train Loss: 7.55702 | Test Loss: 7.59308 | analysis_confidence: 0.251796 | CL: 0.0415222 | ln_CD: 0.0826238 | CM: 0.00711725 | Top_Xtr: 0.0406766 | Bot_Xtr: 0.0485003 +Loss contributors: + s_ln_CD : 1.1136 + s_CL : 0.977943 + s_CM : 0.595635 + s_analysis_confidence : 0.187042 + s_upper_bl_H_31 : 0.0933416 + s_lower_bl_H_31 : 0.0887224 + s_Bot_Xtr : 0.0836608 + s_lower_bl_H_0 : 0.0798253 + s_lower_bl_H_1 : 0.0761394 + s_upper_bl_H_30 : 0.07481 +Epoch: 32 | Train Loss: 7.54113 | Test Loss: 7.58654 | analysis_confidence: 0.253731 | CL: 0.04191 | ln_CD: 0.0827756 | CM: 0.00732045 | Top_Xtr: 0.0390241 | Bot_Xtr: 0.0449019 +Loss contributors: + s_ln_CD : 1.11835 + s_CL : 0.991346 + s_CM : 0.622844 + s_analysis_confidence : 0.188739 + s_upper_bl_H_31 : 0.0940996 + s_lower_bl_H_31 : 0.0889423 + s_lower_bl_H_0 : 0.0820131 + s_Bot_Xtr : 0.0813113 + s_lower_bl_H_1 : 0.0784021 + s_upper_bl_H_30 : 0.072914 +Epoch: 33 | Train Loss: 7.52937 | Test Loss: 7.47684 | analysis_confidence: 0.24876 | CL: 0.0407397 | ln_CD: 0.0843639 | CM: 0.00703652 | Top_Xtr: 0.0378054 | Bot_Xtr: 0.0439413 +Loss contributors: + s_ln_CD : 1.09626 + s_CL : 0.975136 + s_CM : 0.58658 + s_analysis_confidence : 0.186404 + s_upper_bl_H_31 : 0.0905215 + s_lower_bl_H_31 : 0.0862929 + s_lower_bl_H_0 : 0.0815017 + s_Bot_Xtr : 0.0793837 + s_lower_bl_H_1 : 0.075506 + s_upper_bl_H_30 : 0.0701741 +Epoch: 34 | Train Loss: 7.51408 | Test Loss: 7.67761 | analysis_confidence: 0.255193 | CL: 0.0410855 | ln_CD: 0.101802 | CM: 0.00709163 | Top_Xtr: 0.0387321 | Bot_Xtr: 0.0447517 +Loss contributors: + s_ln_CD : 1.27961 + s_CL : 0.995956 + s_CM : 0.591673 + s_analysis_confidence : 0.1854 + s_upper_bl_H_31 : 0.091239 + s_lower_bl_H_31 : 0.0866192 + s_lower_bl_H_0 : 0.0821078 + s_Bot_Xtr : 0.0801993 + s_lower_bl_H_1 : 0.0757262 + s_upper_bl_H_30 : 0.0706982 +Epoch: 35 | Train Loss: 7.50482 | Test Loss: 7.55093 | analysis_confidence: 0.251015 | CL: 0.0423999 | ln_CD: 0.0850032 | CM: 0.00719688 | Top_Xtr: 0.0383508 | Bot_Xtr: 0.0440485 +Loss contributors: + s_ln_CD : 1.10244 + s_CL : 1.01061 + s_CM : 0.600137 + s_analysis_confidence : 0.187138 + s_upper_bl_H_31 : 0.0930669 + s_lower_bl_H_31 : 0.0872251 + s_lower_bl_H_0 : 0.0836458 + s_Bot_Xtr : 0.0793808 + s_lower_bl_H_1 : 0.0761705 + s_upper_bl_H_30 : 0.0720699 +Epoch: 36 | Train Loss: 7.49248 | Test Loss: 7.86735 | analysis_confidence: 0.252972 | CL: 0.043006 | ln_CD: 0.0940535 | CM: 0.00707555 | Top_Xtr: 0.0398729 | Bot_Xtr: 0.0454091 +Loss contributors: + s_ln_CD : 1.15295 + s_CL : 0.993776 + s_CM : 0.594631 + s_analysis_confidence : 0.185616 + s_upper_bl_H_31 : 0.0936077 + s_lower_bl_H_31 : 0.0886136 + s_lower_bl_H_0 : 0.0829191 + s_Bot_Xtr : 0.0811531 + s_lower_bl_H_1 : 0.0770693 + s_upper_bl_H_30 : 0.072247 +Epoch: 37 | Train Loss: 7.48243 | Test Loss: 7.55338 | analysis_confidence: 0.248958 | CL: 0.0452753 | ln_CD: 0.0848588 | CM: 0.00754506 | Top_Xtr: 0.0386761 | Bot_Xtr: 0.0454158 +Loss contributors: + s_ln_CD : 1.08848 + s_CL : 1.04986 + s_CM : 0.6193 + s_analysis_confidence : 0.185448 + s_upper_bl_H_31 : 0.0883261 + s_lower_bl_H_31 : 0.0834027 + s_lower_bl_H_0 : 0.0833606 + s_Bot_Xtr : 0.0820681 + s_lower_bl_H_1 : 0.0769337 + s_upper_bl_H_30 : 0.0696646 +Epoch: 38 | Train Loss: 7.46742 | Test Loss: 7.67653 | analysis_confidence: 0.251033 | CL: 0.0411109 | ln_CD: 0.0825304 | CM: 0.00717576 | Top_Xtr: 0.0411074 | Bot_Xtr: 0.0466738 +Loss contributors: + s_ln_CD : 1.18749 + s_CL : 0.993319 + s_CM : 0.604266 + s_analysis_confidence : 0.18602 + s_upper_bl_H_31 : 0.0957469 + s_lower_bl_H_31 : 0.0865654 + s_Bot_Xtr : 0.081001 + s_lower_bl_H_0 : 0.0805785 + s_lower_bl_H_1 : 0.0755046 + s_upper_bl_H_30 : 0.0741931 +Epoch: 39 | Train Loss: 7.4583 | Test Loss: 7.53245 | analysis_confidence: 0.250544 | CL: 0.0405546 | ln_CD: 0.087546 | CM: 0.00719343 | Top_Xtr: 0.0438967 | Bot_Xtr: 0.049117 +Loss contributors: + s_ln_CD : 1.11156 + s_CL : 0.955205 + s_CM : 0.597409 + s_analysis_confidence : 0.18533 + s_upper_bl_H_31 : 0.0879057 + s_Bot_Xtr : 0.0844 + s_lower_bl_H_31 : 0.0833696 + s_lower_bl_H_0 : 0.0797432 + s_lower_bl_H_1 : 0.0747962 + s_upper_bl_H_30 : 0.0693814 +Epoch: 40 | Train Loss: 7.44886 | Test Loss: 7.6415 | analysis_confidence: 0.257768 | CL: 0.0426057 | ln_CD: 0.0832986 | CM: 0.00692607 | Top_Xtr: 0.0437323 | Bot_Xtr: 0.0493705 +Loss contributors: + s_ln_CD : 1.11944 + s_CL : 1.0237 + s_CM : 0.57984 + s_analysis_confidence : 0.187481 + s_upper_bl_H_31 : 0.0912634 + s_lower_bl_H_31 : 0.088862 + s_Bot_Xtr : 0.0862506 + s_lower_bl_H_0 : 0.0803892 + s_lower_bl_H_1 : 0.0749819 + s_upper_bl_H_30 : 0.0738546 +Epoch: 41 | Train Loss: 7.43697 | Test Loss: 7.43416 | analysis_confidence: 0.254851 | CL: 0.0404033 | ln_CD: 0.0867327 | CM: 0.00716894 | Top_Xtr: 0.0400486 | Bot_Xtr: 0.046569 +Loss contributors: + s_ln_CD : 1.09288 + s_CL : 0.948049 + s_CM : 0.5877 + s_analysis_confidence : 0.185765 + s_upper_bl_H_31 : 0.0883543 + s_lower_bl_H_31 : 0.082673 + s_lower_bl_H_0 : 0.0813371 + s_Bot_Xtr : 0.0797766 + s_lower_bl_H_1 : 0.0744329 + s_upper_bl_H_30 : 0.0684764 +Epoch: 42 | Train Loss: 7.43212 | Test Loss: 7.45703 | analysis_confidence: 0.245684 | CL: 0.040226 | ln_CD: 0.0829578 | CM: 0.00700862 | Top_Xtr: 0.0387621 | Bot_Xtr: 0.0442344 +Loss contributors: + s_ln_CD : 1.0554 + s_CL : 0.954769 + s_CM : 0.573622 + s_analysis_confidence : 0.184438 + s_upper_bl_H_31 : 0.0901386 + s_lower_bl_H_31 : 0.0823116 + s_lower_bl_H_0 : 0.0811428 + s_Bot_Xtr : 0.0793573 + s_lower_bl_H_1 : 0.0766447 + s_upper_bl_H_30 : 0.0709465 +Epoch: 43 | Train Loss: 7.41898 | Test Loss: 7.60929 | analysis_confidence: 0.251609 | CL: 0.0426995 | ln_CD: 0.0832834 | CM: 0.00706722 | Top_Xtr: 0.038066 | Bot_Xtr: 0.0437782 +Loss contributors: + s_ln_CD : 1.0823 + s_CL : 1.05308 + s_CM : 0.586601 + s_analysis_confidence : 0.185414 + s_upper_bl_H_31 : 0.0865052 + s_lower_bl_H_31 : 0.0833256 + s_lower_bl_H_0 : 0.0824604 + s_Bot_Xtr : 0.0793592 + s_lower_bl_H_1 : 0.076685 + s_upper_bl_H_30 : 0.0694954 +Epoch: 44 | Train Loss: 7.41073 | Test Loss: 7.42622 | analysis_confidence: 0.248635 | CL: 0.0401718 | ln_CD: 0.0824004 | CM: 0.00757296 | Top_Xtr: 0.0380998 | Bot_Xtr: 0.0446591 +Loss contributors: + s_ln_CD : 1.06557 + s_CL : 0.963777 + s_CM : 0.63613 + s_analysis_confidence : 0.183276 + s_upper_bl_H_31 : 0.0882829 + s_lower_bl_H_31 : 0.0832879 + s_lower_bl_H_0 : 0.0811049 + s_Bot_Xtr : 0.0799243 + s_lower_bl_H_1 : 0.0757349 + s_upper_bl_H_30 : 0.0700167 +Epoch: 45 | Train Loss: 7.40044 | Test Loss: 7.58376 | analysis_confidence: 0.250728 | CL: 0.040749 | ln_CD: 0.0844215 | CM: 0.00695288 | Top_Xtr: 0.0382405 | Bot_Xtr: 0.0431684 +Loss contributors: + s_ln_CD : 1.12447 + s_CL : 0.964152 + s_CM : 0.576745 + s_analysis_confidence : 0.184221 + s_upper_bl_H_31 : 0.0905072 + s_lower_bl_H_31 : 0.0868115 + s_lower_bl_H_0 : 0.0808812 + s_Bot_Xtr : 0.0784843 + s_lower_bl_H_1 : 0.0755806 + s_upper_bl_H_30 : 0.0708536 +Epoch: 46 | Train Loss: 7.39314 | Test Loss: 7.4629 | analysis_confidence: 0.251117 | CL: 0.0413851 | ln_CD: 0.0818627 | CM: 0.00741195 | Top_Xtr: 0.0377992 | Bot_Xtr: 0.0438272 +Loss contributors: + s_ln_CD : 1.07362 + s_CL : 0.963276 + s_CM : 0.607083 + s_analysis_confidence : 0.184276 + s_upper_bl_H_31 : 0.0858575 + s_lower_bl_H_0 : 0.0843975 + s_lower_bl_H_31 : 0.081765 + s_Bot_Xtr : 0.0768588 + s_lower_bl_H_1 : 0.0757799 + s_upper_bl_H_30 : 0.0686589 +Epoch: 47 | Train Loss: 7.38439 | Test Loss: 7.49681 | analysis_confidence: 0.25005 | CL: 0.0438527 | ln_CD: 0.0988356 | CM: 0.00743224 | Top_Xtr: 0.0376387 | Bot_Xtr: 0.04402 +Loss contributors: + s_ln_CD : 1.14587 + s_CL : 0.980953 + s_CM : 0.610028 + s_analysis_confidence : 0.183128 + s_upper_bl_H_31 : 0.0901081 + s_lower_bl_H_31 : 0.084721 + s_lower_bl_H_0 : 0.0800758 + s_Bot_Xtr : 0.0768799 + s_lower_bl_H_1 : 0.0756347 + s_upper_bl_H_30 : 0.0698021 +Epoch: 48 | Train Loss: 7.37315 | Test Loss: 7.52612 | analysis_confidence: 0.244826 | CL: 0.043866 | ln_CD: 0.0891592 | CM: 0.00697466 | Top_Xtr: 0.0379857 | Bot_Xtr: 0.0442501 +Loss contributors: + s_ln_CD : 1.1134 + s_CL : 1.00683 + s_CM : 0.573917 + s_analysis_confidence : 0.181431 + s_upper_bl_H_31 : 0.0896098 + s_lower_bl_H_31 : 0.0821128 + s_lower_bl_H_0 : 0.0806781 + s_Bot_Xtr : 0.077729 + s_lower_bl_H_1 : 0.0744084 + s_upper_bl_H_30 : 0.0717964 +Epoch: 49 | Train Loss: 7.35984 | Test Loss: 7.35584 | analysis_confidence: 0.250374 | CL: 0.0410221 | ln_CD: 0.0819322 | CM: 0.0072699 | Top_Xtr: 0.0460774 | Bot_Xtr: 0.0527883 +Loss contributors: + s_ln_CD : 1.05323 + s_CL : 0.954252 + s_CM : 0.5951 + s_analysis_confidence : 0.185123 + s_upper_bl_H_31 : 0.0896615 + s_Bot_Xtr : 0.0880672 + s_lower_bl_H_31 : 0.0841765 + s_lower_bl_H_0 : 0.0825396 + s_lower_bl_H_1 : 0.0732523 + s_upper_bl_H_30 : 0.0714327 +Epoch: 50 | Train Loss: 7.34819 | Test Loss: 7.41795 | analysis_confidence: 0.244054 | CL: 0.0423374 | ln_CD: 0.0878966 | CM: 0.00724474 | Top_Xtr: 0.0381058 | Bot_Xtr: 0.0451207 +Loss contributors: + s_ln_CD : 1.09214 + s_CL : 0.973643 + s_CM : 0.59734 + s_analysis_confidence : 0.18113 + s_upper_bl_H_31 : 0.0885902 + s_lower_bl_H_31 : 0.084425 + s_Bot_Xtr : 0.0815726 + s_lower_bl_H_0 : 0.0812873 + s_lower_bl_H_1 : 0.0748578 + s_upper_bl_H_30 : 0.0710657 +Epoch: 51 | Train Loss: 7.34235 | Test Loss: 7.33636 | analysis_confidence: 0.24662 | CL: 0.0410786 | ln_CD: 0.0822411 | CM: 0.00680828 | Top_Xtr: 0.0402234 | Bot_Xtr: 0.0462318 +Loss contributors: + s_ln_CD : 1.08387 + s_CL : 0.940762 + s_CM : 0.556932 + s_analysis_confidence : 0.181055 + s_upper_bl_H_31 : 0.0854956 + s_lower_bl_H_31 : 0.0820516 + s_lower_bl_H_0 : 0.0813582 + s_Bot_Xtr : 0.0804732 + s_lower_bl_H_1 : 0.0733594 + s_upper_bl_H_30 : 0.0686487 +Epoch: 52 | Train Loss: 7.33167 | Test Loss: 7.43372 | analysis_confidence: 0.241976 | CL: 0.0407313 | ln_CD: 0.0868826 | CM: 0.00701279 | Top_Xtr: 0.0392394 | Bot_Xtr: 0.0442413 +Loss contributors: + s_ln_CD : 1.09605 + s_CL : 0.949035 + s_CM : 0.576811 + s_analysis_confidence : 0.181874 + s_upper_bl_H_31 : 0.0901591 + s_lower_bl_H_31 : 0.0838129 + s_lower_bl_H_0 : 0.0813593 + s_Bot_Xtr : 0.0811792 + s_lower_bl_H_1 : 0.0745948 + s_upper_bl_H_30 : 0.0739593 +Epoch: 53 | Train Loss: 7.32096 | Test Loss: 7.4646 | analysis_confidence: 0.245017 | CL: 0.0409916 | ln_CD: 0.0865813 | CM: 0.00689085 | Top_Xtr: 0.0383754 | Bot_Xtr: 0.0448335 +Loss contributors: + s_ln_CD : 1.16902 + s_CL : 0.948698 + s_CM : 0.561868 + s_analysis_confidence : 0.180239 + s_upper_bl_H_31 : 0.0872149 + s_lower_bl_H_31 : 0.0863556 + s_lower_bl_H_0 : 0.083757 + s_Bot_Xtr : 0.0790801 + s_lower_bl_H_1 : 0.0772378 + s_upper_bl_H_30 : 0.0709379 +Epoch: 54 | Train Loss: 7.31487 | Test Loss: 7.47929 | analysis_confidence: 0.242772 | CL: 0.0410174 | ln_CD: 0.0805206 | CM: 0.00713062 | Top_Xtr: 0.041192 | Bot_Xtr: 0.0465038 +Loss contributors: + s_ln_CD : 1.08373 + s_CL : 0.996755 + s_CM : 0.58982 + s_analysis_confidence : 0.181072 + s_upper_bl_H_31 : 0.090227 + s_lower_bl_H_0 : 0.0822076 + s_lower_bl_H_31 : 0.0818757 + s_Bot_Xtr : 0.0811263 + s_lower_bl_H_1 : 0.0739611 + s_upper_bl_H_30 : 0.0729077 +Epoch: 55 | Train Loss: 7.30783 | Test Loss: 7.36302 | analysis_confidence: 0.243726 | CL: 0.0405568 | ln_CD: 0.0843146 | CM: 0.00730484 | Top_Xtr: 0.0365349 | Bot_Xtr: 0.0425446 +Loss contributors: + s_ln_CD : 1.06758 + s_CL : 0.935421 + s_CM : 0.597996 + s_analysis_confidence : 0.18057 + s_upper_bl_H_31 : 0.0887423 + s_lower_bl_H_31 : 0.0826931 + s_lower_bl_H_0 : 0.0819567 + s_lower_bl_H_1 : 0.0770283 + s_Bot_Xtr : 0.0750483 + s_upper_bl_H_30 : 0.0694094 +Epoch: 56 | Train Loss: 7.29668 | Test Loss: 7.37597 | analysis_confidence: 0.244845 | CL: 0.0411348 | ln_CD: 0.0854828 | CM: 0.0069902 | Top_Xtr: 0.0379269 | Bot_Xtr: 0.043816 +Loss contributors: + s_ln_CD : 1.07323 + s_CL : 0.942354 + s_CM : 0.57216 + s_analysis_confidence : 0.182456 + s_upper_bl_H_31 : 0.0839839 + s_lower_bl_H_31 : 0.080648 + s_lower_bl_H_0 : 0.0806103 + s_lower_bl_H_1 : 0.0769215 + s_Bot_Xtr : 0.0768556 + s_upper_bl_H_30 : 0.06784 +Epoch: 57 | Train Loss: 7.2876 | Test Loss: 7.32427 | analysis_confidence: 0.24021 | CL: 0.0398578 | ln_CD: 0.0808084 | CM: 0.00688175 | Top_Xtr: 0.0392253 | Bot_Xtr: 0.0455391 +Loss contributors: + s_ln_CD : 1.04064 + s_CL : 0.945688 + s_CM : 0.560152 + s_analysis_confidence : 0.179391 + s_upper_bl_H_31 : 0.0853326 + s_lower_bl_H_0 : 0.0815562 + s_lower_bl_H_31 : 0.0812516 + s_Bot_Xtr : 0.0790158 + s_lower_bl_H_1 : 0.0776941 + s_upper_bl_H_30 : 0.0678876 +Epoch: 58 | Train Loss: 7.27886 | Test Loss: 7.29163 | analysis_confidence: 0.242363 | CL: 0.0399421 | ln_CD: 0.0855731 | CM: 0.0069048 | Top_Xtr: 0.0387787 | Bot_Xtr: 0.044366 +Loss contributors: + s_ln_CD : 1.09135 + s_CL : 0.919865 + s_CM : 0.563317 + s_analysis_confidence : 0.179382 + s_upper_bl_H_31 : 0.0911775 + s_lower_bl_H_31 : 0.0848831 + s_lower_bl_H_0 : 0.0809793 + s_Bot_Xtr : 0.077099 + s_lower_bl_H_1 : 0.0736377 + s_upper_bl_H_30 : 0.0706936 +Epoch: 59 | Train Loss: 7.27127 | Test Loss: 7.31854 | analysis_confidence: 0.243608 | CL: 0.0411731 | ln_CD: 0.0871855 | CM: 0.00693227 | Top_Xtr: 0.0369053 | Bot_Xtr: 0.042313 +Loss contributors: + s_ln_CD : 1.10047 + s_CL : 0.952805 + s_CM : 0.576152 + s_analysis_confidence : 0.179606 + s_upper_bl_H_31 : 0.0874456 + s_lower_bl_H_31 : 0.0817645 + s_lower_bl_H_0 : 0.0817333 + s_Bot_Xtr : 0.0769278 + s_lower_bl_H_1 : 0.074423 + s_upper_bl_H_30 : 0.0709153 +Epoch: 60 | Train Loss: 7.2716 | Test Loss: 7.3 | analysis_confidence: 0.244511 | CL: 0.0405777 | ln_CD: 0.0823717 | CM: 0.00682831 | Top_Xtr: 0.0374565 | Bot_Xtr: 0.0424581 +Loss contributors: + s_ln_CD : 1.05361 + s_CL : 0.946077 + s_CM : 0.564594 + s_analysis_confidence : 0.180493 + s_upper_bl_H_31 : 0.0856464 + s_lower_bl_H_31 : 0.0828388 + s_lower_bl_H_0 : 0.0820738 + s_lower_bl_H_1 : 0.0754507 + s_Bot_Xtr : 0.0753564 + s_upper_bl_H_30 : 0.0682005 +Epoch: 61 | Train Loss: 7.26505 | Test Loss: 7.25388 | analysis_confidence: 0.23962 | CL: 0.0401456 | ln_CD: 0.0828966 | CM: 0.00699954 | Top_Xtr: 0.0379822 | Bot_Xtr: 0.0433318 +Loss contributors: + s_ln_CD : 1.05893 + s_CL : 0.928902 + s_CM : 0.569977 + s_analysis_confidence : 0.179122 + s_upper_bl_H_31 : 0.0902651 + s_lower_bl_H_31 : 0.086635 + s_lower_bl_H_0 : 0.0810787 + s_Bot_Xtr : 0.0767465 + s_lower_bl_H_1 : 0.0750775 + s_upper_bl_H_30 : 0.0725872 +Epoch: 62 | Train Loss: 7.25541 | Test Loss: 7.43207 | analysis_confidence: 0.245224 | CL: 0.0424116 | ln_CD: 0.083336 | CM: 0.00694951 | Top_Xtr: 0.039881 | Bot_Xtr: 0.0449614 +Loss contributors: + s_ln_CD : 1.064 + s_CL : 1.00095 + s_CM : 0.578673 + s_analysis_confidence : 0.180151 + s_upper_bl_H_31 : 0.0860183 + s_lower_bl_H_0 : 0.0831038 + s_lower_bl_H_31 : 0.0823949 + s_Bot_Xtr : 0.0786124 + s_lower_bl_H_1 : 0.0747986 + s_upper_bl_H_30 : 0.0695482 +Epoch: 63 | Train Loss: 7.24862 | Test Loss: 7.2881 | analysis_confidence: 0.242263 | CL: 0.0404921 | ln_CD: 0.0838179 | CM: 0.00690771 | Top_Xtr: 0.036816 | Bot_Xtr: 0.0420055 +Loss contributors: + s_ln_CD : 1.06945 + s_CL : 0.941792 + s_CM : 0.56048 + s_analysis_confidence : 0.179368 + s_upper_bl_H_31 : 0.0844565 + s_lower_bl_H_31 : 0.0823855 + s_lower_bl_H_0 : 0.0801527 + s_Bot_Xtr : 0.0759996 + s_lower_bl_H_1 : 0.0738414 + s_upper_bl_H_30 : 0.0682475 +Epoch: 64 | Train Loss: 7.24623 | Test Loss: 7.39311 | analysis_confidence: 0.241709 | CL: 0.0416803 | ln_CD: 0.0872743 | CM: 0.00677668 | Top_Xtr: 0.0398292 | Bot_Xtr: 0.0453548 +Loss contributors: + s_ln_CD : 1.1068 + s_CL : 0.971537 + s_CM : 0.549477 + s_analysis_confidence : 0.17973 + s_upper_bl_H_31 : 0.0863459 + s_lower_bl_H_31 : 0.083599 + s_lower_bl_H_0 : 0.0824284 + s_Bot_Xtr : 0.0784208 + s_lower_bl_H_1 : 0.0759821 + s_upper_bl_H_30 : 0.0704832 +Epoch: 65 | Train Loss: 7.23692 | Test Loss: 7.25106 | analysis_confidence: 0.248484 | CL: 0.0391882 | ln_CD: 0.0837708 | CM: 0.00694633 | Top_Xtr: 0.0389099 | Bot_Xtr: 0.0442984 +Loss contributors: + s_ln_CD : 1.08119 + s_CL : 0.923312 + s_CM : 0.567334 + s_analysis_confidence : 0.181369 + s_upper_bl_H_31 : 0.0854795 + s_Bot_Xtr : 0.0834957 + s_lower_bl_H_31 : 0.0823314 + s_lower_bl_H_0 : 0.0821437 + s_lower_bl_H_1 : 0.075206 + s_upper_bl_H_30 : 0.068813 +Epoch: 66 | Train Loss: 7.23472 | Test Loss: 7.23912 | analysis_confidence: 0.243404 | CL: 0.0403903 | ln_CD: 0.0887771 | CM: 0.00689248 | Top_Xtr: 0.0379179 | Bot_Xtr: 0.042988 +Loss contributors: + s_ln_CD : 1.08647 + s_CL : 0.919822 + s_CM : 0.566222 + s_analysis_confidence : 0.180178 + s_upper_bl_H_31 : 0.087927 + s_lower_bl_H_31 : 0.0833398 + s_lower_bl_H_0 : 0.0807336 + s_lower_bl_H_1 : 0.0749831 + s_Bot_Xtr : 0.0748444 + s_upper_bl_H_30 : 0.0693088 +Epoch: 67 | Train Loss: 7.22402 | Test Loss: 7.18948 | analysis_confidence: 0.245623 | CL: 0.0385986 | ln_CD: 0.081423 | CM: 0.00679869 | Top_Xtr: 0.0380705 | Bot_Xtr: 0.0431258 +Loss contributors: + s_ln_CD : 1.05987 + s_CL : 0.910441 + s_CM : 0.562303 + s_analysis_confidence : 0.181309 + s_upper_bl_H_31 : 0.0859174 + s_lower_bl_H_0 : 0.0839743 + s_lower_bl_H_31 : 0.0824231 + s_Bot_Xtr : 0.0770322 + s_lower_bl_H_1 : 0.0762655 + s_upper_bl_H_30 : 0.0678644 +Epoch: 68 | Train Loss: 7.21514 | Test Loss: 7.13122 | analysis_confidence: 0.237922 | CL: 0.0392032 | ln_CD: 0.0792341 | CM: 0.00673462 | Top_Xtr: 0.0364345 | Bot_Xtr: 0.0417459 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s_analysis_confidence : 0.179165 + s_upper_bl_H_31 : 0.0883869 + s_lower_bl_H_31 : 0.0822218 + s_lower_bl_H_0 : 0.0810197 + s_lower_bl_H_1 : 0.0755346 + s_Bot_Xtr : 0.074377 + s_upper_bl_H_30 : 0.069879 +Epoch: 71 | Train Loss: 7.20765 | Test Loss: 7.37963 | analysis_confidence: 0.240261 | CL: 0.0409202 | ln_CD: 0.0905456 | CM: 0.00686475 | Top_Xtr: 0.039177 | Bot_Xtr: 0.0459013 +Loss contributors: + s_ln_CD : 1.10938 + s_CL : 0.936329 + s_CM : 0.562101 + s_analysis_confidence : 0.178945 + s_upper_bl_H_31 : 0.0930925 + s_lower_bl_H_31 : 0.0857099 + s_lower_bl_H_0 : 0.0831523 + s_Bot_Xtr : 0.0788869 + s_lower_bl_H_1 : 0.075389 + s_upper_bl_H_30 : 0.0742321 +Epoch: 72 | Train Loss: 7.20006 | Test Loss: 7.18064 | analysis_confidence: 0.24676 | CL: 0.0399498 | ln_CD: 0.0856088 | CM: 0.00689196 | Top_Xtr: 0.0370194 | Bot_Xtr: 0.0423825 +Loss contributors: + s_ln_CD : 1.06607 + s_CL : 0.919642 + s_CM : 0.568429 + s_analysis_confidence : 0.180358 + s_upper_bl_H_31 : 0.0872728 + s_lower_bl_H_31 : 0.0831455 + s_lower_bl_H_0 : 0.0817528 + s_Bot_Xtr : 0.0766155 + s_lower_bl_H_1 : 0.0757997 + s_upper_bl_H_30 : 0.0693933 +Epoch: 73 | Train Loss: 7.1932 | Test Loss: 7.30917 | analysis_confidence: 0.24427 | CL: 0.0399805 | ln_CD: 0.0827311 | CM: 0.00682696 | Top_Xtr: 0.0382733 | Bot_Xtr: 0.0430437 +Loss contributors: + s_ln_CD : 1.06247 + s_CL : 0.945607 + s_CM : 0.555463 + s_analysis_confidence : 0.180378 + s_upper_bl_H_31 : 0.0905916 + s_lower_bl_H_31 : 0.084139 + s_lower_bl_H_0 : 0.0830488 + s_Bot_Xtr : 0.0780438 + s_lower_bl_H_1 : 0.0755324 + s_upper_bl_H_30 : 0.071821 +Epoch: 74 | Train Loss: 7.18549 | Test Loss: 7.19829 | analysis_confidence: 0.239203 | CL: 0.0396287 | ln_CD: 0.0800205 | CM: 0.00669887 | Top_Xtr: 0.0399855 | Bot_Xtr: 0.0453695 +Loss contributors: + s_ln_CD : 1.07776 + s_CL : 0.910716 + s_CM : 0.545886 + s_analysis_confidence : 0.18008 + s_upper_bl_H_31 : 0.0875501 + s_lower_bl_H_31 : 0.0833635 + s_lower_bl_H_0 : 0.0824351 + s_Bot_Xtr : 0.0792432 + s_lower_bl_H_1 : 0.0761083 + s_upper_bl_H_30 : 0.0705972 +Epoch: 75 | Train Loss: 7.18405 | Test Loss: 7.35145 | analysis_confidence: 0.243586 | CL: 0.0393225 | ln_CD: 0.0863123 | CM: 0.00720566 | Top_Xtr: 0.0374363 | Bot_Xtr: 0.0421819 +Loss contributors: + s_ln_CD : 1.06641 + s_CL : 0.931089 + s_CM : 0.595189 + s_analysis_confidence : 0.180568 + s_upper_bl_H_31 : 0.0869459 + s_lower_bl_H_0 : 0.0815752 + s_lower_bl_H_31 : 0.0798671 + s_lower_bl_H_1 : 0.0748623 + s_Bot_Xtr : 0.0747016 + s_upper_bl_H_30 : 0.0726713 +Epoch: 76 | Train Loss: 7.18402 | Test Loss: 7.1974 | analysis_confidence: 0.245879 | CL: 0.0396485 | ln_CD: 0.0883842 | CM: 0.00680301 | Top_Xtr: 0.0383759 | Bot_Xtr: 0.0436745 +Loss contributors: + s_ln_CD : 1.08278 + s_CL : 0.924847 + s_CM : 0.557112 + s_analysis_confidence : 0.180955 + s_upper_bl_H_31 : 0.0858019 + s_lower_bl_H_31 : 0.0821522 + s_lower_bl_H_0 : 0.0800985 + s_Bot_Xtr : 0.0775221 + s_lower_bl_H_1 : 0.0743367 + s_upper_bl_H_30 : 0.0686291 +Epoch: 77 | Train Loss: 7.17609 | Test Loss: 7.38576 | analysis_confidence: 0.246579 | CL: 0.0406802 | ln_CD: 0.0852327 | CM: 0.00676355 | Top_Xtr: 0.0365935 | Bot_Xtr: 0.041354 +Loss contributors: + s_ln_CD : 1.10012 + s_CL : 0.983219 + s_CM : 0.55913 + s_analysis_confidence : 0.181751 + s_upper_bl_H_31 : 0.0870004 + s_lower_bl_H_31 : 0.0831839 + s_lower_bl_H_0 : 0.0792372 + s_Bot_Xtr : 0.0760252 + s_lower_bl_H_1 : 0.075039 + s_upper_bl_H_30 : 0.0713557 +Epoch: 78 | Train Loss: 7.1731 | Test Loss: 7.42855 | analysis_confidence: 0.245256 | CL: 0.0412513 | ln_CD: 0.0851794 | CM: 0.00690143 | Top_Xtr: 0.0365187 | Bot_Xtr: 0.0412341 +Loss contributors: + s_ln_CD : 1.08242 + s_CL : 0.985976 + s_CM : 0.565637 + s_analysis_confidence : 0.180317 + s_upper_bl_H_31 : 0.0888095 + s_lower_bl_H_31 : 0.0835624 + s_lower_bl_H_0 : 0.0824914 + s_Bot_Xtr : 0.0752111 + s_lower_bl_H_1 : 0.073986 + s_upper_bl_H_30 : 0.0729599 +Epoch: 79 | Train Loss: 7.16866 | Test Loss: 7.15942 | analysis_confidence: 0.237712 | CL: 0.039235 | ln_CD: 0.0813443 | CM: 0.00678788 | Top_Xtr: 0.0374242 | Bot_Xtr: 0.0425004 +Loss contributors: + s_ln_CD : 1.03145 + s_CL : 0.899754 + s_CM : 0.550192 + s_analysis_confidence : 0.178686 + s_upper_bl_H_31 : 0.0834284 + s_lower_bl_H_31 : 0.0818584 + s_lower_bl_H_0 : 0.0800696 + s_Bot_Xtr : 0.0759556 + s_lower_bl_H_1 : 0.0736316 + s_upper_bl_H_30 : 0.0694481 +Epoch: 80 | Train Loss: 7.16814 | Test Loss: 7.20261 | analysis_confidence: 0.243685 | CL: 0.0421971 | ln_CD: 0.0799098 | CM: 0.00694155 | Top_Xtr: 0.0374242 | Bot_Xtr: 0.0425032 +Loss contributors: + s_ln_CD : 1.0776 + s_CL : 0.94901 + s_CM : 0.565047 + s_analysis_confidence : 0.179899 + s_upper_bl_H_31 : 0.0896811 + s_lower_bl_H_0 : 0.0827545 + s_lower_bl_H_31 : 0.0819684 + s_Bot_Xtr : 0.0775979 + s_lower_bl_H_1 : 0.0739114 + s_upper_bl_H_30 : 0.0714858 +Epoch: 81 | Train Loss: 7.15962 | Test Loss: 7.37865 | analysis_confidence: 0.242739 | CL: 0.0412763 | ln_CD: 0.0858909 | CM: 0.00696975 | Top_Xtr: 0.041079 | Bot_Xtr: 0.0446249 +Loss contributors: + s_ln_CD : 1.09524 + s_CL : 0.973803 + s_CM : 0.574701 + s_analysis_confidence : 0.18149 + s_upper_bl_H_31 : 0.0900306 + s_lower_bl_H_31 : 0.0845945 + s_lower_bl_H_0 : 0.0809643 + s_Bot_Xtr : 0.0780476 + s_lower_bl_H_1 : 0.0740942 + s_upper_bl_H_30 : 0.0731531 +Epoch: 82 | Train Loss: 7.15461 | Test Loss: 7.17564 | analysis_confidence: 0.24591 | CL: 0.0388837 | ln_CD: 0.079482 | CM: 0.00683795 | Top_Xtr: 0.0422205 | Bot_Xtr: 0.0476137 +Loss contributors: + s_ln_CD : 1.02421 + s_CL : 0.930701 + s_CM : 0.557292 + s_analysis_confidence : 0.180522 + s_upper_bl_H_31 : 0.0871414 + s_lower_bl_H_31 : 0.0815872 + s_Bot_Xtr : 0.0813746 + s_lower_bl_H_0 : 0.0797371 + s_lower_bl_H_1 : 0.0735487 + s_upper_bl_H_30 : 0.0698858 +Epoch: 83 | Train Loss: 7.15804 | Test Loss: 7.09154 | analysis_confidence: 0.245492 | CL: 0.0408539 | ln_CD: 0.0790118 | CM: 0.00681579 | Top_Xtr: 0.0379486 | Bot_Xtr: 0.0423518 +Loss contributors: + s_ln_CD : 1.01492 + s_CL : 0.923455 + s_CM : 0.548701 + s_analysis_confidence : 0.180296 + s_upper_bl_H_31 : 0.0841485 + s_lower_bl_H_0 : 0.0813443 + s_lower_bl_H_31 : 0.0803304 + s_Bot_Xtr : 0.075709 + s_lower_bl_H_1 : 0.0743287 + s_upper_bl_H_30 : 0.0674529 +Epoch: 84 | Train Loss: 7.14756 | Test Loss: 7.32568 | analysis_confidence: 0.241912 | CL: 0.039776 | ln_CD: 0.084405 | CM: 0.00680512 | Top_Xtr: 0.0384972 | Bot_Xtr: 0.0432934 +Loss contributors: + s_ln_CD : 1.07773 + s_CL : 0.943378 + s_CM : 0.557364 + s_analysis_confidence : 0.179168 + s_upper_bl_H_31 : 0.0912568 + s_lower_bl_H_31 : 0.0847659 + s_lower_bl_H_0 : 0.0800765 + s_Bot_Xtr : 0.0786868 + s_lower_bl_H_1 : 0.0736781 + s_upper_bl_H_30 : 0.0734105 +Epoch: 85 | Train Loss: 7.14897 | Test Loss: 7.46107 | analysis_confidence: 0.246275 | CL: 0.0474591 | ln_CD: 0.0897829 | CM: 0.00682706 | Top_Xtr: 0.0386036 | Bot_Xtr: 0.0433397 +Loss contributors: + s_ln_CD : 1.12358 + s_CL : 1.03379 + s_CM : 0.554797 + s_analysis_confidence : 0.181867 + s_upper_bl_H_31 : 0.0849213 + s_lower_bl_H_31 : 0.0810654 + s_lower_bl_H_0 : 0.0789374 + s_Bot_Xtr : 0.0760105 + s_lower_bl_H_1 : 0.0747575 + s_upper_bl_H_30 : 0.0691772 +Epoch: 86 | Train Loss: 7.14638 | Test Loss: 7.28537 | analysis_confidence: 0.23976 | CL: 0.0440656 | ln_CD: 0.0813835 | CM: 0.00665828 | Top_Xtr: 0.0383302 | Bot_Xtr: 0.0429242 +Loss contributors: + s_ln_CD : 1.03905 + s_CL : 1.02865 + s_CM : 0.546258 + s_analysis_confidence : 0.180304 + s_upper_bl_H_31 : 0.0851845 + s_lower_bl_H_31 : 0.0801775 + s_lower_bl_H_0 : 0.0799505 + s_Bot_Xtr : 0.0752824 + s_lower_bl_H_1 : 0.0735977 + s_upper_bl_H_30 : 0.0708583 +Epoch: 87 | Train Loss: 7.14017 | Test Loss: 7.28916 | analysis_confidence: 0.241952 | CL: 0.0436093 | ln_CD: 0.0833479 | CM: 0.00697615 | Top_Xtr: 0.0378007 | Bot_Xtr: 0.0423506 +Loss contributors: + s_ln_CD : 1.05447 + s_CL : 0.986157 + s_CM : 0.564296 + s_analysis_confidence : 0.180196 + s_upper_bl_H_31 : 0.0873309 + s_lower_bl_H_31 : 0.080301 + s_lower_bl_H_0 : 0.0793351 + s_lower_bl_H_1 : 0.0762298 + s_Bot_Xtr : 0.0744403 + s_upper_bl_H_30 : 0.0705097 +Epoch: 88 | Train Loss: 7.13908 | Test Loss: 7.26092 | analysis_confidence: 0.241497 | CL: 0.0390326 | ln_CD: 0.0939613 | CM: 0.00683906 | Top_Xtr: 0.0386063 | Bot_Xtr: 0.0430948 +Loss contributors: + s_ln_CD : 1.15261 + s_CL : 0.926675 + s_CM : 0.55497 + s_analysis_confidence : 0.181406 + s_upper_bl_H_31 : 0.0860232 + s_lower_bl_H_31 : 0.081359 + s_lower_bl_H_0 : 0.0787906 + s_Bot_Xtr : 0.0768101 + s_lower_bl_H_1 : 0.075541 + s_upper_bl_H_30 : 0.0677996 +Epoch: 89 | Train Loss: 7.12984 | Test Loss: 7.18466 | analysis_confidence: 0.243874 | CL: 0.0426087 | ln_CD: 0.0862693 | CM: 0.00687133 | Top_Xtr: 0.0376168 | Bot_Xtr: 0.0425009 +Loss contributors: + s_ln_CD : 1.07289 + s_CL : 0.961415 + s_CM : 0.560244 + s_analysis_confidence : 0.180306 + s_upper_bl_H_31 : 0.0850071 + s_lower_bl_H_31 : 0.0795975 + s_lower_bl_H_0 : 0.0781624 + s_lower_bl_H_1 : 0.0755938 + s_Bot_Xtr : 0.0741859 + s_upper_bl_H_30 : 0.0694055 +Epoch: 90 | Train Loss: 7.1295 | Test Loss: 7.14812 | analysis_confidence: 0.24298 | CL: 0.0404362 | ln_CD: 0.0818337 | CM: 0.0067483 | Top_Xtr: 0.0366165 | Bot_Xtr: 0.0406458 +Loss contributors: + s_ln_CD : 1.02992 + s_CL : 0.931841 + s_CM : 0.550647 + s_analysis_confidence : 0.180455 + s_upper_bl_H_31 : 0.0850346 + s_lower_bl_H_31 : 0.0797387 + s_lower_bl_H_0 : 0.0788244 + s_lower_bl_H_1 : 0.0739686 + s_Bot_Xtr : 0.0732498 + s_upper_bl_H_30 : 0.0688944 +Epoch: 91 | Train Loss: 7.1268 | Test Loss: 7.19629 | analysis_confidence: 0.24527 | CL: 0.0387836 | ln_CD: 0.0833151 | CM: 0.00683954 | Top_Xtr: 0.0379502 | Bot_Xtr: 0.0428963 +Loss contributors: + s_ln_CD : 1.07385 + s_CL : 0.915962 + s_CM : 0.562405 + s_analysis_confidence : 0.179785 + s_upper_bl_H_31 : 0.0878902 + s_lower_bl_H_31 : 0.0827698 + s_lower_bl_H_0 : 0.0785492 + s_lower_bl_H_1 : 0.07576 + s_Bot_Xtr : 0.0750374 + s_upper_bl_H_30 : 0.069831 +Epoch: 92 | Train Loss: 7.12761 | Test Loss: 7.36365 | analysis_confidence: 0.24163 | CL: 0.0393593 | ln_CD: 0.0869049 | CM: 0.00725616 | Top_Xtr: 0.0427594 | Bot_Xtr: 0.049069 +Loss contributors: + s_ln_CD : 1.08663 + s_CL : 0.927338 + s_CM : 0.588211 + s_analysis_confidence : 0.179043 + s_upper_bl_H_31 : 0.0856495 + s_Bot_Xtr : 0.0846023 + s_lower_bl_H_31 : 0.0809944 + s_lower_bl_H_0 : 0.078316 + s_lower_bl_H_1 : 0.0763085 + s_upper_bl_H_30 : 0.0676579 +Epoch: 93 | Train Loss: 7.11842 | Test Loss: 7.20399 | analysis_confidence: 0.245867 | CL: 0.0408046 | ln_CD: 0.0837262 | CM: 0.00724256 | Top_Xtr: 0.0377897 | Bot_Xtr: 0.0422951 +Loss contributors: + s_ln_CD : 1.04504 + s_CL : 0.93776 + s_CM : 0.602565 + s_analysis_confidence : 0.181069 + s_upper_bl_H_31 : 0.0843689 + s_lower_bl_H_31 : 0.0808112 + s_lower_bl_H_0 : 0.0790836 + s_Bot_Xtr : 0.0781179 + s_lower_bl_H_1 : 0.0754159 + s_upper_bl_H_30 : 0.0666593 +Epoch: 94 | Train Loss: 7.11614 | Test Loss: 7.19726 | analysis_confidence: 0.244013 | CL: 0.0395378 | ln_CD: 0.0790682 | CM: 0.00685553 | Top_Xtr: 0.038273 | Bot_Xtr: 0.0424237 +Loss contributors: + s_ln_CD : 1.1151 + s_CL : 0.937094 + s_CM : 0.557683 + s_analysis_confidence : 0.180167 + s_upper_bl_H_31 : 0.0865132 + s_lower_bl_H_31 : 0.080309 + s_lower_bl_H_0 : 0.0769075 + s_Bot_Xtr : 0.0767173 + s_lower_bl_H_1 : 0.0721726 + s_upper_bl_H_30 : 0.0699146 +Epoch: 95 | Train Loss: 7.11789 | Test Loss: 7.04259 | analysis_confidence: 0.241081 | CL: 0.0381011 | ln_CD: 0.080283 | CM: 0.00681064 | Top_Xtr: 0.0382898 | Bot_Xtr: 0.0434852 +Loss contributors: + s_ln_CD : 1.01896 + s_CL : 0.898398 + s_CM : 0.558137 + s_analysis_confidence : 0.179392 + s_upper_bl_H_31 : 0.0823726 + s_lower_bl_H_31 : 0.0793683 + s_lower_bl_H_0 : 0.0762081 + s_Bot_Xtr : 0.0758194 + s_lower_bl_H_1 : 0.0741086 + s_upper_bl_H_30 : 0.0667479 +Epoch: 96 | Train Loss: 7.11497 | Test Loss: 7.15485 | analysis_confidence: 0.246501 | CL: 0.0417579 | ln_CD: 0.0804397 | CM: 0.00697654 | Top_Xtr: 0.0390789 | Bot_Xtr: 0.0424441 +Loss contributors: + s_ln_CD : 1.04084 + s_CL : 0.946244 + s_CM : 0.566978 + s_analysis_confidence : 0.181773 + s_upper_bl_H_31 : 0.08258 + s_lower_bl_H_31 : 0.0800223 + s_lower_bl_H_0 : 0.0775481 + s_Bot_Xtr : 0.0744949 + s_lower_bl_H_1 : 0.07446 + s_upper_bl_H_30 : 0.0665217 +Epoch: 97 | Train Loss: 7.10576 | Test Loss: 7.5818 | analysis_confidence: 0.24566 | CL: 0.0456545 | ln_CD: 0.0889595 | CM: 0.00705292 | Top_Xtr: 0.0365118 | Bot_Xtr: 0.0413073 +Loss contributors: + s_ln_CD : 1.14518 + s_CL : 1.09776 + s_CM : 0.577632 + s_analysis_confidence : 0.181322 + s_upper_bl_H_31 : 0.0829388 + s_lower_bl_H_31 : 0.0789808 + s_lower_bl_H_0 : 0.0756418 + s_Bot_Xtr : 0.0751261 + s_lower_bl_H_1 : 0.0728535 + s_upper_bl_H_30 : 0.0672176 +Epoch: 98 | Train Loss: 7.1095 | Test Loss: 7.24989 | analysis_confidence: 0.244065 | CL: 0.0393179 | ln_CD: 0.0901023 | CM: 0.00681735 | Top_Xtr: 0.036618 | Bot_Xtr: 0.0412981 +Loss contributors: + s_ln_CD : 1.11205 + s_CL : 0.917991 + s_CM : 0.559048 + s_analysis_confidence : 0.180969 + s_upper_bl_H_31 : 0.086633 + s_lower_bl_H_31 : 0.0849227 + s_lower_bl_H_0 : 0.0771319 + s_Bot_Xtr : 0.074523 + s_lower_bl_H_1 : 0.072487 + s_upper_bl_H_30 : 0.069032 +Epoch: 99 | Train Loss: 7.10548 | Test Loss: 7.16382 | analysis_confidence: 0.242617 | CL: 0.0406291 | ln_CD: 0.086105 | CM: 0.00677777 | Top_Xtr: 0.0379525 | Bot_Xtr: 0.042546 +Loss contributors: + s_ln_CD : 1.04447 + s_CL : 0.931813 + s_CM : 0.552566 + s_analysis_confidence : 0.179632 + s_upper_bl_H_31 : 0.0904741 + s_lower_bl_H_31 : 0.0845479 + s_Bot_Xtr : 0.079341 + s_lower_bl_H_0 : 0.075587 + s_upper_bl_H_30 : 0.0731165 + s_lower_bl_H_1 : 0.0717657 +Epoch: 100 | Train Loss: 7.09591 | Test Loss: 7.15792 | analysis_confidence: 0.243537 | CL: 0.0405632 | ln_CD: 0.0820593 | CM: 0.00696909 | Top_Xtr: 0.040899 | Bot_Xtr: 0.0456095 +Loss contributors: + s_ln_CD : 1.03509 + s_CL : 0.958695 + s_CM : 0.574761 + s_analysis_confidence : 0.181302 + s_upper_bl_H_31 : 0.0879842 + s_lower_bl_H_31 : 0.0810981 + s_Bot_Xtr : 0.0776182 + s_lower_bl_H_0 : 0.0751061 + s_lower_bl_H_1 : 0.0743242 + s_upper_bl_H_30 : 0.0702014 +Epoch: 101 | Train Loss: 7.10346 | Test Loss: 7.30027 | analysis_confidence: 0.239409 | CL: 0.0400412 | ln_CD: 0.0952182 | CM: 0.00698714 | Top_Xtr: 0.0370974 | Bot_Xtr: 0.0417994 +Loss contributors: + s_ln_CD : 1.12498 + s_CL : 0.929934 + s_CM : 0.574294 + s_analysis_confidence : 0.178915 + s_upper_bl_H_31 : 0.0871588 + s_Bot_Xtr : 0.0818444 + s_lower_bl_H_31 : 0.0794173 + s_lower_bl_H_0 : 0.0767129 + s_lower_bl_H_1 : 0.0762363 + s_upper_bl_H_30 : 0.0714307 +Epoch: 102 | Train Loss: 7.09623 | Test Loss: 7.36028 | analysis_confidence: 0.242409 | CL: 0.0408112 | ln_CD: 0.0843166 | CM: 0.00691454 | Top_Xtr: 0.0378216 | Bot_Xtr: 0.0414853 +Loss contributors: + s_ln_CD : 1.05792 + s_CL : 0.987619 + s_CM : 0.567062 + s_analysis_confidence : 0.179363 + s_upper_bl_H_31 : 0.0878248 + s_lower_bl_H_31 : 0.0822589 + s_lower_bl_H_0 : 0.0767799 + s_Bot_Xtr : 0.0764281 + s_lower_bl_H_1 : 0.0732623 + s_upper_bl_H_30 : 0.069689 +Epoch: 103 | Train Loss: 7.09182 | Test Loss: 7.10515 | analysis_confidence: 0.244554 | CL: 0.0385021 | ln_CD: 0.0780441 | CM: 0.00683274 | Top_Xtr: 0.037115 | Bot_Xtr: 0.0415452 +Loss contributors: + s_ln_CD : 1.02686 + s_CL : 0.922455 + s_CM : 0.555871 + s_analysis_confidence : 0.180451 + s_upper_bl_H_31 : 0.0872633 + s_lower_bl_H_31 : 0.0808476 + s_lower_bl_H_0 : 0.0758358 + s_Bot_Xtr : 0.0745318 + s_lower_bl_H_1 : 0.0717338 + s_upper_bl_H_30 : 0.0703658 +Epoch: 104 | Train Loss: 7.09022 | Test Loss: 7.34256 | analysis_confidence: 0.24205 | CL: 0.0438403 | ln_CD: 0.0936475 | CM: 0.00735131 | Top_Xtr: 0.0394186 | Bot_Xtr: 0.0445603 +Loss contributors: + s_ln_CD : 1.14128 + s_CL : 0.977664 + s_CM : 0.607142 + s_analysis_confidence : 0.180041 + s_upper_bl_H_31 : 0.09034 + s_lower_bl_H_31 : 0.0805735 + s_upper_bl_H_30 : 0.0754653 + s_Bot_Xtr : 0.075305 + s_lower_bl_H_0 : 0.0751196 + s_lower_bl_H_1 : 0.0732606 +Epoch: 105 | Train Loss: 7.08682 | Test Loss: 7.17663 | analysis_confidence: 0.246749 | CL: 0.0411135 | ln_CD: 0.0839117 | CM: 0.00683846 | Top_Xtr: 0.0373307 | Bot_Xtr: 0.0417045 +Loss contributors: + s_ln_CD : 1.03698 + s_CL : 0.958165 + s_CM : 0.55591 + s_analysis_confidence : 0.180799 + s_upper_bl_H_31 : 0.0875059 + s_lower_bl_H_31 : 0.0818639 + s_Bot_Xtr : 0.0768519 + s_lower_bl_H_0 : 0.0745208 + s_lower_bl_H_1 : 0.072292 + s_upper_bl_H_30 : 0.0705786 +Epoch: 106 | Train Loss: 7.08392 | Test Loss: 7.20111 | analysis_confidence: 0.240595 | CL: 0.0406948 | ln_CD: 0.0973659 | CM: 0.00685567 | Top_Xtr: 0.0386749 | Bot_Xtr: 0.0444743 +Loss contributors: + s_ln_CD : 1.14041 + s_CL : 0.920222 + s_CM : 0.555785 + s_analysis_confidence : 0.179292 + s_upper_bl_H_31 : 0.0881064 + s_lower_bl_H_31 : 0.0836252 + s_Bot_Xtr : 0.0777702 + s_lower_bl_H_0 : 0.0750543 + s_lower_bl_H_1 : 0.0722731 + s_upper_bl_H_30 : 0.0704595 +Epoch: 107 | Train Loss: 7.07982 | Test Loss: 7.16987 | analysis_confidence: 0.240978 | CL: 0.0391401 | ln_CD: 0.0931201 | CM: 0.0067598 | Top_Xtr: 0.0422442 | Bot_Xtr: 0.0473741 +Loss contributors: + s_ln_CD : 1.12815 + s_CL : 0.899167 + s_CM : 0.542011 + s_analysis_confidence : 0.179497 + s_upper_bl_H_31 : 0.0839617 + s_Bot_Xtr : 0.0820786 + s_lower_bl_H_31 : 0.0791934 + s_lower_bl_H_0 : 0.0753066 + s_lower_bl_H_1 : 0.072739 + s_upper_bl_H_30 : 0.0675632 +Epoch: 108 | Train Loss: 7.08044 | Test Loss: 7.11705 | analysis_confidence: 0.239625 | CL: 0.0392642 | ln_CD: 0.0782061 | CM: 0.00685562 | Top_Xtr: 0.0396382 | Bot_Xtr: 0.0441749 +Loss contributors: + s_ln_CD : 1.03768 + s_CL : 0.915833 + s_CM : 0.557461 + s_analysis_confidence : 0.178586 + s_upper_bl_H_31 : 0.0844625 + s_lower_bl_H_31 : 0.0784313 + s_Bot_Xtr : 0.0768084 + s_lower_bl_H_0 : 0.0751332 + s_lower_bl_H_1 : 0.0717301 + s_upper_bl_H_30 : 0.0688635 +Epoch: 109 | Train Loss: 7.0708 | Test Loss: 7.24863 | analysis_confidence: 0.240815 | CL: 0.041316 | ln_CD: 0.0857933 | CM: 0.00686247 | Top_Xtr: 0.0419487 | Bot_Xtr: 0.0455714 +Loss contributors: + s_ln_CD : 1.07647 + s_CL : 0.945921 + s_CM : 0.558725 + s_analysis_confidence : 0.177909 + s_upper_bl_H_31 : 0.0905171 + s_lower_bl_H_31 : 0.0840405 + s_Bot_Xtr : 0.0804262 + s_upper_bl_H_30 : 0.073537 + s_lower_bl_H_0 : 0.0728361 + s_lower_bl_H_1 : 0.0707058 +Epoch: 110 | Train Loss: 7.07315 | Test Loss: 7.16886 | analysis_confidence: 0.242312 | CL: 0.0390187 | ln_CD: 0.0903234 | CM: 0.00686376 | Top_Xtr: 0.0368464 | Bot_Xtr: 0.041345 +Loss contributors: + s_ln_CD : 1.09672 + s_CL : 0.909751 + s_CM : 0.554199 + s_analysis_confidence : 0.179751 + s_upper_bl_H_31 : 0.0859986 + s_lower_bl_H_31 : 0.0815232 + s_lower_bl_H_1 : 0.075245 + s_Bot_Xtr : 0.0738918 + s_lower_bl_H_0 : 0.0726869 + s_upper_bl_H_30 : 0.0681264 +Epoch: 111 | Train Loss: 7.06422 | Test Loss: 7.11333 | analysis_confidence: 0.241229 | CL: 0.0397481 | ln_CD: 0.0821874 | CM: 0.00741315 | Top_Xtr: 0.0381497 | Bot_Xtr: 0.0424201 +Loss contributors: + s_ln_CD : 1.04692 + s_CL : 0.914362 + s_CM : 0.604069 + s_analysis_confidence : 0.178672 + s_upper_bl_H_31 : 0.0867358 + s_lower_bl_H_31 : 0.0820526 + s_Bot_Xtr : 0.0729252 + s_lower_bl_H_0 : 0.0721599 + s_lower_bl_H_1 : 0.0709129 + s_upper_bl_H_30 : 0.070802 +Epoch: 112 | Train Loss: 7.06537 | Test Loss: 7.14952 | analysis_confidence: 0.240903 | CL: 0.0385693 | ln_CD: 0.0906607 | CM: 0.00709089 | Top_Xtr: 0.0440843 | Bot_Xtr: 0.0464311 +Loss contributors: + s_ln_CD : 1.11003 + s_CL : 0.909813 + s_CM : 0.5802 + s_analysis_confidence : 0.178094 + s_upper_bl_H_31 : 0.0865677 + s_lower_bl_H_31 : 0.0832972 + s_Bot_Xtr : 0.0771664 + s_lower_bl_H_0 : 0.0714914 + s_lower_bl_H_1 : 0.0711095 + s_upper_bl_H_30 : 0.0694104 +Epoch: 113 | Train Loss: 7.06239 | Test Loss: 7.19883 | analysis_confidence: 0.24541 | CL: 0.0419406 | ln_CD: 0.0835662 | CM: 0.0072014 | Top_Xtr: 0.0382246 | Bot_Xtr: 0.041932 +Loss contributors: + s_ln_CD : 1.06398 + s_CL : 0.953788 + s_CM : 0.579318 + s_analysis_confidence : 0.179434 + s_upper_bl_H_31 : 0.0864414 + s_lower_bl_H_31 : 0.080643 + s_Bot_Xtr : 0.0744035 + s_upper_bl_H_30 : 0.0724494 + s_lower_bl_H_0 : 0.0721871 + s_lower_bl_H_1 : 0.0703649 +Epoch: 114 | Train Loss: 7.05812 | Test Loss: 7.0482 | analysis_confidence: 0.23978 | CL: 0.0388988 | ln_CD: 0.0793882 | CM: 0.00668999 | Top_Xtr: 0.0410426 | Bot_Xtr: 0.0436618 +Loss contributors: + s_ln_CD : 1.0405 + s_CL : 0.914823 + s_CM : 0.539701 + s_analysis_confidence : 0.17806 + s_upper_bl_H_31 : 0.0837624 + s_lower_bl_H_31 : 0.0795301 + s_Bot_Xtr : 0.0753897 + s_lower_bl_H_1 : 0.0708161 + s_lower_bl_H_0 : 0.0693332 + s_upper_bl_H_30 : 0.0678146 +Epoch: 115 | Train Loss: 7.05188 | Test Loss: 7.18638 | analysis_confidence: 0.238963 | CL: 0.0396767 | ln_CD: 0.0869218 | CM: 0.00675766 | Top_Xtr: 0.0387285 | Bot_Xtr: 0.0435481 +Loss contributors: + s_ln_CD : 1.07348 + s_CL : 0.921647 + s_CM : 0.556853 + s_analysis_confidence : 0.17875 + s_upper_bl_H_31 : 0.0830842 + s_lower_bl_H_31 : 0.0781502 + s_Bot_Xtr : 0.0756293 + s_lower_bl_H_1 : 0.0716079 + s_lower_bl_H_0 : 0.0710945 + s_upper_bl_H_30 : 0.0675047 +Epoch: 116 | Train Loss: 7.05126 | Test Loss: 7.38076 | analysis_confidence: 0.237885 | CL: 0.0421468 | ln_CD: 0.0891731 | CM: 0.00699327 | Top_Xtr: 0.0376879 | Bot_Xtr: 0.0421466 +Loss contributors: + s_ln_CD : 1.08809 + s_CL : 0.966603 + s_CM : 0.580721 + s_analysis_confidence : 0.178016 + s_upper_bl_H_31 : 0.0889244 + s_lower_bl_H_31 : 0.0827911 + s_Bot_Xtr : 0.0788069 + s_lower_bl_H_1 : 0.0763987 + s_lower_bl_H_0 : 0.0735463 + s_upper_bl_H_30 : 0.0718226 +Epoch: 117 | Train Loss: 7.0557 | Test Loss: 7.13397 | analysis_confidence: 0.239261 | CL: 0.0412986 | ln_CD: 0.0811202 | CM: 0.00694277 | Top_Xtr: 0.0373363 | Bot_Xtr: 0.0412786 +Loss contributors: + s_ln_CD : 1.03817 + s_CL : 0.956861 + s_CM : 0.560864 + s_analysis_confidence : 0.179593 + s_upper_bl_H_31 : 0.0844061 + s_lower_bl_H_31 : 0.0793369 + s_Bot_Xtr : 0.0724566 + s_lower_bl_H_1 : 0.0689693 + s_lower_bl_H_0 : 0.0688521 + s_upper_bl_H_30 : 0.0681904 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0.241536 | CL: 0.0386923 | ln_CD: 0.0837199 | CM: 0.00684575 | Top_Xtr: 0.0372806 | Bot_Xtr: 0.0413627 +Loss contributors: + s_ln_CD : 1.06738 + s_CL : 0.895344 + s_CM : 0.557168 + s_analysis_confidence : 0.180137 + s_upper_bl_H_31 : 0.0852346 + s_lower_bl_H_31 : 0.0789609 + s_Bot_Xtr : 0.0737945 + s_lower_bl_H_1 : 0.0702596 + s_upper_bl_H_30 : 0.0684945 + s_lower_bl_H_0 : 0.0683274 +Epoch: 121 | Train Loss: 7.03939 | Test Loss: 7.07932 | analysis_confidence: 0.23571 | CL: 0.039361 | ln_CD: 0.0795364 | CM: 0.00684772 | Top_Xtr: 0.0377426 | Bot_Xtr: 0.0414286 +Loss contributors: + s_ln_CD : 1.01797 + s_CL : 0.924067 + s_CM : 0.558457 + s_analysis_confidence : 0.177581 + s_upper_bl_H_31 : 0.0833143 + s_lower_bl_H_31 : 0.0794034 + s_Bot_Xtr : 0.0751277 + s_lower_bl_H_1 : 0.0684086 + s_upper_bl_H_30 : 0.0681528 + s_lower_bl_H_0 : 0.0676231 +Epoch: 122 | Train Loss: 7.04098 | Test Loss: 7.20223 | analysis_confidence: 0.246202 | CL: 0.0431528 | ln_CD: 0.0836473 | CM: 0.00690799 | Top_Xtr: 0.0369022 | Bot_Xtr: 0.0418408 +Loss contributors: + s_ln_CD : 1.04405 + s_CL : 0.965942 + s_CM : 0.56743 + s_analysis_confidence : 0.18115 + s_upper_bl_H_31 : 0.0871655 + s_lower_bl_H_31 : 0.0781179 + s_Bot_Xtr : 0.074644 + s_upper_bl_H_30 : 0.0708645 + s_lower_bl_H_1 : 0.0690266 + s_lower_bl_H_0 : 0.0677045 +Epoch: 123 | Train Loss: 7.03489 | Test Loss: 7.0218 | analysis_confidence: 0.242201 | CL: 0.0395862 | ln_CD: 0.086398 | CM: 0.006852 | Top_Xtr: 0.0377196 | Bot_Xtr: 0.0419631 +Loss contributors: + s_ln_CD : 1.05462 + s_CL : 0.910309 + s_CM : 0.552461 + s_analysis_confidence : 0.179317 + s_upper_bl_H_31 : 0.0848848 + s_lower_bl_H_31 : 0.0791624 + s_Bot_Xtr : 0.0735991 + s_lower_bl_H_0 : 0.0686347 + s_upper_bl_H_30 : 0.067875 + s_lower_bl_H_1 : 0.0674344 +Epoch: 124 | Train Loss: 7.03242 | Test Loss: 7.0235 | analysis_confidence: 0.240972 | CL: 0.0398673 | ln_CD: 0.0793577 | CM: 0.00679704 | Top_Xtr: 0.0374273 | Bot_Xtr: 0.0428339 +Loss contributors: + s_ln_CD : 1.0171 + s_CL : 0.927911 + s_CM : 0.554981 + s_analysis_confidence : 0.177818 + s_upper_bl_H_31 : 0.0851234 + s_lower_bl_H_31 : 0.0784626 + s_Bot_Xtr : 0.0766392 + s_upper_bl_H_30 : 0.0706048 + s_lower_bl_H_1 : 0.067573 + s_lower_bl_H_0 : 0.0667573 +Epoch: 125 | Train Loss: 7.02766 | Test Loss: 7.1882 | analysis_confidence: 0.241565 | CL: 0.0393737 | ln_CD: 0.0808924 | CM: 0.00696174 | Top_Xtr: 0.0379957 | Bot_Xtr: 0.0429978 +Loss contributors: + s_ln_CD : 1.03859 + s_CL : 0.947487 + s_CM : 0.577655 + s_analysis_confidence : 0.178208 + s_upper_bl_H_31 : 0.0855643 + s_lower_bl_H_31 : 0.0780773 + s_Bot_Xtr : 0.0748354 + s_upper_bl_H_30 : 0.0699007 + s_lower_bl_H_0 : 0.0671145 + s_lower_bl_H_1 : 0.0661718 +Epoch: 126 | Train Loss: 7.03094 | Test Loss: 7.09389 | analysis_confidence: 0.2406 | CL: 0.0409586 | ln_CD: 0.0825971 | CM: 0.00710763 | Top_Xtr: 0.0390262 | Bot_Xtr: 0.0434052 +Loss contributors: + s_ln_CD : 1.02223 + s_CL : 0.948535 + s_CM : 0.570992 + s_analysis_confidence : 0.183976 + s_upper_bl_H_31 : 0.0837284 + s_lower_bl_H_31 : 0.0786659 + s_Bot_Xtr : 0.0756889 + s_upper_bl_H_30 : 0.0679321 + s_lower_bl_H_0 : 0.0663693 + s_lower_bl_H_1 : 0.0653971 +Epoch: 127 | Train Loss: 7.01868 | Test Loss: 7.02164 | analysis_confidence: 0.242512 | CL: 0.0389809 | ln_CD: 0.0815865 | CM: 0.00687073 | Top_Xtr: 0.0413511 | Bot_Xtr: 0.0450939 +Loss contributors: + s_ln_CD : 1.02116 + s_CL : 0.91244 + s_CM : 0.560602 + s_analysis_confidence : 0.17947 + s_upper_bl_H_31 : 0.0881887 + s_lower_bl_H_31 : 0.0819865 + s_Bot_Xtr : 0.075868 + s_upper_bl_H_30 : 0.0709657 + s_lower_bl_H_0 : 0.0684057 + s_lower_bl_H_1 : 0.0682187 +Epoch: 128 | Train Loss: 7.02205 | Test Loss: 6.96255 | analysis_confidence: 0.247286 | CL: 0.0395336 | ln_CD: 0.0792756 | CM: 0.0069089 | Top_Xtr: 0.0386339 | Bot_Xtr: 0.0427912 +Loss contributors: + s_ln_CD : 1.00133 + s_CL : 0.897624 + s_CM : 0.557984 + s_analysis_confidence : 0.181539 + s_upper_bl_H_31 : 0.0843141 + s_lower_bl_H_31 : 0.0805851 + s_Bot_Xtr : 0.0748068 + s_upper_bl_H_30 : 0.0681175 + s_lower_bl_H_0 : 0.0666692 + s_lower_bl_H_1 : 0.0658548 +Epoch: 129 | Train Loss: 7.01542 | Test Loss: 7.04225 | analysis_confidence: 0.244417 | CL: 0.0401483 | ln_CD: 0.0833938 | CM: 0.00710351 | Top_Xtr: 0.0387296 | Bot_Xtr: 0.0431892 +Loss contributors: + s_ln_CD : 1.03844 + s_CL : 0.928734 + s_CM : 0.56956 + s_analysis_confidence : 0.182069 + s_upper_bl_H_31 : 0.0840536 + s_lower_bl_H_31 : 0.077871 + s_Bot_Xtr : 0.0753434 + s_upper_bl_H_30 : 0.0693513 + s_lower_bl_H_0 : 0.067303 + s_lower_bl_H_1 : 0.0648778 +Epoch: 130 | Train Loss: 7.01826 | Test Loss: 7.06607 | analysis_confidence: 0.2446 | CL: 0.0379947 | ln_CD: 0.0859527 | CM: 0.00663724 | Top_Xtr: 0.0384626 | Bot_Xtr: 0.0424868 +Loss contributors: + s_ln_CD : 1.06733 + s_CL : 0.892025 + s_CM : 0.53875 + s_analysis_confidence : 0.180686 + s_upper_bl_H_31 : 0.0821414 + s_lower_bl_H_31 : 0.0781882 + s_Bot_Xtr : 0.0760877 + s_lower_bl_H_0 : 0.0678745 + s_lower_bl_H_1 : 0.0677159 + s_upper_bl_H_30 : 0.0670342 +Epoch: 131 | Train Loss: 7.01411 | Test Loss: 7.01628 | analysis_confidence: 0.248505 | CL: 0.0382922 | ln_CD: 0.0781197 | CM: 0.00658828 | Top_Xtr: 0.037851 | Bot_Xtr: 0.0426363 +Loss contributors: + s_ln_CD : 1.03323 + s_CL : 0.907585 + s_CM : 0.535659 + s_analysis_confidence : 0.18271 + s_upper_bl_H_31 : 0.0826857 + s_lower_bl_H_31 : 0.0790382 + s_Bot_Xtr : 0.0762057 + s_upper_bl_H_30 : 0.0676876 + s_lower_bl_H_0 : 0.0676369 + s_lower_bl_H_1 : 0.0667149 +Epoch: 132 | Train Loss: 7.01372 | Test Loss: 7.069 | analysis_confidence: 0.241289 | CL: 0.0391023 | ln_CD: 0.0790103 | CM: 0.00675451 | Top_Xtr: 0.0420265 | Bot_Xtr: 0.0449814 +Loss contributors: + s_ln_CD : 1.03934 + s_CL : 0.910146 + s_CM : 0.547998 + s_analysis_confidence : 0.18004 + s_upper_bl_H_31 : 0.0843907 + s_lower_bl_H_31 : 0.079493 + s_Bot_Xtr : 0.0758749 + s_upper_bl_H_30 : 0.0688657 + s_lower_bl_H_0 : 0.0662314 + s_lower_bl_H_1 : 0.0651922 +Epoch: 133 | Train Loss: 7.00716 | Test Loss: 6.88321 | analysis_confidence: 0.244538 | CL: 0.0387359 | ln_CD: 0.0767389 | CM: 0.00658967 | Top_Xtr: 0.0382942 | Bot_Xtr: 0.0417955 +Loss contributors: + s_ln_CD : 0.988258 + s_CL : 0.905679 + s_CM : 0.532615 + s_analysis_confidence : 0.17954 + s_upper_bl_H_31 : 0.0839691 + s_lower_bl_H_31 : 0.0788655 + s_Bot_Xtr : 0.0730617 + s_upper_bl_H_30 : 0.0679174 + s_lower_bl_H_1 : 0.0676334 + s_lower_bl_H_0 : 0.0665507 +Epoch: 134 | Train Loss: 7.00928 | Test Loss: 7.02434 | analysis_confidence: 0.242616 | CL: 0.0386448 | ln_CD: 0.0821192 | CM: 0.00684558 | Top_Xtr: 0.0456815 | Bot_Xtr: 0.0523451 +Loss contributors: + s_ln_CD : 1.03452 + s_CL : 0.902886 + s_CM : 0.551171 + s_analysis_confidence : 0.179349 + s_Bot_Xtr : 0.0856999 + s_upper_bl_H_31 : 0.0803435 + s_lower_bl_H_31 : 0.0778816 + s_lower_bl_H_0 : 0.0668442 + s_upper_bl_H_30 : 0.0654401 + s_lower_bl_H_1 : 0.0651353 +Epoch: 135 | Train Loss: 7.00534 | Test Loss: 6.99734 | analysis_confidence: 0.243458 | CL: 0.0393583 | ln_CD: 0.0796033 | CM: 0.00674987 | Top_Xtr: 0.0388932 | Bot_Xtr: 0.0422597 +Loss contributors: + s_ln_CD : 1.01242 + s_CL : 0.909214 + s_CM : 0.547352 + s_analysis_confidence : 0.180329 + s_upper_bl_H_31 : 0.0847626 + s_lower_bl_H_31 : 0.0780471 + s_Bot_Xtr : 0.0729204 + s_upper_bl_H_30 : 0.0691323 + s_lower_bl_H_1 : 0.0673482 + s_lower_bl_H_0 : 0.0668468 +Epoch: 136 | Train Loss: 7.00432 | Test Loss: 7.14081 | analysis_confidence: 0.245921 | CL: 0.0415579 | ln_CD: 0.0802607 | CM: 0.00658928 | Top_Xtr: 0.0376356 | Bot_Xtr: 0.0416413 +Loss contributors: + s_ln_CD : 1.04531 + s_CL : 0.93903 + s_CM : 0.541415 + s_analysis_confidence : 0.180854 + s_upper_bl_H_31 : 0.0825177 + s_lower_bl_H_31 : 0.0793824 + s_Bot_Xtr : 0.074167 + s_upper_bl_H_30 : 0.0692671 + s_lower_bl_H_0 : 0.0677116 + s_lower_bl_H_1 : 0.0670376 +Epoch: 137 | Train Loss: 6.99998 | Test Loss: 7.08633 | analysis_confidence: 0.241228 | CL: 0.0398224 | ln_CD: 0.0847407 | CM: 0.0067232 | Top_Xtr: 0.044379 | Bot_Xtr: 0.049274 +Loss contributors: + s_ln_CD : 1.08271 + s_CL : 0.920811 + s_CM : 0.546785 + s_analysis_confidence : 0.1791 + s_upper_bl_H_31 : 0.085176 + s_Bot_Xtr : 0.0802222 + s_lower_bl_H_31 : 0.0775989 + s_upper_bl_H_30 : 0.069825 + s_lower_bl_H_0 : 0.0680143 + s_lower_bl_H_1 : 0.0663777 +Epoch: 138 | Train Loss: 6.99677 | Test Loss: 7.27742 | analysis_confidence: 0.238823 | CL: 0.0410156 | ln_CD: 0.0833157 | CM: 0.00683311 | Top_Xtr: 0.0378339 | Bot_Xtr: 0.0430354 +Loss contributors: + s_ln_CD : 1.0627 + s_CL : 0.968458 + s_CM : 0.548322 + s_analysis_confidence : 0.178944 + s_upper_bl_H_31 : 0.081391 + s_lower_bl_H_31 : 0.0786308 + s_Bot_Xtr : 0.0765489 + s_lower_bl_H_0 : 0.069632 + s_lower_bl_H_1 : 0.0680702 + s_upper_bl_H_30 : 0.067426 +Epoch: 139 | Train Loss: 7.00191 | Test Loss: 7.04873 | analysis_confidence: 0.240934 | CL: 0.0399299 | ln_CD: 0.0835878 | CM: 0.00673292 | Top_Xtr: 0.037082 | Bot_Xtr: 0.0412368 +Loss contributors: + s_ln_CD : 1.05905 + s_CL : 0.9224 + s_CM : 0.542538 + s_analysis_confidence : 0.182684 + s_upper_bl_H_31 : 0.0845547 + s_lower_bl_H_31 : 0.0802706 + s_Bot_Xtr : 0.0725955 + s_upper_bl_H_30 : 0.0674755 + s_lower_bl_H_0 : 0.0669775 + s_lower_bl_H_1 : 0.0660607 +Epoch: 140 | Train Loss: 6.99473 | Test Loss: 7.02365 | analysis_confidence: 0.242721 | CL: 0.0388515 | ln_CD: 0.081342 | CM: 0.00654427 | Top_Xtr: 0.0367462 | Bot_Xtr: 0.0420054 +Loss contributors: + s_ln_CD : 1.02452 + s_CL : 0.905877 + s_CM : 0.528711 + s_analysis_confidence : 0.179428 + s_upper_bl_H_31 : 0.083243 + s_lower_bl_H_31 : 0.0787903 + s_Bot_Xtr : 0.075048 + s_lower_bl_H_0 : 0.0686907 + s_upper_bl_H_30 : 0.0683303 + s_lower_bl_H_1 : 0.066895 +Epoch: 141 | Train Loss: 6.99409 | Test Loss: 7.03365 | analysis_confidence: 0.244169 | CL: 0.0401732 | ln_CD: 0.0808965 | CM: 0.00657443 | Top_Xtr: 0.0393727 | Bot_Xtr: 0.0437487 +Loss contributors: + s_ln_CD : 1.03575 + s_CL : 0.923749 + s_CM : 0.531857 + s_analysis_confidence : 0.180341 + s_upper_bl_H_31 : 0.0817161 + s_lower_bl_H_31 : 0.0768121 + s_Bot_Xtr : 0.0740591 + s_lower_bl_H_0 : 0.0676798 + s_upper_bl_H_30 : 0.0671058 + s_lower_bl_H_1 : 0.0661848 +Epoch: 142 | Train Loss: 6.99315 | Test Loss: 7.07547 | analysis_confidence: 0.242097 | CL: 0.0395622 | ln_CD: 0.0801447 | CM: 0.00677778 | Top_Xtr: 0.0378067 | Bot_Xtr: 0.0414649 +Loss contributors: + s_ln_CD : 1.06164 + s_CL : 0.914688 + s_CM : 0.549024 + s_analysis_confidence : 0.179913 + s_upper_bl_H_31 : 0.0825029 + s_lower_bl_H_31 : 0.0787359 + s_Bot_Xtr : 0.075871 + s_lower_bl_H_1 : 0.0683616 + s_upper_bl_H_30 : 0.0670205 + s_lower_bl_H_0 : 0.0665993 +Epoch: 143 | Train Loss: 6.99482 | Test Loss: 6.95486 | analysis_confidence: 0.243181 | CL: 0.0380479 | ln_CD: 0.082503 | CM: 0.00657345 | Top_Xtr: 0.0376167 | Bot_Xtr: 0.0419355 +Loss contributors: + s_ln_CD : 1.04232 + s_CL : 0.880326 + s_CM : 0.525505 + s_analysis_confidence : 0.180915 + s_upper_bl_H_31 : 0.081473 + s_lower_bl_H_31 : 0.077136 + s_Bot_Xtr : 0.073905 + s_upper_bl_H_30 : 0.0666971 + s_lower_bl_H_1 : 0.0665508 + s_lower_bl_H_0 : 0.0665394 +Epoch: 144 | Train Loss: 6.98957 | Test Loss: 6.93563 | analysis_confidence: 0.241856 | CL: 0.0379385 | ln_CD: 0.0833639 | CM: 0.00661372 | Top_Xtr: 0.0368878 | Bot_Xtr: 0.0409078 +Loss contributors: + s_ln_CD : 1.03342 + s_CL : 0.88048 + s_CM : 0.529316 + s_analysis_confidence : 0.179954 + s_upper_bl_H_31 : 0.0807782 + s_lower_bl_H_31 : 0.0769786 + s_Bot_Xtr : 0.0731825 + s_upper_bl_H_30 : 0.0659904 + s_lower_bl_H_0 : 0.0659869 + s_lower_bl_H_1 : 0.0654543 +Epoch: 145 | Train Loss: 6.9842 | Test Loss: 7.0178 | analysis_confidence: 0.244289 | CL: 0.0401847 | ln_CD: 0.0787186 | CM: 0.00768822 | Top_Xtr: 0.040151 | Bot_Xtr: 0.0442597 +Loss contributors: + s_ln_CD : 1.01631 + s_CL : 0.921166 + s_CM : 0.624777 + s_analysis_confidence : 0.180973 + s_upper_bl_H_31 : 0.08224 + s_lower_bl_H_31 : 0.0782453 + s_Bot_Xtr : 0.0755531 + s_upper_bl_H_30 : 0.0662674 + s_lower_bl_H_1 : 0.0657583 + s_lower_bl_H_0 : 0.0656702 +Epoch: 146 | Train Loss: 6.99173 | Test Loss: 7.11419 | analysis_confidence: 0.242683 | CL: 0.0390588 | ln_CD: 0.0852236 | CM: 0.00697617 | Top_Xtr: 0.0378945 | Bot_Xtr: 0.0413983 +Loss contributors: + s_ln_CD : 1.0853 + s_CL : 0.918562 + s_CM : 0.574416 + s_analysis_confidence : 0.180152 + s_upper_bl_H_31 : 0.0876441 + s_lower_bl_H_31 : 0.0803929 + s_Bot_Xtr : 0.0731141 + s_upper_bl_H_30 : 0.0691636 + s_lower_bl_H_0 : 0.0679357 + s_lower_bl_H_1 : 0.066735 +Epoch: 147 | Train Loss: 6.99287 | Test Loss: 7.13804 | analysis_confidence: 0.246702 | CL: 0.0403449 | ln_CD: 0.0802062 | CM: 0.00661504 | Top_Xtr: 0.0434879 | Bot_Xtr: 0.0465199 +Loss contributors: + s_ln_CD : 1.06517 + s_CL : 0.949607 + s_CM : 0.533736 + s_analysis_confidence : 0.181421 + s_upper_bl_H_31 : 0.0809131 + s_Bot_Xtr : 0.0803545 + s_lower_bl_H_31 : 0.0779008 + s_upper_bl_H_30 : 0.0660418 + s_lower_bl_H_0 : 0.0652373 + s_lower_bl_H_1 : 0.0650063 +Epoch: 148 | Train Loss: 6.98797 | Test Loss: 7.02637 | analysis_confidence: 0.24612 | CL: 0.0385794 | ln_CD: 0.0808453 | CM: 0.00659827 | Top_Xtr: 0.0372962 | Bot_Xtr: 0.0411613 +Loss contributors: + s_ln_CD : 1.04837 + s_CL : 0.900877 + s_CM : 0.534305 + s_analysis_confidence : 0.18124 + s_upper_bl_H_31 : 0.080415 + s_lower_bl_H_31 : 0.0759178 + s_Bot_Xtr : 0.0731847 + s_lower_bl_H_0 : 0.0683346 + s_upper_bl_H_30 : 0.0663771 + s_lower_bl_H_1 : 0.0631028 +Epoch: 149 | Train Loss: 6.98788 | Test Loss: 7.08172 | analysis_confidence: 0.239966 | CL: 0.0408187 | ln_CD: 0.0806418 | CM: 0.00710528 | Top_Xtr: 0.0414177 | Bot_Xtr: 0.0450718 +Loss contributors: + s_ln_CD : 1.0122 + s_CL : 0.945839 + s_CM : 0.568254 + s_analysis_confidence : 0.179729 + s_upper_bl_H_31 : 0.0828961 + s_lower_bl_H_31 : 0.0779359 + s_Bot_Xtr : 0.0766554 + s_upper_bl_H_30 : 0.067652 + s_lower_bl_H_1 : 0.0673576 + s_lower_bl_H_0 : 0.0649933 +Epoch: 150 | Train Loss: 6.97927 | Test Loss: 6.93782 | analysis_confidence: 0.23996 | CL: 0.0381244 | ln_CD: 0.0825272 | CM: 0.0067368 | Top_Xtr: 0.0393093 | Bot_Xtr: 0.0436284 +Loss contributors: + s_ln_CD : 1.03808 + s_CL : 0.889914 + s_CM : 0.535627 + s_analysis_confidence : 0.180799 + s_upper_bl_H_31 : 0.0807447 + s_lower_bl_H_31 : 0.0793789 + s_Bot_Xtr : 0.076084 + s_lower_bl_H_0 : 0.0660265 + s_upper_bl_H_30 : 0.0657079 + s_lower_bl_H_1 : 0.0640949 +Epoch: 151 | Train Loss: 6.98106 | Test Loss: 6.95529 | analysis_confidence: 0.242075 | CL: 0.0394412 | ln_CD: 0.0793497 | CM: 0.00678436 | Top_Xtr: 0.0379203 | Bot_Xtr: 0.0417875 +Loss contributors: + s_ln_CD : 1.00944 + s_CL : 0.909408 + s_CM : 0.545921 + s_analysis_confidence : 0.180607 + s_upper_bl_H_31 : 0.083546 + s_lower_bl_H_31 : 0.0785758 + s_Bot_Xtr : 0.0737235 + s_upper_bl_H_30 : 0.0672448 + s_lower_bl_H_0 : 0.0657576 + s_lower_bl_H_1 : 0.064556 +Epoch: 152 | Train Loss: 6.97802 | Test Loss: 6.92944 | analysis_confidence: 0.245181 | CL: 0.0385246 | ln_CD: 0.0783256 | CM: 0.00685471 | Top_Xtr: 0.038215 | Bot_Xtr: 0.0425931 +Loss contributors: + s_ln_CD : 1.01495 + s_CL : 0.882289 + s_CM : 0.551437 + s_analysis_confidence : 0.18114 + s_upper_bl_H_31 : 0.0819764 + s_lower_bl_H_31 : 0.0768541 + s_Bot_Xtr : 0.0757574 + s_upper_bl_H_30 : 0.0671945 + s_lower_bl_H_0 : 0.0640302 + s_lower_bl_H_1 : 0.0630768 +Epoch: 153 | Train Loss: 6.97867 | Test Loss: 7.44658 | analysis_confidence: 0.242438 | CL: 0.0433668 | ln_CD: 0.082979 | CM: 0.00705685 | Top_Xtr: 0.03781 | Bot_Xtr: 0.0413428 +Loss contributors: + s_ln_CD : 1.0472 + s_CL : 1.03706 + s_CM : 0.588841 + s_analysis_confidence : 0.181761 + s_upper_bl_H_31 : 0.0842468 + s_lower_bl_H_31 : 0.0808836 + s_Bot_Xtr : 0.0739125 + s_upper_bl_H_30 : 0.0687834 + s_lower_bl_H_0 : 0.0663137 + s_lower_bl_H_1 : 0.0658946 +Epoch: 154 | Train Loss: 6.97481 | Test Loss: 7.26741 | analysis_confidence: 0.238953 | CL: 0.0391236 | ln_CD: 0.0813351 | CM: 0.00664886 | Top_Xtr: 0.037078 | Bot_Xtr: 0.0414811 +Loss contributors: + s_ln_CD : 1.07908 + s_CL : 0.965111 + s_CM : 0.547739 + s_analysis_confidence : 0.179089 + s_upper_bl_H_31 : 0.0831707 + s_lower_bl_H_31 : 0.0800913 + s_Bot_Xtr : 0.0743252 + s_upper_bl_H_30 : 0.0673343 + s_lower_bl_H_1 : 0.066598 + s_lower_bl_H_0 : 0.0659607 +Epoch: 155 | Train Loss: 6.97493 | Test Loss: 6.83361 | analysis_confidence: 0.246875 | CL: 0.038094 | ln_CD: 0.0764581 | CM: 0.00651935 | Top_Xtr: 0.0388996 | Bot_Xtr: 0.0420479 +Loss contributors: + s_ln_CD : 0.979172 + s_CL : 0.894435 + s_CM : 0.524416 + s_analysis_confidence : 0.182055 + s_upper_bl_H_31 : 0.0804938 + s_lower_bl_H_31 : 0.0780274 + s_Bot_Xtr : 0.0737976 + s_upper_bl_H_30 : 0.065387 + s_lower_bl_H_0 : 0.0639805 + s_lower_bl_H_1 : 0.0639031 +Epoch: 156 | Train Loss: 6.97106 | Test Loss: 7.24691 | analysis_confidence: 0.244844 | CL: 0.0423305 | ln_CD: 0.086874 | CM: 0.00737779 | Top_Xtr: 0.0390194 | Bot_Xtr: 0.0435684 +Loss contributors: + s_ln_CD : 1.0442 + s_CL : 0.956715 + s_CM : 0.605527 + s_analysis_confidence : 0.180488 + s_upper_bl_H_31 : 0.0908899 + s_lower_bl_H_31 : 0.085154 + s_Bot_Xtr : 0.077323 + s_upper_bl_H_30 : 0.0747555 + s_lower_bl_H_30 : 0.0688859 + s_lower_bl_H_0 : 0.0670659 +Epoch: 157 | Train Loss: 6.96626 | Test Loss: 6.90626 | analysis_confidence: 0.242503 | CL: 0.0386118 | ln_CD: 0.0852931 | CM: 0.00664068 | Top_Xtr: 0.0404876 | Bot_Xtr: 0.047941 +Loss contributors: + s_ln_CD : 1.04193 + s_CL : 0.886171 + s_CM : 0.532826 + s_analysis_confidence : 0.180047 + s_Bot_Xtr : 0.0815068 + s_upper_bl_H_31 : 0.0812476 + s_lower_bl_H_31 : 0.0786275 + s_upper_bl_H_30 : 0.0659599 + s_lower_bl_H_1 : 0.0642859 + s_lower_bl_H_0 : 0.0641018 +Epoch: 158 | Train Loss: 6.97188 | Test Loss: 6.97084 | analysis_confidence: 0.240592 | CL: 0.0399551 | ln_CD: 0.0827618 | CM: 0.00685804 | Top_Xtr: 0.0399279 | Bot_Xtr: 0.0452158 +Loss contributors: + s_ln_CD : 1.02627 + s_CL : 0.906106 + s_CM : 0.552618 + s_analysis_confidence : 0.180213 + s_upper_bl_H_31 : 0.0822694 + s_lower_bl_H_31 : 0.0782622 + s_Bot_Xtr : 0.0771039 + s_upper_bl_H_30 : 0.0663671 + s_lower_bl_H_0 : 0.0644553 + s_lower_bl_H_1 : 0.0641081 +Epoch: 159 | Train Loss: 6.96688 | Test Loss: 7.03893 | analysis_confidence: 0.246003 | CL: 0.0423039 | ln_CD: 0.0783093 | CM: 0.00736357 | Top_Xtr: 0.0389185 | Bot_Xtr: 0.0422032 +Loss contributors: + s_ln_CD : 1.01185 + s_CL : 0.939984 + s_CM : 0.59384 + s_analysis_confidence : 0.181433 + s_upper_bl_H_31 : 0.0804722 + s_lower_bl_H_31 : 0.0751495 + s_Bot_Xtr : 0.0732357 + s_upper_bl_H_30 : 0.0652258 + s_lower_bl_H_1 : 0.0644456 + s_lower_bl_H_0 : 0.0639713 +Epoch: 160 | Train Loss: 6.96719 | Test Loss: 6.96127 | analysis_confidence: 0.244665 | CL: 0.0394055 | ln_CD: 0.078131 | CM: 0.00667855 | Top_Xtr: 0.0377897 | Bot_Xtr: 0.0419443 +Loss contributors: + s_ln_CD : 1.01033 + s_CL : 0.925051 + s_CM : 0.541078 + s_analysis_confidence : 0.180716 + s_upper_bl_H_31 : 0.0849211 + s_lower_bl_H_31 : 0.0794236 + s_Bot_Xtr : 0.0774338 + s_upper_bl_H_30 : 0.0692374 + s_lower_bl_H_1 : 0.0665016 + s_lower_bl_H_0 : 0.064015 +Epoch: 161 | Train Loss: 6.96358 | Test Loss: 7.03245 | analysis_confidence: 0.246519 | CL: 0.0384859 | ln_CD: 0.0826203 | CM: 0.00730912 | Top_Xtr: 0.040071 | Bot_Xtr: 0.043835 +Loss contributors: + s_ln_CD : 1.0733 + s_CL : 0.887147 + s_CM : 0.594148 + s_analysis_confidence : 0.180923 + s_upper_bl_H_31 : 0.0813738 + s_lower_bl_H_31 : 0.0784916 + s_Bot_Xtr : 0.0737754 + s_lower_bl_H_1 : 0.0668299 + s_upper_bl_H_30 : 0.0655789 + s_lower_bl_H_0 : 0.0637981 +Epoch: 162 | Train Loss: 6.95968 | Test Loss: 6.98281 | analysis_confidence: 0.244577 | CL: 0.0387359 | ln_CD: 0.0789914 | CM: 0.00731315 | Top_Xtr: 0.0381618 | Bot_Xtr: 0.0421381 +Loss contributors: + s_ln_CD : 1.00362 + s_CL : 0.893678 + s_CM : 0.594402 + s_analysis_confidence : 0.181279 + s_upper_bl_H_31 : 0.0882936 + s_lower_bl_H_31 : 0.0797069 + s_Bot_Xtr : 0.0732979 + s_upper_bl_H_30 : 0.0702759 + s_lower_bl_H_0 : 0.0634879 + s_lower_bl_H_30 : 0.0628053 +Epoch: 163 | Train Loss: 6.9626 | Test Loss: 6.95281 | analysis_confidence: 0.242638 | CL: 0.0406391 | ln_CD: 0.082944 | CM: 0.00701713 | Top_Xtr: 0.0374822 | Bot_Xtr: 0.0412057 +Loss contributors: + s_ln_CD : 1.02452 + s_CL : 0.931333 + s_CM : 0.562049 + s_analysis_confidence : 0.180416 + s_upper_bl_H_31 : 0.0822656 + s_lower_bl_H_31 : 0.0766958 + s_Bot_Xtr : 0.0726291 + s_upper_bl_H_30 : 0.0663705 + s_lower_bl_H_1 : 0.0630198 + s_lower_bl_H_0 : 0.0625701 +Epoch: 164 | Train Loss: 6.95697 | Test Loss: 7.18277 | analysis_confidence: 0.241566 | CL: 0.0401996 | ln_CD: 0.0860457 | CM: 0.00691826 | Top_Xtr: 0.0436386 | Bot_Xtr: 0.0478508 +Loss contributors: + s_ln_CD : 1.05732 + s_CL : 0.923601 + s_CM : 0.556941 + s_analysis_confidence : 0.179936 + s_upper_bl_H_31 : 0.0851302 + s_Bot_Xtr : 0.0810098 + s_lower_bl_H_31 : 0.0798765 + s_upper_bl_H_30 : 0.0685449 + s_lower_bl_H_1 : 0.064017 + s_lower_bl_H_30 : 0.0627353 +Epoch: 165 | Train Loss: 6.95572 | Test Loss: 7.06257 | analysis_confidence: 0.248574 | CL: 0.0394357 | ln_CD: 0.0806625 | CM: 0.00684107 | Top_Xtr: 0.0452399 | Bot_Xtr: 0.0513617 +Loss contributors: + s_ln_CD : 1.05863 + s_CL : 0.907762 + s_CM : 0.55131 + s_analysis_confidence : 0.182944 + s_Bot_Xtr : 0.0843348 + s_upper_bl_H_31 : 0.0814228 + s_lower_bl_H_31 : 0.0768185 + s_upper_bl_H_30 : 0.0665302 + s_lower_bl_H_0 : 0.0655573 + s_lower_bl_H_1 : 0.0655557 +Epoch: 166 | Train Loss: 6.95861 | Test Loss: 6.94673 | analysis_confidence: 0.246621 | CL: 0.0386152 | ln_CD: 0.0783196 | CM: 0.00664883 | Top_Xtr: 0.0419642 | Bot_Xtr: 0.0444412 +Loss contributors: + s_ln_CD : 1.02513 + s_CL : 0.89283 + s_CM : 0.540509 + s_analysis_confidence : 0.181986 + s_upper_bl_H_31 : 0.0838715 + s_lower_bl_H_31 : 0.0785924 + s_Bot_Xtr : 0.0769238 + s_upper_bl_H_30 : 0.067132 + s_lower_bl_H_1 : 0.0649671 + s_lower_bl_H_0 : 0.0642259 +Epoch: 167 | Train Loss: 6.95499 | Test Loss: 7.0162 | analysis_confidence: 0.241093 | CL: 0.0390671 | ln_CD: 0.0793283 | CM: 0.00690398 | Top_Xtr: 0.0383448 | Bot_Xtr: 0.0420167 +Loss contributors: + s_ln_CD : 1.00162 + s_CL : 0.905942 + s_CM : 0.560823 + s_analysis_confidence : 0.181797 + s_upper_bl_H_31 : 0.0850779 + s_lower_bl_H_31 : 0.0798108 + s_Bot_Xtr : 0.075017 + s_upper_bl_H_30 : 0.0703799 + s_lower_bl_H_30 : 0.0643762 + s_lower_bl_H_0 : 0.0637273 +Epoch: 168 | Train Loss: 6.95745 | Test Loss: 7.13286 | analysis_confidence: 0.243618 | CL: 0.0415014 | ln_CD: 0.0872255 | CM: 0.00768208 | Top_Xtr: 0.0377801 | Bot_Xtr: 0.0414938 +Loss contributors: + s_ln_CD : 1.07599 + s_CL : 0.945831 + s_CM : 0.614897 + s_analysis_confidence : 0.180873 + s_upper_bl_H_31 : 0.0810599 + s_lower_bl_H_31 : 0.0777378 + s_Bot_Xtr : 0.0735117 + s_upper_bl_H_30 : 0.0657135 + s_lower_bl_H_1 : 0.0639976 + s_lower_bl_H_30 : 0.0620668 +Epoch: 169 | Train Loss: 6.95286 | Test Loss: 7.09042 | analysis_confidence: 0.244776 | CL: 0.0415394 | ln_CD: 0.082273 | CM: 0.00709409 | Top_Xtr: 0.0372174 | Bot_Xtr: 0.0417943 +Loss contributors: + s_ln_CD : 1.03942 + s_CL : 0.973186 + s_CM : 0.566123 + s_analysis_confidence : 0.18012 + s_upper_bl_H_31 : 0.0816601 + s_lower_bl_H_31 : 0.0789296 + s_Bot_Xtr : 0.0754063 + s_upper_bl_H_30 : 0.0678425 + s_lower_bl_H_30 : 0.0629113 + s_lower_bl_H_1 : 0.0616221 +Epoch: 170 | Train Loss: 6.95261 | Test Loss: 7.33658 | analysis_confidence: 0.244004 | CL: 0.0404808 | ln_CD: 0.0851336 | CM: 0.00738447 | Top_Xtr: 0.0390382 | Bot_Xtr: 0.0452311 +Loss contributors: + s_ln_CD : 1.08406 + s_CL : 0.980426 + s_CM : 0.642594 + s_analysis_confidence : 0.180633 + s_upper_bl_H_31 : 0.0854229 + s_lower_bl_H_31 : 0.0802622 + s_Bot_Xtr : 0.0776803 + s_upper_bl_H_30 : 0.0699 + s_lower_bl_H_1 : 0.0657506 + s_lower_bl_H_0 : 0.0647419 +Epoch: 171 | Train Loss: 6.94882 | Test Loss: 7.0057 | analysis_confidence: 0.245553 | CL: 0.0402248 | ln_CD: 0.0804705 | CM: 0.00686735 | Top_Xtr: 0.0375036 | Bot_Xtr: 0.0414202 +Loss contributors: + s_ln_CD : 1.01387 + s_CL : 0.935756 + s_CM : 0.557098 + s_analysis_confidence : 0.181077 + s_upper_bl_H_31 : 0.087021 + s_lower_bl_H_31 : 0.0782757 + s_Bot_Xtr : 0.0720651 + s_upper_bl_H_30 : 0.0717007 + s_lower_bl_H_1 : 0.0665762 + s_lower_bl_H_0 : 0.0635435 +Epoch: 172 | Train Loss: 6.95083 | Test Loss: 6.94432 | analysis_confidence: 0.243065 | CL: 0.0383837 | ln_CD: 0.0833434 | CM: 0.00661602 | Top_Xtr: 0.0379014 | Bot_Xtr: 0.0417812 +Loss contributors: + s_ln_CD : 1.02493 + s_CL : 0.892072 + s_CM : 0.537009 + s_analysis_confidence : 0.181069 + s_upper_bl_H_31 : 0.0823402 + s_lower_bl_H_31 : 0.0794963 + s_Bot_Xtr : 0.0724095 + s_upper_bl_H_30 : 0.0690183 + s_lower_bl_H_30 : 0.0639925 + s_lower_bl_H_1 : 0.0629646 +Epoch: 173 | Train Loss: 6.94533 | Test Loss: 6.97041 | analysis_confidence: 0.244125 | CL: 0.0394554 | ln_CD: 0.0793028 | CM: 0.00660156 | Top_Xtr: 0.0404812 | Bot_Xtr: 0.042968 +Loss contributors: + s_ln_CD : 1.00603 + s_CL : 0.92192 + s_CM : 0.537151 + s_analysis_confidence : 0.180551 + s_upper_bl_H_31 : 0.081028 + s_lower_bl_H_31 : 0.078555 + s_Bot_Xtr : 0.0742479 + s_upper_bl_H_30 : 0.0667377 + s_lower_bl_H_1 : 0.0647163 + s_lower_bl_H_0 : 0.0634776 +Epoch: 174 | Train Loss: 6.94177 | Test Loss: 7.25033 | analysis_confidence: 0.24564 | CL: 0.0386951 | ln_CD: 0.0871258 | CM: 0.00687258 | Top_Xtr: 0.0394888 | Bot_Xtr: 0.0427532 +Loss contributors: + s_ln_CD : 1.29806 + s_CL : 0.908616 + s_CM : 0.562358 + s_analysis_confidence : 0.181348 + s_upper_bl_H_31 : 0.0852371 + s_lower_bl_H_31 : 0.079469 + s_Bot_Xtr : 0.0752333 + s_upper_bl_H_30 : 0.0697493 + s_lower_bl_H_30 : 0.06459 + s_lower_bl_H_1 : 0.0629545 +Epoch: 175 | Train Loss: 6.94515 | Test Loss: 7.08916 | analysis_confidence: 0.243068 | CL: 0.0436319 | ln_CD: 0.0940339 | CM: 0.00691862 | Top_Xtr: 0.037544 | Bot_Xtr: 0.0416062 +Loss contributors: + s_ln_CD : 1.08403 + s_CL : 0.967628 + s_CM : 0.552285 + s_analysis_confidence : 0.180976 + s_upper_bl_H_31 : 0.0823852 + s_lower_bl_H_31 : 0.0773341 + s_Bot_Xtr : 0.0740807 + s_upper_bl_H_30 : 0.0674077 + s_lower_bl_H_1 : 0.0621969 + s_lower_bl_H_30 : 0.0620318 +Epoch: 176 | Train Loss: 6.94337 | Test Loss: 7.10801 | analysis_confidence: 0.252813 | CL: 0.0428011 | ln_CD: 0.0851663 | CM: 0.00733039 | Top_Xtr: 0.0433068 | Bot_Xtr: 0.0480632 +Loss contributors: + s_ln_CD : 1.04265 + s_CL : 0.960806 + s_CM : 0.591187 + s_analysis_confidence : 0.18476 + s_upper_bl_H_31 : 0.0819003 + s_lower_bl_H_31 : 0.0803991 + s_Bot_Xtr : 0.0802971 + s_upper_bl_H_30 : 0.0665092 + s_lower_bl_H_1 : 0.0634545 + s_lower_bl_H_30 : 0.0626001 +Epoch: 177 | Train Loss: 6.94051 | Test Loss: 6.93084 | analysis_confidence: 0.242351 | CL: 0.0395542 | ln_CD: 0.0773431 | CM: 0.00673253 | Top_Xtr: 0.0385436 | Bot_Xtr: 0.0431681 +Loss contributors: + s_ln_CD : 1.01284 + s_CL : 0.91749 + s_CM : 0.541995 + s_analysis_confidence : 0.17995 + s_upper_bl_H_31 : 0.0823767 + s_lower_bl_H_31 : 0.0794094 + s_Bot_Xtr : 0.075481 + s_upper_bl_H_30 : 0.0664018 + s_lower_bl_H_1 : 0.0631267 + s_lower_bl_H_30 : 0.062275 +Epoch: 178 | Train Loss: 6.94139 | Test Loss: 7.02693 | analysis_confidence: 0.245446 | CL: 0.0384586 | ln_CD: 0.087628 | CM: 0.00679945 | Top_Xtr: 0.0374513 | Bot_Xtr: 0.042074 +Loss contributors: + s_ln_CD : 1.09667 + s_CL : 0.902249 + s_CM : 0.548715 + s_analysis_confidence : 0.180246 + s_upper_bl_H_31 : 0.0813999 + s_lower_bl_H_31 : 0.0797195 + s_Bot_Xtr : 0.0744291 + s_upper_bl_H_30 : 0.0654487 + s_lower_bl_H_1 : 0.0634928 + s_lower_bl_H_0 : 0.0630597 +Epoch: 179 | Train Loss: 6.94191 | Test Loss: 7.02225 | analysis_confidence: 0.242279 | CL: 0.0390982 | ln_CD: 0.0795684 | CM: 0.00668563 | Top_Xtr: 0.0398719 | Bot_Xtr: 0.0436414 +Loss contributors: + s_ln_CD : 0.998239 + s_CL : 0.909833 + s_CM : 0.539937 + s_analysis_confidence : 0.180115 + s_upper_bl_H_31 : 0.0814905 + s_lower_bl_H_31 : 0.0774499 + s_Bot_Xtr : 0.0761676 + s_upper_bl_H_30 : 0.0660677 + s_lower_bl_H_1 : 0.0641201 + s_lower_bl_H_30 : 0.0617591 +Epoch: 180 | Train Loss: 6.93751 | Test Loss: 6.90989 | analysis_confidence: 0.247395 | CL: 0.0389903 | ln_CD: 0.0770009 | CM: 0.00656502 | Top_Xtr: 0.0416627 | Bot_Xtr: 0.0459551 +Loss contributors: + s_ln_CD : 1.04713 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s_upper_bl_H_31 : 0.0856177 + s_lower_bl_H_31 : 0.0798045 + s_Bot_Xtr : 0.0755988 + s_upper_bl_H_30 : 0.0692198 + s_lower_bl_H_30 : 0.0630275 + s_lower_bl_H_1 : 0.062497 +Epoch: 183 | Train Loss: 6.93302 | Test Loss: 6.89184 | analysis_confidence: 0.244941 | CL: 0.0382142 | ln_CD: 0.0855598 | CM: 0.00674657 | Top_Xtr: 0.0376022 | Bot_Xtr: 0.0408781 +Loss contributors: + s_ln_CD : 1.04807 + s_CL : 0.893868 + s_CM : 0.539204 + s_analysis_confidence : 0.180529 + s_upper_bl_H_31 : 0.0801453 + s_lower_bl_H_31 : 0.0774202 + s_Bot_Xtr : 0.0713788 + s_upper_bl_H_30 : 0.0655597 + s_lower_bl_H_1 : 0.0628915 + s_lower_bl_H_0 : 0.0624588 +Epoch: 184 | Train Loss: 6.9325 | Test Loss: 6.8785 | analysis_confidence: 0.239678 | CL: 0.0385658 | ln_CD: 0.0818969 | CM: 0.00657424 | Top_Xtr: 0.0370053 | Bot_Xtr: 0.0418778 +Loss contributors: + s_ln_CD : 1.02716 + s_CL : 0.88007 + s_CM : 0.53306 + s_analysis_confidence : 0.181015 + s_upper_bl_H_31 : 0.0826228 + s_lower_bl_H_31 : 0.0789109 + s_Bot_Xtr : 0.0728455 + s_upper_bl_H_30 : 0.0672432 + s_lower_bl_H_1 : 0.0639712 + s_lower_bl_H_30 : 0.0627053 +Epoch: 185 | Train Loss: 6.93571 | Test Loss: 6.94363 | analysis_confidence: 0.247044 | CL: 0.0378727 | ln_CD: 0.0825854 | CM: 0.00662946 | Top_Xtr: 0.0389443 | Bot_Xtr: 0.0419991 +Loss contributors: + s_ln_CD : 1.04849 + s_CL : 0.897157 + s_CM : 0.534353 + s_analysis_confidence : 0.182936 + s_upper_bl_H_31 : 0.0827802 + s_lower_bl_H_31 : 0.0780451 + s_Bot_Xtr : 0.0724419 + s_upper_bl_H_30 : 0.0679403 + s_lower_bl_H_1 : 0.0629185 + s_lower_bl_H_30 : 0.0627726 +Epoch: 186 | Train Loss: 6.93098 | Test Loss: 6.94844 | analysis_confidence: 0.251187 | CL: 0.0387113 | ln_CD: 0.0806975 | CM: 0.0066669 | Top_Xtr: 0.0373086 | Bot_Xtr: 0.0413974 +Loss contributors: + s_ln_CD : 1.02053 + s_CL : 0.91245 + s_CM : 0.533027 + s_analysis_confidence : 0.183435 + s_upper_bl_H_31 : 0.0815896 + s_lower_bl_H_31 : 0.0779552 + s_Bot_Xtr : 0.072953 + s_upper_bl_H_30 : 0.0667132 + s_lower_bl_H_30 : 0.0628315 + s_lower_bl_H_1 : 0.0627022 +Epoch: 187 | Train Loss: 6.93126 | Test Loss: 7.014 | analysis_confidence: 0.243261 | CL: 0.0396924 | ln_CD: 0.081148 | CM: 0.00659094 | Top_Xtr: 0.0381968 | Bot_Xtr: 0.0427669 +Loss contributors: + s_ln_CD : 1.02939 + s_CL : 0.906423 + s_CM : 0.536687 + s_analysis_confidence : 0.181001 + s_upper_bl_H_31 : 0.0840973 + s_lower_bl_H_31 : 0.077997 + s_Bot_Xtr : 0.0736284 + s_upper_bl_H_30 : 0.0691971 + s_lower_bl_H_1 : 0.0618811 + s_lower_bl_H_30 : 0.0618253 +Epoch: 188 | Train Loss: 6.92748 | Test Loss: 7.05136 | analysis_confidence: 0.244943 | CL: 0.0405964 | ln_CD: 0.0772472 | CM: 0.0067318 | Top_Xtr: 0.0396242 | Bot_Xtr: 0.0437319 +Loss contributors: + s_ln_CD : 1.01723 + s_CL : 0.947541 + s_CM : 0.54826 + s_analysis_confidence : 0.181177 + s_upper_bl_H_31 : 0.082075 + s_lower_bl_H_31 : 0.0801571 + s_Bot_Xtr : 0.0756555 + s_upper_bl_H_30 : 0.0686284 + s_lower_bl_H_1 : 0.0645933 + s_lower_bl_H_30 : 0.0637593 +Epoch: 189 | Train Loss: 6.92398 | Test Loss: 7.06333 | analysis_confidence: 0.241525 | CL: 0.0400354 | ln_CD: 0.0823354 | CM: 0.00678019 | Top_Xtr: 0.0373278 | Bot_Xtr: 0.0417148 +Loss contributors: + s_ln_CD : 1.04558 + s_CL : 0.917965 + s_CM : 0.543087 + s_analysis_confidence : 0.180586 + s_upper_bl_H_31 : 0.0804931 + s_lower_bl_H_31 : 0.0781421 + s_Bot_Xtr : 0.0738323 + s_upper_bl_H_30 : 0.0660413 + s_lower_bl_H_30 : 0.0625988 + s_lower_bl_H_1 : 0.0621586 +Epoch: 190 | Train Loss: 6.92692 | Test Loss: 7.00211 | analysis_confidence: 0.246464 | CL: 0.0390333 | ln_CD: 0.0825697 | CM: 0.00678384 | Top_Xtr: 0.0398458 | Bot_Xtr: 0.0434665 +Loss contributors: + s_ln_CD : 1.03751 + s_CL : 0.902169 + s_CM : 0.543995 + s_analysis_confidence : 0.18141 + s_upper_bl_H_31 : 0.0822401 + s_lower_bl_H_31 : 0.0772015 + s_Bot_Xtr : 0.0753703 + s_upper_bl_H_30 : 0.0682806 + s_lower_bl_H_1 : 0.0624542 + s_lower_bl_H_30 : 0.0620231 +Epoch: 191 | Train Loss: 6.91868 | Test Loss: 6.91965 | analysis_confidence: 0.242192 | CL: 0.0390217 | ln_CD: 0.0887035 | CM: 0.00673658 | Top_Xtr: 0.0421237 | Bot_Xtr: 0.0449163 +Loss contributors: + s_ln_CD : 1.07493 + s_CL : 0.900544 + s_CM : 0.539825 + s_analysis_confidence : 0.1799 + s_upper_bl_H_31 : 0.0784502 + s_lower_bl_H_31 : 0.0767312 + s_Bot_Xtr : 0.0752896 + s_upper_bl_H_30 : 0.0643779 + s_lower_bl_H_1 : 0.0618115 + s_lower_bl_H_30 : 0.0606299 +Epoch: 192 | Train Loss: 6.92018 | Test Loss: 7.00271 | analysis_confidence: 0.239355 | CL: 0.0392946 | ln_CD: 0.0798883 | CM: 0.00667667 | Top_Xtr: 0.0385951 | Bot_Xtr: 0.0424736 +Loss contributors: + s_ln_CD : 1.02409 + s_CL : 0.903349 + s_CM : 0.542718 + s_analysis_confidence : 0.179758 + s_upper_bl_H_31 : 0.0812988 + s_Bot_Xtr : 0.0801206 + s_lower_bl_H_31 : 0.076994 + s_upper_bl_H_30 : 0.0663348 + s_lower_bl_H_0 : 0.0626354 + s_lower_bl_H_1 : 0.0624615 +Epoch: 193 | Train Loss: 6.92149 | Test Loss: 6.93757 | analysis_confidence: 0.248347 | CL: 0.0382701 | ln_CD: 0.0826299 | CM: 0.00663463 | Top_Xtr: 0.0408745 | Bot_Xtr: 0.0462032 +Loss contributors: + s_ln_CD : 1.0258 + s_CL : 0.884746 + s_CM : 0.534899 + s_analysis_confidence : 0.182687 + s_upper_bl_H_31 : 0.0864754 + s_Bot_Xtr : 0.0821547 + s_lower_bl_H_31 : 0.0802214 + s_upper_bl_H_30 : 0.06974 + s_lower_bl_H_1 : 0.0652813 + s_lower_bl_H_30 : 0.0629888 +Epoch: 194 | Train Loss: 6.91822 | Test Loss: 6.8989 | analysis_confidence: 0.246963 | CL: 0.0389389 | ln_CD: 0.0807086 | CM: 0.00658413 | Top_Xtr: 0.0370734 | Bot_Xtr: 0.0410427 +Loss contributors: + s_ln_CD : 1.02804 + s_CL : 0.892071 + s_CM : 0.536309 + s_analysis_confidence : 0.182076 + s_upper_bl_H_31 : 0.078325 + s_lower_bl_H_31 : 0.0775662 + s_Bot_Xtr : 0.0726454 + s_lower_bl_H_1 : 0.0648099 + s_upper_bl_H_30 : 0.0639632 + s_lower_bl_H_0 : 0.0622285 +Epoch: 195 | Train Loss: 6.9221 | Test Loss: 6.94061 | analysis_confidence: 0.245919 | CL: 0.0384915 | ln_CD: 0.0777092 | CM: 0.00672071 | Top_Xtr: 0.0422608 | Bot_Xtr: 0.0477326 +Loss contributors: + s_ln_CD : 1.00184 + s_CL : 0.891804 + s_CM : 0.539275 + s_analysis_confidence : 0.181136 + s_upper_bl_H_31 : 0.0811929 + s_lower_bl_H_31 : 0.0803564 + s_Bot_Xtr : 0.0797407 + s_upper_bl_H_30 : 0.0647698 + s_lower_bl_H_1 : 0.0631481 + s_lower_bl_H_30 : 0.0617856 +Epoch: 196 | Train Loss: 6.92112 | Test Loss: 6.92269 | analysis_confidence: 0.244868 | CL: 0.0387586 | ln_CD: 0.0792743 | CM: 0.00663565 | Top_Xtr: 0.0384203 | Bot_Xtr: 0.0418004 +Loss contributors: + s_ln_CD : 1.03448 + s_CL : 0.885378 + s_CM : 0.535215 + s_analysis_confidence : 0.181637 + s_upper_bl_H_31 : 0.0831398 + s_lower_bl_H_31 : 0.0808319 + s_Bot_Xtr : 0.0730711 + s_upper_bl_H_30 : 0.0696831 + s_lower_bl_H_30 : 0.0664509 + s_lower_bl_H_1 : 0.0628935 +Epoch: 197 | Train Loss: 6.91274 | Test Loss: 6.99881 | analysis_confidence: 0.244646 | CL: 0.0391487 | ln_CD: 0.07729 | CM: 0.00689557 | Top_Xtr: 0.0382888 | Bot_Xtr: 0.0418853 +Loss contributors: + s_ln_CD : 1.005 + s_CL : 0.907408 + s_CM : 0.556097 + s_analysis_confidence : 0.182065 + s_upper_bl_H_31 : 0.0881793 + s_lower_bl_H_31 : 0.0821658 + s_Bot_Xtr : 0.0742854 + s_upper_bl_H_30 : 0.0711394 + s_lower_bl_H_30 : 0.0643284 + s_upper_bl_H_29 : 0.0627339 +Epoch: 198 | Train Loss: 6.91691 | Test Loss: 6.90798 | analysis_confidence: 0.245809 | CL: 0.0376217 | ln_CD: 0.0832357 | CM: 0.00668603 | Top_Xtr: 0.0396528 | Bot_Xtr: 0.0429125 +Loss contributors: + s_ln_CD : 1.04174 + s_CL : 0.878592 + s_CM : 0.538613 + s_analysis_confidence : 0.181907 + s_upper_bl_H_31 : 0.081044 + s_lower_bl_H_31 : 0.0773833 + s_Bot_Xtr : 0.0730574 + s_upper_bl_H_30 : 0.0669701 + s_lower_bl_H_1 : 0.0625429 + s_lower_bl_H_30 : 0.0613804 +Epoch: 199 | Train Loss: 6.91633 | Test Loss: 7.02329 | analysis_confidence: 0.242183 | CL: 0.0403956 | ln_CD: 0.0817558 | CM: 0.00704781 | Top_Xtr: 0.0392313 | Bot_Xtr: 0.0427353 +Loss contributors: + s_ln_CD : 1.0406 + s_CL : 0.935823 + s_CM : 0.568246 + s_analysis_confidence : 0.180814 + s_upper_bl_H_31 : 0.0810082 + s_lower_bl_H_31 : 0.0779091 + s_Bot_Xtr : 0.0761082 + s_upper_bl_H_30 : 0.0653863 + s_lower_bl_H_1 : 0.0648394 + s_lower_bl_H_30 : 0.0625181 +Epoch: 200 | Train Loss: 6.91236 | Test Loss: 6.83465 | analysis_confidence: 0.244166 | CL: 0.0397513 | ln_CD: 0.0794381 | CM: 0.00660267 | Top_Xtr: 0.0385285 | Bot_Xtr: 0.042286 +Loss contributors: + s_ln_CD : 1.00159 + s_CL : 0.900235 + s_CM : 0.534214 + s_analysis_confidence : 0.180591 + s_upper_bl_H_31 : 0.0834571 + s_lower_bl_H_31 : 0.0779167 + s_Bot_Xtr : 0.0716899 + s_upper_bl_H_30 : 0.0678823 + s_lower_bl_H_1 : 0.0624767 + s_lower_bl_H_30 : 0.0620029 +Epoch: 201 | Train Loss: 6.91296 | Test Loss: 6.90749 | analysis_confidence: 0.249948 | CL: 0.0396067 | ln_CD: 0.0837815 | CM: 0.00662984 | Top_Xtr: 0.0391715 | Bot_Xtr: 0.0432523 +Loss contributors: + s_ln_CD : 1.04435 + s_CL : 0.895007 + s_CM : 0.535827 + s_analysis_confidence : 0.185006 + s_upper_bl_H_31 : 0.0851087 + s_lower_bl_H_31 : 0.0768476 + s_Bot_Xtr : 0.075388 + s_upper_bl_H_30 : 0.0708347 + s_upper_bl_H_29 : 0.0631791 + s_lower_bl_H_1 : 0.0626822 +Epoch: 202 | Train Loss: 6.91119 | Test Loss: 6.89482 | analysis_confidence: 0.243201 | CL: 0.0403799 | ln_CD: 0.0778401 | CM: 0.00660207 | Top_Xtr: 0.0412742 | Bot_Xtr: 0.0440728 +Loss contributors: + s_ln_CD : 0.988019 + s_CL : 0.903568 + s_CM : 0.533741 + s_analysis_confidence : 0.180791 + s_upper_bl_H_31 : 0.083324 + s_lower_bl_H_31 : 0.0798654 + s_Bot_Xtr : 0.0740587 + s_upper_bl_H_30 : 0.0668714 + s_lower_bl_H_30 : 0.0622751 + s_lower_bl_H_1 : 0.0618441 +Epoch: 203 | Train Loss: 6.90903 | Test Loss: 7.01599 | analysis_confidence: 0.245813 | CL: 0.0431658 | ln_CD: 0.0802989 | CM: 0.00679776 | Top_Xtr: 0.0388376 | Bot_Xtr: 0.0423659 +Loss contributors: + s_ln_CD : 1.01072 + s_CL : 0.956692 + s_CM : 0.548718 + s_analysis_confidence : 0.180836 + s_upper_bl_H_31 : 0.0813494 + s_lower_bl_H_31 : 0.0776082 + s_Bot_Xtr : 0.0722778 + s_upper_bl_H_30 : 0.0674642 + s_lower_bl_H_30 : 0.0624422 + s_lower_bl_H_1 : 0.0620298 +Epoch: 204 | Train Loss: 6.90643 | Test Loss: 6.88009 | analysis_confidence: 0.243147 | CL: 0.0375832 | ln_CD: 0.0775186 | CM: 0.00694823 | Top_Xtr: 0.0396541 | Bot_Xtr: 0.0431322 +Loss contributors: + s_ln_CD : 0.980739 + s_CL : 0.870074 + s_CM : 0.565733 + s_analysis_confidence : 0.180843 + s_upper_bl_H_31 : 0.0852462 + s_lower_bl_H_31 : 0.0796595 + s_Bot_Xtr : 0.0749888 + s_upper_bl_H_30 : 0.068101 + s_lower_bl_H_1 : 0.0630335 + s_lower_bl_H_0 : 0.062511 +Epoch: 205 | Train Loss: 6.90694 | Test Loss: 7.02556 | analysis_confidence: 0.244263 | CL: 0.0418223 | ln_CD: 0.0812631 | CM: 0.00753921 | Top_Xtr: 0.0382648 | Bot_Xtr: 0.0415954 +Loss contributors: + s_ln_CD : 1.01506 + s_CL : 0.940495 + s_CM : 0.617776 + s_analysis_confidence : 0.182889 + s_upper_bl_H_31 : 0.0808174 + s_lower_bl_H_31 : 0.0784184 + s_Bot_Xtr : 0.0715774 + s_upper_bl_H_30 : 0.0663709 + s_lower_bl_H_30 : 0.0628058 + s_lower_bl_H_1 : 0.0616813 +Epoch: 206 | Train Loss: 6.90482 | Test Loss: 7.02534 | analysis_confidence: 0.242588 | CL: 0.039361 | ln_CD: 0.0850865 | CM: 0.00655842 | Top_Xtr: 0.0392068 | Bot_Xtr: 0.0432261 +Loss contributors: + s_ln_CD : 1.0438 + s_CL : 0.911002 + s_CM : 0.528503 + s_analysis_confidence : 0.18077 + s_upper_bl_H_31 : 0.0833628 + s_lower_bl_H_31 : 0.0791909 + s_Bot_Xtr : 0.0752757 + s_upper_bl_H_30 : 0.069983 + s_upper_bl_H_29 : 0.0644163 + s_lower_bl_H_30 : 0.0632059 +Epoch: 207 | Train Loss: 6.90232 | Test Loss: 6.95702 | analysis_confidence: 0.244226 | CL: 0.0390997 | ln_CD: 0.0823411 | CM: 0.00683014 | Top_Xtr: 0.0376478 | Bot_Xtr: 0.042496 +Loss contributors: + s_ln_CD : 1.01614 + s_CL : 0.908461 + s_CM : 0.553694 + s_analysis_confidence : 0.182433 + s_upper_bl_H_31 : 0.0840059 + s_lower_bl_H_31 : 0.0801699 + s_Bot_Xtr : 0.0780282 + s_upper_bl_H_30 : 0.0685784 + s_lower_bl_H_1 : 0.064598 + s_lower_bl_H_30 : 0.0630161 +Epoch: 208 | Train Loss: 6.90487 | Test Loss: 6.95342 | analysis_confidence: 0.241855 | CL: 0.0406966 | ln_CD: 0.0797869 | CM: 0.00678994 | Top_Xtr: 0.0378503 | Bot_Xtr: 0.0417336 +Loss contributors: + s_ln_CD : 1.01159 + s_CL : 0.922352 + s_CM : 0.551057 + s_analysis_confidence : 0.180366 + s_upper_bl_H_31 : 0.0830172 + s_lower_bl_H_31 : 0.0766871 + s_Bot_Xtr : 0.0727958 + s_upper_bl_H_30 : 0.0684342 + s_lower_bl_H_1 : 0.0629463 + s_lower_bl_H_30 : 0.062278 +Epoch: 209 | Train Loss: 6.90232 | Test Loss: 6.9763 | analysis_confidence: 0.242957 | CL: 0.0383158 | ln_CD: 0.083122 | CM: 0.00672338 | Top_Xtr: 0.0375797 | Bot_Xtr: 0.0428181 +Loss contributors: + s_ln_CD : 1.03076 + s_CL : 0.903932 + s_CM : 0.543543 + s_analysis_confidence : 0.1804 + s_upper_bl_H_31 : 0.0820155 + s_lower_bl_H_31 : 0.0786755 + s_Bot_Xtr : 0.0729509 + s_upper_bl_H_30 : 0.0658104 + s_lower_bl_H_1 : 0.0649339 + s_lower_bl_H_30 : 0.0622075 +Epoch: 210 | Train Loss: 6.90241 | Test Loss: 7.00199 | analysis_confidence: 0.245191 | CL: 0.0414099 | ln_CD: 0.0811494 | CM: 0.00667029 | Top_Xtr: 0.0435774 | Bot_Xtr: 0.0465265 +Loss contributors: + s_ln_CD : 1.02311 + s_CL : 0.94065 + s_CM : 0.542254 + s_analysis_confidence : 0.182598 + s_upper_bl_H_31 : 0.0829072 + s_lower_bl_H_31 : 0.080143 + s_Bot_Xtr : 0.0749694 + s_upper_bl_H_30 : 0.067697 + s_lower_bl_H_30 : 0.0629915 + s_lower_bl_H_1 : 0.0610238 +Epoch: 211 | Train Loss: 6.90432 | Test Loss: 6.86269 | analysis_confidence: 0.244917 | CL: 0.038174 | ln_CD: 0.0775305 | CM: 0.00673481 | Top_Xtr: 0.0398248 | Bot_Xtr: 0.0430043 +Loss contributors: + s_ln_CD : 1.00393 + s_CL : 0.870408 + s_CM : 0.536723 + s_analysis_confidence : 0.181626 + s_upper_bl_H_31 : 0.0831103 + s_lower_bl_H_31 : 0.0785573 + s_Bot_Xtr : 0.0728011 + s_upper_bl_H_30 : 0.0662406 + s_lower_bl_H_30 : 0.0618873 + s_lower_bl_H_1 : 0.0615998 +Epoch: 212 | Train Loss: 6.89434 | Test Loss: 6.91149 | analysis_confidence: 0.242945 | CL: 0.0385726 | ln_CD: 0.0799156 | CM: 0.00660762 | Top_Xtr: 0.0508686 | Bot_Xtr: 0.0541671 +Loss contributors: + s_ln_CD : 1.01888 + s_CL : 0.898689 + s_CM : 0.536172 + s_analysis_confidence : 0.180995 + s_Bot_Xtr : 0.0855699 + s_upper_bl_H_31 : 0.0804826 + s_lower_bl_H_31 : 0.0773822 + s_Top_Xtr : 0.0675148 + s_upper_bl_H_30 : 0.0655972 + s_lower_bl_H_30 : 0.0617135 +Epoch: 213 | Train Loss: 6.89841 | Test Loss: 6.95287 | analysis_confidence: 0.247094 | CL: 0.0399385 | ln_CD: 0.0851333 | CM: 0.0067028 | Top_Xtr: 0.0419569 | Bot_Xtr: 0.0450929 +Loss contributors: + s_ln_CD : 1.04621 + s_CL : 0.906275 + s_CM : 0.544771 + s_analysis_confidence : 0.18254 + s_upper_bl_H_31 : 0.0835728 + s_lower_bl_H_31 : 0.0802919 + s_Bot_Xtr : 0.0765508 + s_upper_bl_H_30 : 0.0678346 + s_lower_bl_H_30 : 0.0636696 + s_lower_bl_H_1 : 0.0619938 +Epoch: 214 | Train Loss: 6.89851 | Test Loss: 6.90624 | analysis_confidence: 0.243087 | CL: 0.0377333 | ln_CD: 0.0795512 | CM: 0.00661356 | Top_Xtr: 0.0409415 | Bot_Xtr: 0.0443306 +Loss contributors: + s_ln_CD : 1.03137 + s_CL : 0.88003 + s_CM : 0.531942 + s_analysis_confidence : 0.181644 + s_upper_bl_H_31 : 0.0814337 + s_lower_bl_H_31 : 0.0786877 + s_Bot_Xtr : 0.0734928 + s_upper_bl_H_30 : 0.0665821 + s_lower_bl_H_30 : 0.0625824 + s_lower_bl_H_1 : 0.062105 +Epoch: 215 | Train Loss: 6.89479 | Test Loss: 6.8636 | analysis_confidence: 0.250192 | CL: 0.0380428 | ln_CD: 0.0774913 | CM: 0.00665374 | Top_Xtr: 0.0383502 | Bot_Xtr: 0.0427657 +Loss contributors: + s_ln_CD : 1.00038 + s_CL : 0.894579 + s_CM : 0.544796 + s_analysis_confidence : 0.183722 + s_upper_bl_H_31 : 0.0831296 + s_lower_bl_H_31 : 0.0776106 + s_Bot_Xtr : 0.0758575 + s_upper_bl_H_30 : 0.0674694 + s_lower_bl_H_1 : 0.0617772 + s_lower_bl_H_30 : 0.0616859 +Epoch: 216 | Train Loss: 6.89406 | Test Loss: 6.96382 | analysis_confidence: 0.245623 | CL: 0.0388949 | ln_CD: 0.0790345 | CM: 0.00735272 | Top_Xtr: 0.0390986 | Bot_Xtr: 0.0425835 +Loss contributors: + s_ln_CD : 0.991136 + s_CL : 0.899606 + s_CM : 0.596683 + s_analysis_confidence : 0.183722 + s_upper_bl_H_31 : 0.0847031 + s_lower_bl_H_31 : 0.080128 + s_Bot_Xtr : 0.0727392 + s_upper_bl_H_30 : 0.0684252 + s_lower_bl_H_30 : 0.0645766 + s_lower_bl_H_1 : 0.0639021 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analysis_confidence: 0.243117 | CL: 0.0382464 | ln_CD: 0.0785021 | CM: 0.00682824 | Top_Xtr: 0.038034 | Bot_Xtr: 0.041695 +Loss contributors: + s_ln_CD : 1.05404 + s_CL : 0.885703 + s_CM : 0.551894 + s_analysis_confidence : 0.181615 + s_upper_bl_H_31 : 0.081126 + s_lower_bl_H_31 : 0.0756944 + s_Bot_Xtr : 0.0716735 + s_upper_bl_H_30 : 0.0661694 + s_lower_bl_H_1 : 0.0627449 + s_lower_bl_H_0 : 0.0619777 +Epoch: 220 | Train Loss: 6.89548 | Test Loss: 7.05541 | analysis_confidence: 0.251176 | CL: 0.0396575 | ln_CD: 0.0846625 | CM: 0.00722488 | Top_Xtr: 0.0383162 | Bot_Xtr: 0.0421745 +Loss contributors: + s_ln_CD : 1.04122 + s_CL : 0.923794 + s_CM : 0.584513 + s_analysis_confidence : 0.183634 + s_upper_bl_H_31 : 0.0853843 + s_lower_bl_H_31 : 0.0830908 + s_Bot_Xtr : 0.073083 + s_upper_bl_H_30 : 0.0695196 + s_lower_bl_H_30 : 0.0665334 + s_upper_bl_H_29 : 0.0616083 +Epoch: 221 | Train Loss: 6.89122 | Test Loss: 6.87098 | analysis_confidence: 0.254236 | CL: 0.0383441 | ln_CD: 0.0853032 | CM: 0.00670569 | Top_Xtr: 0.0407801 | Bot_Xtr: 0.0439655 +Loss contributors: + s_ln_CD : 1.05328 + s_CL : 0.886682 + s_CM : 0.537125 + s_analysis_confidence : 0.184111 + s_upper_bl_H_31 : 0.0833831 + s_lower_bl_H_31 : 0.0812825 + s_Bot_Xtr : 0.0732131 + s_upper_bl_H_30 : 0.066659 + s_lower_bl_H_1 : 0.063603 + s_lower_bl_H_30 : 0.0626759 +Epoch: 222 | Train Loss: 6.88574 | Test Loss: 6.80672 | analysis_confidence: 0.241856 | CL: 0.0378708 | ln_CD: 0.0797864 | CM: 0.00658983 | Top_Xtr: 0.0378403 | Bot_Xtr: 0.0415843 +Loss contributors: + s_ln_CD : 0.99843 + s_CL : 0.876011 + s_CM : 0.529996 + s_analysis_confidence : 0.183683 + s_upper_bl_H_31 : 0.079448 + s_lower_bl_H_31 : 0.0763809 + s_Bot_Xtr : 0.0729519 + s_upper_bl_H_30 : 0.0652616 + s_lower_bl_H_30 : 0.061808 + s_lower_bl_H_1 : 0.0613116 +Epoch: 223 | Train Loss: 6.88739 | Test Loss: 7.16054 | analysis_confidence: 0.248838 | CL: 0.0428172 | ln_CD: 0.0833933 | CM: 0.0071986 | Top_Xtr: 0.0377169 | Bot_Xtr: 0.0416416 +Loss contributors: + s_ln_CD : 1.07293 + s_CL : 0.955764 + s_CM : 0.584147 + s_analysis_confidence : 0.183881 + s_upper_bl_H_31 : 0.0819442 + s_lower_bl_H_31 : 0.0798029 + s_Bot_Xtr : 0.0710834 + s_upper_bl_H_30 : 0.0671315 + s_lower_bl_H_30 : 0.0635857 + s_lower_bl_H_1 : 0.0622875 +Epoch: 224 | Train Loss: 6.88842 | Test Loss: 6.85945 | analysis_confidence: 0.249508 | CL: 0.0417264 | ln_CD: 0.0771734 | CM: 0.00656187 | Top_Xtr: 0.0381514 | Bot_Xtr: 0.0429777 +Loss contributors: + s_ln_CD : 0.980519 + s_CL : 0.94924 + s_CM : 0.528793 + s_analysis_confidence : 0.182208 + s_upper_bl_H_31 : 0.0800784 + s_lower_bl_H_31 : 0.0767514 + s_Bot_Xtr : 0.0727044 + s_upper_bl_H_30 : 0.0662728 + s_lower_bl_H_1 : 0.0625908 + s_lower_bl_H_30 : 0.0621885 +Epoch: 225 | Train Loss: 6.88699 | Test Loss: 6.84448 | analysis_confidence: 0.244608 | CL: 0.0385515 | ln_CD: 0.0769683 | CM: 0.00653317 | Top_Xtr: 0.0377181 | Bot_Xtr: 0.0424169 +Loss contributors: + s_ln_CD : 0.998575 + s_CL : 0.887308 + s_CM : 0.521415 + s_analysis_confidence : 0.18091 + s_upper_bl_H_31 : 0.0799702 + s_lower_bl_H_31 : 0.0763925 + s_Bot_Xtr : 0.0715086 + s_upper_bl_H_30 : 0.0651494 + s_lower_bl_H_1 : 0.0619034 + s_lower_bl_H_30 : 0.0605655 +Epoch: 226 | Train Loss: 6.88704 | Test Loss: 7.13197 | analysis_confidence: 0.249645 | CL: 0.0405886 | ln_CD: 0.0821568 | CM: 0.00653952 | Top_Xtr: 0.0394707 | Bot_Xtr: 0.0438605 +Loss contributors: + s_ln_CD : 1.20031 + s_CL : 0.937852 + s_CM : 0.533087 + s_analysis_confidence : 0.183497 + s_upper_bl_H_31 : 0.0807821 + s_Bot_Xtr : 0.0766557 + s_lower_bl_H_31 : 0.0766536 + s_upper_bl_H_30 : 0.0661862 + s_lower_bl_H_1 : 0.0615478 + s_lower_bl_H_30 : 0.0611836 +Epoch: 227 | Train Loss: 6.88887 | Test Loss: 7.08966 | analysis_confidence: 0.246371 | CL: 0.0392358 | ln_CD: 0.0853778 | CM: 0.00683232 | Top_Xtr: 0.0406079 | Bot_Xtr: 0.0442321 +Loss contributors: + s_ln_CD : 1.08845 + s_CL : 0.931745 + s_CM : 0.551207 + s_analysis_confidence : 0.181673 + s_upper_bl_H_31 : 0.0837432 + s_lower_bl_H_31 : 0.0803775 + s_Bot_Xtr : 0.0723313 + s_upper_bl_H_30 : 0.0695039 + s_lower_bl_H_1 : 0.0652891 + s_lower_bl_H_30 : 0.0641887 +Epoch: 228 | Train Loss: 6.88266 | Test Loss: 6.98538 | analysis_confidence: 0.247963 | CL: 0.039964 | ln_CD: 0.0841498 | CM: 0.00653593 | Top_Xtr: 0.0400857 | Bot_Xtr: 0.0432744 +Loss contributors: + s_ln_CD : 1.05336 + s_CL : 0.911982 + s_CM : 0.525968 + s_analysis_confidence : 0.182819 + s_upper_bl_H_31 : 0.0825365 + s_lower_bl_H_31 : 0.0790292 + s_Bot_Xtr : 0.0719797 + s_upper_bl_H_30 : 0.068258 + s_upper_bl_H_29 : 0.0623546 + s_lower_bl_H_1 : 0.062137 +Epoch: 229 | Train Loss: 6.88442 | Test Loss: 6.7895 | analysis_confidence: 0.244916 | CL: 0.0381706 | ln_CD: 0.0817001 | CM: 0.00665891 | Top_Xtr: 0.0373036 | Bot_Xtr: 0.0417895 +Loss contributors: + s_ln_CD : 1.00957 + s_CL : 0.895932 + s_CM : 0.535202 + s_analysis_confidence : 0.182321 + s_upper_bl_H_31 : 0.0798749 + s_lower_bl_H_31 : 0.0747426 + s_Bot_Xtr : 0.0715998 + s_upper_bl_H_30 : 0.0658685 + s_lower_bl_H_30 : 0.0610377 + s_lower_bl_H_1 : 0.0609716 +Epoch: 230 | Train Loss: 6.87804 | Test Loss: 7.06438 | analysis_confidence: 0.252443 | CL: 0.0395191 | ln_CD: 0.0837746 | CM: 0.00711984 | Top_Xtr: 0.0372302 | Bot_Xtr: 0.0418819 +Loss contributors: + s_ln_CD : 1.04599 + s_CL : 0.900226 + s_CM : 0.582274 + s_analysis_confidence : 0.185687 + s_upper_bl_H_31 : 0.0827015 + s_lower_bl_H_31 : 0.0767802 + s_Bot_Xtr : 0.0705254 + s_upper_bl_H_30 : 0.0673863 + s_lower_bl_H_1 : 0.0628615 + s_lower_bl_H_0 : 0.0624543 +Epoch: 231 | Train Loss: 6.88154 | Test Loss: 6.87129 | analysis_confidence: 0.245775 | CL: 0.0381813 | ln_CD: 0.081872 | CM: 0.00656581 | Top_Xtr: 0.0386701 | Bot_Xtr: 0.0424615 +Loss contributors: + s_ln_CD : 1.04385 + s_CL : 0.888987 + s_CM : 0.535207 + s_analysis_confidence : 0.183743 + s_upper_bl_H_31 : 0.0798932 + s_lower_bl_H_31 : 0.0756287 + s_Bot_Xtr : 0.0732165 + s_upper_bl_H_30 : 0.0660262 + s_lower_bl_H_1 : 0.0622716 + s_lower_bl_H_0 : 0.0608779 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analysis_confidence: 0.24534 | CL: 0.0406341 | ln_CD: 0.0886413 | CM: 0.00722275 | Top_Xtr: 0.0399368 | Bot_Xtr: 0.0434428 +Loss contributors: + s_ln_CD : 1.08156 + s_CL : 0.934268 + s_CM : 0.589881 + s_analysis_confidence : 0.182049 + s_upper_bl_H_31 : 0.0835117 + s_lower_bl_H_31 : 0.0803349 + s_Bot_Xtr : 0.0746304 + s_upper_bl_H_30 : 0.0680148 + s_lower_bl_H_30 : 0.0641306 + s_lower_bl_H_1 : 0.0636952 +Epoch: 235 | Train Loss: 6.87705 | Test Loss: 6.95386 | analysis_confidence: 0.252607 | CL: 0.0384215 | ln_CD: 0.0853097 | CM: 0.00663452 | Top_Xtr: 0.0383598 | Bot_Xtr: 0.0422326 +Loss contributors: + s_ln_CD : 1.03845 + s_CL : 0.897668 + s_CM : 0.532824 + s_analysis_confidence : 0.184416 + s_upper_bl_H_31 : 0.0810539 + s_lower_bl_H_31 : 0.0773272 + s_Bot_Xtr : 0.0723167 + s_upper_bl_H_30 : 0.0684013 + s_lower_bl_H_30 : 0.0650697 + s_upper_bl_H_29 : 0.0631109 +Epoch: 236 | Train Loss: 6.87897 | Test Loss: 6.82247 | analysis_confidence: 0.248334 | CL: 0.0381773 | ln_CD: 0.0815301 | CM: 0.00655749 | Top_Xtr: 0.0375098 | Bot_Xtr: 0.0418606 +Loss contributors: + s_ln_CD : 1.01844 + s_CL : 0.874632 + s_CM : 0.526442 + s_analysis_confidence : 0.182245 + s_upper_bl_H_31 : 0.0807481 + s_lower_bl_H_31 : 0.0771716 + s_Bot_Xtr : 0.0707887 + s_upper_bl_H_30 : 0.0658721 + s_lower_bl_H_1 : 0.0614644 + s_lower_bl_H_30 : 0.0614073 +Epoch: 237 | Train Loss: 6.87388 | Test Loss: 7.02713 | analysis_confidence: 0.242573 | CL: 0.0389909 | ln_CD: 0.0911535 | CM: 0.00676045 | Top_Xtr: 0.046858 | Bot_Xtr: 0.050059 +Loss contributors: + s_ln_CD : 1.09945 + s_CL : 0.891687 + s_CM : 0.537631 + s_analysis_confidence : 0.182339 + s_Bot_Xtr : 0.0829449 + s_upper_bl_H_31 : 0.0812032 + s_lower_bl_H_31 : 0.0758485 + s_upper_bl_H_30 : 0.066855 + s_Top_Xtr : 0.0631308 + s_lower_bl_H_30 : 0.0619909 +Epoch: 238 | Train Loss: 6.8774 | Test Loss: 6.93984 | analysis_confidence: 0.254673 | CL: 0.0389857 | ln_CD: 0.0768693 | CM: 0.00738593 | Top_Xtr: 0.0387532 | Bot_Xtr: 0.0427805 +Loss contributors: + s_ln_CD : 0.985686 + s_CL : 0.894026 + s_CM : 0.604095 + s_analysis_confidence : 0.186632 + s_upper_bl_H_31 : 0.0834387 + s_lower_bl_H_31 : 0.0771873 + s_Bot_Xtr : 0.0716008 + s_upper_bl_H_30 : 0.0684955 + s_lower_bl_H_1 : 0.0636248 + s_lower_bl_H_30 : 0.0614996 +Epoch: 239 | Train Loss: 6.87702 | Test Loss: 6.89589 | analysis_confidence: 0.246015 | CL: 0.0381917 | ln_CD: 0.0849895 | CM: 0.00672176 | Top_Xtr: 0.0398333 | Bot_Xtr: 0.0433258 +Loss contributors: + s_ln_CD : 1.05778 + s_CL : 0.880891 + s_CM : 0.536723 + s_analysis_confidence : 0.18251 + s_upper_bl_H_31 : 0.0767125 + s_lower_bl_H_31 : 0.0750377 + s_Bot_Xtr : 0.0725316 + s_upper_bl_H_30 : 0.0648744 + s_lower_bl_H_30 : 0.0619621 + s_lower_bl_H_1 : 0.0603212 +Epoch: 240 | Train Loss: 6.87334 | Test Loss: 6.85095 | analysis_confidence: 0.246772 | CL: 0.0376211 | ln_CD: 0.0781377 | CM: 0.00722099 | Top_Xtr: 0.0378376 | Bot_Xtr: 0.041978 +Loss contributors: + s_ln_CD : 1.00959 + s_CL : 0.867741 + s_CM : 0.573459 + s_analysis_confidence : 0.182876 + s_upper_bl_H_31 : 0.0809665 + s_lower_bl_H_31 : 0.077264 + s_Bot_Xtr : 0.073381 + s_upper_bl_H_30 : 0.0656804 + s_lower_bl_H_30 : 0.0615914 + s_lower_bl_H_1 : 0.0608492 +Epoch: 241 | Train Loss: 6.87617 | Test Loss: 6.89204 | analysis_confidence: 0.242908 | CL: 0.0390552 | ln_CD: 0.0806216 | CM: 0.00674731 | Top_Xtr: 0.0379715 | Bot_Xtr: 0.0421498 +Loss contributors: + s_ln_CD : 1.01845 + s_CL : 0.901992 + s_CM : 0.545566 + s_analysis_confidence : 0.181566 + s_upper_bl_H_31 : 0.079367 + s_lower_bl_H_31 : 0.0768058 + s_Bot_Xtr : 0.0716121 + s_upper_bl_H_30 : 0.0644035 + s_lower_bl_H_1 : 0.0620217 + s_lower_bl_H_30 : 0.0606157 +Epoch: 242 | Train Loss: 6.86638 | Test Loss: 6.82842 | analysis_confidence: 0.251534 | CL: 0.0374453 | ln_CD: 0.0767095 | CM: 0.00652378 | Top_Xtr: 0.0390061 | Bot_Xtr: 0.0428403 +Loss contributors: + s_ln_CD : 1.00376 + s_CL : 0.870665 + s_CM : 0.520194 + s_analysis_confidence : 0.184253 + s_upper_bl_H_31 : 0.0810805 + s_lower_bl_H_31 : 0.0773095 + s_Bot_Xtr : 0.0729758 + s_upper_bl_H_30 : 0.0663551 + s_lower_bl_H_1 : 0.0621172 + s_lower_bl_H_30 : 0.0619456 +Epoch: 243 | Train Loss: 6.87043 | Test Loss: 6.90424 | analysis_confidence: 0.242907 | CL: 0.0425883 | ln_CD: 0.0855014 | CM: 0.00672973 | Top_Xtr: 0.0489531 | Bot_Xtr: 0.0510457 +Loss contributors: + s_ln_CD : 1.03477 + s_CL : 0.933243 + s_CM : 0.535198 + s_analysis_confidence : 0.181264 + s_Bot_Xtr : 0.0816396 + s_upper_bl_H_31 : 0.0789099 + s_lower_bl_H_31 : 0.0762799 + s_upper_bl_H_30 : 0.0645678 + s_Top_Xtr : 0.0638741 + s_lower_bl_H_30 : 0.0621275 +Epoch: 244 | Train Loss: 6.87331 | Test Loss: 6.85716 | analysis_confidence: 0.247169 | CL: 0.038639 | ln_CD: 0.0798469 | CM: 0.00654428 | Top_Xtr: 0.0384898 | Bot_Xtr: 0.0435373 +Loss contributors: + s_ln_CD : 1.00931 + s_CL : 0.878531 + s_CM : 0.524343 + s_analysis_confidence : 0.182578 + s_upper_bl_H_31 : 0.0778468 + s_lower_bl_H_31 : 0.0764834 + s_Bot_Xtr : 0.0723272 + s_upper_bl_H_30 : 0.0645293 + s_lower_bl_H_30 : 0.0619336 + s_lower_bl_H_1 : 0.0616647 +Epoch: 245 | Train Loss: 6.86748 | Test Loss: 7.04644 | analysis_confidence: 0.250489 | CL: 0.0404302 | ln_CD: 0.0814547 | CM: 0.00667923 | Top_Xtr: 0.0386562 | Bot_Xtr: 0.0424426 +Loss contributors: + s_ln_CD : 1.01935 + s_CL : 0.932671 + s_CM : 0.535648 + s_analysis_confidence : 0.184561 + s_upper_bl_H_31 : 0.0883358 + s_lower_bl_H_31 : 0.0790111 + s_upper_bl_H_30 : 0.0736961 + s_Bot_Xtr : 0.0718028 + s_upper_bl_H_29 : 0.0668296 + s_lower_bl_H_30 : 0.0634423 +Epoch: 246 | Train Loss: 6.86908 | Test Loss: 7.01077 | analysis_confidence: 0.252852 | CL: 0.0390978 | ln_CD: 0.087217 | CM: 0.00679144 | Top_Xtr: 0.0375733 | Bot_Xtr: 0.0420058 +Loss contributors: + s_ln_CD : 1.07792 + s_CL : 0.904494 + s_CM : 0.536784 + s_analysis_confidence : 0.186848 + s_upper_bl_H_31 : 0.0834657 + s_lower_bl_H_31 : 0.0778787 + s_Bot_Xtr : 0.0709454 + s_upper_bl_H_30 : 0.0705135 + s_lower_bl_H_30 : 0.0646631 + s_upper_bl_H_29 : 0.0637226 +Epoch: 247 | Train Loss: 6.87544 | Test Loss: 7.00346 | analysis_confidence: 0.252497 | CL: 0.0382591 | ln_CD: 0.0933889 | CM: 0.00664345 | Top_Xtr: 0.0373289 | Bot_Xtr: 0.04215 +Loss contributors: + s_ln_CD : 1.13889 + s_CL : 0.90352 + s_CM : 0.539801 + s_analysis_confidence : 0.185075 + s_upper_bl_H_31 : 0.0800046 + s_lower_bl_H_31 : 0.077879 + s_Bot_Xtr : 0.0748717 + s_upper_bl_H_30 : 0.0661114 + s_lower_bl_H_30 : 0.0621371 + s_lower_bl_H_1 : 0.0612131 +Epoch: 248 | Train Loss: 6.86914 | Test Loss: 6.8593 | analysis_confidence: 0.251979 | CL: 0.0383543 | ln_CD: 0.0795721 | CM: 0.00667416 | Top_Xtr: 0.0382745 | Bot_Xtr: 0.0428737 +Loss contributors: + s_ln_CD : 1.00635 + s_CL : 0.903912 + s_CM : 0.537039 + s_analysis_confidence : 0.183459 + s_upper_bl_H_31 : 0.080335 + s_lower_bl_H_31 : 0.077049 + s_Bot_Xtr : 0.0738049 + s_upper_bl_H_30 : 0.0656813 + s_lower_bl_H_30 : 0.0618533 + s_lower_bl_H_1 : 0.0615353 +Epoch: 249 | Train Loss: 6.86662 | Test Loss: 7.03936 | analysis_confidence: 0.247442 | CL: 0.0401292 | ln_CD: 0.0854442 | CM: 0.00668842 | Top_Xtr: 0.037974 | Bot_Xtr: 0.0432422 +Loss contributors: + s_ln_CD : 1.05962 + s_CL : 0.921903 + s_CM : 0.543793 + s_analysis_confidence : 0.185469 + s_upper_bl_H_31 : 0.0872506 + s_lower_bl_H_31 : 0.0818742 + s_Bot_Xtr : 0.0733622 + s_upper_bl_H_30 : 0.0701508 + s_lower_bl_H_30 : 0.0644843 + s_lower_bl_H_1 : 0.0627198 +Epoch: 250 | Train Loss: 6.87022 | Test Loss: 6.78992 | analysis_confidence: 0.248893 | CL: 0.0375624 | ln_CD: 0.0766154 | CM: 0.00650153 | Top_Xtr: 0.038813 | Bot_Xtr: 0.0436612 +Loss contributors: + s_ln_CD : 0.985049 + s_CL : 0.87421 + s_CM : 0.526629 + s_analysis_confidence : 0.183529 + s_upper_bl_H_31 : 0.0798324 + s_lower_bl_H_31 : 0.0775539 + s_Bot_Xtr : 0.0733979 + s_upper_bl_H_30 : 0.0649768 + s_lower_bl_H_30 : 0.0608484 + s_lower_bl_H_1 : 0.0605695 +Epoch: 251 | Train Loss: 6.86463 | Test Loss: 7.02901 | analysis_confidence: 0.246788 | CL: 0.0389652 | ln_CD: 0.0892907 | CM: 0.0065772 | Top_Xtr: 0.0386157 | Bot_Xtr: 0.0439176 +Loss contributors: + s_ln_CD : 1.06836 + s_CL : 0.895737 + s_CM : 0.52759 + s_analysis_confidence : 0.183133 + s_upper_bl_H_31 : 0.0812407 + s_lower_bl_H_31 : 0.0778485 + s_Bot_Xtr : 0.0738267 + s_upper_bl_H_30 : 0.0675898 + s_lower_bl_H_30 : 0.0632769 + s_upper_bl_H_29 : 0.0609089 +Epoch: 252 | Train Loss: 6.86646 | Test Loss: 6.881 | analysis_confidence: 0.251697 | CL: 0.0390769 | ln_CD: 0.0770295 | CM: 0.00657051 | Top_Xtr: 0.0424695 | Bot_Xtr: 0.0488387 +Loss contributors: + s_ln_CD : 0.99182 + s_CL : 0.887936 + s_CM : 0.526157 + s_analysis_confidence : 0.184255 + s_Bot_Xtr : 0.0801804 + s_upper_bl_H_31 : 0.0794971 + s_lower_bl_H_31 : 0.077878 + s_upper_bl_H_30 : 0.0652292 + s_lower_bl_H_30 : 0.0623728 + s_lower_bl_H_1 : 0.0611019 +Epoch: 253 | Train Loss: 6.86298 | Test Loss: 6.95116 | analysis_confidence: 0.247965 | CL: 0.0392089 | ln_CD: 0.0814756 | CM: 0.00680945 | Top_Xtr: 0.0384378 | Bot_Xtr: 0.0429666 +Loss contributors: + s_ln_CD : 1.05324 + s_CL : 0.911085 + s_CM : 0.546982 + s_analysis_confidence : 0.186293 + s_upper_bl_H_31 : 0.0798588 + s_lower_bl_H_31 : 0.076401 + s_Bot_Xtr : 0.0737664 + s_upper_bl_H_30 : 0.0662932 + s_lower_bl_H_30 : 0.0619699 + s_upper_bl_H_29 : 0.0601514 +slurmstepd-d-12-8-1: error: *** JOB 25349822 ON d-12-8-1 CANCELLED AT 2024-03-08T10:37:14 *** diff --git a/training/gen2_architecture/log.log-25349823 b/training/gen2_architecture/log.log-25349823 new file mode 100644 index 0000000..8f99451 --- /dev/null +++ b/training/gen2_architecture/log.log-25349823 @@ -0,0 +1,3317 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xxsmall.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 30.7545 | Test Loss: 15.7498 | analysis_confidence: 0.301368 | CL: 0.0659026 | ln_CD: 0.14079 | CM: 0.011011 | Top_Xtr: 0.0702611 | Bot_Xtr: 0.083689 +Loss contributors: + s_ln_CD : 2.15723 + s_CL : 2.02966 + s_CM : 1.24959 + s_analysis_confidence : 0.213485 + s_Bot_Xtr : 0.207732 + s_upper_bl_H_31 : 0.199206 + s_upper_bl_H_30 : 0.177198 + s_lower_bl_H_31 : 0.177157 + s_upper_bl_H_29 : 0.164732 + s_upper_bl_H_28 : 0.15589 +Epoch: 1 | Train Loss: 14.6046 | Test Loss: 13.7923 | analysis_confidence: 0.285153 | CL: 0.0624124 | ln_CD: 0.125672 | CM: 0.0103539 | Top_Xtr: 0.0674575 | Bot_Xtr: 0.0809739 +Loss contributors: + s_CL : 1.82874 + s_ln_CD : 1.80174 + s_CM : 1.11677 + s_analysis_confidence : 0.203334 + s_Bot_Xtr : 0.190513 + s_upper_bl_H_31 : 0.170146 + s_lower_bl_H_31 : 0.155712 + s_upper_bl_H_30 : 0.147193 + s_lower_bl_H_0 : 0.136079 + s_upper_bl_H_29 : 0.134958 +Epoch: 2 | Train Loss: 13.4555 | Test Loss: 13.0223 | analysis_confidence: 0.281306 | CL: 0.0607204 | ln_CD: 0.121032 | CM: 0.0101702 | Top_Xtr: 0.0632506 | Bot_Xtr: 0.0766385 +Loss contributors: + s_CL : 1.75943 + s_ln_CD : 1.72317 + s_CM : 1.07745 + s_analysis_confidence : 0.200349 + s_Bot_Xtr : 0.176794 + s_upper_bl_H_31 : 0.162276 + s_lower_bl_H_31 : 0.150748 + s_upper_bl_H_30 : 0.137473 + s_lower_bl_H_0 : 0.132342 + s_upper_bl_H_29 : 0.124647 +Epoch: 3 | Train Loss: 12.7756 | Test Loss: 12.5527 | analysis_confidence: 0.276935 | CL: 0.0593624 | ln_CD: 0.115693 | CM: 0.00999507 | Top_Xtr: 0.0599238 | Bot_Xtr: 0.0722702 +Loss contributors: + s_CL : 1.71353 + s_ln_CD : 1.67737 + s_CM : 1.05426 + s_analysis_confidence : 0.200063 + s_Bot_Xtr : 0.166012 + s_upper_bl_H_31 : 0.157452 + s_lower_bl_H_31 : 0.146371 + s_upper_bl_H_30 : 0.131771 + s_lower_bl_H_0 : 0.130038 + s_upper_bl_H_29 : 0.118411 +Epoch: 4 | Train Loss: 12.3816 | Test Loss: 12.1584 | analysis_confidence: 0.275353 | CL: 0.058965 | ln_CD: 0.115003 | CM: 0.00994099 | Top_Xtr: 0.0573843 | Bot_Xtr: 0.0712304 +Loss contributors: + s_CL : 1.65483 + s_ln_CD : 1.59113 + s_CM : 1.0398 + s_analysis_confidence : 0.200022 + s_Bot_Xtr : 0.158366 + s_upper_bl_H_31 : 0.151939 + s_lower_bl_H_31 : 0.144905 + s_upper_bl_H_30 : 0.127461 + s_lower_bl_H_0 : 0.124352 + s_lower_bl_H_30 : 0.11596 +Epoch: 5 | Train Loss: 12.1179 | Test Loss: 11.9136 | analysis_confidence: 0.273751 | CL: 0.0567656 | ln_CD: 0.119757 | CM: 0.00977119 | Top_Xtr: 0.0558563 | Bot_Xtr: 0.0687734 +Loss contributors: + s_CL : 1.60381 + s_ln_CD : 1.59998 + s_CM : 1.01631 + s_analysis_confidence : 0.197616 + s_Bot_Xtr : 0.1531 + s_upper_bl_H_31 : 0.149386 + s_lower_bl_H_31 : 0.142449 + s_upper_bl_H_30 : 0.124033 + s_lower_bl_H_0 : 0.122677 + s_lower_bl_H_30 : 0.112571 +Epoch: 6 | Train Loss: 11.9236 | Test Loss: 12.0382 | analysis_confidence: 0.270712 | CL: 0.0573959 | ln_CD: 0.130313 | CM: 0.00995346 | Top_Xtr: 0.0572996 | Bot_Xtr: 0.0693908 +Loss contributors: + s_ln_CD : 1.76048 + s_CL : 1.60404 + s_CM : 1.02997 + s_analysis_confidence : 0.195828 + s_Bot_Xtr : 0.154854 + s_upper_bl_H_31 : 0.148622 + s_lower_bl_H_31 : 0.141586 + s_lower_bl_H_0 : 0.124112 + s_upper_bl_H_30 : 0.123747 + s_lower_bl_H_30 : 0.112529 +Epoch: 7 | Train Loss: 11.7697 | Test Loss: 11.8516 | analysis_confidence: 0.265971 | CL: 0.0572087 | ln_CD: 0.125478 | CM: 0.00968088 | Top_Xtr: 0.0560037 | Bot_Xtr: 0.0683766 +Loss contributors: + s_ln_CD : 1.73628 + s_CL : 1.57345 + s_CM : 0.989933 + s_analysis_confidence : 0.195091 + s_Bot_Xtr : 0.154021 + s_upper_bl_H_31 : 0.146832 + s_lower_bl_H_31 : 0.141048 + s_lower_bl_H_0 : 0.122491 + s_upper_bl_H_30 : 0.12086 + s_lower_bl_H_30 : 0.110796 +Epoch: 8 | Train Loss: 11.6375 | Test Loss: 11.6084 | analysis_confidence: 0.263699 | CL: 0.0561331 | ln_CD: 0.112701 | CM: 0.00947791 | Top_Xtr: 0.0557589 | Bot_Xtr: 0.0687406 +Loss contributors: + s_CL : 1.57573 + s_ln_CD : 1.55897 + s_CM : 0.960221 + s_analysis_confidence : 0.193009 + s_Bot_Xtr : 0.154345 + s_upper_bl_H_31 : 0.146915 + s_lower_bl_H_31 : 0.138227 + s_upper_bl_H_30 : 0.120983 + s_lower_bl_H_0 : 0.120271 + s_lower_bl_H_30 : 0.108712 +Epoch: 9 | Train Loss: 11.4808 | Test Loss: 11.4347 | analysis_confidence: 0.272342 | CL: 0.0559833 | ln_CD: 0.112479 | CM: 0.00936086 | Top_Xtr: 0.0561697 | Bot_Xtr: 0.0679523 +Loss contributors: + s_ln_CD : 1.53161 + s_CL : 1.52528 + s_CM : 0.934212 + s_analysis_confidence : 0.194593 + s_Bot_Xtr : 0.152754 + s_upper_bl_H_31 : 0.139498 + s_lower_bl_H_31 : 0.135376 + s_lower_bl_H_0 : 0.120801 + s_upper_bl_H_30 : 0.115291 + s_lower_bl_H_30 : 0.107505 +Epoch: 10 | Train Loss: 11.3571 | Test Loss: 11.238 | analysis_confidence: 0.266011 | CL: 0.0552402 | ln_CD: 0.108007 | CM: 0.00925609 | Top_Xtr: 0.0568317 | Bot_Xtr: 0.0692711 +Loss 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s_analysis_confidence : 0.196389 + s_Bot_Xtr : 0.152894 + s_upper_bl_H_31 : 0.137561 + s_lower_bl_H_31 : 0.133786 + s_upper_bl_H_30 : 0.113713 + s_lower_bl_H_0 : 0.112429 + s_lower_bl_H_30 : 0.105775 +Epoch: 13 | Train Loss: 11.0924 | Test Loss: 11.1747 | analysis_confidence: 0.274216 | CL: 0.0541098 | ln_CD: 0.109518 | CM: 0.00909737 | Top_Xtr: 0.0578127 | Bot_Xtr: 0.0689594 +Loss contributors: + s_ln_CD : 1.52294 + s_CL : 1.4956 + s_CM : 0.896224 + s_analysis_confidence : 0.200187 + s_Bot_Xtr : 0.157684 + s_upper_bl_H_31 : 0.137579 + s_lower_bl_H_31 : 0.132592 + s_upper_bl_H_30 : 0.114897 + s_lower_bl_H_0 : 0.109045 + s_lower_bl_H_30 : 0.105882 +Epoch: 14 | Train Loss: 11.0212 | Test Loss: 11.0047 | analysis_confidence: 0.268121 | CL: 0.0544735 | ln_CD: 0.112471 | CM: 0.00916408 | Top_Xtr: 0.0564214 | Bot_Xtr: 0.0682957 +Loss contributors: + s_ln_CD : 1.50245 + s_CL : 1.47853 + s_CM : 0.899043 + s_analysis_confidence : 0.194581 + s_Bot_Xtr : 0.153257 + s_upper_bl_H_31 : 0.136096 + s_lower_bl_H_31 : 0.132244 + s_upper_bl_H_30 : 0.113587 + s_lower_bl_H_0 : 0.109987 + s_lower_bl_H_30 : 0.105185 +Epoch: 15 | Train Loss: 10.9568 | Test Loss: 10.9902 | analysis_confidence: 0.26968 | CL: 0.0550237 | ln_CD: 0.112154 | CM: 0.00897922 | Top_Xtr: 0.0569556 | Bot_Xtr: 0.0684431 +Loss contributors: + s_ln_CD : 1.52945 + s_CL : 1.47955 + s_CM : 0.873483 + s_analysis_confidence : 0.196075 + s_Bot_Xtr : 0.152533 + s_upper_bl_H_31 : 0.134808 + s_lower_bl_H_31 : 0.131002 + s_upper_bl_H_30 : 0.112173 + s_lower_bl_H_0 : 0.107212 + s_lower_bl_H_30 : 0.104134 +Epoch: 16 | Train Loss: 10.8974 | Test Loss: 10.9057 | analysis_confidence: 0.264423 | CL: 0.0534413 | ln_CD: 0.109099 | CM: 0.00887175 | Top_Xtr: 0.0565457 | Bot_Xtr: 0.0672993 +Loss contributors: + s_ln_CD : 1.48123 + s_CL : 1.46279 + s_CM : 0.864615 + s_analysis_confidence : 0.193034 + s_Bot_Xtr : 0.151162 + s_upper_bl_H_31 : 0.132309 + s_lower_bl_H_31 : 0.129434 + s_upper_bl_H_30 : 0.111092 + s_lower_bl_H_0 : 0.106039 + s_lower_bl_H_30 : 0.103976 +Epoch: 17 | Train Loss: 10.8522 | Test Loss: 10.9158 | analysis_confidence: 0.269764 | CL: 0.0545512 | ln_CD: 0.108413 | CM: 0.00893719 | Top_Xtr: 0.0559147 | Bot_Xtr: 0.0667437 +Loss contributors: + s_ln_CD : 1.4792 + s_CL : 1.47263 + s_CM : 0.867777 + s_analysis_confidence : 0.196001 + s_Bot_Xtr : 0.151523 + s_upper_bl_H_31 : 0.130002 + s_lower_bl_H_31 : 0.128599 + s_upper_bl_H_30 : 0.109265 + s_lower_bl_H_0 : 0.103482 + s_lower_bl_H_30 : 0.103279 +Epoch: 18 | Train Loss: 10.8086 | Test Loss: 10.7557 | analysis_confidence: 0.272662 | CL: 0.0537841 | ln_CD: 0.109601 | CM: 0.00891592 | Top_Xtr: 0.0569024 | Bot_Xtr: 0.0685916 +Loss contributors: + s_ln_CD : 1.48418 + s_CL : 1.44561 + s_CM : 0.864554 + s_analysis_confidence : 0.196615 + s_Bot_Xtr : 0.152419 + s_upper_bl_H_31 : 0.131948 + s_lower_bl_H_31 : 0.129646 + s_upper_bl_H_30 : 0.109822 + s_lower_bl_H_0 : 0.104598 + s_lower_bl_H_30 : 0.102777 +Epoch: 19 | Train Loss: 10.7757 | Test Loss: 10.757 | analysis_confidence: 0.265324 | CL: 0.0529826 | ln_CD: 0.108093 | CM: 0.00897423 | Top_Xtr: 0.0554781 | Bot_Xtr: 0.0670912 +Loss contributors: + s_ln_CD : 1.47599 + s_CL : 1.43355 + s_CM : 0.863636 + s_analysis_confidence : 0.194607 + s_Bot_Xtr : 0.152812 + s_upper_bl_H_31 : 0.132508 + s_lower_bl_H_31 : 0.129007 + s_upper_bl_H_30 : 0.110797 + s_lower_bl_H_30 : 0.10314 + s_lower_bl_H_0 : 0.102341 +Epoch: 20 | Train Loss: 10.743 | Test Loss: 10.7749 | analysis_confidence: 0.272292 | CL: 0.0543033 | ln_CD: 0.111955 | CM: 0.00925629 | Top_Xtr: 0.0567 | Bot_Xtr: 0.0666175 +Loss contributors: + s_ln_CD : 1.47054 + s_CL : 1.45228 + s_CM : 0.899286 + s_analysis_confidence : 0.197635 + s_Bot_Xtr : 0.148906 + s_upper_bl_H_31 : 0.131572 + s_lower_bl_H_31 : 0.128334 + s_upper_bl_H_30 : 0.10875 + s_lower_bl_H_0 : 0.103262 + s_lower_bl_H_30 : 0.101136 +Epoch: 21 | Train Loss: 10.7134 | Test Loss: 10.6521 | analysis_confidence: 0.267729 | CL: 0.0522169 | ln_CD: 0.1084 | CM: 0.008909 | Top_Xtr: 0.0557943 | Bot_Xtr: 0.066959 +Loss contributors: + s_ln_CD : 1.46271 + s_CL : 1.4075 + s_CM : 0.855774 + s_analysis_confidence : 0.195979 + s_Bot_Xtr : 0.149011 + s_upper_bl_H_31 : 0.132582 + s_lower_bl_H_31 : 0.12853 + s_upper_bl_H_30 : 0.110883 + s_lower_bl_H_0 : 0.103859 + s_lower_bl_H_30 : 0.102668 +Epoch: 22 | Train Loss: 10.6898 | Test Loss: 10.7223 | analysis_confidence: 0.264656 | CL: 0.0530124 | ln_CD: 0.109425 | CM: 0.00875302 | Top_Xtr: 0.0551944 | Bot_Xtr: 0.0657821 +Loss contributors: + s_ln_CD : 1.45927 + s_CL : 1.42839 + s_CM : 0.837913 + s_analysis_confidence : 0.195467 + s_Bot_Xtr : 0.149063 + s_upper_bl_H_31 : 0.131853 + s_lower_bl_H_31 : 0.127542 + s_upper_bl_H_30 : 0.110031 + s_lower_bl_H_0 : 0.101663 + s_lower_bl_H_30 : 0.101539 +Epoch: 23 | Train Loss: 10.6676 | Test Loss: 10.614 | analysis_confidence: 0.26831 | CL: 0.0528304 | ln_CD: 0.105142 | CM: 0.00877665 | Top_Xtr: 0.0542158 | Bot_Xtr: 0.0650251 +Loss contributors: + s_CL : 1.431 + s_ln_CD : 1.42968 + s_CM 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0.129033 + s_lower_bl_H_31 : 0.126998 + s_upper_bl_H_30 : 0.107081 + s_lower_bl_H_0 : 0.104714 + s_Top_Xtr : 0.100456 +Epoch: 26 | Train Loss: 10.6196 | Test Loss: 10.5557 | analysis_confidence: 0.268872 | CL: 0.0517963 | ln_CD: 0.103639 | CM: 0.00880164 | Top_Xtr: 0.0542528 | Bot_Xtr: 0.0646857 +Loss contributors: + s_ln_CD : 1.4389 + s_CL : 1.40841 + s_CM : 0.840209 + s_analysis_confidence : 0.196353 + s_Bot_Xtr : 0.147146 + s_upper_bl_H_31 : 0.129724 + s_lower_bl_H_31 : 0.126296 + s_upper_bl_H_30 : 0.106804 + s_lower_bl_H_0 : 0.100854 + s_lower_bl_H_30 : 0.100127 +Epoch: 27 | Train Loss: 10.6031 | Test Loss: 10.6122 | analysis_confidence: 0.269097 | CL: 0.0529638 | ln_CD: 0.106807 | CM: 0.00875742 | Top_Xtr: 0.0557205 | Bot_Xtr: 0.066091 +Loss contributors: + s_ln_CD : 1.43713 + s_CL : 1.42316 + s_CM : 0.837204 + s_analysis_confidence : 0.195985 + s_Bot_Xtr : 0.147439 + s_upper_bl_H_31 : 0.129746 + s_lower_bl_H_31 : 0.128434 + s_upper_bl_H_30 : 0.108015 + s_lower_bl_H_30 : 0.10339 + s_lower_bl_H_0 : 0.101769 +Epoch: 28 | Train Loss: 10.5872 | Test Loss: 10.6031 | analysis_confidence: 0.273327 | CL: 0.0526994 | ln_CD: 0.105326 | CM: 0.00923645 | Top_Xtr: 0.055201 | Bot_Xtr: 0.0652242 +Loss contributors: + s_CL : 1.42409 + s_ln_CD : 1.40819 + s_CM : 0.896727 + s_analysis_confidence : 0.197308 + s_Bot_Xtr : 0.145524 + s_upper_bl_H_31 : 0.12982 + s_lower_bl_H_31 : 0.128078 + s_upper_bl_H_30 : 0.107653 + s_lower_bl_H_30 : 0.10237 + s_lower_bl_H_0 : 0.100307 +Epoch: 29 | Train Loss: 10.5803 | Test Loss: 10.5012 | analysis_confidence: 0.269978 | CL: 0.0523448 | ln_CD: 0.105662 | CM: 0.00878704 | Top_Xtr: 0.0550679 | Bot_Xtr: 0.0647686 +Loss contributors: + s_ln_CD : 1.46042 + s_CL : 1.39549 + s_CM : 0.837928 + s_analysis_confidence : 0.197583 + s_Bot_Xtr : 0.147366 + s_upper_bl_H_31 : 0.129834 + s_lower_bl_H_31 : 0.125705 + s_upper_bl_H_30 : 0.107672 + s_lower_bl_H_0 : 0.101694 + s_lower_bl_H_30 : 0.10045 +Epoch: 30 | Train Loss: 10.5612 | Test Loss: 10.782 | analysis_confidence: 0.275698 | CL: 0.0542742 | ln_CD: 0.116606 | CM: 0.00870085 | Top_Xtr: 0.0560103 | Bot_Xtr: 0.0659931 +Loss contributors: + s_ln_CD : 1.5886 + s_CL : 1.43158 + s_CM : 0.831426 + s_analysis_confidence : 0.198352 + s_Bot_Xtr : 0.149149 + s_upper_bl_H_31 : 0.127117 + s_lower_bl_H_31 : 0.126141 + s_upper_bl_H_30 : 0.108394 + s_lower_bl_H_30 : 0.104721 + s_lower_bl_H_0 : 0.100943 +Epoch: 31 | Train Loss: 10.5552 | Test Loss: 10.5447 | analysis_confidence: 0.267993 | CL: 0.0523684 | ln_CD: 0.111657 | CM: 0.00875462 | Top_Xtr: 0.0550024 | Bot_Xtr: 0.0646383 +Loss contributors: + s_ln_CD : 1.46026 + s_CL : 1.40139 + s_CM : 0.837664 + s_analysis_confidence : 0.198275 + s_Bot_Xtr : 0.145365 + s_lower_bl_H_31 : 0.126657 + s_upper_bl_H_31 : 0.126632 + s_upper_bl_H_30 : 0.107267 + s_lower_bl_H_30 : 0.102532 + s_lower_bl_H_0 : 0.0999242 +Epoch: 32 | Train Loss: 10.5422 | Test Loss: 10.5518 | analysis_confidence: 0.268221 | CL: 0.0530214 | ln_CD: 0.105024 | CM: 0.0088693 | Top_Xtr: 0.0545071 | Bot_Xtr: 0.0646734 +Loss contributors: + s_ln_CD : 1.43717 + s_CL : 1.42206 + s_CM : 0.846878 + s_analysis_confidence : 0.195512 + s_Bot_Xtr : 0.145067 + s_upper_bl_H_31 : 0.128928 + s_lower_bl_H_31 : 0.124767 + s_upper_bl_H_30 : 0.107825 + s_lower_bl_H_30 : 0.0999027 + s_lower_bl_H_0 : 0.0989888 +Epoch: 33 | Train Loss: 10.5329 | Test Loss: 10.4939 | analysis_confidence: 0.271897 | CL: 0.052325 | ln_CD: 0.108081 | CM: 0.00888602 | Top_Xtr: 0.0557035 | Bot_Xtr: 0.0671845 +Loss contributors: + s_ln_CD : 1.44137 + s_CL : 1.39762 + s_CM : 0.84996 + s_analysis_confidence : 0.199488 + s_Bot_Xtr : 0.14863 + s_upper_bl_H_31 : 0.128063 + s_lower_bl_H_31 : 0.12447 + s_upper_bl_H_30 : 0.105902 + s_lower_bl_H_0 : 0.100814 + s_lower_bl_H_30 : 0.0994455 +Epoch: 34 | Train Loss: 10.5208 | Test Loss: 10.6212 | analysis_confidence: 0.268707 | CL: 0.0537345 | ln_CD: 0.105674 | CM: 0.00871399 | Top_Xtr: 0.0546595 | Bot_Xtr: 0.0657357 +Loss contributors: + s_ln_CD : 1.45896 + s_CL : 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s_upper_bl_H_31 : 0.127748 + s_lower_bl_H_31 : 0.125566 + s_upper_bl_H_30 : 0.107491 + s_lower_bl_H_30 : 0.1014 + s_upper_bl_H_29 : 0.0982241 +Epoch: 37 | Train Loss: 10.4937 | Test Loss: 10.4783 | analysis_confidence: 0.272391 | CL: 0.0517845 | ln_CD: 0.11044 | CM: 0.00863471 | Top_Xtr: 0.0544782 | Bot_Xtr: 0.0654015 +Loss contributors: + s_ln_CD : 1.47504 + s_CL : 1.38815 + s_CM : 0.818843 + s_analysis_confidence : 0.198983 + s_Bot_Xtr : 0.145852 + s_upper_bl_H_31 : 0.129086 + s_lower_bl_H_31 : 0.126007 + s_upper_bl_H_30 : 0.108304 + s_lower_bl_H_30 : 0.101671 + s_lower_bl_H_0 : 0.0997843 +Epoch: 38 | Train Loss: 10.4834 | Test Loss: 10.5134 | analysis_confidence: 0.275402 | CL: 0.0546385 | ln_CD: 0.103335 | CM: 0.00890616 | Top_Xtr: 0.0555252 | Bot_Xtr: 0.0655774 +Loss contributors: + s_CL : 1.44972 + s_ln_CD : 1.41041 + s_CM : 0.855502 + s_analysis_confidence : 0.198644 + s_Bot_Xtr : 0.147051 + s_upper_bl_H_31 : 0.127833 + s_lower_bl_H_31 : 0.124888 + s_upper_bl_H_30 : 0.106487 + s_lower_bl_H_30 : 0.100316 + s_lower_bl_H_0 : 0.0985925 +Epoch: 39 | Train Loss: 10.4745 | Test Loss: 10.4344 | analysis_confidence: 0.272718 | CL: 0.0521431 | ln_CD: 0.10615 | CM: 0.00887154 | Top_Xtr: 0.05335 | Bot_Xtr: 0.0631571 +Loss contributors: + s_CL : 1.40576 + s_ln_CD : 1.4047 + s_CM : 0.851129 + s_analysis_confidence : 0.198104 + s_Bot_Xtr : 0.144385 + s_upper_bl_H_31 : 0.127935 + s_lower_bl_H_31 : 0.124902 + s_upper_bl_H_30 : 0.107023 + s_lower_bl_H_1 : 0.0999766 + s_lower_bl_H_30 : 0.0999443 +Epoch: 40 | Train Loss: 10.4652 | Test Loss: 10.4793 | analysis_confidence: 0.275781 | CL: 0.0541712 | ln_CD: 0.111879 | CM: 0.00895809 | Top_Xtr: 0.0543493 | Bot_Xtr: 0.0657116 +Loss contributors: + s_ln_CD : 1.44158 + s_CL : 1.43556 + s_CM : 0.854758 + s_analysis_confidence : 0.198225 + s_Bot_Xtr : 0.146083 + s_upper_bl_H_31 : 0.127474 + s_lower_bl_H_31 : 0.124561 + s_upper_bl_H_30 : 0.106596 + s_lower_bl_H_30 : 0.0998511 + s_lower_bl_H_0 : 0.0994344 +Epoch: 41 | Train Loss: 10.458 | Test Loss: 10.4642 | analysis_confidence: 0.270697 | CL: 0.0520719 | ln_CD: 0.108288 | CM: 0.00884308 | Top_Xtr: 0.0545062 | Bot_Xtr: 0.0641554 +Loss contributors: + s_ln_CD : 1.42691 + s_CL : 1.36982 + s_CM : 0.838624 + s_analysis_confidence : 0.197212 + s_Bot_Xtr : 0.145949 + s_upper_bl_H_31 : 0.128986 + s_lower_bl_H_31 : 0.126796 + s_upper_bl_H_30 : 0.107387 + s_lower_bl_H_30 : 0.10234 + s_lower_bl_H_1 : 0.0994057 +Epoch: 42 | Train Loss: 10.4484 | Test Loss: 10.5393 | analysis_confidence: 0.270361 | CL: 0.052325 | ln_CD: 0.104833 | CM: 0.00941094 | Top_Xtr: 0.0542766 | Bot_Xtr: 0.0648912 +Loss contributors: + s_ln_CD : 1.40624 + s_CL : 1.40617 + s_CM : 0.906585 + s_analysis_confidence : 0.196721 + s_Bot_Xtr : 0.14364 + s_upper_bl_H_31 : 0.129747 + s_lower_bl_H_31 : 0.126359 + s_upper_bl_H_30 : 0.107741 + s_lower_bl_H_0 : 0.10382 + s_lower_bl_H_30 : 0.100819 +Epoch: 43 | Train Loss: 10.44 | Test Loss: 10.3773 | analysis_confidence: 0.270779 | CL: 0.0510388 | ln_CD: 0.110702 | CM: 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s_lower_bl_H_1 : 0.099562 + s_lower_bl_H_30 : 0.0981628 +Epoch: 50 | Train Loss: 10.3177 | Test Loss: 10.2588 | analysis_confidence: 0.268602 | CL: 0.0518445 | ln_CD: 0.101922 | CM: 0.00872907 | Top_Xtr: 0.0529529 | Bot_Xtr: 0.0635723 +Loss contributors: + s_ln_CD : 1.36295 + s_CL : 1.36286 + s_CM : 0.826837 + s_analysis_confidence : 0.197164 + s_Bot_Xtr : 0.143064 + s_upper_bl_H_31 : 0.129502 + s_lower_bl_H_31 : 0.122491 + s_upper_bl_H_30 : 0.109012 + s_lower_bl_H_1 : 0.101852 + s_lower_bl_H_30 : 0.100078 +Epoch: 51 | Train Loss: 10.2961 | Test Loss: 10.321 | analysis_confidence: 0.267863 | CL: 0.0522411 | ln_CD: 0.105603 | CM: 0.00863451 | Top_Xtr: 0.0546252 | Bot_Xtr: 0.0651169 +Loss contributors: + s_ln_CD : 1.43784 + s_CL : 1.36516 + s_CM : 0.817433 + s_analysis_confidence : 0.195668 + s_Bot_Xtr : 0.144586 + s_upper_bl_H_31 : 0.128465 + s_lower_bl_H_31 : 0.121016 + s_upper_bl_H_30 : 0.107377 + s_lower_bl_H_1 : 0.0993008 + s_lower_bl_H_30 : 0.0990428 +Epoch: 52 | Train Loss: 10.2729 | Test Loss: 10.3411 | analysis_confidence: 0.273752 | CL: 0.0510142 | ln_CD: 0.102588 | CM: 0.00863434 | Top_Xtr: 0.0562364 | Bot_Xtr: 0.0659233 +Loss contributors: + s_ln_CD : 1.39761 + s_CL : 1.35783 + s_CM : 0.820843 + s_analysis_confidence : 0.196638 + s_Bot_Xtr : 0.145802 + s_upper_bl_H_31 : 0.122827 + s_lower_bl_H_31 : 0.118202 + s_upper_bl_H_30 : 0.103726 + s_lower_bl_H_1 : 0.0992151 + s_Top_Xtr : 0.097842 +Epoch: 53 | Train Loss: 10.2541 | Test Loss: 10.2732 | analysis_confidence: 0.264674 | CL: 0.050748 | ln_CD: 0.108026 | CM: 0.00855805 | Top_Xtr: 0.0577793 | Bot_Xtr: 0.0676553 +Loss contributors: + s_ln_CD : 1.39977 + s_CL : 1.33762 + s_CM : 0.808799 + s_analysis_confidence : 0.194119 + s_Bot_Xtr : 0.147365 + s_upper_bl_H_31 : 0.129655 + s_lower_bl_H_31 : 0.120845 + s_upper_bl_H_30 : 0.108551 + s_lower_bl_H_1 : 0.102648 + s_Top_Xtr : 0.0990057 +Epoch: 54 | Train Loss: 10.2376 | Test Loss: 10.1688 | analysis_confidence: 0.260863 | CL: 0.0515159 | ln_CD: 0.101477 | CM: 0.00859409 | Top_Xtr: 0.0572703 | Bot_Xtr: 0.0683482 +Loss contributors: + s_CL : 1.34089 + s_ln_CD : 1.33366 + s_CM : 0.809823 + s_analysis_confidence : 0.192251 + s_Bot_Xtr : 0.148734 + s_upper_bl_H_31 : 0.124997 + s_lower_bl_H_31 : 0.11952 + s_upper_bl_H_30 : 0.105475 + s_Top_Xtr : 0.0990884 + s_lower_bl_H_1 : 0.0976896 +Epoch: 55 | Train Loss: 10.222 | Test Loss: 10.2534 | analysis_confidence: 0.265145 | CL: 0.0519648 | ln_CD: 0.105047 | CM: 0.00870979 | Top_Xtr: 0.0529153 | Bot_Xtr: 0.0632285 +Loss contributors: + s_ln_CD : 1.39906 + s_CL : 1.37231 + s_CM : 0.821845 + s_analysis_confidence : 0.196572 + s_Bot_Xtr : 0.143741 + s_upper_bl_H_31 : 0.126109 + s_lower_bl_H_31 : 0.121136 + s_upper_bl_H_30 : 0.105342 + s_lower_bl_H_1 : 0.102177 + s_lower_bl_H_30 : 0.0978623 +Epoch: 56 | Train Loss: 10.2059 | Test Loss: 10.1923 | analysis_confidence: 0.26522 | CL: 0.0513215 | ln_CD: 0.104664 | CM: 0.00857696 | Top_Xtr: 0.05243 | Bot_Xtr: 0.0620261 +Loss contributors: + s_ln_CD : 1.41547 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0.143422 + s_upper_bl_H_31 : 0.126586 + s_lower_bl_H_31 : 0.118854 + s_upper_bl_H_30 : 0.105805 + s_lower_bl_H_1 : 0.0976814 + s_lower_bl_H_30 : 0.0955978 +Epoch: 59 | Train Loss: 10.1586 | Test Loss: 10.1238 | analysis_confidence: 0.264363 | CL: 0.0509552 | ln_CD: 0.0988114 | CM: 0.00846048 | Top_Xtr: 0.0524649 | Bot_Xtr: 0.0622713 +Loss contributors: + s_CL : 1.33895 + s_ln_CD : 1.32836 + s_CM : 0.793124 + s_analysis_confidence : 0.192669 + s_Bot_Xtr : 0.143679 + s_upper_bl_H_31 : 0.125041 + s_lower_bl_H_31 : 0.120118 + s_upper_bl_H_30 : 0.103716 + s_lower_bl_H_1 : 0.0987798 + s_lower_bl_H_30 : 0.0957279 +Epoch: 60 | Train Loss: 10.1496 | Test Loss: 10.2137 | analysis_confidence: 0.263449 | CL: 0.0503124 | ln_CD: 0.107201 | CM: 0.00854965 | Top_Xtr: 0.0528747 | Bot_Xtr: 0.0634591 +Loss contributors: + s_ln_CD : 1.4068 + s_CL : 1.32509 + s_CM : 0.802655 + s_analysis_confidence : 0.192076 + s_Bot_Xtr : 0.140824 + s_upper_bl_H_31 : 0.128749 + s_lower_bl_H_31 : 0.123128 + s_upper_bl_H_30 : 0.108331 + s_lower_bl_H_1 : 0.0997101 + s_lower_bl_H_30 : 0.0992916 +Epoch: 61 | Train Loss: 10.1322 | Test Loss: 10.1434 | analysis_confidence: 0.264015 | CL: 0.0508771 | ln_CD: 0.102907 | CM: 0.0086146 | Top_Xtr: 0.0522902 | Bot_Xtr: 0.0619386 +Loss contributors: + s_ln_CD : 1.35855 + s_CL : 1.34383 + s_CM : 0.817016 + s_analysis_confidence : 0.192523 + s_Bot_Xtr : 0.139733 + s_upper_bl_H_31 : 0.127696 + s_lower_bl_H_31 : 0.121043 + s_upper_bl_H_30 : 0.106629 + s_lower_bl_H_1 : 0.099181 + s_upper_bl_H_29 : 0.0965994 +Epoch: 62 | Train Loss: 10.1231 | Test Loss: 10.1543 | analysis_confidence: 0.260236 | CL: 0.050645 | ln_CD: 0.102589 | CM: 0.00860494 | Top_Xtr: 0.0550268 | Bot_Xtr: 0.0627839 +Loss contributors: + s_ln_CD : 1.40451 + s_CL : 1.32159 + s_CM : 0.807106 + s_analysis_confidence : 0.191983 + s_Bot_Xtr : 0.145668 + s_upper_bl_H_31 : 0.125926 + s_lower_bl_H_31 : 0.12105 + s_upper_bl_H_30 : 0.104108 + s_lower_bl_H_1 : 0.100523 + s_Top_Xtr : 0.0999387 +Epoch: 63 | Train Loss: 10.1116 | Test Loss: 10.136 | analysis_confidence: 0.259181 | CL: 0.0520298 | ln_CD: 0.108103 | CM: 0.00854199 | Top_Xtr: 0.0515247 | Bot_Xtr: 0.0606207 +Loss contributors: + s_ln_CD : 1.40681 + s_CL : 1.35319 + s_CM : 0.800568 + s_analysis_confidence : 0.189849 + s_Bot_Xtr : 0.140165 + s_upper_bl_H_31 : 0.123944 + s_lower_bl_H_31 : 0.120853 + s_upper_bl_H_30 : 0.102555 + s_lower_bl_H_1 : 0.0990296 + s_lower_bl_H_30 : 0.096119 +Epoch: 64 | Train Loss: 10.1032 | Test Loss: 10.154 | analysis_confidence: 0.26027 | CL: 0.0512811 | ln_CD: 0.102049 | CM: 0.00885777 | Top_Xtr: 0.0521414 | Bot_Xtr: 0.0610342 +Loss contributors: + s_ln_CD : 1.34251 + s_CL : 1.32438 + s_CM : 0.831733 + s_analysis_confidence : 0.190155 + s_Bot_Xtr : 0.138635 + s_upper_bl_H_31 : 0.125387 + s_lower_bl_H_31 : 0.120989 + s_lower_bl_H_1 : 0.104675 + s_upper_bl_H_30 : 0.103783 + s_lower_bl_H_30 : 0.0955469 +Epoch: 65 | Train Loss: 10.089 | Test Loss: 10.1252 | analysis_confidence: 0.268341 | CL: 0.0503127 | ln_CD: 0.103207 | CM: 0.00856209 | Top_Xtr: 0.0537557 | Bot_Xtr: 0.0628992 +Loss contributors: + s_ln_CD : 1.33437 + s_CL : 1.32629 + s_CM : 0.811407 + s_analysis_confidence : 0.194891 + s_Bot_Xtr : 0.143097 + s_upper_bl_H_31 : 0.123271 + s_lower_bl_H_31 : 0.121606 + s_upper_bl_H_30 : 0.102543 + s_lower_bl_H_1 : 0.0993861 + s_lower_bl_H_30 : 0.0970453 +Epoch: 66 | Train Loss: 10.0813 | Test Loss: 10.0194 | analysis_confidence: 0.258646 | CL: 0.0507011 | ln_CD: 0.100246 | CM: 0.00851713 | Top_Xtr: 0.0522761 | Bot_Xtr: 0.0617919 +Loss contributors: + s_ln_CD : 1.33798 + s_CL : 1.31844 + s_CM : 0.800375 + s_analysis_confidence : 0.19032 + s_Bot_Xtr : 0.138465 + s_upper_bl_H_31 : 0.124569 + s_lower_bl_H_31 : 0.120826 + s_upper_bl_H_30 : 0.103514 + s_lower_bl_H_1 : 0.0986285 + s_lower_bl_H_30 : 0.0957054 +Epoch: 67 | Train Loss: 10.0784 | Test Loss: 10.2323 | analysis_confidence: 0.260088 | CL: 0.0505894 | ln_CD: 0.114457 | CM: 0.00853126 | Top_Xtr: 0.0515717 | Bot_Xtr: 0.0604795 +Loss contributors: + s_ln_CD : 1.47554 + s_CL : 1.31733 + s_CM : 0.802023 + s_analysis_confidence : 0.191909 + s_Bot_Xtr : 0.136968 + s_upper_bl_H_31 : 0.125903 + s_lower_bl_H_31 : 0.120818 + s_upper_bl_H_30 : 0.105646 + s_lower_bl_H_1 : 0.097889 + s_upper_bl_H_29 : 0.0966088 +Epoch: 68 | Train Loss: 10.0645 | Test Loss: 10.2065 | analysis_confidence: 0.261962 | CL: 0.0518408 | ln_CD: 0.102083 | CM: 0.00863553 | Top_Xtr: 0.0515478 | Bot_Xtr: 0.0610525 +Loss contributors: + s_CL : 1.36653 + s_ln_CD : 1.35578 + s_CM : 0.806609 + s_analysis_confidence : 0.191394 + s_Bot_Xtr : 0.136786 + s_upper_bl_H_31 : 0.126809 + s_lower_bl_H_31 : 0.123421 + s_upper_bl_H_30 : 0.10572 + s_lower_bl_H_1 : 0.103322 + s_lower_bl_H_30 : 0.0968155 +Epoch: 69 | Train Loss: 10.0585 | Test Loss: 9.98476 | analysis_confidence: 0.265609 | CL: 0.0505739 | ln_CD: 0.101395 | CM: 0.00853301 | Top_Xtr: 0.0502139 | Bot_Xtr: 0.0596003 +Loss contributors: + s_ln_CD : 1.34083 + s_CL : 1.31184 + s_CM : 0.799648 + s_analysis_confidence : 0.193564 + s_Bot_Xtr : 0.137428 + s_upper_bl_H_31 : 0.12192 + s_lower_bl_H_31 : 0.120177 + s_upper_bl_H_30 : 0.101017 + s_lower_bl_H_1 : 0.0993293 + s_lower_bl_H_30 : 0.0943444 +Epoch: 70 | Train Loss: 10.055 | Test Loss: 10.1058 | analysis_confidence: 0.262254 | CL: 0.051628 | ln_CD: 0.101201 | CM: 0.0086839 | Top_Xtr: 0.0526352 | Bot_Xtr: 0.062959 +Loss contributors: + s_ln_CD : 1.36131 + s_CL : 1.33131 + s_CM : 0.816271 + s_analysis_confidence : 0.191913 + s_Bot_Xtr : 0.137378 + s_upper_bl_H_31 : 0.122779 + s_lower_bl_H_31 : 0.121643 + s_upper_bl_H_30 : 0.102063 + s_lower_bl_H_1 : 0.0984558 + s_lower_bl_H_30 : 0.095853 +Epoch: 71 | Train Loss: 10.0451 | Test Loss: 10.0667 | analysis_confidence: 0.263442 | CL: 0.0502162 | ln_CD: 0.103162 | CM: 0.00852462 | Top_Xtr: 0.0508389 | Bot_Xtr: 0.0595174 +Loss contributors: + s_ln_CD : 1.34591 + s_CL : 1.31726 + s_CM : 0.805876 + s_analysis_confidence : 0.192148 + s_Bot_Xtr : 0.134451 + s_lower_bl_H_31 : 0.123151 + s_upper_bl_H_31 : 0.121452 + s_upper_bl_H_30 : 0.100939 + s_lower_bl_H_1 : 0.0980444 + s_lower_bl_H_30 : 0.0965715 +Epoch: 72 | Train Loss: 10.0346 | Test Loss: 9.96749 | analysis_confidence: 0.256879 | CL: 0.0498021 | ln_CD: 0.102212 | CM: 0.00847767 | Top_Xtr: 0.0544749 | Bot_Xtr: 0.0651476 +Loss contributors: + s_ln_CD : 1.31704 + s_CL : 1.29868 + s_CM : 0.791089 + s_analysis_confidence : 0.190312 + s_Bot_Xtr : 0.137585 + s_upper_bl_H_31 : 0.122323 + s_lower_bl_H_31 : 0.121902 + s_upper_bl_H_30 : 0.101612 + s_lower_bl_H_1 : 0.100175 + s_lower_bl_H_30 : 0.0961693 +Epoch: 73 | Train Loss: 10.0279 | Test Loss: 10.08 | analysis_confidence: 0.262885 | CL: 0.0545374 | ln_CD: 0.101369 | CM: 0.00871945 | Top_Xtr: 0.0501395 | Bot_Xtr: 0.0592953 +Loss contributors: + s_CL : 1.38487 + s_ln_CD : 1.34014 + s_CM : 0.812294 + s_analysis_confidence : 0.190702 + s_Bot_Xtr : 0.133254 + s_upper_bl_H_31 : 0.121251 + s_lower_bl_H_31 : 0.120916 + s_upper_bl_H_30 : 0.101229 + s_lower_bl_H_1 : 0.0990419 + s_lower_bl_H_30 : 0.0950808 +Epoch: 74 | Train Loss: 10.0243 | Test Loss: 10.1474 | analysis_confidence: 0.260168 | CL: 0.0516963 | ln_CD: 0.105181 | CM: 0.00859144 | Top_Xtr: 0.0499965 | Bot_Xtr: 0.0592319 +Loss contributors: + s_ln_CD : 1.36654 + s_CL : 1.35028 + s_CM : 0.819456 + s_analysis_confidence : 0.190312 + s_Bot_Xtr : 0.133515 + s_upper_bl_H_31 : 0.122358 + s_lower_bl_H_31 : 0.121488 + s_upper_bl_H_30 : 0.100899 + s_lower_bl_H_1 : 0.0991054 + s_lower_bl_H_30 : 0.094605 +Epoch: 75 | Train Loss: 10.0186 | Test Loss: 9.93044 | analysis_confidence: 0.259828 | CL: 0.0497131 | ln_CD: 0.098555 | CM: 0.00834291 | Top_Xtr: 0.0498578 | Bot_Xtr: 0.0596236 +Loss contributors: + s_ln_CD : 1.31496 + s_CL : 1.29008 + s_CM : 0.780752 + s_analysis_confidence : 0.190676 + s_Bot_Xtr : 0.133831 + s_upper_bl_H_31 : 0.121959 + s_lower_bl_H_31 : 0.12094 + s_upper_bl_H_30 : 0.101289 + s_lower_bl_H_1 : 0.0988919 + s_lower_bl_H_30 : 0.0947748 +Epoch: 76 | Train Loss: 10.0082 | Test Loss: 10.2385 | analysis_confidence: 0.2618 | CL: 0.0550436 | ln_CD: 0.10458 | CM: 0.0088296 | Top_Xtr: 0.0488486 | Bot_Xtr: 0.0575681 +Loss contributors: + s_CL : 1.42967 + s_ln_CD : 1.35171 + s_CM : 0.821103 + s_analysis_confidence : 0.191305 + s_Bot_Xtr : 0.130963 + s_upper_bl_H_31 : 0.124279 + s_lower_bl_H_31 : 0.123429 + s_upper_bl_H_30 : 0.102962 + s_lower_bl_H_1 : 0.0993119 + s_lower_bl_H_30 : 0.0971752 +Epoch: 77 | Train Loss: 10.0047 | Test Loss: 9.95023 | analysis_confidence: 0.267676 | CL: 0.0524193 | ln_CD: 0.0995322 | CM: 0.00851909 | Top_Xtr: 0.0493095 | Bot_Xtr: 0.0587615 +Loss contributors: + s_CL : 1.3444 + s_ln_CD : 1.32805 + s_CM : 0.798624 + s_analysis_confidence : 0.194802 + s_Bot_Xtr : 0.130645 + s_upper_bl_H_31 : 0.120721 + s_lower_bl_H_31 : 0.120417 + s_upper_bl_H_30 : 0.100247 + s_lower_bl_H_1 : 0.0981066 + s_lower_bl_H_30 : 0.0941283 +Epoch: 78 | Train Loss: 9.99541 | Test Loss: 10.0001 | analysis_confidence: 0.260231 | CL: 0.0508772 | ln_CD: 0.107036 | CM: 0.00840453 | Top_Xtr: 0.049365 | Bot_Xtr: 0.0579704 +Loss contributors: + s_ln_CD : 1.39252 + s_CL : 1.31081 + s_CM : 0.78454 + s_analysis_confidence : 0.18949 + s_Bot_Xtr : 0.132382 + s_upper_bl_H_31 : 0.12306 + s_lower_bl_H_31 : 0.121613 + s_upper_bl_H_30 : 0.101871 + s_lower_bl_H_1 : 0.0999133 + s_lower_bl_H_30 : 0.0952421 +Epoch: 79 | Train Loss: 9.99032 | Test Loss: 9.9564 | analysis_confidence: 0.263293 | CL: 0.0507924 | ln_CD: 0.099284 | CM: 0.00840709 | Top_Xtr: 0.0487661 | Bot_Xtr: 0.058144 +Loss contributors: + s_ln_CD : 1.3215 + s_CL : 1.30677 + s_CM : 0.785379 + s_analysis_confidence : 0.192436 + s_Bot_Xtr : 0.131954 + s_upper_bl_H_31 : 0.122395 + s_lower_bl_H_31 : 0.121676 + s_upper_bl_H_30 : 0.101167 + s_lower_bl_H_1 : 0.0994322 + s_lower_bl_H_30 : 0.0955619 +Epoch: 80 | Train Loss: 9.98338 | Test Loss: 9.9006 | analysis_confidence: 0.263547 | CL: 0.0508783 | ln_CD: 0.099806 | CM: 0.00835472 | Top_Xtr: 0.0494156 | Bot_Xtr: 0.0590266 +Loss contributors: + s_CL : 1.33221 + s_ln_CD : 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s_lower_bl_H_1 : 0.0983993 + s_lower_bl_H_30 : 0.0945464 +Epoch: 85 | Train Loss: 9.95063 | Test Loss: 9.98858 | analysis_confidence: 0.261862 | CL: 0.0507102 | ln_CD: 0.109511 | CM: 0.00841324 | Top_Xtr: 0.0502858 | Bot_Xtr: 0.0588893 +Loss contributors: + s_ln_CD : 1.41631 + s_CL : 1.30677 + s_CM : 0.78785 + s_analysis_confidence : 0.192464 + s_Bot_Xtr : 0.129928 + s_upper_bl_H_31 : 0.121662 + s_lower_bl_H_31 : 0.120834 + s_upper_bl_H_30 : 0.100343 + s_lower_bl_H_1 : 0.0981041 + s_lower_bl_H_30 : 0.0945671 +Epoch: 86 | Train Loss: 9.94188 | Test Loss: 9.95169 | analysis_confidence: 0.256316 | CL: 0.0502899 | ln_CD: 0.105073 | CM: 0.00837247 | Top_Xtr: 0.0488894 | Bot_Xtr: 0.0580028 +Loss contributors: + s_ln_CD : 1.35788 + s_CL : 1.30917 + s_CM : 0.787939 + s_analysis_confidence : 0.19078 + s_Bot_Xtr : 0.130278 + s_upper_bl_H_31 : 0.125206 + s_lower_bl_H_31 : 0.125068 + s_upper_bl_H_30 : 0.103535 + s_lower_bl_H_1 : 0.0975644 + s_lower_bl_H_30 : 0.0974911 +Epoch: 87 | Train Loss: 9.93801 | Test Loss: 10.1788 | analysis_confidence: 0.26115 | CL: 0.0539406 | ln_CD: 0.104672 | CM: 0.00848835 | Top_Xtr: 0.0520972 | Bot_Xtr: 0.0612007 +Loss contributors: + s_CL : 1.3679 + s_ln_CD : 1.36328 + s_CM : 0.790159 + s_analysis_confidence : 0.189955 + s_Bot_Xtr : 0.131678 + s_lower_bl_H_31 : 0.123029 + s_upper_bl_H_31 : 0.122753 + s_upper_bl_H_30 : 0.102415 + s_lower_bl_H_30 : 0.0983038 + s_lower_bl_H_1 : 0.097918 +Epoch: 88 | Train Loss: 9.93141 | Test Loss: 9.93136 | analysis_confidence: 0.261907 | CL: 0.0500092 | ln_CD: 0.0981602 | CM: 0.00844111 | Top_Xtr: 0.0529779 | Bot_Xtr: 0.0616486 +Loss contributors: + s_ln_CD : 1.31922 + s_CL : 1.31231 + s_CM : 0.790396 + s_analysis_confidence : 0.193837 + s_Bot_Xtr : 0.132513 + s_upper_bl_H_31 : 0.121749 + s_lower_bl_H_31 : 0.120032 + s_upper_bl_H_30 : 0.100798 + s_lower_bl_H_1 : 0.0987393 + s_lower_bl_H_30 : 0.0939372 +Epoch: 89 | Train Loss: 9.92443 | Test Loss: 9.92218 | analysis_confidence: 0.258608 | CL: 0.0505403 | ln_CD: 0.10144 | CM: 0.0083571 | Top_Xtr: 0.0484932 | Bot_Xtr: 0.0569757 +Loss contributors: + s_ln_CD : 1.35754 + s_CL : 1.30355 + s_CM : 0.785454 + s_analysis_confidence : 0.189584 + s_Bot_Xtr : 0.13189 + s_upper_bl_H_31 : 0.123672 + s_lower_bl_H_31 : 0.122068 + s_upper_bl_H_30 : 0.101423 + s_lower_bl_H_1 : 0.0979215 + s_lower_bl_H_30 : 0.0950028 +Epoch: 90 | Train Loss: 9.92137 | Test Loss: 9.87204 | analysis_confidence: 0.259815 | CL: 0.0500747 | ln_CD: 0.101703 | CM: 0.00847398 | Top_Xtr: 0.0483427 | Bot_Xtr: 0.056942 +Loss contributors: + s_ln_CD : 1.3435 + s_CL : 1.30125 + s_CM : 0.788183 + s_analysis_confidence : 0.190589 + s_Bot_Xtr : 0.130132 + s_upper_bl_H_31 : 0.122111 + s_lower_bl_H_31 : 0.120305 + s_upper_bl_H_30 : 0.100914 + s_lower_bl_H_1 : 0.0973432 + s_lower_bl_H_30 : 0.0943109 +Epoch: 91 | Train Loss: 9.91558 | Test Loss: 9.94088 | analysis_confidence: 0.262179 | CL: 0.0512933 | ln_CD: 0.104381 | CM: 0.00842702 | Top_Xtr: 0.0531573 | Bot_Xtr: 0.0624911 +Loss contributors: + 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s_upper_bl_H_30 : 0.10141 + s_lower_bl_H_1 : 0.100185 + s_lower_bl_H_30 : 0.0955996 +Epoch: 96 | Train Loss: 9.89172 | Test Loss: 9.94262 | analysis_confidence: 0.258516 | CL: 0.0499159 | ln_CD: 0.100293 | CM: 0.008674 | Top_Xtr: 0.0489456 | Bot_Xtr: 0.0578209 +Loss contributors: + s_ln_CD : 1.36822 + s_CL : 1.28432 + s_CM : 0.817064 + s_analysis_confidence : 0.191362 + s_Bot_Xtr : 0.129597 + s_upper_bl_H_31 : 0.124756 + s_lower_bl_H_31 : 0.120833 + s_upper_bl_H_30 : 0.104065 + s_lower_bl_H_1 : 0.100871 + s_lower_bl_H_30 : 0.0954272 +Epoch: 97 | Train Loss: 9.8867 | Test Loss: 9.94376 | analysis_confidence: 0.257637 | CL: 0.0497291 | ln_CD: 0.111534 | CM: 0.00833018 | Top_Xtr: 0.055613 | Bot_Xtr: 0.0658158 +Loss contributors: + s_ln_CD : 1.40948 + s_CL : 1.28073 + s_CM : 0.775833 + s_analysis_confidence : 0.191552 + s_Bot_Xtr : 0.136592 + s_upper_bl_H_31 : 0.121557 + s_lower_bl_H_31 : 0.120203 + s_upper_bl_H_30 : 0.100591 + s_lower_bl_H_1 : 0.100106 + s_lower_bl_H_30 : 0.0938932 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CL: 0.0533318 | ln_CD: 0.113807 | CM: 0.00835167 | Top_Xtr: 0.0505002 | Bot_Xtr: 0.0593339 +Loss contributors: + s_ln_CD : 1.44292 + s_CL : 1.373 + s_CM : 0.780202 + s_analysis_confidence : 0.192914 + s_Bot_Xtr : 0.13127 + s_lower_bl_H_31 : 0.119625 + s_upper_bl_H_31 : 0.119475 + s_lower_bl_H_1 : 0.100495 + s_upper_bl_H_30 : 0.099327 + s_lower_bl_H_30 : 0.0947274 +Epoch: 101 | Train Loss: 9.87261 | Test Loss: 9.83806 | analysis_confidence: 0.264547 | CL: 0.0501546 | ln_CD: 0.0985724 | CM: 0.0085343 | Top_Xtr: 0.0499826 | Bot_Xtr: 0.0585926 +Loss contributors: + s_ln_CD : 1.30815 + s_CL : 1.28288 + s_CM : 0.789031 + s_analysis_confidence : 0.192238 + s_Bot_Xtr : 0.130963 + s_upper_bl_H_31 : 0.121388 + s_lower_bl_H_31 : 0.119015 + s_upper_bl_H_30 : 0.101601 + s_lower_bl_H_1 : 0.100701 + s_lower_bl_H_30 : 0.0949334 +Epoch: 102 | Train Loss: 9.87006 | Test Loss: 9.87896 | analysis_confidence: 0.267315 | CL: 0.0493885 | ln_CD: 0.102448 | CM: 0.00841342 | Top_Xtr: 0.0480853 | Bot_Xtr: 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s_analysis_confidence : 0.193483 + s_Bot_Xtr : 0.131832 + s_lower_bl_H_31 : 0.119298 + s_upper_bl_H_31 : 0.119085 + s_upper_bl_H_30 : 0.0988828 + s_lower_bl_H_1 : 0.0981208 + s_lower_bl_H_30 : 0.095268 +Epoch: 105 | Train Loss: 9.86131 | Test Loss: 9.97878 | analysis_confidence: 0.264196 | CL: 0.0518725 | ln_CD: 0.107015 | CM: 0.00850009 | Top_Xtr: 0.0493012 | Bot_Xtr: 0.058259 +Loss contributors: + s_ln_CD : 1.39047 + s_CL : 1.33232 + s_CM : 0.792383 + s_analysis_confidence : 0.191457 + s_Bot_Xtr : 0.129182 + s_upper_bl_H_31 : 0.122391 + s_lower_bl_H_31 : 0.119121 + s_upper_bl_H_30 : 0.101519 + s_lower_bl_H_1 : 0.0972646 + s_lower_bl_H_30 : 0.0946256 +Epoch: 106 | Train Loss: 9.85513 | Test Loss: 9.80324 | analysis_confidence: 0.263481 | CL: 0.0504731 | ln_CD: 0.0984051 | CM: 0.00836006 | Top_Xtr: 0.0497749 | Bot_Xtr: 0.0585313 +Loss contributors: + s_ln_CD : 1.30554 + s_CL : 1.28803 + s_CM : 0.779745 + s_analysis_confidence : 0.192338 + s_Bot_Xtr : 0.129706 + s_upper_bl_H_31 : 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s_lower_bl_H_1 : 0.096001 + s_lower_bl_H_30 : 0.093605 +Epoch: 109 | Train Loss: 9.84302 | Test Loss: 9.8014 | analysis_confidence: 0.269245 | CL: 0.0487465 | ln_CD: 0.1025 | CM: 0.00839647 | Top_Xtr: 0.0497504 | Bot_Xtr: 0.058671 +Loss contributors: + s_ln_CD : 1.3293 + s_CL : 1.25581 + s_CM : 0.775378 + s_analysis_confidence : 0.193533 + s_Bot_Xtr : 0.12879 + s_lower_bl_H_31 : 0.11892 + s_upper_bl_H_31 : 0.118797 + s_upper_bl_H_30 : 0.100095 + s_lower_bl_H_1 : 0.0981246 + s_lower_bl_H_30 : 0.0959015 +Epoch: 110 | Train Loss: 9.8422 | Test Loss: 10.0463 | analysis_confidence: 0.260148 | CL: 0.0509284 | ln_CD: 0.10649 | CM: 0.00859636 | Top_Xtr: 0.0486772 | Bot_Xtr: 0.0571258 +Loss contributors: + s_ln_CD : 1.41481 + s_CL : 1.3156 + s_CM : 0.801334 + s_analysis_confidence : 0.194599 + s_Bot_Xtr : 0.132182 + s_upper_bl_H_31 : 0.123187 + s_lower_bl_H_31 : 0.120933 + s_upper_bl_H_30 : 0.105191 + s_lower_bl_H_30 : 0.0997501 + s_lower_bl_H_1 : 0.0979694 +Epoch: 111 | Train Loss: 9.83737 | Test Loss: 9.87359 | analysis_confidence: 0.262128 | CL: 0.0492484 | ln_CD: 0.104872 | CM: 0.0084886 | Top_Xtr: 0.0490387 | Bot_Xtr: 0.0573121 +Loss contributors: + s_ln_CD : 1.37503 + s_CL : 1.28232 + s_CM : 0.789326 + s_analysis_confidence : 0.191748 + s_Bot_Xtr : 0.131565 + s_upper_bl_H_31 : 0.122672 + s_lower_bl_H_31 : 0.119607 + s_upper_bl_H_30 : 0.101648 + s_lower_bl_H_1 : 0.0962168 + s_lower_bl_H_30 : 0.0955791 +Epoch: 112 | Train Loss: 9.83607 | Test Loss: 9.79845 | analysis_confidence: 0.263475 | CL: 0.0486378 | ln_CD: 0.102082 | CM: 0.00849281 | Top_Xtr: 0.0490385 | Bot_Xtr: 0.0580181 +Loss contributors: + s_ln_CD : 1.33587 + s_CL : 1.24335 + s_CM : 0.79318 + s_analysis_confidence : 0.192749 + s_Bot_Xtr : 0.130118 + s_upper_bl_H_31 : 0.119916 + s_lower_bl_H_31 : 0.118764 + s_upper_bl_H_30 : 0.100332 + s_lower_bl_H_1 : 0.0985152 + s_lower_bl_H_30 : 0.0953363 +Epoch: 113 | Train Loss: 9.8298 | Test Loss: 9.97668 | analysis_confidence: 0.260137 | CL: 0.0493132 | ln_CD: 0.117112 | CM: 0.00825279 | Top_Xtr: 0.0536429 | Bot_Xtr: 0.0623043 +Loss contributors: + s_ln_CD : 1.46818 + s_CL : 1.28105 + s_CM : 0.763276 + s_analysis_confidence : 0.192278 + s_Bot_Xtr : 0.134275 + s_upper_bl_H_31 : 0.118555 + s_lower_bl_H_31 : 0.117326 + s_lower_bl_H_1 : 0.0994058 + s_upper_bl_H_30 : 0.0993948 + s_lower_bl_H_30 : 0.094628 +Epoch: 114 | Train Loss: 9.82525 | Test Loss: 9.68761 | analysis_confidence: 0.263799 | CL: 0.0485515 | ln_CD: 0.0984392 | CM: 0.00835907 | Top_Xtr: 0.0485191 | Bot_Xtr: 0.0571063 +Loss contributors: + s_ln_CD : 1.29309 + s_CL : 1.24145 + s_CM : 0.77153 + s_analysis_confidence : 0.191788 + s_Bot_Xtr : 0.129214 + s_upper_bl_H_31 : 0.121296 + s_lower_bl_H_31 : 0.118551 + s_upper_bl_H_30 : 0.101208 + s_lower_bl_H_1 : 0.0973412 + s_lower_bl_H_30 : 0.0955712 +Epoch: 115 | Train Loss: 9.82619 | Test Loss: 9.87182 | analysis_confidence: 0.264922 | CL: 0.0496389 | ln_CD: 0.101263 | CM: 0.00833416 | Top_Xtr: 0.0488867 | Bot_Xtr: 0.0576261 +Loss contributors: + 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0.192632 + s_Bot_Xtr : 0.128479 + s_upper_bl_H_31 : 0.119225 + s_lower_bl_H_31 : 0.117356 + s_upper_bl_H_30 : 0.100254 + s_lower_bl_H_30 : 0.097 + s_lower_bl_H_1 : 0.0960637 +Epoch: 118 | Train Loss: 9.81185 | Test Loss: 9.85087 | analysis_confidence: 0.265211 | CL: 0.0497261 | ln_CD: 0.0998671 | CM: 0.00859921 | Top_Xtr: 0.0509035 | Bot_Xtr: 0.0596281 +Loss contributors: + s_ln_CD : 1.33291 + s_CL : 1.28735 + s_CM : 0.802669 + s_analysis_confidence : 0.192323 + s_Bot_Xtr : 0.13009 + s_upper_bl_H_31 : 0.119235 + s_lower_bl_H_31 : 0.11651 + s_upper_bl_H_30 : 0.0996991 + s_lower_bl_H_1 : 0.0987936 + s_lower_bl_H_30 : 0.0950747 +Epoch: 119 | Train Loss: 9.80756 | Test Loss: 9.85791 | analysis_confidence: 0.266637 | CL: 0.0493848 | ln_CD: 0.0991263 | CM: 0.00901789 | Top_Xtr: 0.0494418 | Bot_Xtr: 0.0580642 +Loss contributors: + s_ln_CD : 1.32321 + s_CL : 1.28243 + s_CM : 0.839418 + s_analysis_confidence : 0.192908 + s_Bot_Xtr : 0.131127 + s_upper_bl_H_31 : 0.121368 + s_lower_bl_H_31 : 0.118307 + s_upper_bl_H_30 : 0.101021 + s_lower_bl_H_1 : 0.0978735 + s_lower_bl_H_30 : 0.0961307 +Epoch: 120 | Train Loss: 9.80203 | Test Loss: 9.80559 | analysis_confidence: 0.263217 | CL: 0.0500654 | ln_CD: 0.0994968 | CM: 0.00839064 | Top_Xtr: 0.0483015 | Bot_Xtr: 0.0566033 +Loss contributors: + s_ln_CD : 1.32365 + s_CL : 1.30248 + s_CM : 0.783907 + s_analysis_confidence : 0.192289 + s_Bot_Xtr : 0.130815 + s_upper_bl_H_31 : 0.116296 + s_lower_bl_H_31 : 0.115144 + s_upper_bl_H_30 : 0.0975006 + s_lower_bl_H_1 : 0.0961117 + s_lower_bl_H_30 : 0.0946566 +Epoch: 121 | Train Loss: 9.79947 | Test Loss: 9.83534 | analysis_confidence: 0.267367 | CL: 0.0504304 | ln_CD: 0.0991232 | CM: 0.0085379 | Top_Xtr: 0.0495964 | Bot_Xtr: 0.0584985 +Loss contributors: + s_ln_CD : 1.31004 + s_CL : 1.3058 + s_CM : 0.810933 + s_analysis_confidence : 0.192769 + s_Bot_Xtr : 0.132536 + s_upper_bl_H_31 : 0.122575 + s_lower_bl_H_31 : 0.119336 + s_upper_bl_H_30 : 0.102739 + s_lower_bl_H_30 : 0.0976135 + s_lower_bl_H_1 : 0.0953671 +Epoch: 122 | Train Loss: 9.79691 | Test Loss: 9.95629 | analysis_confidence: 0.26282 | CL: 0.0494634 | ln_CD: 0.113242 | CM: 0.008377 | Top_Xtr: 0.0480955 | Bot_Xtr: 0.0566073 +Loss contributors: + s_ln_CD : 1.45449 + s_CL : 1.29312 + s_CM : 0.782817 + s_analysis_confidence : 0.191778 + s_Bot_Xtr : 0.127911 + s_upper_bl_H_31 : 0.118282 + s_lower_bl_H_31 : 0.11537 + s_lower_bl_H_1 : 0.101462 + s_upper_bl_H_30 : 0.101013 + s_lower_bl_H_30 : 0.0962668 +Epoch: 123 | Train Loss: 9.79136 | Test Loss: 9.87119 | analysis_confidence: 0.266049 | CL: 0.0484953 | ln_CD: 0.10492 | CM: 0.00845745 | Top_Xtr: 0.0491176 | Bot_Xtr: 0.0580766 +Loss contributors: + s_ln_CD : 1.35296 + s_CL : 1.26004 + s_CM : 0.7889 + s_analysis_confidence : 0.194273 + s_Bot_Xtr : 0.129408 + s_upper_bl_H_31 : 0.11944 + s_lower_bl_H_31 : 0.116324 + s_upper_bl_H_30 : 0.101418 + s_lower_bl_H_1 : 0.0977842 + s_lower_bl_H_30 : 0.0972167 +Epoch: 124 | Train Loss: 9.78486 | Test Loss: 9.8149 | analysis_confidence: 0.2609 | CL: 0.0492332 | ln_CD: 0.102379 | CM: 0.00853217 | Top_Xtr: 0.0497366 | Bot_Xtr: 0.0584052 +Loss contributors: + s_ln_CD : 1.34072 + s_CL : 1.27207 + s_CM : 0.799401 + s_analysis_confidence : 0.190955 + s_Bot_Xtr : 0.129015 + s_upper_bl_H_31 : 0.116399 + s_lower_bl_H_31 : 0.112266 + s_upper_bl_H_30 : 0.098827 + s_lower_bl_H_1 : 0.0970584 + s_lower_bl_H_30 : 0.0947194 +Epoch: 125 | Train Loss: 9.78185 | Test Loss: 9.88901 | analysis_confidence: 0.261837 | CL: 0.0514993 | ln_CD: 0.105183 | CM: 0.00831405 | Top_Xtr: 0.0483817 | Bot_Xtr: 0.057128 +Loss contributors: + s_ln_CD : 1.36557 + s_CL : 1.33569 + s_CM : 0.775366 + s_analysis_confidence : 0.191829 + s_Bot_Xtr : 0.130147 + s_upper_bl_H_31 : 0.116854 + s_lower_bl_H_31 : 0.113178 + s_lower_bl_H_1 : 0.0995639 + s_upper_bl_H_30 : 0.0987478 + s_lower_bl_H_30 : 0.0941719 +Epoch: 126 | Train Loss: 9.77875 | Test Loss: 9.80912 | analysis_confidence: 0.267348 | CL: 0.0490337 | ln_CD: 0.101307 | CM: 0.00834132 | Top_Xtr: 0.0491945 | Bot_Xtr: 0.0575833 +Loss contributors: + s_ln_CD : 1.32835 + s_CL : 1.2721 + s_CM : 0.777537 + s_analysis_confidence : 0.192644 + s_Bot_Xtr : 0.130836 + s_upper_bl_H_31 : 0.117769 + s_lower_bl_H_31 : 0.113628 + s_upper_bl_H_30 : 0.100098 + s_lower_bl_H_1 : 0.0973299 + s_lower_bl_H_30 : 0.0953932 +Epoch: 127 | Train Loss: 9.77643 | Test Loss: 9.74843 | analysis_confidence: 0.26193 | CL: 0.0491695 | ln_CD: 0.0996954 | CM: 0.00840938 | Top_Xtr: 0.0487565 | Bot_Xtr: 0.0574408 +Loss contributors: + s_ln_CD : 1.32511 + s_CL : 1.26831 + s_CM : 0.781764 + s_analysis_confidence : 0.191543 + s_Bot_Xtr : 0.13126 + s_upper_bl_H_31 : 0.116672 + s_lower_bl_H_31 : 0.112824 + s_upper_bl_H_30 : 0.098597 + s_lower_bl_H_1 : 0.0968018 + s_lower_bl_H_30 : 0.0954667 +Epoch: 128 | Train Loss: 9.76804 | Test Loss: 9.87688 | analysis_confidence: 0.262427 | CL: 0.0493207 | ln_CD: 0.103772 | CM: 0.00837254 | Top_Xtr: 0.0495141 | Bot_Xtr: 0.0589291 +Loss contributors: + s_ln_CD : 1.33951 + s_CL : 1.26084 + s_CM : 0.778662 + s_analysis_confidence : 0.192346 + s_Bot_Xtr : 0.129571 + s_upper_bl_H_31 : 0.116885 + s_lower_bl_H_31 : 0.112433 + s_lower_bl_H_1 : 0.100004 + s_upper_bl_H_30 : 0.0991558 + s_lower_bl_H_30 : 0.0950677 +Epoch: 129 | Train Loss: 9.76274 | Test Loss: 9.80256 | analysis_confidence: 0.264671 | CL: 0.0517282 | ln_CD: 0.0998776 | CM: 0.00853044 | Top_Xtr: 0.0488021 | Bot_Xtr: 0.0578076 +Loss contributors: + s_CL : 1.3039 + s_ln_CD : 1.30012 + s_CM : 0.79404 + s_analysis_confidence : 0.191879 + s_Bot_Xtr : 0.127844 + s_upper_bl_H_31 : 0.120662 + s_lower_bl_H_31 : 0.116037 + s_upper_bl_H_30 : 0.102875 + s_lower_bl_H_30 : 0.0974311 + s_lower_bl_H_1 : 0.0966336 +Epoch: 130 | Train Loss: 9.75975 | Test Loss: 9.7582 | analysis_confidence: 0.263938 | CL: 0.0488051 | ln_CD: 0.103187 | CM: 0.0084289 | Top_Xtr: 0.0516527 | Bot_Xtr: 0.0620696 +Loss contributors: + s_ln_CD : 1.32888 + s_CL : 1.25792 + s_CM : 0.7928 + s_analysis_confidence : 0.191732 + s_Bot_Xtr : 0.132086 + s_upper_bl_H_31 : 0.116998 + s_lower_bl_H_31 : 0.111478 + s_upper_bl_H_30 : 0.0999628 + s_lower_bl_H_1 : 0.0962822 + s_lower_bl_H_30 : 0.0944571 +Epoch: 131 | Train Loss: 9.75629 | Test Loss: 9.72466 | analysis_confidence: 0.261997 | CL: 0.0495188 | ln_CD: 0.105682 | CM: 0.00824936 | Top_Xtr: 0.0486467 | Bot_Xtr: 0.0566457 +Loss contributors: + s_ln_CD : 1.36626 + s_CL : 1.25521 + s_CM : 0.763564 + s_analysis_confidence : 0.191213 + s_Bot_Xtr : 0.128449 + s_upper_bl_H_31 : 0.116786 + s_lower_bl_H_31 : 0.112923 + s_upper_bl_H_30 : 0.0997854 + s_lower_bl_H_1 : 0.0959139 + s_lower_bl_H_30 : 0.0949923 +Epoch: 132 | Train Loss: 9.75172 | Test Loss: 9.75792 | analysis_confidence: 0.258766 | CL: 0.0493327 | ln_CD: 0.106475 | CM: 0.00820089 | Top_Xtr: 0.0515871 | Bot_Xtr: 0.0604794 +Loss contributors: + s_ln_CD : 1.35652 + s_CL : 1.25431 + s_CM : 0.759489 + s_analysis_confidence : 0.192326 + s_Bot_Xtr : 0.129114 + s_upper_bl_H_31 : 0.117327 + s_lower_bl_H_31 : 0.113235 + s_upper_bl_H_30 : 0.0996801 + s_lower_bl_H_1 : 0.0954917 + s_lower_bl_H_30 : 0.0949857 +Epoch: 133 | Train Loss: 9.74676 | Test Loss: 9.68854 | analysis_confidence: 0.264945 | CL: 0.048221 | ln_CD: 0.0990857 | CM: 0.00839959 | Top_Xtr: 0.0490783 | Bot_Xtr: 0.0585633 +Loss contributors: + s_ln_CD : 1.29625 + s_CL : 1.2508 + s_CM : 0.7823 + s_analysis_confidence : 0.192939 + s_Bot_Xtr : 0.129365 + s_upper_bl_H_31 : 0.118026 + s_lower_bl_H_31 : 0.113835 + s_upper_bl_H_30 : 0.100913 + s_lower_bl_H_1 : 0.0960722 + s_lower_bl_H_30 : 0.0952797 +Epoch: 134 | Train Loss: 9.74525 | Test Loss: 9.61746 | analysis_confidence: 0.259283 | CL: 0.0485166 | ln_CD: 0.0977199 | CM: 0.00822547 | Top_Xtr: 0.0536009 | Bot_Xtr: 0.0630807 +Loss contributors: + s_ln_CD : 1.28893 + s_CL : 1.24925 + s_CM : 0.757503 + s_analysis_confidence : 0.191024 + s_Bot_Xtr : 0.132324 + s_upper_bl_H_31 : 0.11416 + s_lower_bl_H_31 : 0.110469 + s_upper_bl_H_30 : 0.0977694 + s_lower_bl_H_1 : 0.0950037 + s_lower_bl_H_30 : 0.0930641 +Epoch: 135 | Train Loss: 9.74238 | Test Loss: 9.77501 | analysis_confidence: 0.264267 | CL: 0.0508416 | ln_CD: 0.105839 | CM: 0.00835833 | Top_Xtr: 0.0495315 | Bot_Xtr: 0.0587675 +Loss contributors: + s_ln_CD : 1.34447 + s_CL : 1.31089 + s_CM : 0.776631 + s_analysis_confidence : 0.192178 + s_Bot_Xtr : 0.1284 + s_upper_bl_H_31 : 0.114892 + s_lower_bl_H_31 : 0.110521 + s_upper_bl_H_30 : 0.0985125 + s_lower_bl_H_1 : 0.0972667 + s_lower_bl_H_30 : 0.0931096 +Epoch: 136 | Train Loss: 9.73606 | Test Loss: 9.7838 | analysis_confidence: 0.254688 | CL: 0.0491768 | ln_CD: 0.0999264 | CM: 0.00857861 | Top_Xtr: 0.0494973 | Bot_Xtr: 0.0569863 +Loss contributors: + s_ln_CD : 1.31124 + s_CL : 1.28454 + s_CM : 0.800561 + s_analysis_confidence : 0.191225 + s_Bot_Xtr : 0.130488 + s_upper_bl_H_31 : 0.118012 + s_lower_bl_H_31 : 0.113003 + s_upper_bl_H_30 : 0.0996156 + s_lower_bl_H_1 : 0.0976663 + s_lower_bl_H_30 : 0.0948808 +Epoch: 137 | Train Loss: 9.73518 | Test Loss: 9.77552 | analysis_confidence: 0.261288 | CL: 0.0502226 | ln_CD: 0.103475 | CM: 0.00885756 | Top_Xtr: 0.050062 | Bot_Xtr: 0.0590978 +Loss contributors: + s_ln_CD : 1.34598 + s_CL : 1.26846 + s_CM : 0.826972 + s_analysis_confidence : 0.190977 + s_Bot_Xtr : 0.128893 + s_upper_bl_H_31 : 0.117532 + s_lower_bl_H_31 : 0.111811 + s_upper_bl_H_30 : 0.100191 + s_lower_bl_H_1 : 0.0978258 + s_lower_bl_H_30 : 0.0941335 +Epoch: 138 | Train Loss: 9.72692 | Test Loss: 9.63623 | analysis_confidence: 0.255744 | CL: 0.0495454 | ln_CD: 0.0989639 | CM: 0.00825207 | Top_Xtr: 0.0526509 | Bot_Xtr: 0.0619829 +Loss contributors: + s_ln_CD : 1.28529 + s_CL : 1.25065 + s_CM : 0.760938 + s_analysis_confidence : 0.190969 + s_Bot_Xtr : 0.129363 + s_upper_bl_H_31 : 0.116481 + s_lower_bl_H_31 : 0.112057 + s_upper_bl_H_30 : 0.0992289 + s_lower_bl_H_1 : 0.0980627 + s_lower_bl_H_30 : 0.094869 +Epoch: 139 | Train Loss: 9.7257 | Test Loss: 9.62313 | analysis_confidence: 0.258869 | CL: 0.0479197 | ln_CD: 0.0992013 | CM: 0.00832198 | Top_Xtr: 0.0479523 | Bot_Xtr: 0.0563371 +Loss contributors: + s_ln_CD : 1.29533 + s_CL : 1.22565 + s_CM : 0.77107 + s_analysis_confidence : 0.189541 + s_Bot_Xtr : 0.126896 + s_upper_bl_H_31 : 0.116787 + s_lower_bl_H_31 : 0.113704 + s_upper_bl_H_30 : 0.0993293 + s_lower_bl_H_1 : 0.0972382 + s_lower_bl_H_30 : 0.0955417 +Epoch: 140 | Train Loss: 9.72425 | Test Loss: 9.7308 | analysis_confidence: 0.253625 | CL: 0.0481091 | ln_CD: 0.112479 | CM: 0.00818798 | Top_Xtr: 0.0494689 | Bot_Xtr: 0.0578613 +Loss contributors: + s_ln_CD : 1.40999 + s_CL : 1.23521 + s_CM : 0.759272 + s_analysis_confidence : 0.189145 + s_Bot_Xtr : 0.128705 + s_upper_bl_H_31 : 0.115654 + s_lower_bl_H_31 : 0.11192 + s_upper_bl_H_30 : 0.0991837 + s_lower_bl_H_1 : 0.0963351 + s_lower_bl_H_30 : 0.0941696 +Epoch: 141 | Train Loss: 9.72042 | Test Loss: 9.82055 | analysis_confidence: 0.261027 | CL: 0.0494041 | ln_CD: 0.109141 | CM: 0.00820549 | Top_Xtr: 0.0491395 | Bot_Xtr: 0.0572559 +Loss contributors: + s_ln_CD : 1.41324 + 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0.0991017 + s_upper_bl_H_30 : 0.0985333 + s_lower_bl_H_30 : 0.093584 +Epoch: 146 | Train Loss: 9.70164 | Test Loss: 9.71232 | analysis_confidence: 0.255965 | CL: 0.0495688 | ln_CD: 0.10534 | CM: 0.00838861 | Top_Xtr: 0.0534397 | Bot_Xtr: 0.0643995 +Loss contributors: + s_ln_CD : 1.34652 + s_CL : 1.24633 + s_CM : 0.771539 + s_analysis_confidence : 0.192134 + s_Bot_Xtr : 0.133978 + s_upper_bl_H_31 : 0.118749 + s_lower_bl_H_31 : 0.112774 + s_upper_bl_H_30 : 0.100108 + s_lower_bl_H_1 : 0.0966162 + s_lower_bl_H_30 : 0.0949577 +Epoch: 147 | Train Loss: 9.70294 | Test Loss: 9.76666 | analysis_confidence: 0.257745 | CL: 0.0521394 | ln_CD: 0.100409 | CM: 0.00854964 | Top_Xtr: 0.0491415 | Bot_Xtr: 0.0577416 +Loss contributors: + s_ln_CD : 1.33907 + s_CL : 1.31842 + s_CM : 0.7881 + s_analysis_confidence : 0.189838 + s_Bot_Xtr : 0.127459 + s_upper_bl_H_31 : 0.114787 + s_lower_bl_H_31 : 0.11105 + s_upper_bl_H_30 : 0.0975739 + s_lower_bl_H_1 : 0.0968905 + s_lower_bl_H_30 : 0.0937586 +Epoch: 148 | Train Loss: 9.69883 | Test Loss: 9.713 | analysis_confidence: 0.263046 | CL: 0.0493631 | ln_CD: 0.105071 | CM: 0.00863616 | Top_Xtr: 0.0490166 | Bot_Xtr: 0.0589189 +Loss contributors: + s_ln_CD : 1.35224 + s_CL : 1.27853 + s_CM : 0.809953 + s_analysis_confidence : 0.192058 + s_Bot_Xtr : 0.128131 + s_upper_bl_H_31 : 0.114899 + s_lower_bl_H_31 : 0.110471 + s_upper_bl_H_30 : 0.0972915 + s_lower_bl_H_1 : 0.0950208 + s_lower_bl_H_30 : 0.0932727 +Epoch: 149 | Train Loss: 9.69704 | Test Loss: 9.69759 | analysis_confidence: 0.258082 | CL: 0.0517842 | ln_CD: 0.0994035 | CM: 0.00836553 | Top_Xtr: 0.0502868 | Bot_Xtr: 0.0594437 +Loss contributors: + s_ln_CD : 1.29781 + s_CL : 1.29014 + s_CM : 0.779102 + s_analysis_confidence : 0.189484 + s_Bot_Xtr : 0.129194 + s_upper_bl_H_31 : 0.115368 + s_lower_bl_H_31 : 0.112226 + s_upper_bl_H_30 : 0.0990282 + s_lower_bl_H_1 : 0.0967178 + s_lower_bl_H_30 : 0.094574 +Epoch: 150 | Train Loss: 9.69481 | Test Loss: 9.81301 | analysis_confidence: 0.259428 | CL: 0.0498057 | ln_CD: 0.106673 | CM: 0.0083194 | Top_Xtr: 0.0487278 | Bot_Xtr: 0.058575 +Loss contributors: + s_ln_CD : 1.38359 + s_CL : 1.26087 + s_CM : 0.77346 + s_analysis_confidence : 0.192463 + s_Bot_Xtr : 0.129137 + s_upper_bl_H_31 : 0.119249 + s_lower_bl_H_31 : 0.113026 + s_upper_bl_H_30 : 0.103044 + s_upper_bl_H_29 : 0.0961633 + s_lower_bl_H_30 : 0.0957906 +Epoch: 151 | Train Loss: 9.68863 | Test Loss: 9.73691 | analysis_confidence: 0.254345 | CL: 0.0489322 | ln_CD: 0.113236 | CM: 0.00823234 | Top_Xtr: 0.0499556 | Bot_Xtr: 0.0586453 +Loss contributors: + s_ln_CD : 1.40583 + s_CL : 1.24614 + s_CM : 0.760769 + s_analysis_confidence : 0.188598 + s_Bot_Xtr : 0.129687 + s_upper_bl_H_31 : 0.115511 + s_lower_bl_H_31 : 0.112026 + s_lower_bl_H_1 : 0.0989689 + s_upper_bl_H_30 : 0.0985682 + s_lower_bl_H_30 : 0.0940103 +Epoch: 152 | Train Loss: 9.6863 | Test Loss: 9.70041 | analysis_confidence: 0.256027 | CL: 0.0476325 | ln_CD: 0.101227 | CM: 0.00850979 | Top_Xtr: 0.0490413 | Bot_Xtr: 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s_upper_bl_H_30 : 0.097673 + s_lower_bl_H_30 : 0.0936132 +Epoch: 159 | Train Loss: 9.67123 | Test Loss: 9.77421 | analysis_confidence: 0.259763 | CL: 0.0511854 | ln_CD: 0.101694 | CM: 0.0087187 | Top_Xtr: 0.0502506 | Bot_Xtr: 0.0592543 +Loss contributors: + s_ln_CD : 1.31164 + s_CL : 1.29981 + s_CM : 0.806865 + s_analysis_confidence : 0.188735 + s_Bot_Xtr : 0.128866 + s_upper_bl_H_31 : 0.113049 + s_lower_bl_H_31 : 0.110367 + s_lower_bl_H_1 : 0.0974569 + s_upper_bl_H_30 : 0.0971039 + s_lower_bl_H_30 : 0.0930199 +Epoch: 160 | Train Loss: 9.66624 | Test Loss: 9.68147 | analysis_confidence: 0.246179 | CL: 0.0515944 | ln_CD: 0.103019 | CM: 0.00844278 | Top_Xtr: 0.0491324 | Bot_Xtr: 0.0587137 +Loss contributors: + s_ln_CD : 1.32051 + s_CL : 1.28483 + s_CM : 0.786322 + s_analysis_confidence : 0.187843 + s_Bot_Xtr : 0.128341 + s_upper_bl_H_31 : 0.1148 + s_lower_bl_H_31 : 0.109718 + s_upper_bl_H_30 : 0.0975804 + s_lower_bl_H_1 : 0.0963492 + s_lower_bl_H_30 : 0.0918724 +Epoch: 161 | Train Loss: 9.66124 | Test Loss: 9.5358 | analysis_confidence: 0.247738 | CL: 0.047804 | ln_CD: 0.100317 | CM: 0.0082323 | Top_Xtr: 0.049017 | Bot_Xtr: 0.0579446 +Loss contributors: + s_ln_CD : 1.29979 + s_CL : 1.21746 + s_CM : 0.76647 + s_analysis_confidence : 0.186462 + s_Bot_Xtr : 0.130516 + s_upper_bl_H_31 : 0.113895 + s_lower_bl_H_31 : 0.109605 + s_upper_bl_H_30 : 0.0967159 + s_lower_bl_H_1 : 0.0955747 + s_lower_bl_H_30 : 0.0921559 +Epoch: 162 | Train Loss: 9.65827 | Test Loss: 9.69684 | analysis_confidence: 0.252805 | CL: 0.0480846 | ln_CD: 0.102724 | CM: 0.00847458 | Top_Xtr: 0.0482593 | Bot_Xtr: 0.0568035 +Loss contributors: + s_ln_CD : 1.34351 + s_CL : 1.23173 + s_CM : 0.785842 + s_analysis_confidence : 0.187588 + s_Bot_Xtr : 0.126641 + s_upper_bl_H_31 : 0.113815 + s_lower_bl_H_31 : 0.110333 + s_upper_bl_H_30 : 0.0975947 + s_lower_bl_H_1 : 0.0949823 + s_lower_bl_H_30 : 0.092733 +Epoch: 163 | Train Loss: 9.65378 | Test Loss: 9.7235 | analysis_confidence: 0.25313 | CL: 0.0489032 | ln_CD: 0.104966 | CM: 0.00835176 | Top_Xtr: 0.0495669 | Bot_Xtr: 0.058007 +Loss contributors: + s_ln_CD : 1.33707 + s_CL : 1.25346 + s_CM : 0.775219 + s_analysis_confidence : 0.187913 + s_Bot_Xtr : 0.127853 + s_upper_bl_H_31 : 0.112527 + s_lower_bl_H_31 : 0.11094 + s_upper_bl_H_30 : 0.0960694 + s_lower_bl_H_1 : 0.0957093 + s_lower_bl_H_30 : 0.0930944 +Epoch: 164 | Train Loss: 9.64953 | Test Loss: 9.68688 | analysis_confidence: 0.25463 | CL: 0.0479151 | ln_CD: 0.101523 | CM: 0.00823503 | Top_Xtr: 0.0480172 | Bot_Xtr: 0.0568744 +Loss contributors: + s_ln_CD : 1.34133 + s_CL : 1.25299 + s_CM : 0.768724 + s_analysis_confidence : 0.18743 + s_Bot_Xtr : 0.128538 + s_upper_bl_H_31 : 0.115708 + s_lower_bl_H_31 : 0.111006 + s_upper_bl_H_30 : 0.0996355 + s_lower_bl_H_1 : 0.0962004 + s_lower_bl_H_30 : 0.0932621 +Epoch: 165 | Train Loss: 9.6492 | Test Loss: 9.58543 | analysis_confidence: 0.254918 | CL: 0.0495109 | ln_CD: 0.100701 | CM: 0.0082149 | Top_Xtr: 0.0489924 | Bot_Xtr: 0.0580933 +Loss 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s_analysis_confidence : 0.186852 + s_Bot_Xtr : 0.128629 + s_upper_bl_H_31 : 0.11413 + s_lower_bl_H_31 : 0.110167 + s_lower_bl_H_1 : 0.097443 + s_upper_bl_H_30 : 0.0966132 + s_lower_bl_H_0 : 0.0933571 +Epoch: 168 | Train Loss: 9.64068 | Test Loss: 9.88372 | analysis_confidence: 0.249264 | CL: 0.0505866 | ln_CD: 0.103232 | CM: 0.0102374 | Top_Xtr: 0.0512766 | Bot_Xtr: 0.0610867 +Loss contributors: + s_ln_CD : 1.32539 + s_CL : 1.28773 + s_CM : 1.00527 + s_analysis_confidence : 0.187204 + s_Bot_Xtr : 0.130264 + s_upper_bl_H_31 : 0.113463 + s_lower_bl_H_31 : 0.110528 + s_upper_bl_H_30 : 0.0954525 + s_lower_bl_H_1 : 0.094559 + s_lower_bl_H_30 : 0.0919427 +Epoch: 169 | Train Loss: 9.63265 | Test Loss: 9.72303 | analysis_confidence: 0.253324 | CL: 0.0491514 | ln_CD: 0.103532 | CM: 0.00843292 | Top_Xtr: 0.047828 | Bot_Xtr: 0.0568098 +Loss contributors: + s_ln_CD : 1.35996 + s_CL : 1.25308 + s_CM : 0.783298 + s_analysis_confidence : 0.18639 + s_Bot_Xtr : 0.126432 + s_upper_bl_H_31 : 0.114319 + 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0.0946165 + s_lower_bl_H_30 : 0.0921601 +Epoch: 172 | Train Loss: 9.62258 | Test Loss: 9.66521 | analysis_confidence: 0.250193 | CL: 0.0484374 | ln_CD: 0.10149 | CM: 0.00829184 | Top_Xtr: 0.0480151 | Bot_Xtr: 0.0570797 +Loss contributors: + s_ln_CD : 1.33313 + s_CL : 1.24605 + s_CM : 0.767623 + s_analysis_confidence : 0.187474 + s_Bot_Xtr : 0.12814 + s_upper_bl_H_31 : 0.113312 + s_lower_bl_H_31 : 0.108274 + s_lower_bl_H_1 : 0.0967241 + s_upper_bl_H_30 : 0.0961055 + s_lower_bl_H_30 : 0.0909001 +Epoch: 173 | Train Loss: 9.61796 | Test Loss: 9.72112 | analysis_confidence: 0.248626 | CL: 0.0526335 | ln_CD: 0.102386 | CM: 0.00826945 | Top_Xtr: 0.0481795 | Bot_Xtr: 0.0579701 +Loss contributors: + s_CL : 1.33454 + s_ln_CD : 1.3326 + s_CM : 0.770327 + s_analysis_confidence : 0.185485 + s_Bot_Xtr : 0.127554 + s_upper_bl_H_31 : 0.112819 + s_lower_bl_H_31 : 0.109385 + s_lower_bl_H_1 : 0.0970436 + s_upper_bl_H_30 : 0.0962178 + s_lower_bl_H_30 : 0.0920267 +Epoch: 174 | Train Loss: 9.6163 | Test Loss: 9.67705 | analysis_confidence: 0.25294 | CL: 0.0511307 | ln_CD: 0.0994869 | CM: 0.0086482 | Top_Xtr: 0.0482155 | Bot_Xtr: 0.057431 +Loss contributors: + s_ln_CD : 1.33862 + s_CL : 1.28214 + s_CM : 0.803055 + s_analysis_confidence : 0.187618 + s_Bot_Xtr : 0.126705 + s_upper_bl_H_31 : 0.111587 + s_lower_bl_H_31 : 0.108742 + s_lower_bl_H_1 : 0.0962843 + s_upper_bl_H_30 : 0.095672 + s_lower_bl_H_0 : 0.0927176 +Epoch: 175 | Train Loss: 9.61657 | Test Loss: 9.81703 | analysis_confidence: 0.252582 | CL: 0.0488861 | ln_CD: 0.114648 | CM: 0.00824653 | Top_Xtr: 0.0477451 | Bot_Xtr: 0.0564742 +Loss contributors: + s_ln_CD : 1.45435 + s_CL : 1.23583 + s_CM : 0.765974 + s_analysis_confidence : 0.18832 + s_Bot_Xtr : 0.126658 + s_upper_bl_H_31 : 0.11258 + s_lower_bl_H_31 : 0.108752 + s_upper_bl_H_30 : 0.0967293 + s_lower_bl_H_1 : 0.0947683 + s_lower_bl_H_30 : 0.0914097 +Epoch: 176 | Train Loss: 9.60917 | Test Loss: 9.80369 | analysis_confidence: 0.254781 | CL: 0.051163 | ln_CD: 0.104214 | CM: 0.00835055 | Top_Xtr: 0.0487952 | Bot_Xtr: 0.0576554 +Loss contributors: + s_ln_CD : 1.36537 + s_CL : 1.32526 + s_CM : 0.781215 + s_analysis_confidence : 0.187691 + s_Bot_Xtr : 0.126307 + s_upper_bl_H_31 : 0.115491 + s_lower_bl_H_31 : 0.109464 + s_upper_bl_H_30 : 0.0989262 + s_lower_bl_H_1 : 0.0942373 + s_lower_bl_H_30 : 0.0928578 +Epoch: 177 | Train Loss: 9.60608 | Test Loss: 9.77985 | analysis_confidence: 0.254475 | CL: 0.0507583 | ln_CD: 0.0999138 | CM: 0.00817797 | Top_Xtr: 0.0480754 | Bot_Xtr: 0.0578717 +Loss contributors: + s_CL : 1.34705 + s_ln_CD : 1.3252 + s_CM : 0.762821 + s_analysis_confidence : 0.187992 + s_Bot_Xtr : 0.128693 + s_upper_bl_H_31 : 0.115134 + s_lower_bl_H_31 : 0.110078 + s_upper_bl_H_30 : 0.0974509 + s_lower_bl_H_1 : 0.0956156 + s_lower_bl_H_30 : 0.0925284 +Epoch: 178 | Train Loss: 9.6017 | Test Loss: 9.56275 | analysis_confidence: 0.25885 | CL: 0.0495936 | ln_CD: 0.0992894 | CM: 0.00834094 | Top_Xtr: 0.0476167 | Bot_Xtr: 0.0566371 +Loss contributors: + 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0.113066 + s_upper_bl_H_30 : 0.100578 + s_lower_bl_H_1 : 0.0967629 + s_lower_bl_H_30 : 0.0949505 +Epoch: 183 | Train Loss: 9.59003 | Test Loss: 9.59164 | analysis_confidence: 0.259018 | CL: 0.048471 | ln_CD: 0.0986008 | CM: 0.00822094 | Top_Xtr: 0.0479978 | Bot_Xtr: 0.0581893 +Loss contributors: + s_ln_CD : 1.32612 + s_CL : 1.21869 + s_CM : 0.765615 + s_analysis_confidence : 0.189662 + s_Bot_Xtr : 0.126753 + s_upper_bl_H_31 : 0.113909 + s_lower_bl_H_31 : 0.110259 + s_upper_bl_H_30 : 0.09685 + s_lower_bl_H_1 : 0.0962841 + s_lower_bl_H_30 : 0.0916431 +Epoch: 184 | Train Loss: 9.58842 | Test Loss: 9.66884 | analysis_confidence: 0.254565 | CL: 0.0485012 | ln_CD: 0.103868 | CM: 0.00825059 | Top_Xtr: 0.0484508 | Bot_Xtr: 0.0576735 +Loss contributors: + s_ln_CD : 1.35212 + s_CL : 1.22379 + s_CM : 0.766379 + s_analysis_confidence : 0.18847 + s_Bot_Xtr : 0.128932 + s_upper_bl_H_31 : 0.11616 + s_lower_bl_H_31 : 0.109376 + s_upper_bl_H_30 : 0.0975437 + s_lower_bl_H_1 : 0.0956091 + s_lower_bl_H_0 : 0.0916253 +Epoch: 185 | Train Loss: 9.58021 | Test Loss: 9.74623 | analysis_confidence: 0.253717 | CL: 0.0476333 | ln_CD: 0.113823 | CM: 0.00918163 | Top_Xtr: 0.0482742 | Bot_Xtr: 0.0572198 +Loss contributors: + s_ln_CD : 1.4044 + s_CL : 1.20641 + s_CM : 0.857017 + s_analysis_confidence : 0.188747 + s_Bot_Xtr : 0.130362 + s_upper_bl_H_31 : 0.115911 + s_lower_bl_H_31 : 0.111785 + s_upper_bl_H_30 : 0.0974495 + s_lower_bl_H_1 : 0.0948276 + s_lower_bl_H_30 : 0.0922095 +Epoch: 186 | Train Loss: 9.57862 | Test Loss: 9.6271 | analysis_confidence: 0.256583 | CL: 0.0480162 | ln_CD: 0.0982127 | CM: 0.00832146 | Top_Xtr: 0.049317 | Bot_Xtr: 0.0594761 +Loss contributors: + s_ln_CD : 1.28873 + s_CL : 1.21713 + s_CM : 0.766903 + s_analysis_confidence : 0.188312 + s_Bot_Xtr : 0.128921 + s_upper_bl_H_31 : 0.114771 + s_lower_bl_H_31 : 0.110025 + s_upper_bl_H_30 : 0.0975913 + s_lower_bl_H_1 : 0.095306 + s_lower_bl_H_30 : 0.0925768 +Epoch: 187 | Train Loss: 9.57599 | Test Loss: 9.62857 | analysis_confidence: 0.258811 | CL: 0.0492498 | ln_CD: 0.101518 | CM: 0.00840883 | Top_Xtr: 0.048822 | Bot_Xtr: 0.0573956 +Loss contributors: + s_ln_CD : 1.31684 + s_CL : 1.25281 + s_CM : 0.778365 + s_analysis_confidence : 0.190238 + s_Bot_Xtr : 0.128861 + s_upper_bl_H_31 : 0.115095 + s_lower_bl_H_31 : 0.110053 + s_upper_bl_H_30 : 0.0965578 + s_lower_bl_H_1 : 0.0944701 + s_lower_bl_H_30 : 0.0916767 +Epoch: 188 | Train Loss: 9.5747 | Test Loss: 9.67255 | analysis_confidence: 0.255549 | CL: 0.0484052 | ln_CD: 0.0988603 | CM: 0.00820211 | Top_Xtr: 0.0495825 | Bot_Xtr: 0.0595358 +Loss contributors: + s_ln_CD : 1.32841 + s_CL : 1.22322 + s_CM : 0.763574 + s_analysis_confidence : 0.189094 + s_Bot_Xtr : 0.128599 + s_upper_bl_H_31 : 0.113656 + s_lower_bl_H_31 : 0.108154 + s_lower_bl_H_1 : 0.0964002 + s_upper_bl_H_30 : 0.0962763 + s_lower_bl_H_30 : 0.0905338 +Epoch: 189 | Train Loss: 9.57084 | Test Loss: 9.64685 | analysis_confidence: 0.253693 | CL: 0.0478626 | ln_CD: 0.101031 | CM: 0.00849311 | Top_Xtr: 0.0476025 | Bot_Xtr: 0.0575706 +Loss contributors: + s_ln_CD : 1.3311 + s_CL : 1.2139 + s_CM : 0.804217 + s_analysis_confidence : 0.187264 + s_Bot_Xtr : 0.127651 + s_upper_bl_H_31 : 0.111439 + s_lower_bl_H_31 : 0.108572 + s_lower_bl_H_1 : 0.0959142 + s_upper_bl_H_30 : 0.0951108 + s_lower_bl_H_0 : 0.0923297 +Epoch: 190 | Train Loss: 9.56922 | Test Loss: 9.63386 | analysis_confidence: 0.259246 | CL: 0.0509351 | ln_CD: 0.0996528 | CM: 0.00834685 | Top_Xtr: 0.0501865 | Bot_Xtr: 0.0590688 +Loss contributors: + s_ln_CD : 1.32026 + s_CL : 1.26231 + s_CM : 0.774891 + s_analysis_confidence : 0.191029 + s_Bot_Xtr : 0.127185 + s_upper_bl_H_31 : 0.112799 + s_lower_bl_H_31 : 0.109595 + s_upper_bl_H_30 : 0.0961883 + s_lower_bl_H_1 : 0.0961667 + s_lower_bl_H_30 : 0.0926043 +Epoch: 191 | Train Loss: 9.56795 | Test Loss: 9.75341 | analysis_confidence: 0.249276 | CL: 0.0501175 | ln_CD: 0.116784 | CM: 0.00835191 | Top_Xtr: 0.04787 | Bot_Xtr: 0.0575694 +Loss contributors: + s_ln_CD : 1.4547 + s_CL : 1.24464 + s_CM : 0.78174 + s_analysis_confidence : 0.188438 + s_Bot_Xtr : 0.12631 + s_upper_bl_H_31 : 0.113717 + s_lower_bl_H_31 : 0.108472 + s_upper_bl_H_30 : 0.0958432 + s_lower_bl_H_1 : 0.0954205 + s_lower_bl_H_30 : 0.0910399 +Epoch: 192 | Train Loss: 9.56767 | Test Loss: 9.54072 | analysis_confidence: 0.256843 | CL: 0.0479297 | ln_CD: 0.0982936 | CM: 0.0084701 | Top_Xtr: 0.049902 | Bot_Xtr: 0.0589024 +Loss contributors: + s_ln_CD : 1.2857 + s_CL : 1.21074 + s_CM : 0.77852 + s_analysis_confidence : 0.189889 + s_Bot_Xtr : 0.129184 + s_upper_bl_H_31 : 0.114921 + s_lower_bl_H_31 : 0.107556 + s_upper_bl_H_30 : 0.0979711 + s_lower_bl_H_1 : 0.0947752 + s_lower_bl_H_30 : 0.0905814 +Epoch: 193 | Train Loss: 9.56231 | Test Loss: 9.6894 | analysis_confidence: 0.258133 | CL: 0.0468096 | ln_CD: 0.105615 | CM: 0.00838144 | Top_Xtr: 0.049041 | Bot_Xtr: 0.058032 +Loss contributors: + s_ln_CD : 1.42083 + s_CL : 1.19882 + s_CM : 0.77535 + s_analysis_confidence : 0.190513 + s_Bot_Xtr : 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s_upper_bl_H_30 : 0.0966313 + s_lower_bl_H_1 : 0.0931354 + s_lower_bl_H_30 : 0.0912258 +Epoch: 196 | Train Loss: 9.54989 | Test Loss: 9.53223 | analysis_confidence: 0.258525 | CL: 0.0483563 | ln_CD: 0.0993025 | CM: 0.00837761 | Top_Xtr: 0.0539785 | Bot_Xtr: 0.0641131 +Loss contributors: + s_ln_CD : 1.27952 + s_CL : 1.21627 + s_CM : 0.773113 + s_analysis_confidence : 0.189832 + s_Bot_Xtr : 0.132763 + s_upper_bl_H_31 : 0.11292 + s_lower_bl_H_31 : 0.108348 + s_upper_bl_H_30 : 0.0950651 + s_lower_bl_H_1 : 0.0936403 + s_lower_bl_H_30 : 0.091172 +Epoch: 197 | Train Loss: 9.55285 | Test Loss: 9.74699 | analysis_confidence: 0.255253 | CL: 0.0508241 | ln_CD: 0.102833 | CM: 0.00827189 | Top_Xtr: 0.0480957 | Bot_Xtr: 0.0581669 +Loss contributors: + s_ln_CD : 1.34421 + s_CL : 1.30238 + s_CM : 0.765237 + s_analysis_confidence : 0.187637 + s_Bot_Xtr : 0.12934 + s_upper_bl_H_31 : 0.114204 + s_lower_bl_H_31 : 0.110542 + s_upper_bl_H_30 : 0.0958186 + s_lower_bl_H_1 : 0.0951594 + s_lower_bl_H_30 : 0.0927187 +Epoch: 198 | Train Loss: 9.55139 | Test Loss: 9.63137 | analysis_confidence: 0.259122 | CL: 0.0479871 | ln_CD: 0.115904 | CM: 0.00814996 | Top_Xtr: 0.0477651 | Bot_Xtr: 0.057098 +Loss contributors: + s_ln_CD : 1.44353 + s_CL : 1.21064 + s_CM : 0.757793 + s_analysis_confidence : 0.189666 + s_Bot_Xtr : 0.126737 + s_upper_bl_H_31 : 0.115564 + s_lower_bl_H_31 : 0.110057 + s_upper_bl_H_30 : 0.0978357 + s_lower_bl_H_1 : 0.0932557 + s_lower_bl_H_30 : 0.0909101 +Epoch: 199 | Train Loss: 9.5494 | Test Loss: 9.52334 | analysis_confidence: 0.259695 | CL: 0.0473265 | ln_CD: 0.100067 | CM: 0.00845978 | Top_Xtr: 0.0472493 | Bot_Xtr: 0.0564322 +Loss contributors: + s_ln_CD : 1.29303 + s_CL : 1.21197 + s_CM : 0.779817 + s_analysis_confidence : 0.189538 + s_Bot_Xtr : 0.127517 + s_upper_bl_H_31 : 0.114869 + s_lower_bl_H_31 : 0.107803 + s_upper_bl_H_30 : 0.0975696 + s_lower_bl_H_1 : 0.0937427 + s_lower_bl_H_30 : 0.0902841 +Epoch: 200 | Train Loss: 9.54645 | Test Loss: 9.50216 | analysis_confidence: 0.255046 | CL: 0.0477428 | ln_CD: 0.0979091 | CM: 0.0082607 | Top_Xtr: 0.0476503 | Bot_Xtr: 0.0573101 +Loss contributors: + s_ln_CD : 1.28344 + s_CL : 1.19071 + s_CM : 0.76281 + s_analysis_confidence : 0.187973 + s_Bot_Xtr : 0.125819 + s_upper_bl_H_31 : 0.112826 + s_lower_bl_H_31 : 0.108938 + s_lower_bl_H_1 : 0.0960168 + s_upper_bl_H_30 : 0.0956076 + s_lower_bl_H_30 : 0.0913288 +Epoch: 201 | Train Loss: 9.54428 | Test Loss: 9.57857 | analysis_confidence: 0.258514 | CL: 0.0488814 | ln_CD: 0.0981366 | CM: 0.00817854 | Top_Xtr: 0.0473123 | Bot_Xtr: 0.0564101 +Loss contributors: + s_ln_CD : 1.31247 + s_CL : 1.22694 + s_CM : 0.760524 + s_analysis_confidence : 0.189346 + s_Bot_Xtr : 0.129871 + s_upper_bl_H_31 : 0.11539 + s_lower_bl_H_31 : 0.109828 + s_upper_bl_H_30 : 0.0970796 + s_lower_bl_H_1 : 0.094336 + s_lower_bl_H_30 : 0.092383 +Epoch: 202 | Train Loss: 9.54043 | Test Loss: 9.44654 | analysis_confidence: 0.259391 | CL: 0.0466704 | ln_CD: 0.0982519 | CM: 0.00821018 | Top_Xtr: 0.0477357 | Bot_Xtr: 0.0564625 +Loss contributors: + s_ln_CD : 1.28748 + s_CL : 1.1838 + s_CM : 0.754749 + s_analysis_confidence : 0.189368 + s_Bot_Xtr : 0.128614 + s_upper_bl_H_31 : 0.111157 + s_lower_bl_H_31 : 0.108277 + s_upper_bl_H_30 : 0.0951049 + s_lower_bl_H_1 : 0.0932742 + s_lower_bl_H_30 : 0.0909089 +Epoch: 203 | Train Loss: 9.53708 | Test Loss: 9.54268 | analysis_confidence: 0.252918 | CL: 0.0470061 | ln_CD: 0.100542 | CM: 0.0082298 | Top_Xtr: 0.0481312 | Bot_Xtr: 0.0572299 +Loss contributors: + s_ln_CD : 1.32023 + s_CL : 1.20049 + s_CM : 0.767342 + s_analysis_confidence : 0.187168 + s_Bot_Xtr : 0.127465 + s_upper_bl_H_31 : 0.112073 + s_lower_bl_H_31 : 0.107837 + s_upper_bl_H_30 : 0.0967081 + s_lower_bl_H_1 : 0.0944469 + s_lower_bl_H_30 : 0.0910771 +Epoch: 204 | Train Loss: 9.53334 | Test Loss: 9.48145 | analysis_confidence: 0.254173 | CL: 0.0470601 | ln_CD: 0.0990705 | CM: 0.00823549 | Top_Xtr: 0.0487 | Bot_Xtr: 0.0578273 +Loss contributors: + s_ln_CD : 1.29795 + 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0.0957878 + s_lower_bl_H_1 : 0.0952738 + s_lower_bl_H_0 : 0.0910899 +Epoch: 209 | Train Loss: 9.523 | Test Loss: 9.53715 | analysis_confidence: 0.255139 | CL: 0.0479734 | ln_CD: 0.102436 | CM: 0.0082272 | Top_Xtr: 0.0474677 | Bot_Xtr: 0.0575375 +Loss contributors: + s_ln_CD : 1.34389 + s_CL : 1.21225 + s_CM : 0.760327 + s_analysis_confidence : 0.188096 + s_Bot_Xtr : 0.128185 + s_upper_bl_H_31 : 0.115643 + s_lower_bl_H_31 : 0.108243 + s_upper_bl_H_30 : 0.0965277 + s_lower_bl_H_1 : 0.0929953 + s_lower_bl_H_0 : 0.0893358 +Epoch: 210 | Train Loss: 9.52184 | Test Loss: 9.53388 | analysis_confidence: 0.255121 | CL: 0.0477196 | ln_CD: 0.100003 | CM: 0.0084399 | Top_Xtr: 0.052152 | Bot_Xtr: 0.062617 +Loss contributors: + s_ln_CD : 1.29059 + s_CL : 1.19849 + s_CM : 0.787389 + s_analysis_confidence : 0.187935 + s_Bot_Xtr : 0.130082 + s_upper_bl_H_31 : 0.113044 + s_lower_bl_H_31 : 0.109446 + s_upper_bl_H_30 : 0.0963326 + s_lower_bl_H_1 : 0.0945436 + s_lower_bl_H_30 : 0.0916077 +Epoch: 211 | Train Loss: 9.51839 | Test Loss: 9.5065 | analysis_confidence: 0.254907 | CL: 0.0477856 | ln_CD: 0.104127 | CM: 0.00804377 | Top_Xtr: 0.0506519 | Bot_Xtr: 0.0604085 +Loss contributors: + s_ln_CD : 1.33801 + s_CL : 1.20099 + s_CM : 0.741706 + s_analysis_confidence : 0.187884 + s_Bot_Xtr : 0.12805 + s_upper_bl_H_31 : 0.114586 + s_lower_bl_H_31 : 0.108502 + s_upper_bl_H_30 : 0.0963074 + s_lower_bl_H_1 : 0.0926659 + s_lower_bl_H_30 : 0.0892563 +Epoch: 212 | Train Loss: 9.51816 | Test Loss: 9.57841 | analysis_confidence: 0.253803 | CL: 0.0482138 | ln_CD: 0.101794 | CM: 0.00820359 | Top_Xtr: 0.0551802 | Bot_Xtr: 0.0645534 +Loss contributors: + s_ln_CD : 1.30363 + s_CL : 1.22435 + s_CM : 0.762278 + s_analysis_confidence : 0.188265 + s_Bot_Xtr : 0.132151 + s_upper_bl_H_31 : 0.114699 + s_lower_bl_H_31 : 0.109658 + s_upper_bl_H_30 : 0.0995836 + s_lower_bl_H_1 : 0.0945665 + s_lower_bl_H_30 : 0.0944835 +Epoch: 213 | Train Loss: 9.51988 | Test Loss: 9.52358 | analysis_confidence: 0.25691 | CL: 0.047226 | ln_CD: 0.100545 | CM: 0.00827119 | Top_Xtr: 0.0495247 | Bot_Xtr: 0.0597461 +Loss contributors: + s_ln_CD : 1.31514 + s_CL : 1.1935 + s_CM : 0.763313 + s_analysis_confidence : 0.187994 + s_Bot_Xtr : 0.127586 + s_upper_bl_H_31 : 0.111845 + s_lower_bl_H_31 : 0.108158 + s_lower_bl_H_1 : 0.0947479 + s_upper_bl_H_30 : 0.0945328 + s_lower_bl_H_30 : 0.0903473 +Epoch: 214 | Train Loss: 9.51698 | Test Loss: 9.44165 | analysis_confidence: 0.251177 | CL: 0.0477739 | ln_CD: 0.09974 | CM: 0.00816034 | Top_Xtr: 0.0487771 | Bot_Xtr: 0.0580084 +Loss contributors: + s_ln_CD : 1.29263 + s_CL : 1.19751 + s_CM : 0.753665 + s_analysis_confidence : 0.188756 + s_Bot_Xtr : 0.127659 + s_upper_bl_H_31 : 0.112828 + s_lower_bl_H_31 : 0.107665 + s_upper_bl_H_30 : 0.0957154 + s_lower_bl_H_1 : 0.0931283 + s_lower_bl_H_30 : 0.0904089 +Epoch: 215 | Train Loss: 9.51228 | Test Loss: 9.47968 | analysis_confidence: 0.259837 | CL: 0.0469674 | ln_CD: 0.102523 | CM: 0.00814656 | Top_Xtr: 0.0478035 | Bot_Xtr: 0.0577925 +Loss 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s_analysis_confidence : 0.18647 + s_Bot_Xtr : 0.128866 + s_upper_bl_H_31 : 0.11294 + s_lower_bl_H_31 : 0.108226 + s_upper_bl_H_30 : 0.0964931 + s_lower_bl_H_1 : 0.0942957 + s_lower_bl_H_30 : 0.0901982 +Epoch: 218 | Train Loss: 9.5073 | Test Loss: 9.57935 | analysis_confidence: 0.252412 | CL: 0.0477366 | ln_CD: 0.100514 | CM: 0.00814028 | Top_Xtr: 0.0496659 | Bot_Xtr: 0.0591047 +Loss contributors: + s_ln_CD : 1.36391 + s_CL : 1.21199 + s_CM : 0.751138 + s_analysis_confidence : 0.1886 + s_Bot_Xtr : 0.129133 + s_upper_bl_H_31 : 0.110524 + s_lower_bl_H_31 : 0.105367 + s_upper_bl_H_30 : 0.0943038 + s_lower_bl_H_1 : 0.0924121 + s_lower_bl_H_0 : 0.0911878 +Epoch: 219 | Train Loss: 9.50742 | Test Loss: 9.49327 | analysis_confidence: 0.259303 | CL: 0.0486266 | ln_CD: 0.102265 | CM: 0.00840624 | Top_Xtr: 0.0490809 | Bot_Xtr: 0.0585906 +Loss contributors: + s_ln_CD : 1.31743 + s_CL : 1.21572 + s_CM : 0.77597 + s_analysis_confidence : 0.188641 + s_Bot_Xtr : 0.12795 + s_upper_bl_H_31 : 0.111499 + s_lower_bl_H_31 : 0.107445 + s_upper_bl_H_30 : 0.0940993 + s_lower_bl_H_1 : 0.0934306 + s_lower_bl_H_0 : 0.0914051 +Epoch: 220 | Train Loss: 9.50682 | Test Loss: 9.8943 | analysis_confidence: 0.252234 | CL: 0.0544802 | ln_CD: 0.106424 | CM: 0.00939633 | Top_Xtr: 0.0477795 | Bot_Xtr: 0.057383 +Loss contributors: + s_ln_CD : 1.37304 + s_CL : 1.36884 + s_CM : 0.878491 + s_analysis_confidence : 0.187742 + s_Bot_Xtr : 0.129379 + s_upper_bl_H_31 : 0.116414 + s_lower_bl_H_31 : 0.107428 + s_upper_bl_H_30 : 0.0985497 + s_lower_bl_H_1 : 0.0960676 + s_upper_bl_H_29 : 0.0904006 +Epoch: 221 | Train Loss: 9.50432 | Test Loss: 9.52771 | analysis_confidence: 0.257401 | CL: 0.0494959 | ln_CD: 0.103204 | CM: 0.0083243 | Top_Xtr: 0.047855 | Bot_Xtr: 0.0577491 +Loss contributors: + s_ln_CD : 1.32003 + s_CL : 1.22693 + s_CM : 0.772829 + s_analysis_confidence : 0.187485 + s_Bot_Xtr : 0.126309 + s_upper_bl_H_31 : 0.114944 + s_lower_bl_H_31 : 0.10883 + s_upper_bl_H_30 : 0.0987076 + s_lower_bl_H_1 : 0.0962508 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analysis_confidence: 0.254513 | CL: 0.0471338 | ln_CD: 0.098162 | CM: 0.00818438 | Top_Xtr: 0.0486074 | Bot_Xtr: 0.0584557 +Loss contributors: + s_ln_CD : 1.2742 + s_CL : 1.19059 + s_CM : 0.753705 + s_analysis_confidence : 0.187145 + s_Bot_Xtr : 0.130406 + s_upper_bl_H_31 : 0.112537 + s_lower_bl_H_31 : 0.106887 + s_upper_bl_H_30 : 0.0962886 + s_lower_bl_H_1 : 0.0929252 + s_lower_bl_H_0 : 0.0908998 +Epoch: 225 | Train Loss: 9.49982 | Test Loss: 9.64095 | analysis_confidence: 0.248693 | CL: 0.0491313 | ln_CD: 0.105273 | CM: 0.00814517 | Top_Xtr: 0.0478929 | Bot_Xtr: 0.0580595 +Loss contributors: + s_ln_CD : 1.36197 + s_CL : 1.26039 + s_CM : 0.751107 + s_analysis_confidence : 0.18977 + s_Bot_Xtr : 0.127075 + s_upper_bl_H_31 : 0.112487 + s_lower_bl_H_31 : 0.108646 + s_upper_bl_H_30 : 0.0952119 + s_lower_bl_H_1 : 0.0942665 + s_lower_bl_H_30 : 0.0916081 +Epoch: 226 | Train Loss: 9.49831 | Test Loss: 9.57523 | analysis_confidence: 0.248142 | CL: 0.0483943 | ln_CD: 0.109213 | CM: 0.0082115 | Top_Xtr: 0.0476417 | Bot_Xtr: 0.0565712 +Loss contributors: + s_ln_CD : 1.37619 + s_CL : 1.19655 + s_CM : 0.755066 + s_analysis_confidence : 0.186567 + s_Bot_Xtr : 0.128381 + s_upper_bl_H_31 : 0.112937 + s_lower_bl_H_31 : 0.107478 + s_upper_bl_H_30 : 0.0956136 + s_lower_bl_H_0 : 0.0929688 + s_lower_bl_H_1 : 0.0916514 +Epoch: 227 | Train Loss: 9.49561 | Test Loss: 9.54132 | analysis_confidence: 0.256135 | CL: 0.0499723 | ln_CD: 0.09822 | CM: 0.00819093 | Top_Xtr: 0.0484591 | Bot_Xtr: 0.0584433 +Loss contributors: + s_ln_CD : 1.26616 + s_CL : 1.25282 + s_CM : 0.762399 + s_analysis_confidence : 0.188593 + s_Bot_Xtr : 0.127593 + s_upper_bl_H_31 : 0.11489 + s_lower_bl_H_31 : 0.110303 + s_upper_bl_H_30 : 0.0978722 + s_lower_bl_H_1 : 0.092489 + s_lower_bl_H_0 : 0.0915457 +Epoch: 228 | Train Loss: 9.49759 | Test Loss: 9.52406 | analysis_confidence: 0.254096 | CL: 0.0507381 | ln_CD: 0.10101 | CM: 0.0081186 | Top_Xtr: 0.0491039 | Bot_Xtr: 0.0581313 +Loss contributors: + s_ln_CD : 1.31685 + s_CL : 1.25024 + s_CM : 0.744208 + s_analysis_confidence : 0.18788 + s_Bot_Xtr : 0.127696 + s_upper_bl_H_31 : 0.114656 + s_lower_bl_H_31 : 0.107044 + s_upper_bl_H_30 : 0.0969747 + s_lower_bl_H_1 : 0.0946157 + s_lower_bl_H_0 : 0.0914536 +Epoch: 229 | Train Loss: 9.49389 | Test Loss: 9.56676 | analysis_confidence: 0.253404 | CL: 0.0473892 | ln_CD: 0.0996065 | CM: 0.00838748 | Top_Xtr: 0.0476146 | Bot_Xtr: 0.0570758 +Loss contributors: + s_ln_CD : 1.31199 + s_CL : 1.21899 + s_CM : 0.780055 + s_analysis_confidence : 0.188768 + s_Bot_Xtr : 0.127919 + s_upper_bl_H_31 : 0.115108 + s_lower_bl_H_31 : 0.108442 + s_upper_bl_H_30 : 0.0977261 + s_lower_bl_H_1 : 0.0920225 + s_lower_bl_H_30 : 0.0905991 +Epoch: 230 | Train Loss: 9.49214 | Test Loss: 9.50438 | analysis_confidence: 0.255319 | CL: 0.0472685 | ln_CD: 0.100389 | CM: 0.00803595 | Top_Xtr: 0.0478119 | Bot_Xtr: 0.0568181 +Loss contributors: + s_ln_CD : 1.32197 + s_CL : 1.20963 + s_CM : 0.740765 + s_analysis_confidence : 0.188621 + s_Bot_Xtr : 0.128929 + s_upper_bl_H_31 : 0.112898 + s_lower_bl_H_31 : 0.107615 + s_upper_bl_H_30 : 0.0952847 + s_lower_bl_H_1 : 0.0947386 + s_lower_bl_H_30 : 0.0892301 +Epoch: 231 | Train Loss: 9.49045 | Test Loss: 9.56218 | analysis_confidence: 0.264603 | CL: 0.0476265 | ln_CD: 0.10032 | CM: 0.00815245 | Top_Xtr: 0.0480218 | Bot_Xtr: 0.057172 +Loss contributors: + s_ln_CD : 1.31259 + s_CL : 1.2157 + s_CM : 0.757731 + s_analysis_confidence : 0.191287 + s_Bot_Xtr : 0.127793 + s_upper_bl_H_31 : 0.112199 + s_lower_bl_H_31 : 0.106178 + s_upper_bl_H_30 : 0.0952557 + s_lower_bl_H_1 : 0.0946716 + s_lower_bl_H_0 : 0.0939988 +Epoch: 232 | Train Loss: 9.48847 | Test Loss: 9.62701 | analysis_confidence: 0.252478 | CL: 0.051171 | ln_CD: 0.100839 | CM: 0.00852762 | Top_Xtr: 0.0501955 | Bot_Xtr: 0.0605109 +Loss contributors: + s_ln_CD : 1.30747 + s_CL : 1.30433 + s_CM : 0.784461 + s_analysis_confidence : 0.186712 + s_Bot_Xtr : 0.129448 + s_upper_bl_H_31 : 0.112131 + s_lower_bl_H_31 : 0.105501 + s_upper_bl_H_30 : 0.0954674 + s_lower_bl_H_1 : 0.0923585 + s_lower_bl_H_0 : 0.0895379 +Epoch: 233 | Train Loss: 9.49236 | Test Loss: 9.66485 | analysis_confidence: 0.251128 | CL: 0.0476929 | ln_CD: 0.108088 | CM: 0.00836347 | Top_Xtr: 0.0499138 | Bot_Xtr: 0.0598029 +Loss contributors: + s_ln_CD : 1.38789 + s_CL : 1.20665 + s_CM : 0.788143 + s_analysis_confidence : 0.186868 + s_Bot_Xtr : 0.127709 + s_upper_bl_H_31 : 0.113331 + s_lower_bl_H_31 : 0.107005 + s_lower_bl_H_1 : 0.0987205 + s_upper_bl_H_30 : 0.096955 + s_lower_bl_H_0 : 0.09305 +Epoch: 234 | Train Loss: 9.49013 | Test Loss: 9.49544 | analysis_confidence: 0.253753 | CL: 0.0479832 | ln_CD: 0.0981226 | CM: 0.00828696 | Top_Xtr: 0.0510448 | Bot_Xtr: 0.0608124 +Loss contributors: + s_ln_CD : 1.27564 + s_CL : 1.20184 + s_CM : 0.763253 + s_analysis_confidence : 0.190152 + s_Bot_Xtr : 0.129633 + s_upper_bl_H_31 : 0.114074 + s_lower_bl_H_31 : 0.108119 + s_upper_bl_H_30 : 0.0984494 + s_lower_bl_H_1 : 0.092299 + s_upper_bl_H_29 : 0.091774 +Epoch: 235 | Train Loss: 9.48847 | Test Loss: 9.57885 | analysis_confidence: 0.259494 | CL: 0.0483095 | ln_CD: 0.103597 | CM: 0.00816306 | Top_Xtr: 0.0480469 | Bot_Xtr: 0.057361 +Loss contributors: + s_ln_CD : 1.34017 + s_CL : 1.2334 + s_CM : 0.753387 + s_analysis_confidence : 0.190169 + s_Bot_Xtr : 0.126427 + s_upper_bl_H_31 : 0.114202 + s_lower_bl_H_31 : 0.108395 + s_upper_bl_H_30 : 0.0958182 + s_lower_bl_H_1 : 0.0934525 + s_lower_bl_H_0 : 0.0902234 +Epoch: 236 | Train Loss: 9.49011 | Test Loss: 9.4548 | analysis_confidence: 0.255362 | CL: 0.0470563 | ln_CD: 0.0968289 | CM: 0.00816287 | Top_Xtr: 0.0475364 | Bot_Xtr: 0.0573825 +Loss contributors: + s_ln_CD : 1.28119 + s_CL : 1.18453 + s_CM : 0.755874 + s_analysis_confidence : 0.18974 + s_Bot_Xtr : 0.126869 + s_upper_bl_H_31 : 0.11308 + s_lower_bl_H_31 : 0.106715 + s_upper_bl_H_30 : 0.0960585 + s_lower_bl_H_1 : 0.0919672 + s_lower_bl_H_0 : 0.0905622 +Epoch: 237 | Train Loss: 9.48353 | Test Loss: 9.43451 | analysis_confidence: 0.248837 | CL: 0.0480222 | ln_CD: 0.097619 | CM: 0.00808759 | Top_Xtr: 0.0488632 | Bot_Xtr: 0.0584988 +Loss contributors: + s_ln_CD : 1.27494 + s_CL : 1.20507 + s_CM : 0.747169 + s_analysis_confidence : 0.187669 + s_Bot_Xtr : 0.128158 + s_upper_bl_H_31 : 0.112328 + s_lower_bl_H_31 : 0.10782 + s_upper_bl_H_30 : 0.0961918 + s_lower_bl_H_1 : 0.0928304 + s_lower_bl_H_0 : 0.0915927 +Epoch: 238 | Train Loss: 9.48164 | Test Loss: 9.47131 | analysis_confidence: 0.251621 | CL: 0.0475557 | ln_CD: 0.100956 | CM: 0.00821425 | Top_Xtr: 0.0502925 | Bot_Xtr: 0.0599762 +Loss contributors: + s_ln_CD : 1.32919 + s_CL : 1.20055 + s_CM : 0.76035 + s_analysis_confidence : 0.187045 + s_Bot_Xtr : 0.128079 + s_upper_bl_H_31 : 0.112231 + s_lower_bl_H_31 : 0.107961 + s_upper_bl_H_30 : 0.0950476 + s_lower_bl_H_1 : 0.0934428 + s_lower_bl_H_30 : 0.0894754 +Epoch: 239 | Train Loss: 9.48364 | Test Loss: 9.42879 | analysis_confidence: 0.252202 | CL: 0.0481761 | ln_CD: 0.0974258 | CM: 0.0081062 | Top_Xtr: 0.0475066 | Bot_Xtr: 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| Top_Xtr: 0.0474434 | Bot_Xtr: 0.0575609 +Loss contributors: + s_ln_CD : 1.29968 + s_CL : 1.19826 + s_CM : 0.761459 + s_analysis_confidence : 0.19033 + s_Bot_Xtr : 0.126456 + s_upper_bl_H_31 : 0.111327 + s_lower_bl_H_31 : 0.106495 + s_upper_bl_H_30 : 0.0941167 + s_lower_bl_H_1 : 0.0925585 + s_lower_bl_H_0 : 0.089413 +Epoch: 264 | Train Loss: 9.46684 | Test Loss: 9.5177 | analysis_confidence: 0.258743 | CL: 0.0478549 | ln_CD: 0.0981839 | CM: 0.00877501 | Top_Xtr: 0.0478107 | Bot_Xtr: 0.0579838 +Loss contributors: + s_ln_CD : 1.27552 + s_CL : 1.19261 + s_CM : 0.807669 + s_analysis_confidence : 0.191116 + s_Bot_Xtr : 0.127448 + s_upper_bl_H_31 : 0.1121 + s_lower_bl_H_31 : 0.107679 + s_lower_bl_H_1 : 0.0954132 + s_upper_bl_H_30 : 0.094149 + s_lower_bl_H_30 : 0.0887727 +Epoch: 265 | Train Loss: 9.46773 | Test Loss: 9.40747 | analysis_confidence: 0.250253 | CL: 0.048112 | ln_CD: 0.0972254 | CM: 0.00808085 | Top_Xtr: 0.0471913 | Bot_Xtr: 0.0572344 +Loss contributors: + s_ln_CD : 1.27473 + 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0.128085 + s_upper_bl_H_31 : 0.115754 + s_lower_bl_H_31 : 0.108985 + s_upper_bl_H_30 : 0.0967095 + s_lower_bl_H_0 : 0.093412 + s_lower_bl_H_1 : 0.0914163 +Epoch: 268 | Train Loss: 9.46434 | Test Loss: 9.42183 | analysis_confidence: 0.259444 | CL: 0.0488209 | ln_CD: 0.0968975 | CM: 0.0081604 | Top_Xtr: 0.0474513 | Bot_Xtr: 0.0565404 +Loss contributors: + s_ln_CD : 1.26255 + s_CL : 1.21327 + s_CM : 0.751349 + s_analysis_confidence : 0.189889 + s_Bot_Xtr : 0.126102 + s_upper_bl_H_31 : 0.110574 + s_lower_bl_H_31 : 0.106592 + s_upper_bl_H_30 : 0.0929392 + s_lower_bl_H_1 : 0.0919613 + s_lower_bl_H_0 : 0.0892886 +Epoch: 269 | Train Loss: 9.46443 | Test Loss: 9.42554 | analysis_confidence: 0.253607 | CL: 0.046963 | ln_CD: 0.0987683 | CM: 0.00805699 | Top_Xtr: 0.0496478 | Bot_Xtr: 0.0592891 +Loss contributors: + s_ln_CD : 1.27098 + s_CL : 1.18762 + s_CM : 0.737252 + s_analysis_confidence : 0.189231 + s_Bot_Xtr : 0.128101 + s_upper_bl_H_31 : 0.113373 + s_lower_bl_H_31 : 0.108752 + s_upper_bl_H_30 : 0.0964571 + s_lower_bl_H_1 : 0.0919247 + s_lower_bl_H_0 : 0.0913663 +Epoch: 270 | Train Loss: 9.46562 | Test Loss: 9.55334 | analysis_confidence: 0.2593 | CL: 0.0486258 | ln_CD: 0.114129 | CM: 0.00814837 | Top_Xtr: 0.0515016 | Bot_Xtr: 0.0618503 +Loss contributors: + s_ln_CD : 1.40866 + s_CL : 1.2138 + s_CM : 0.748075 + s_analysis_confidence : 0.190326 + s_Bot_Xtr : 0.130044 + s_upper_bl_H_31 : 0.112191 + s_lower_bl_H_31 : 0.106989 + s_upper_bl_H_30 : 0.0948592 + s_lower_bl_H_1 : 0.0935728 + s_lower_bl_H_0 : 0.0912139 +slurmstepd-d-12-8-1: error: *** JOB 25349823 ON d-12-8-1 CANCELLED AT 2024-03-08T10:37:14 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 221, in + + File "/state/partition1/llgrid/pkg/anaconda/anaconda3-2023a-pytorch/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 634, in __next__ diff --git a/training/gen2_architecture/log.log-25351627 b/training/gen2_architecture/log.log-25351627 new file mode 100644 index 0000000..8c1b3a3 --- /dev/null +++ b/training/gen2_architecture/log.log-25351627 @@ -0,0 +1,661 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 1241.78 | Test Loss: 1107.23 | analysis_confidence: 0.497766 | CL: 0.693135 | ln_CD: 0.806667 | CM: 0.0639423 | Top_Xtr: 0.368906 | Bot_Xtr: 0.404189 +Loss contributors: + s_CL : 144.194 + s_CM : 33.5735 + s_ln_CD : 31.4356 + s_upper_bl_ret_31 : 15.7224 + s_upper_bl_ret_30 : 15.5523 + s_upper_bl_ret_25 : 15.3657 + s_upper_bl_ret_29 : 15.1837 + s_upper_bl_ret_28 : 14.8485 + s_lower_bl_ret_25 : 14.8251 + s_lower_bl_ret_31 : 14.5911 +Epoch: 1 | Train Loss: 879.115 | Test Loss: 644.905 | analysis_confidence: 0.496406 | CL: 0.692027 | ln_CD: 0.783245 | CM: 0.064001 | Top_Xtr: 0.326305 | Bot_Xtr: 0.379129 +Loss contributors: + s_CL : 143.771 + s_CM : 33.6406 + s_ln_CD : 30.0162 + s_upper_bl_ret_25 : 9.13099 + s_lower_bl_ret_25 : 8.73947 + s_upper_bl_ret_28 : 8.50655 + s_lower_bl_ret_28 : 7.99688 + s_lower_bl_ret_10 : 7.99563 + s_upper_bl_ret_29 : 7.8944 + s_upper_bl_ret_31 : 7.72175 +Epoch: 2 | Train Loss: 512.062 | Test Loss: 427.1 | analysis_confidence: 0.497687 | CL: 0.69359 | ln_CD: 0.74297 | CM: 0.0640272 | Top_Xtr: 0.316601 | Bot_Xtr: 0.373055 +Loss contributors: + s_CL : 144.59 + s_CM : 33.6848 + s_ln_CD : 27.973 + s_upper_bl_ret_28 : 3.702 + s_upper_bl_ret_25 : 3.60714 + s_lower_bl_ret_10 : 3.56028 + s_lower_bl_ret_28 : 3.4202 + s_lower_bl_ret_25 : 3.41135 + s_upper_bl_ret_10 : 3.26857 + s_upper_bl_ret_29 : 3.2627 +Epoch: 3 | Train Loss: 376.996 | Test Loss: 329.204 | analysis_confidence: 0.496042 | CL: 0.622496 | ln_CD: 0.629656 | CM: 0.0620516 | Top_Xtr: 0.301865 | Bot_Xtr: 0.360022 +Loss contributors: + s_CL : 118.959 + s_CM : 31.89 + s_ln_CD : 23.2012 + s_upper_bl_ret_28 : 2.05914 + s_lower_bl_ret_28 : 1.88426 + s_upper_bl_ret_25 : 1.8686 + s_Bot_Xtr : 1.83142 + s_lower_bl_ret_10 : 1.79876 + s_lower_bl_ret_25 : 1.77378 + s_upper_bl_ret_29 : 1.68173 +Epoch: 4 | Train Loss: 280.599 | Test Loss: 234.492 | analysis_confidence: 0.49483 | CL: 0.456374 | ln_CD: 0.602841 | CM: 0.0561349 | Top_Xtr: 0.274719 | Bot_Xtr: 0.334946 +Loss contributors: + s_CL : 66.4132 + s_CM : 26.6661 + s_ln_CD : 20.9811 + s_Bot_Xtr : 1.61351 + s_upper_bl_ret_28 : 1.38914 + s_upper_bl_H_28 : 1.28013 + s_lower_bl_ret_28 : 1.22131 + s_lower_bl_ue/vinf_0 : 1.21852 + s_upper_bl_H_26 : 1.19622 + s_upper_bl_H_31 : 1.19453 +Epoch: 5 | Train Loss: 198.578 | Test Loss: 168.878 | analysis_confidence: 0.495616 | CL: 0.303209 | ln_CD: 0.6013 | CM: 0.0527108 | Top_Xtr: 0.226697 | Bot_Xtr: 0.287239 +Loss contributors: + s_CL : 29.7216 + s_CM : 23.3864 + s_ln_CD : 20.8435 + s_Bot_Xtr : 1.30324 + s_upper_bl_H_25 : 1.07808 + s_lower_bl_H_5 : 1.07193 + s_upper_bl_H_28 : 1.07155 + s_upper_bl_H_26 : 1.04372 + s_lower_bl_H_2 : 1.03021 + s_lower_bl_H_3 : 1.02964 +Epoch: 6 | Train Loss: 149.849 | Test Loss: 135.366 | analysis_confidence: 0.496675 | CL: 0.201052 | ln_CD: 0.56565 | CM: 0.0535153 | Top_Xtr: 0.199753 | Bot_Xtr: 0.247656 +Loss contributors: + s_CM : 23.7232 + s_ln_CD : 18.736 + s_CL : 13.8863 + s_Bot_Xtr : 1.10164 + s_lower_bl_H_2 : 1.00694 + s_lower_bl_H_5 : 0.998075 + s_lower_bl_H_4 : 0.994075 + s_lower_bl_H_3 : 0.983525 + s_upper_bl_H_25 : 0.981204 + s_upper_bl_H_26 : 0.95651 +Epoch: 7 | Train Loss: 126.782 | Test Loss: 119.528 | analysis_confidence: 0.496887 | CL: 0.171564 | ln_CD: 0.503468 | CM: 0.0534209 | Top_Xtr: 0.193971 | Bot_Xtr: 0.233052 +Loss contributors: + s_CM : 23.6441 + s_ln_CD : 15.52 + s_CL : 10.4613 + s_Bot_Xtr : 1.02578 + s_lower_bl_H_2 : 0.991025 + s_lower_bl_H_4 : 0.965363 + s_lower_bl_H_3 : 0.963102 + s_lower_bl_H_5 : 0.940204 + s_lower_bl_H_6 : 0.917192 + s_lower_bl_H_1 : 0.90426 +Epoch: 8 | Train Loss: 113.927 | Test Loss: 108.598 | analysis_confidence: 0.496366 | CL: 0.163557 | ln_CD: 0.450207 | CM: 0.051712 | Top_Xtr: 0.18224 | Bot_Xtr: 0.221124 +Loss contributors: + s_CM : 22.3185 + s_ln_CD : 13.0512 + s_CL : 9.63971 + s_lower_bl_H_2 : 0.944364 + s_Bot_Xtr : 0.93743 + s_lower_bl_H_3 : 0.922103 + s_lower_bl_H_4 : 0.917728 + s_lower_bl_H_5 : 0.884849 + s_lower_bl_H_6 : 0.86507 + s_upper_bl_H_26 : 0.847458 +Epoch: 9 | Train Loss: 103.576 | Test Loss: 98.2523 | analysis_confidence: 0.495802 | CL: 0.160857 | ln_CD: 0.409373 | CM: 0.0469657 | Top_Xtr: 0.165393 | Bot_Xtr: 0.20564 +Loss contributors: + s_CM : 18.5994 + s_ln_CD : 11.2242 + s_CL : 9.32208 + s_lower_bl_H_2 : 0.870048 + s_lower_bl_H_4 : 0.855762 + s_lower_bl_H_3 : 0.855745 + s_Bot_Xtr : 0.822474 + s_lower_bl_H_5 : 0.821531 + s_upper_bl_H_26 : 0.805107 + s_upper_bl_H_28 : 0.801747 +Epoch: 10 | Train Loss: 92.859 | Test Loss: 87.5031 | analysis_confidence: 0.49546 | CL: 0.157246 | ln_CD: 0.368079 | CM: 0.03972 | Top_Xtr: 0.154823 | Bot_Xtr: 0.195707 +Loss contributors: + s_CM : 13.1001 + s_ln_CD : 9.32006 + s_CL : 8.93026 + s_lower_bl_H_4 : 0.794447 + s_lower_bl_H_2 : 0.792543 + s_upper_bl_H_29 : 0.778399 + s_lower_bl_H_3 : 0.776793 + s_upper_bl_H_28 : 0.772124 + s_upper_bl_H_26 : 0.771633 + s_upper_bl_H_27 : 0.768296 +Epoch: 11 | Train Loss: 83.2001 | Test Loss: 79.2041 | analysis_confidence: 0.495237 | CL: 0.153675 | ln_CD: 0.328999 | CM: 0.0346525 | Top_Xtr: 0.152526 | Bot_Xtr: 0.194056 +Loss contributors: + s_CM : 9.66098 + s_CL : 8.59332 + s_ln_CD : 7.6359 + s_upper_bl_H_29 : 0.762342 + s_lower_bl_H_4 : 0.756884 + s_lower_bl_H_2 : 0.752304 + s_Bot_Xtr : 0.749449 + s_upper_bl_H_27 : 0.743131 + s_upper_bl_H_26 : 0.742839 + s_upper_bl_H_28 : 0.742682 +Epoch: 12 | Train Loss: 76.2661 | Test Loss: 73.4287 | analysis_confidence: 0.494817 | CL: 0.151685 | ln_CD: 0.307584 | CM: 0.0319238 | Top_Xtr: 0.15138 | Bot_Xtr: 0.192461 +Loss contributors: + s_CL : 8.41032 + s_CM : 8.2157 + s_ln_CD : 6.76415 + s_upper_bl_H_29 : 0.738149 + s_Bot_Xtr : 0.733226 + s_lower_bl_H_4 : 0.730376 + s_lower_bl_H_2 : 0.729016 + s_upper_bl_H_28 : 0.713593 + s_upper_bl_H_25 : 0.713178 + s_upper_bl_H_26 : 0.712689 +Epoch: 13 | Train Loss: 71.2629 | Test Loss: 69.039 | analysis_confidence: 0.494207 | CL: 0.150162 | ln_CD: 0.296982 | CM: 0.0300846 | Top_Xtr: 0.150466 | Bot_Xtr: 0.189876 +Loss contributors: + s_CL : 8.26356 + s_CM : 7.39264 + s_ln_CD : 6.37471 + s_Bot_Xtr : 0.717482 + s_upper_bl_H_29 : 0.712623 + s_lower_bl_H_2 : 0.703938 + s_lower_bl_H_4 : 0.702107 + s_upper_bl_H_31 : 0.693073 + s_upper_bl_H_25 : 0.690873 + s_upper_bl_H_28 : 0.688036 +Epoch: 14 | Train Loss: 67.2912 | Test Loss: 65.433 | analysis_confidence: 0.493545 | CL: 0.148493 | ln_CD: 0.289838 | CM: 0.0285922 | Top_Xtr: 0.149235 | Bot_Xtr: 0.18669 +Loss contributors: + s_CL : 8.10432 + s_CM : 6.76623 + s_ln_CD : 6.15253 + s_Bot_Xtr : 0.700797 + s_upper_bl_H_29 : 0.689378 + s_upper_bl_H_31 : 0.678928 + s_lower_bl_H_2 : 0.676971 + s_lower_bl_H_4 : 0.671264 + s_upper_bl_H_25 : 0.669856 + s_upper_bl_H_28 : 0.667794 +Epoch: 15 | Train Loss: 63.9712 | Test Loss: 62.3873 | analysis_confidence: 0.49277 | CL: 0.146415 | ln_CD: 0.284676 | CM: 0.0273469 | Top_Xtr: 0.148136 | Bot_Xtr: 0.183537 +Loss contributors: + s_CL : 7.91555 + s_CM : 6.26039 + s_ln_CD : 5.99208 + s_Bot_Xtr : 0.684289 + s_upper_bl_H_29 : 0.669656 + s_upper_bl_H_31 : 0.6694 + s_upper_bl_H_28 : 0.652948 + s_upper_bl_H_25 : 0.651332 + s_lower_bl_H_2 : 0.650222 + s_upper_bl_H_26 : 0.641703 +Epoch: 16 | Train Loss: 61.1633 | Test Loss: 59.8188 | analysis_confidence: 0.491932 | CL: 0.144087 | ln_CD: 0.280551 | CM: 0.0263298 | Top_Xtr: 0.14726 | Bot_Xtr: 0.180569 +Loss contributors: + s_CL : 7.69854 + s_ln_CD : 5.85948 + s_CM : 5.85434 + s_Bot_Xtr : 0.669574 + s_upper_bl_H_31 : 0.663713 + s_upper_bl_H_29 : 0.6538 + s_upper_bl_H_28 : 0.642808 + s_upper_bl_H_25 : 0.636043 + s_upper_bl_H_30 : 0.635133 + s_upper_bl_H_27 : 0.629382 +Epoch: 17 | Train Loss: 58.7942 | Test Loss: 57.6429 | analysis_confidence: 0.491009 | CL: 0.141308 | ln_CD: 0.276634 | CM: 0.0255119 | Top_Xtr: 0.146372 | Bot_Xtr: 0.177497 +Loss contributors: + s_CL : 7.45268 + s_ln_CD : 5.74631 + s_CM : 5.53171 + s_upper_bl_H_31 : 0.659787 + s_Bot_Xtr : 0.656421 + s_upper_bl_H_29 : 0.64114 + s_upper_bl_H_28 : 0.635555 + s_upper_bl_H_30 : 0.629601 + s_upper_bl_H_25 : 0.623211 + s_upper_bl_H_27 : 0.620522 +Epoch: 18 | Train Loss: 56.7838 | Test Loss: 55.7882 | analysis_confidence: 0.490043 | CL: 0.1383 | ln_CD: 0.272886 | CM: 0.0248343 | Top_Xtr: 0.145612 | Bot_Xtr: 0.174566 +Loss contributors: + s_CL : 7.19096 + s_ln_CD : 5.64552 + s_CM : 5.26917 + s_upper_bl_H_31 : 0.656387 + s_Bot_Xtr : 0.645356 + s_upper_bl_H_29 : 0.630863 + s_upper_bl_H_28 : 0.629681 + s_upper_bl_H_30 : 0.62393 + s_upper_bl_H_27 : 0.613349 + s_upper_bl_H_25 : 0.612471 +Epoch: 19 | Train Loss: 55.0595 | Test Loss: 54.1808 | analysis_confidence: 0.488969 | CL: 0.135421 | ln_CD: 0.269962 | CM: 0.0242813 | Top_Xtr: 0.145257 | Bot_Xtr: 0.17226 +Loss contributors: + s_CL : 6.93147 + s_ln_CD : 5.54483 + s_CM : 5.05422 + s_upper_bl_H_31 : 0.652255 + s_Bot_Xtr : 0.636053 + s_upper_bl_H_28 : 0.62373 + s_upper_bl_H_29 : 0.621745 + s_upper_bl_H_30 : 0.617564 + s_upper_bl_H_27 : 0.606357 + s_upper_bl_H_25 : 0.602965 +Epoch: 20 | Train Loss: 53.5525 | Test Loss: 52.7627 | analysis_confidence: 0.487846 | CL: 0.132504 | ln_CD: 0.266315 | CM: 0.0238113 | Top_Xtr: 0.144869 | Bot_Xtr: 0.170126 +Loss contributors: + s_CL : 6.67888 + s_ln_CD : 5.45006 + s_CM : 4.87432 + s_upper_bl_H_31 : 0.647366 + s_Bot_Xtr : 0.628003 + s_upper_bl_H_28 : 0.617932 + s_upper_bl_H_29 : 0.613721 + s_upper_bl_H_30 : 0.61096 + s_upper_bl_H_27 : 0.599669 + s_upper_bl_H_26 : 0.594535 +Epoch: 21 | Train Loss: 52.2122 | Test Loss: 51.49 | analysis_confidence: 0.486631 | CL: 0.129789 | ln_CD: 0.262933 | CM: 0.0234036 | Top_Xtr: 0.144392 | Bot_Xtr: 0.168264 +Loss contributors: + s_CL : 6.44065 + s_ln_CD : 5.35484 + s_CM : 4.71876 + s_upper_bl_H_31 : 0.641452 + s_Bot_Xtr : 0.620677 + s_upper_bl_H_28 : 0.611424 + s_upper_bl_H_29 : 0.605895 + s_upper_bl_H_30 : 0.603839 + s_upper_bl_H_27 : 0.592533 + s_upper_bl_H_26 : 0.587139 +Epoch: 22 | Train Loss: 51.0043 | Test Loss: 50.3337 | analysis_confidence: 0.485324 | CL: 0.127175 | ln_CD: 0.259422 | CM: 0.0230423 | Top_Xtr: 0.143919 | Bot_Xtr: 0.166623 +Loss contributors: + s_CL : 6.22075 + s_ln_CD : 5.2639 + s_CM : 4.58259 + s_upper_bl_H_31 : 0.634973 + s_Bot_Xtr : 0.613591 + s_upper_bl_H_28 : 0.604737 + s_upper_bl_H_29 : 0.598507 + s_upper_bl_H_30 : 0.596708 + s_upper_bl_H_27 : 0.585405 + s_upper_bl_H_26 : 0.579826 +Epoch: 23 | Train Loss: 49.8986 | Test Loss: 49.268 | analysis_confidence: 0.484007 | CL: 0.124738 | ln_CD: 0.25576 | CM: 0.0227107 | Top_Xtr: 0.143323 | Bot_Xtr: 0.165124 +Loss contributors: + s_CL : 6.02097 + s_ln_CD : 5.17671 + s_CM : 4.46078 + s_upper_bl_H_31 : 0.628206 + s_Bot_Xtr : 0.606607 + s_upper_bl_H_28 : 0.597803 + s_upper_bl_H_29 : 0.591329 + s_upper_bl_H_30 : 0.589623 + s_upper_bl_H_27 : 0.578259 + s_upper_bl_H_26 : 0.572492 +Epoch: 24 | Train Loss: 48.8708 | Test Loss: 48.2693 | analysis_confidence: 0.482651 | CL: 0.122429 | ln_CD: 0.251909 | CM: 0.0224152 | Top_Xtr: 0.142591 | Bot_Xtr: 0.163762 +Loss contributors: + s_CL : 5.83679 + s_ln_CD : 5.0886 + s_CM : 4.35112 + s_upper_bl_H_31 : 0.620986 + s_Bot_Xtr : 0.599955 + s_upper_bl_H_28 : 0.590319 + s_upper_bl_H_29 : 0.584123 + s_upper_bl_H_30 : 0.582331 + s_upper_bl_H_27 : 0.570918 + s_upper_bl_H_26 : 0.565142 +Epoch: 25 | Train Loss: 47.9017 | Test Loss: 47.3247 | analysis_confidence: 0.481207 | CL: 0.120354 | ln_CD: 0.248102 | CM: 0.0221335 | Top_Xtr: 0.141767 | Bot_Xtr: 0.162497 +Loss contributors: + s_CL : 5.67217 + s_ln_CD : 4.99899 + s_CM : 4.25038 + s_upper_bl_H_31 : 0.613487 + s_Bot_Xtr : 0.593456 + s_upper_bl_H_28 : 0.582539 + s_upper_bl_H_29 : 0.576892 + s_upper_bl_H_30 : 0.575019 + s_upper_bl_H_27 : 0.563468 + s_upper_bl_H_26 : 0.55754 +Epoch: 26 | Train Loss: 46.982 | Test Loss: 46.4252 | analysis_confidence: 0.479705 | CL: 0.118412 | ln_CD: 0.244538 | CM: 0.021867 | Top_Xtr: 0.140848 | Bot_Xtr: 0.161335 +Loss contributors: + s_CL : 5.52489 + s_ln_CD : 4.91281 + s_CM : 4.1565 + s_upper_bl_H_31 : 0.606052 + s_Bot_Xtr : 0.587189 + s_upper_bl_H_28 : 0.574979 + s_upper_bl_H_29 : 0.569917 + s_upper_bl_H_30 : 0.567951 + s_upper_bl_H_27 : 0.556419 + s_upper_bl_H_26 : 0.55018 +Epoch: 27 | Train Loss: 46.1005 | Test Loss: 45.5625 | analysis_confidence: 0.478183 | CL: 0.116636 | ln_CD: 0.241157 | CM: 0.0216215 | Top_Xtr: 0.140124 | Bot_Xtr: 0.160437 +Loss contributors: + s_CL : 5.39185 + s_ln_CD : 4.82812 + s_CM : 4.06884 + s_upper_bl_H_31 : 0.598343 + s_Bot_Xtr : 0.581016 + s_upper_bl_H_28 : 0.5671 + s_upper_bl_H_29 : 0.562731 + s_upper_bl_H_30 : 0.560769 + s_upper_bl_H_27 : 0.549161 + s_upper_bl_H_26 : 0.54262 +Epoch: 28 | Train Loss: 45.2539 | Test Loss: 44.7318 | analysis_confidence: 0.476556 | CL: 0.114955 | ln_CD: 0.237887 | CM: 0.0213871 | Top_Xtr: 0.139187 | Bot_Xtr: 0.159438 +Loss contributors: + s_CL : 5.26987 + s_ln_CD : 4.74627 + s_CM : 3.98654 + s_upper_bl_H_31 : 0.590369 + s_Bot_Xtr : 0.575278 + s_upper_bl_H_28 : 0.559393 + s_upper_bl_H_29 : 0.555486 + s_upper_bl_H_30 : 0.553508 + s_upper_bl_H_27 : 0.542045 + s_upper_bl_H_26 : 0.535061 +Epoch: 29 | Train Loss: 44.4355 | Test Loss: 43.9295 | analysis_confidence: 0.474905 | CL: 0.113429 | ln_CD: 0.234598 | CM: 0.0211636 | Top_Xtr: 0.13833 | Bot_Xtr: 0.158558 +Loss contributors: + s_CL : 5.15964 + s_ln_CD : 4.66722 + s_CM : 3.90754 + s_upper_bl_H_31 : 0.582336 + s_Bot_Xtr : 0.569645 + s_upper_bl_H_28 : 0.551535 + s_upper_bl_H_29 : 0.548038 + s_upper_bl_H_30 : 0.546209 + s_upper_bl_H_27 : 0.534831 + s_upper_bl_H_26 : 0.527408 +Epoch: 30 | Train Loss: 43.6436 | Test Loss: 43.1526 | analysis_confidence: 0.473179 | CL: 0.111974 | ln_CD: 0.231504 | CM: 0.0209515 | Top_Xtr: 0.137404 | Bot_Xtr: 0.157655 +Loss contributors: + s_CL : 5.05648 + s_ln_CD : 4.5899 + s_CM : 3.83334 + s_upper_bl_H_31 : 0.573884 + s_Bot_Xtr : 0.564224 + s_upper_bl_H_28 : 0.543643 + s_upper_bl_H_29 : 0.540358 + s_upper_bl_H_30 : 0.538668 + s_upper_bl_H_27 : 0.527549 + s_upper_bl_H_26 : 0.519579 +Epoch: 31 | Train Loss: 42.8759 | Test Loss: 42.3993 | analysis_confidence: 0.471351 | CL: 0.110647 | ln_CD: 0.229059 | CM: 0.0207476 | Top_Xtr: 0.136502 | Bot_Xtr: 0.156768 +Loss contributors: + s_CL : 4.95996 + s_ln_CD : 4.51557 + s_CM : 3.76264 + s_upper_bl_H_31 : 0.565228 + s_Bot_Xtr : 0.558829 + s_upper_bl_H_28 : 0.535647 + s_upper_bl_H_29 : 0.53246 + s_upper_bl_H_30 : 0.53101 + s_upper_bl_H_27 : 0.520249 + s_upper_bl_H_26 : 0.511634 +Epoch: 32 | Train Loss: 42.1301 | Test Loss: 41.6683 | analysis_confidence: 0.469454 | CL: 0.109334 | ln_CD: 0.226504 | CM: 0.0205585 | Top_Xtr: 0.135828 | Bot_Xtr: 0.156094 +Loss contributors: + s_CL : 4.86741 + s_ln_CD : 4.44453 + s_CM : 3.69577 + s_upper_bl_H_31 : 0.556244 + s_Bot_Xtr : 0.55349 + s_upper_bl_H_28 : 0.527459 + s_upper_bl_H_29 : 0.524232 + s_upper_bl_H_30 : 0.523127 + s_upper_bl_H_27 : 0.512837 + s_upper_bl_H_26 : 0.503563 +Epoch: 33 | Train Loss: 41.4063 | Test Loss: 40.9584 | analysis_confidence: 0.467483 | CL: 0.108062 | ln_CD: 0.223628 | CM: 0.0203684 | Top_Xtr: 0.134904 | Bot_Xtr: 0.155102 +Loss contributors: + s_CL : 4.78023 + s_ln_CD : 4.37677 + s_CM : 3.63141 + s_Bot_Xtr : 0.548187 + s_upper_bl_H_31 : 0.547084 + s_upper_bl_H_28 : 0.519459 + s_upper_bl_H_29 : 0.515984 + s_upper_bl_H_30 : 0.515276 + s_upper_bl_H_27 : 0.505596 + s_upper_bl_H_26 : 0.495481 +Epoch: 34 | Train Loss: 40.7011 | Test Loss: 40.2642 | analysis_confidence: 0.465391 | CL: 0.106887 | ln_CD: 0.221556 | CM: 0.0201965 | Top_Xtr: 0.13416 | Bot_Xtr: 0.15433 +Loss contributors: + s_CL : 4.69485 + s_ln_CD : 4.30982 + s_CM : 3.57031 + s_Bot_Xtr : 0.542846 + s_upper_bl_H_31 : 0.537566 + s_upper_bl_H_28 : 0.510917 + s_upper_bl_H_29 : 0.507265 + s_upper_bl_H_30 : 0.50706 + s_upper_bl_H_27 : 0.497944 + s_upper_bl_H_26 : 0.487177 +Epoch: 35 | Train Loss: 40.0142 | Test Loss: 39.5912 | analysis_confidence: 0.463162 | CL: 0.105752 | ln_CD: 0.219272 | CM: 0.0200258 | Top_Xtr: 0.133362 | Bot_Xtr: 0.153541 +Loss contributors: + s_CL : 4.61425 + s_ln_CD : 4.24639 + s_CM : 3.51218 + s_Bot_Xtr : 0.537709 + s_upper_bl_H_31 : 0.527761 + s_upper_bl_H_28 : 0.502407 + s_upper_bl_H_30 : 0.498692 + s_upper_bl_H_29 : 0.4984 + s_upper_bl_H_27 : 0.490219 + s_upper_bl_H_26 : 0.478768 +Epoch: 36 | Train Loss: 39.3465 | Test Loss: 38.9358 | analysis_confidence: 0.460899 | CL: 0.104662 | ln_CD: 0.217227 | CM: 0.0198687 | Top_Xtr: 0.132614 | Bot_Xtr: 0.152727 +Loss contributors: + s_CL : 4.53421 + s_ln_CD : 4.1841 + s_CM : 3.457 + s_Bot_Xtr : 0.532748 + s_upper_bl_H_31 : 0.518065 + s_upper_bl_H_28 : 0.493765 + s_upper_bl_H_30 : 0.490376 + s_upper_bl_H_29 : 0.489507 + s_upper_bl_H_27 : 0.482409 + s_upper_bl_H_26 : 0.470499 +Epoch: 37 | Train Loss: 38.6985 | Test Loss: 38.3022 | analysis_confidence: 0.458624 | CL: 0.103537 | ln_CD: 0.214831 | CM: 0.0197222 | Top_Xtr: 0.131724 | Bot_Xtr: 0.15176 +Loss contributors: + s_CL : 4.45727 + s_ln_CD : 4.12498 + s_CM : 3.40581 + s_Bot_Xtr : 0.527928 + s_upper_bl_H_31 : 0.508124 + s_upper_bl_H_28 : 0.485118 + s_upper_bl_H_30 : 0.481906 + s_upper_bl_H_29 : 0.480514 + s_upper_bl_H_27 : 0.474438 + s_upper_bl_H_26 : 0.462165 +Epoch: 38 | Train Loss: 38.0723 | Test Loss: 37.6895 | analysis_confidence: 0.456254 | CL: 0.102528 | ln_CD: 0.21284 | CM: 0.0195817 | Top_Xtr: 0.131054 | Bot_Xtr: 0.151049 +Loss contributors: + s_CL : 4.38212 + s_ln_CD : 4.06741 + s_CM : 3.35689 + s_Bot_Xtr : 0.523337 + s_upper_bl_H_31 : 0.498436 + s_upper_bl_H_28 : 0.476464 + s_upper_bl_H_30 : 0.473587 + s_upper_bl_H_29 : 0.471648 + s_upper_bl_H_27 : 0.466386 + s_upper_bl_H_26 : 0.45403 +Epoch: 39 | Train Loss: 37.4687 | Test Loss: 37.1002 | analysis_confidence: 0.453917 | CL: 0.101484 | ln_CD: 0.211275 | CM: 0.0194538 | Top_Xtr: 0.130305 | Bot_Xtr: 0.150176 +Loss contributors: + s_CL : 4.30949 + s_ln_CD : 4.01213 + s_CM : 3.31171 + s_Bot_Xtr : 0.518865 + s_upper_bl_H_31 : 0.488972 + s_upper_bl_H_28 : 0.467914 + s_upper_bl_H_30 : 0.465421 + s_upper_bl_H_29 : 0.462919 + s_upper_bl_H_27 : 0.458315 + s_upper_bl_H_26 : 0.446075 +Epoch: 40 | Train Loss: 36.8888 | Test Loss: 36.5342 | analysis_confidence: 0.451577 | CL: 0.100546 | ln_CD: 0.209455 | CM: 0.0193278 | Top_Xtr: 0.129794 | Bot_Xtr: 0.149562 +Loss contributors: + s_CL : 4.23949 + s_ln_CD : 3.95888 + s_CM : 3.26896 + s_Bot_Xtr : 0.514737 + s_upper_bl_H_31 : 0.479719 + s_upper_bl_H_28 : 0.459395 + s_upper_bl_H_30 : 0.457423 + s_upper_bl_H_29 : 0.454385 + s_upper_bl_H_27 : 0.450205 + s_upper_bl_H_26 : 0.438277 +Epoch: 41 | Train Loss: 36.3329 | Test Loss: 35.9923 | analysis_confidence: 0.449293 | CL: 0.0995882 | ln_CD: 0.207562 | CM: 0.0192142 | Top_Xtr: 0.129196 | Bot_Xtr: 0.148805 +Loss contributors: + s_CL : 4.17214 + s_ln_CD : 3.9081 + s_CM : 3.22917 + s_Bot_Xtr : 0.510767 + s_upper_bl_H_31 : 0.470899 + s_upper_bl_H_28 : 0.451199 + s_upper_bl_H_30 : 0.449768 + s_upper_bl_H_29 : 0.446263 + s_upper_bl_H_27 : 0.442321 + s_upper_bl_H_26 : 0.43083 +Epoch: 42 | Train Loss: 35.8024 | Test Loss: 35.4759 | analysis_confidence: 0.447124 | CL: 0.0986474 | ln_CD: 0.205717 | CM: 0.0191043 | Top_Xtr: 0.128692 | Bot_Xtr: 0.148183 +Loss contributors: + s_CL : 4.10764 + s_ln_CD : 3.8601 + s_CM : 3.19224 + s_Bot_Xtr : 0.507017 + s_upper_bl_H_31 : 0.462412 + s_upper_bl_H_28 : 0.443156 + s_upper_bl_H_30 : 0.442343 + s_upper_bl_H_29 : 0.438337 + s_upper_bl_H_27 : 0.434503 + s_upper_bl_H_26 : 0.423541 +Epoch: 43 | Train Loss: 35.2952 | Test Loss: 34.9816 | analysis_confidence: 0.444973 | CL: 0.0977725 | ln_CD: 0.204175 | CM: 0.0190048 | Top_Xtr: 0.128194 | Bot_Xtr: 0.147538 +Loss contributors: + s_CL : 4.04562 + s_ln_CD : 3.81385 + s_CM : 3.157 + s_Bot_Xtr : 0.50334 + s_upper_bl_H_31 : 0.454611 + s_upper_bl_H_30 : 0.435363 + s_upper_bl_H_28 : 0.43536 + s_upper_bl_H_29 : 0.430848 + s_upper_bl_H_27 : 0.426982 + s_upper_bl_H_26 : 0.416662 +Epoch: 44 | Train Loss: 34.8127 | Test Loss: 34.5118 | analysis_confidence: 0.442929 | CL: 0.0968806 | ln_CD: 0.202755 | CM: 0.0189031 | Top_Xtr: 0.127542 | Bot_Xtr: 0.146673 +Loss contributors: + s_CL : 3.98559 + s_ln_CD : 3.77051 + s_CM : 3.12393 + s_Bot_Xtr : 0.499712 + s_upper_bl_H_31 : 0.44715 + s_upper_bl_H_30 : 0.428645 + s_upper_bl_H_28 : 0.427794 + s_upper_bl_H_29 : 0.423631 + s_upper_bl_H_27 : 0.419667 + s_upper_bl_H_26 : 0.409975 +Epoch: 45 | Train Loss: 34.3537 | Test Loss: 34.0649 | analysis_confidence: 0.440966 | CL: 0.0960347 | ln_CD: 0.201402 | CM: 0.0188107 | Top_Xtr: 0.127177 | Bot_Xtr: 0.146152 +Loss contributors: + s_CL : 3.92726 + s_ln_CD : 3.72926 + s_CM : 3.09273 + s_Bot_Xtr : 0.496275 + s_upper_bl_H_31 : 0.440266 + s_upper_bl_H_30 : 0.422293 + s_upper_bl_H_28 : 0.420484 + s_upper_bl_H_29 : 0.416804 + s_upper_bl_H_27 : 0.412658 + s_upper_bl_H_26 : 0.403645 +Epoch: 46 | Train Loss: 33.9167 | Test Loss: 33.6401 | analysis_confidence: 0.439097 | CL: 0.0951759 | ln_CD: 0.199717 | CM: 0.0187125 | Top_Xtr: 0.12665 | Bot_Xtr: 0.145386 +Loss contributors: + s_CL : 3.87223 + s_ln_CD : 3.69089 + s_CM : 3.06299 + s_Bot_Xtr : 0.49283 + s_upper_bl_H_31 : 0.433706 + s_upper_bl_H_30 : 0.416186 + s_upper_bl_H_28 : 0.413524 + s_upper_bl_H_29 : 0.410253 + s_upper_bl_H_27 : 0.405927 + s_Top_Xtr : 0.399329 +Epoch: 47 | Train Loss: 33.5013 | Test Loss: 33.2342 | analysis_confidence: 0.437399 | CL: 0.0943657 | ln_CD: 0.19848 | CM: 0.0186294 | Top_Xtr: 0.126297 | Bot_Xtr: 0.144778 +Loss contributors: + s_CL : 3.8185 + s_ln_CD : 3.65228 + s_CM : 3.03457 + s_Bot_Xtr : 0.489369 + s_upper_bl_H_31 : 0.428026 + s_upper_bl_H_30 : 0.410695 + s_upper_bl_H_28 : 0.406984 + s_upper_bl_H_29 : 0.40432 + s_upper_bl_H_27 : 0.399755 + s_Top_Xtr : 0.397062 +Epoch: 48 | Train Loss: 33.1053 | Test Loss: 32.8483 | analysis_confidence: 0.435678 | CL: 0.0936212 | ln_CD: 0.197336 | CM: 0.0185392 | Top_Xtr: 0.125908 | Bot_Xtr: 0.144258 +Loss contributors: + s_CL : 3.76779 + s_ln_CD : 3.61678 + s_CM : 3.00627 + s_Bot_Xtr : 0.486109 + s_upper_bl_H_31 : 0.422617 + s_upper_bl_H_30 : 0.405413 + s_upper_bl_H_28 : 0.400625 + s_upper_bl_H_29 : 0.398545 + s_Top_Xtr : 0.394696 + s_upper_bl_H_27 : 0.393749 +Epoch: 49 | Train Loss: 32.7284 | Test Loss: 32.48 | analysis_confidence: 0.434191 | CL: 0.0928129 | ln_CD: 0.196201 | CM: 0.0184575 | Top_Xtr: 0.125427 | Bot_Xtr: 0.143474 +Loss contributors: + s_CL : 3.71815 + s_ln_CD : 3.58354 + s_CM : 2.97946 + s_Bot_Xtr : 0.482595 + s_upper_bl_H_31 : 0.417538 + s_upper_bl_H_30 : 0.400392 + s_upper_bl_H_28 : 0.394645 + s_upper_bl_H_29 : 0.393115 + s_Top_Xtr : 0.392364 + s_upper_bl_H_27 : 0.388082 +slurmstepd-d-10-3-1: error: *** JOB 25351627 ON d-10-3-1 CANCELLED AT 2024-03-08T12:48:07 *** diff --git a/training/gen2_architecture/log.log-25351630 b/training/gen2_architecture/log.log-25351630 new file mode 100644 index 0000000..c1f6f48 --- /dev/null +++ b/training/gen2_architecture/log.log-25351630 @@ -0,0 +1,661 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 398.121 | Test Loss: 98.5708 | analysis_confidence: 0.493682 | CL: 0.15849 | ln_CD: 0.387092 | CM: 0.049811 | Top_Xtr: 0.173481 | Bot_Xtr: 0.220476 +Loss contributors: + s_CM : 20.7642 + s_ln_CD : 10.3009 + s_CL : 9.2937 + s_lower_bl_H_2 : 0.902912 + s_Bot_Xtr : 0.87446 + s_lower_bl_H_3 : 0.855523 + s_lower_bl_H_5 : 0.851807 + s_lower_bl_H_4 : 0.843357 + s_lower_bl_H_1 : 0.841258 + s_lower_bl_H_6 : 0.775926 +Epoch: 1 | Train Loss: 70.0222 | Test Loss: 55.8976 | analysis_confidence: 0.488424 | CL: 0.137786 | ln_CD: 0.276188 | CM: 0.0260235 | Top_Xtr: 0.145995 | Bot_Xtr: 0.178554 +Loss contributors: + s_CL : 6.88439 + s_CM : 5.7553 + s_ln_CD : 5.67702 + s_upper_bl_H_31 : 0.650455 + s_upper_bl_H_30 : 0.642195 + s_Bot_Xtr : 0.640859 + s_upper_bl_H_29 : 0.639292 + s_upper_bl_H_28 : 0.630651 + s_upper_bl_H_27 : 0.621532 + s_upper_bl_H_26 : 0.621094 +Epoch: 2 | Train Loss: 50.6298 | Test Loss: 46.38 | analysis_confidence: 0.478535 | CL: 0.119416 | ln_CD: 0.24238 | CM: 0.0231762 | Top_Xtr: 0.142519 | Bot_Xtr: 0.164108 +Loss contributors: + s_CL : 5.58912 + s_ln_CD : 4.66018 + s_CM : 4.63991 + s_Bot_Xtr : 0.582952 + s_upper_bl_H_31 : 0.58103 + s_upper_bl_H_30 : 0.56962 + s_upper_bl_H_29 : 0.564438 + s_upper_bl_H_28 : 0.559435 + s_upper_bl_H_26 : 0.55781 + s_upper_bl_H_27 : 0.543082 +Epoch: 3 | Train Loss: 43.165 | Test Loss: 40.072 | analysis_confidence: 0.469854 | CL: 0.107231 | ln_CD: 0.219207 | CM: 0.0213037 | Top_Xtr: 0.135431 | Bot_Xtr: 0.155975 +Loss contributors: + s_CL : 4.75738 + s_ln_CD : 4.16484 + s_CM : 3.96584 + s_Bot_Xtr : 0.541596 + s_upper_bl_H_31 : 0.499161 + s_upper_bl_H_30 : 0.486935 + s_upper_bl_H_29 : 0.480519 + s_upper_bl_H_26 : 0.478427 + s_upper_bl_H_28 : 0.47325 + s_upper_bl_H_27 : 0.460991 +Epoch: 4 | Train Loss: 37.7677 | Test Loss: 35.4511 | analysis_confidence: 0.459708 | CL: 0.0996167 | ln_CD: 0.205382 | CM: 0.0196874 | Top_Xtr: 0.129708 | Bot_Xtr: 0.148119 +Loss contributors: + s_CL : 4.20376 + s_ln_CD : 3.83726 + s_CM : 3.40105 + s_Bot_Xtr : 0.503736 + s_upper_bl_H_31 : 0.436497 + s_upper_bl_H_30 : 0.422812 + s_upper_bl_H_29 : 0.414019 + s_upper_bl_H_26 : 0.411946 + s_upper_bl_H_28 : 0.407647 + s_Top_Xtr : 0.404783 +Epoch: 5 | Train Loss: 33.6552 | Test Loss: 31.8274 | analysis_confidence: 0.446971 | CL: 0.0930058 | ln_CD: 0.194244 | CM: 0.0183255 | Top_Xtr: 0.126565 | Bot_Xtr: 0.142975 +Loss contributors: + s_CL : 3.7537 + s_ln_CD : 3.52131 + s_CM : 2.97291 + s_Bot_Xtr : 0.469537 + s_upper_bl_H_31 : 0.391875 + s_Top_Xtr : 0.378689 + s_upper_bl_H_30 : 0.376273 + s_upper_bl_H_29 : 0.364238 + s_upper_bl_H_26 : 0.362143 + s_upper_bl_H_28 : 0.359489 +Epoch: 6 | Train Loss: 30.4278 | Test Loss: 29.0051 | analysis_confidence: 0.433684 | CL: 0.0875306 | ln_CD: 0.182738 | CM: 0.0170946 | Top_Xtr: 0.121489 | Bot_Xtr: 0.136141 +Loss contributors: + s_CL : 3.40196 + s_ln_CD : 3.247 + s_CM : 2.63923 + s_Bot_Xtr : 0.434823 + s_upper_bl_H_31 : 0.36337 + s_Top_Xtr : 0.347948 + s_upper_bl_H_30 : 0.34457 + s_upper_bl_H_29 : 0.330618 + s_upper_bl_H_26 : 0.326663 + s_upper_bl_H_28 : 0.32594 +Epoch: 7 | Train Loss: 27.954 | Test Loss: 26.8796 | analysis_confidence: 0.422872 | CL: 0.083575 | ln_CD: 0.175683 | CM: 0.0160993 | Top_Xtr: 0.117107 | Bot_Xtr: 0.130272 +Loss contributors: + s_CL : 3.14414 + s_ln_CD : 3.04239 + s_CM : 2.39455 + s_Bot_Xtr : 0.402386 + s_upper_bl_H_31 : 0.345308 + s_upper_bl_H_30 : 0.324367 + s_Top_Xtr : 0.318463 + s_upper_bl_H_29 : 0.30962 + s_upper_bl_H_28 : 0.303979 + s_upper_bl_H_26 : 0.302891 +Epoch: 8 | Train Loss: 26.1087 | Test Loss: 25.2823 | analysis_confidence: 0.417737 | CL: 0.080548 | ln_CD: 0.169401 | CM: 0.0153875 | Top_Xtr: 0.112551 | Bot_Xtr: 0.125066 +Loss contributors: + s_CL : 2.96216 + s_ln_CD : 2.89959 + s_CM : 2.22787 + s_Bot_Xtr : 0.374006 + 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20.9546 | Test Loss: 20.6061 | analysis_confidence: 0.406402 | CL: 0.0723837 | ln_CD: 0.15066 | CM: 0.0132289 | Top_Xtr: 0.0934315 | Bot_Xtr: 0.107579 +Loss contributors: + s_CL : 2.49246 + s_ln_CD : 2.47247 + s_CM : 1.76341 + s_upper_bl_H_31 : 0.282981 + s_Bot_Xtr : 0.281023 + s_analysis_confidence : 0.271411 + s_upper_bl_H_30 : 0.2595 + s_upper_bl_H_29 : 0.244581 + s_upper_bl_H_28 : 0.23757 + s_upper_bl_H_26 : 0.228736 +Epoch: 14 | Train Loss: 20.3247 | Test Loss: 20.0193 | analysis_confidence: 0.404486 | CL: 0.0712172 | ln_CD: 0.148094 | CM: 0.0129749 | Top_Xtr: 0.0903299 | Bot_Xtr: 0.104733 +Loss contributors: + s_CL : 2.42977 + s_ln_CD : 2.41457 + s_CM : 1.71091 + s_upper_bl_H_31 : 0.275852 + s_analysis_confidence : 0.27023 + s_Bot_Xtr : 0.269449 + s_upper_bl_H_30 : 0.252697 + s_upper_bl_H_29 : 0.238088 + s_upper_bl_H_28 : 0.230728 + s_upper_bl_H_27 : 0.221781 +Epoch: 15 | Train Loss: 19.7707 | Test Loss: 19.5097 | analysis_confidence: 0.403067 | CL: 0.070196 | ln_CD: 0.146222 | 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0.246449 + s_Bot_Xtr : 0.227569 + s_upper_bl_H_30 : 0.225102 + s_upper_bl_H_29 : 0.212427 + s_upper_bl_H_28 : 0.20492 + s_upper_bl_H_27 : 0.197029 +Epoch: 20 | Train Loss: 17.7365 | Test Loss: 17.5764 | analysis_confidence: 0.394888 | CL: 0.0661666 | ln_CD: 0.136891 | CM: 0.0120251 | Top_Xtr: 0.0772958 | Bot_Xtr: 0.0913659 +Loss contributors: + s_ln_CD : 2.17723 + s_CL : 2.15828 + s_CM : 1.50504 + s_analysis_confidence : 0.264176 + s_upper_bl_H_31 : 0.24134 + s_Bot_Xtr : 0.222084 + s_upper_bl_H_30 : 0.220366 + s_upper_bl_H_29 : 0.208076 + s_upper_bl_H_28 : 0.200664 + s_upper_bl_H_27 : 0.19293 +Epoch: 21 | Train Loss: 17.4263 | Test Loss: 17.2747 | analysis_confidence: 0.393225 | CL: 0.0655705 | ln_CD: 0.135087 | CM: 0.0118997 | Top_Xtr: 0.0757619 | Bot_Xtr: 0.0897536 +Loss contributors: + s_ln_CD : 2.1465 + s_CL : 2.12466 + s_CM : 1.47844 + s_analysis_confidence : 0.263184 + s_upper_bl_H_31 : 0.236574 + s_Bot_Xtr : 0.217042 + s_upper_bl_H_30 : 0.215918 + s_upper_bl_H_29 : 0.203901 + s_upper_bl_H_28 : 0.196486 + s_upper_bl_H_27 : 0.188951 +Epoch: 22 | Train Loss: 17.1381 | Test Loss: 16.9991 | analysis_confidence: 0.392038 | CL: 0.0649886 | ln_CD: 0.134005 | CM: 0.0117641 | Top_Xtr: 0.0744116 | Bot_Xtr: 0.088391 +Loss contributors: + s_ln_CD : 2.12172 + s_CL : 2.09369 + s_CM : 1.4525 + s_analysis_confidence : 0.262412 + s_upper_bl_H_31 : 0.231661 + s_Bot_Xtr : 0.212658 + s_upper_bl_H_30 : 0.211266 + s_upper_bl_H_29 : 0.19961 + s_upper_bl_H_28 : 0.192296 + s_lower_bl_H_31 : 0.185096 +Epoch: 23 | Train Loss: 16.8685 | Test Loss: 16.735 | analysis_confidence: 0.390471 | CL: 0.0642835 | ln_CD: 0.132852 | CM: 0.0116461 | Top_Xtr: 0.0733127 | Bot_Xtr: 0.0869962 +Loss contributors: + s_ln_CD : 2.09458 + s_CL : 2.06272 + s_CM : 1.42891 + s_analysis_confidence : 0.261297 + s_upper_bl_H_31 : 0.227744 + s_Bot_Xtr : 0.208382 + s_upper_bl_H_30 : 0.207476 + s_upper_bl_H_29 : 0.195994 + s_upper_bl_H_28 : 0.18859 + s_lower_bl_H_31 : 0.182807 +Epoch: 24 | Train Loss: 16.6154 | Test Loss: 16.4928 | analysis_confidence: 0.389182 | CL: 0.0637684 | ln_CD: 0.131987 | CM: 0.0115201 | Top_Xtr: 0.0720795 | Bot_Xtr: 0.085708 +Loss contributors: + s_ln_CD : 2.07525 + s_CL : 2.03448 + s_CM : 1.40391 + s_analysis_confidence : 0.260408 + s_upper_bl_H_31 : 0.223489 + s_Bot_Xtr : 0.204791 + s_upper_bl_H_30 : 0.203347 + s_upper_bl_H_29 : 0.192136 + s_upper_bl_H_28 : 0.184809 + s_lower_bl_H_31 : 0.180571 +Epoch: 25 | Train Loss: 16.3762 | Test Loss: 16.2628 | analysis_confidence: 0.387783 | CL: 0.063181 | ln_CD: 0.130572 | CM: 0.0113972 | Top_Xtr: 0.0712538 | Bot_Xtr: 0.0846617 +Loss contributors: + s_ln_CD : 2.05456 + s_CL : 2.00765 + s_CM : 1.38095 + s_analysis_confidence : 0.259336 + s_upper_bl_H_31 : 0.219872 + s_Bot_Xtr : 0.201474 + s_upper_bl_H_30 : 0.199709 + s_upper_bl_H_29 : 0.188606 + s_upper_bl_H_28 : 0.181214 + s_lower_bl_H_31 : 0.178822 +Epoch: 26 | Train Loss: 16.1501 | Test Loss: 16.0428 | analysis_confidence: 0.386189 | CL: 0.0626497 | ln_CD: 0.12974 | CM: 0.0112717 | Top_Xtr: 0.0705036 | Bot_Xtr: 0.083736 +Loss contributors: + s_ln_CD : 2.03389 + s_CL : 1.9823 + s_CM : 1.35766 + s_analysis_confidence : 0.258223 + s_upper_bl_H_31 : 0.216371 + s_Bot_Xtr : 0.198311 + s_upper_bl_H_30 : 0.196145 + s_upper_bl_H_29 : 0.185112 + s_upper_bl_H_28 : 0.177724 + s_lower_bl_H_31 : 0.17695 +Epoch: 27 | Train Loss: 15.9345 | Test Loss: 15.832 | analysis_confidence: 0.384577 | CL: 0.0622013 | ln_CD: 0.1282 | CM: 0.0111541 | Top_Xtr: 0.0695777 | Bot_Xtr: 0.0827449 +Loss contributors: + s_ln_CD : 2.01461 + s_CL : 1.95665 + s_CM : 1.33525 + s_analysis_confidence : 0.25709 + s_upper_bl_H_31 : 0.213468 + s_Bot_Xtr : 0.195447 + s_upper_bl_H_30 : 0.193092 + s_upper_bl_H_29 : 0.182104 + s_lower_bl_H_31 : 0.175463 + s_upper_bl_H_28 : 0.174577 +Epoch: 28 | Train Loss: 15.7292 | Test Loss: 15.6292 | analysis_confidence: 0.383329 | CL: 0.0618167 | ln_CD: 0.127534 | CM: 0.0110327 | Top_Xtr: 0.068824 | Bot_Xtr: 0.0818601 +Loss contributors: + s_ln_CD : 1.99362 + s_CL : 1.93255 + s_CM : 1.31305 + s_analysis_confidence : 0.256183 + s_upper_bl_H_31 : 0.210152 + s_Bot_Xtr : 0.193046 + s_upper_bl_H_30 : 0.189834 + s_upper_bl_H_29 : 0.178925 + s_lower_bl_H_31 : 0.174112 + s_upper_bl_H_28 : 0.171297 +Epoch: 29 | Train Loss: 15.5328 | Test Loss: 15.4363 | analysis_confidence: 0.381541 | CL: 0.0614163 | ln_CD: 0.126857 | CM: 0.0109172 | Top_Xtr: 0.0682793 | Bot_Xtr: 0.0811196 +Loss contributors: + s_ln_CD : 1.97597 + s_CL : 1.9091 + s_CM : 1.292 + s_analysis_confidence : 0.254704 + s_upper_bl_H_31 : 0.207419 + s_Bot_Xtr : 0.190584 + s_upper_bl_H_30 : 0.186869 + s_upper_bl_H_29 : 0.175912 + s_lower_bl_H_31 : 0.172697 + s_upper_bl_H_28 : 0.168222 +Epoch: 30 | Train Loss: 15.346 | Test Loss: 15.2558 | analysis_confidence: 0.379779 | CL: 0.0608051 | ln_CD: 0.126071 | CM: 0.0108159 | Top_Xtr: 0.067622 | Bot_Xtr: 0.0802722 +Loss contributors: + s_ln_CD : 1.95961 + s_CL : 1.88635 + s_CM : 1.27276 + s_analysis_confidence : 0.25356 + s_upper_bl_H_31 : 0.205027 + s_Bot_Xtr : 0.188279 + s_upper_bl_H_30 : 0.184284 + s_upper_bl_H_29 : 0.173296 + s_lower_bl_H_31 : 0.171428 + s_upper_bl_H_28 : 0.165495 +Epoch: 31 | Train Loss: 15.167 | Test Loss: 15.0784 | analysis_confidence: 0.378403 | CL: 0.0603949 | ln_CD: 0.12489 | CM: 0.0107092 | Top_Xtr: 0.0670793 | Bot_Xtr: 0.0795479 +Loss contributors: + s_ln_CD : 1.94188 + s_CL : 1.8648 + s_CM : 1.25294 + s_analysis_confidence : 0.252333 + s_upper_bl_H_31 : 0.202249 + s_Bot_Xtr : 0.186267 + s_upper_bl_H_30 : 0.181505 + s_upper_bl_H_29 : 0.170532 + s_lower_bl_H_31 : 0.170118 + s_upper_bl_H_28 : 0.162704 +Epoch: 32 | Train Loss: 14.9957 | Test Loss: 14.9177 | analysis_confidence: 0.376982 | CL: 0.060102 | ln_CD: 0.124346 | CM: 0.0106255 | Top_Xtr: 0.0666303 | Bot_Xtr: 0.0789754 +Loss contributors: + s_ln_CD : 1.9291 + s_CL : 1.84531 + s_CM : 1.2358 + s_analysis_confidence : 0.251199 + s_upper_bl_H_31 : 0.20001 + s_Bot_Xtr : 0.184293 + s_upper_bl_H_30 : 0.179112 + s_lower_bl_H_31 : 0.168924 + s_upper_bl_H_29 : 0.16805 + s_upper_bl_H_28 : 0.160161 +Epoch: 33 | Train Loss: 14.8311 | Test Loss: 14.763 | analysis_confidence: 0.374878 | CL: 0.05969 | ln_CD: 0.124336 | CM: 0.0105293 | Top_Xtr: 0.0660113 | Bot_Xtr: 0.0782103 +Loss contributors: + s_ln_CD : 1.91693 + s_CL : 1.82563 + s_CM : 1.21762 + s_analysis_confidence : 0.249686 + s_upper_bl_H_31 : 0.197838 + s_Bot_Xtr : 0.182445 + s_upper_bl_H_30 : 0.176759 + s_lower_bl_H_31 : 0.167955 + s_upper_bl_H_29 : 0.165689 + s_upper_bl_H_28 : 0.157725 +Epoch: 34 | Train Loss: 14.6744 | Test Loss: 14.5976 | analysis_confidence: 0.372969 | CL: 0.0592158 | ln_CD: 0.122737 | CM: 0.0104333 | Top_Xtr: 0.0655999 | Bot_Xtr: 0.0775972 +Loss contributors: + s_ln_CD : 1.89592 + s_CL : 1.80593 + s_CM : 1.20051 + s_analysis_confidence : 0.248212 + s_upper_bl_H_31 : 0.195214 + s_Bot_Xtr : 0.180328 + s_upper_bl_H_30 : 0.174137 + s_lower_bl_H_31 : 0.166631 + s_upper_bl_H_29 : 0.163009 + s_upper_bl_H_28 : 0.155065 +Epoch: 35 | Train Loss: 14.5238 | Test Loss: 14.4515 | analysis_confidence: 0.371231 | CL: 0.0587602 | ln_CD: 0.121245 | CM: 0.0103438 | Top_Xtr: 0.0650475 | Bot_Xtr: 0.076969 +Loss contributors: + s_ln_CD : 1.88242 + s_CL : 1.78774 + s_CM : 1.18473 + s_analysis_confidence : 0.246954 + s_upper_bl_H_31 : 0.1933 + s_Bot_Xtr : 0.17878 + s_upper_bl_H_30 : 0.172104 + s_lower_bl_H_31 : 0.165457 + s_upper_bl_H_29 : 0.160841 + s_upper_bl_H_28 : 0.152763 +Epoch: 36 | Train Loss: 14.3794 | Test Loss: 14.3097 | analysis_confidence: 0.369489 | CL: 0.0584373 | ln_CD: 0.120949 | CM: 0.0102743 | Top_Xtr: 0.064578 | Bot_Xtr: 0.0763578 +Loss contributors: + s_ln_CD : 1.86689 + s_CL : 1.7709 + s_CM : 1.1706 + s_analysis_confidence : 0.245558 + s_upper_bl_H_31 : 0.191279 + s_Bot_Xtr : 0.176944 + s_upper_bl_H_30 : 0.170118 + s_lower_bl_H_31 : 0.164397 + s_upper_bl_H_29 : 0.158854 + s_upper_bl_H_28 : 0.150717 +Epoch: 37 | Train Loss: 14.2411 | Test Loss: 14.1789 | analysis_confidence: 0.367543 | CL: 0.0581413 | ln_CD: 0.120365 | CM: 0.0102051 | Top_Xtr: 0.0641072 | Bot_Xtr: 0.0757388 +Loss contributors: + s_ln_CD : 1.85467 + s_CL : 1.75462 + s_CM : 1.15674 + s_analysis_confidence : 0.244105 + s_upper_bl_H_31 : 0.189162 + s_Bot_Xtr : 0.175492 + s_upper_bl_H_30 : 0.167964 + s_lower_bl_H_31 : 0.163204 + s_upper_bl_H_29 : 0.156728 + s_upper_bl_H_28 : 0.148626 +Epoch: 38 | Train Loss: 14.1085 | Test Loss: 14.0437 | analysis_confidence: 0.365366 | CL: 0.0577282 | ln_CD: 0.119101 | CM: 0.0101377 | Top_Xtr: 0.0636497 | Bot_Xtr: 0.075183 +Loss contributors: + s_ln_CD : 1.84099 + s_CL : 1.73871 + s_CM : 1.14295 + s_analysis_confidence : 0.242617 + s_upper_bl_H_31 : 0.187364 + s_Bot_Xtr : 0.173826 + s_upper_bl_H_30 : 0.166133 + s_lower_bl_H_31 : 0.161929 + s_upper_bl_H_29 : 0.154785 + s_upper_bl_H_28 : 0.146658 +Epoch: 39 | Train Loss: 13.9802 | Test Loss: 13.9219 | analysis_confidence: 0.363416 | CL: 0.0574263 | ln_CD: 0.118291 | CM: 0.0100716 | Top_Xtr: 0.063298 | Bot_Xtr: 0.0746711 +Loss contributors: + s_ln_CD : 1.83055 + s_CL : 1.72354 + s_CM : 1.13026 + s_analysis_confidence : 0.241244 + s_upper_bl_H_31 : 0.185294 + s_Bot_Xtr : 0.172327 + s_upper_bl_H_30 : 0.164198 + s_lower_bl_H_31 : 0.160822 + s_upper_bl_H_29 : 0.152907 + s_upper_bl_H_28 : 0.144778 +Epoch: 40 | Train Loss: 13.8573 | Test Loss: 13.7984 | analysis_confidence: 0.361567 | CL: 0.0571418 | ln_CD: 0.118085 | CM: 0.0100239 | Top_Xtr: 0.0629237 | Bot_Xtr: 0.0741747 +Loss contributors: + s_ln_CD : 1.81581 + s_CL : 1.70868 + s_CM : 1.11899 + s_analysis_confidence : 0.239867 + s_upper_bl_H_31 : 0.183696 + s_Bot_Xtr : 0.170815 + s_upper_bl_H_30 : 0.162534 + s_lower_bl_H_31 : 0.159675 + s_upper_bl_H_29 : 0.151217 + s_upper_bl_H_28 : 0.143052 +Epoch: 41 | Train Loss: 13.7388 | Test Loss: 13.6864 | analysis_confidence: 0.359499 | CL: 0.0568318 | ln_CD: 0.11725 | CM: 0.00995486 | Top_Xtr: 0.0625061 | Bot_Xtr: 0.0736713 +Loss contributors: + s_ln_CD : 1.80703 + s_CL : 1.69501 + s_CM : 1.10687 + s_analysis_confidence : 0.238472 + s_upper_bl_H_31 : 0.181594 + s_Bot_Xtr 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0.146371 + s_upper_bl_H_28 : 0.138238 +Epoch: 44 | Train Loss: 13.4071 | Test Loss: 13.355 | analysis_confidence: 0.353494 | CL: 0.0560216 | ln_CD: 0.115552 | CM: 0.00980733 | Top_Xtr: 0.0614532 | Bot_Xtr: 0.0722693 +Loss contributors: + s_ln_CD : 1.7678 + s_CL : 1.65622 + s_CM : 1.07608 + s_analysis_confidence : 0.234425 + s_upper_bl_H_31 : 0.176517 + s_Bot_Xtr : 0.165727 + s_upper_bl_H_30 : 0.155837 + s_lower_bl_H_31 : 0.155347 + s_upper_bl_H_29 : 0.144632 + s_upper_bl_H_28 : 0.13658 +Epoch: 45 | Train Loss: 13.3029 | Test Loss: 13.2524 | analysis_confidence: 0.351539 | CL: 0.0556982 | ln_CD: 0.114782 | CM: 0.00975622 | Top_Xtr: 0.0611547 | Bot_Xtr: 0.0718569 +Loss contributors: + s_ln_CD : 1.75779 + s_CL : 1.64447 + s_CM : 1.06642 + s_analysis_confidence : 0.233202 + s_upper_bl_H_31 : 0.175137 + s_Bot_Xtr : 0.164331 + s_upper_bl_H_30 : 0.154459 + s_lower_bl_H_31 : 0.154288 + s_upper_bl_H_29 : 0.143182 + s_upper_bl_H_28 : 0.135104 +Epoch: 46 | Train Loss: 13.2023 | Test Loss: 13.1531 | analysis_confidence: 0.349337 | CL: 0.0554508 | ln_CD: 0.11448 | CM: 0.00971965 | Top_Xtr: 0.060898 | Bot_Xtr: 0.0714826 +Loss contributors: + s_ln_CD : 1.74768 + s_CL : 1.63223 + s_CM : 1.05743 + s_analysis_confidence : 0.231632 + s_upper_bl_H_31 : 0.173322 + s_Bot_Xtr : 0.163327 + s_lower_bl_H_31 : 0.153212 + s_upper_bl_H_30 : 0.152778 + s_upper_bl_H_29 : 0.141636 + s_upper_bl_H_28 : 0.133728 +Epoch: 47 | Train Loss: 13.1045 | Test Loss: 13.0649 | analysis_confidence: 0.347547 | CL: 0.0552486 | ln_CD: 0.114061 | CM: 0.00967878 | Top_Xtr: 0.0606152 | Bot_Xtr: 0.0710226 +Loss contributors: + s_ln_CD : 1.74276 + s_CL : 1.62207 + s_CM : 1.04922 + s_analysis_confidence : 0.230547 + s_upper_bl_H_31 : 0.171956 + s_Bot_Xtr : 0.162108 + s_lower_bl_H_31 : 0.152184 + s_upper_bl_H_30 : 0.151467 + s_upper_bl_H_29 : 0.140298 + s_upper_bl_H_28 : 0.132409 +Epoch: 48 | Train Loss: 13.009 | Test Loss: 12.9673 | analysis_confidence: 0.345699 | CL: 0.0548795 | ln_CD: 0.113015 | CM: 0.00962823 | Top_Xtr: 0.0602911 | Bot_Xtr: 0.0706523 +Loss contributors: + s_ln_CD : 1.73179 + s_CL : 1.61043 + s_CM : 1.03998 + s_analysis_confidence : 0.229398 + s_upper_bl_H_31 : 0.170329 + s_Bot_Xtr : 0.161108 + s_lower_bl_H_31 : 0.151161 + s_upper_bl_H_30 : 0.149966 + s_upper_bl_H_29 : 0.138845 + s_upper_bl_H_28 : 0.131009 +Epoch: 49 | Train Loss: 12.9157 | Test Loss: 12.8754 | analysis_confidence: 0.343716 | CL: 0.0548304 | ln_CD: 0.112613 | CM: 0.00959967 | Top_Xtr: 0.0601046 | Bot_Xtr: 0.0703946 +Loss contributors: + s_ln_CD : 1.7212 + s_CL : 1.60011 + s_CM : 1.03187 + s_analysis_confidence : 0.228231 + s_upper_bl_H_31 : 0.169008 + s_Bot_Xtr : 0.159933 + s_lower_bl_H_31 : 0.150141 + s_upper_bl_H_30 : 0.148694 + s_upper_bl_H_29 : 0.13756 + s_upper_bl_H_28 : 0.129761 +slurmstepd-d-10-3-1: error: *** JOB 25351630 ON d-10-3-1 CANCELLED AT 2024-03-08T12:48:07 *** diff --git a/training/gen2_architecture/log.log-25351704 b/training/gen2_architecture/log.log-25351704 new file mode 100644 index 0000000..acd8dc1 --- /dev/null +++ b/training/gen2_architecture/log.log-25351704 @@ -0,0 +1,649 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 166.532 | Test Loss: 39.6983 | analysis_confidence: 0.469925 | CL: 0.109955 | ln_CD: 0.21583 | CM: 0.0210461 | Top_Xtr: 0.130309 | Bot_Xtr: 0.152181 +Loss contributors: + s_CL : 4.97479 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0.274928 + s_upper_bl_H_30 : 0.273806 + s_upper_bl_H_29 : 0.260401 + s_upper_bl_H_28 : 0.248934 + s_upper_bl_H_27 : 0.244951 +Epoch: 3 | Train Loss: 20.1794 | Test Loss: 19.0795 | analysis_confidence: 0.404667 | CL: 0.0699285 | ln_CD: 0.143651 | CM: 0.0124318 | Top_Xtr: 0.0830793 | Bot_Xtr: 0.0965233 +Loss contributors: + s_CL : 2.37375 + s_ln_CD : 2.34476 + s_CM : 1.59038 + s_analysis_confidence : 0.270795 + s_upper_bl_H_31 : 0.264167 + s_Bot_Xtr : 0.243539 + s_upper_bl_H_30 : 0.240405 + s_upper_bl_H_29 : 0.228277 + s_upper_bl_H_28 : 0.219295 + s_upper_bl_H_27 : 0.213148 +Epoch: 4 | Train Loss: 18.2706 | Test Loss: 17.5282 | analysis_confidence: 0.398349 | CL: 0.0667823 | ln_CD: 0.137474 | CM: 0.0118498 | Top_Xtr: 0.076325 | Bot_Xtr: 0.0896254 +Loss contributors: + s_ln_CD : 2.19536 + s_CL : 2.18995 + s_CM : 1.46713 + s_analysis_confidence : 0.266775 + s_upper_bl_H_31 : 0.239253 + s_Bot_Xtr : 0.218303 + s_upper_bl_H_30 : 0.216908 + s_upper_bl_H_29 : 0.206004 + s_upper_bl_H_28 : 0.198773 + s_lower_bl_H_31 : 0.193311 +Epoch: 5 | Train Loss: 16.9437 | Test Loss: 16.3818 | analysis_confidence: 0.390747 | CL: 0.0641885 | ln_CD: 0.132601 | CM: 0.0114228 | Top_Xtr: 0.0720255 | Bot_Xtr: 0.0850163 +Loss contributors: + s_ln_CD : 2.09189 + s_CL : 2.05145 + s_CM : 1.37799 + s_analysis_confidence : 0.261563 + s_upper_bl_H_31 : 0.221985 + s_Bot_Xtr : 0.201508 + s_upper_bl_H_30 : 0.199983 + s_upper_bl_H_29 : 0.189224 + s_lower_bl_H_31 : 0.18278 + s_upper_bl_H_28 : 0.182672 +Epoch: 6 | Train Loss: 15.9147 | Test Loss: 15.4639 | analysis_confidence: 0.384256 | CL: 0.0621482 | ln_CD: 0.128076 | CM: 0.0109974 | Top_Xtr: 0.0689929 | Bot_Xtr: 0.0813154 +Loss contributors: + s_ln_CD : 2.01017 + s_CL : 1.94297 + s_CM : 1.29626 + s_analysis_confidence : 0.256476 + s_upper_bl_H_31 : 0.208433 + s_Bot_Xtr : 0.188738 + s_upper_bl_H_30 : 0.186866 + s_upper_bl_H_29 : 0.176002 + s_lower_bl_H_31 : 0.175188 + s_upper_bl_H_28 : 0.169415 +Epoch: 7 | Train Loss: 15.082 | Test Loss: 14.7144 | analysis_confidence: 0.376726 | CL: 0.0603515 | ln_CD: 0.123987 | CM: 0.0105642 | Top_Xtr: 0.0665435 | Bot_Xtr: 0.0779927 +Loss contributors: + s_ln_CD : 1.94606 + s_CL : 1.8537 + s_CM : 1.21676 + s_analysis_confidence : 0.250825 + s_upper_bl_H_31 : 0.197518 + s_Bot_Xtr : 0.178555 + s_upper_bl_H_30 : 0.176628 + s_lower_bl_H_31 : 0.168923 + s_upper_bl_H_29 : 0.165502 + s_upper_bl_H_28 : 0.158762 +Epoch: 8 | Train Loss: 14.3981 | Test Loss: 14.0995 | analysis_confidence: 0.368485 | CL: 0.0586835 | ln_CD: 0.121599 | CM: 0.0101985 | Top_Xtr: 0.0647481 | Bot_Xtr: 0.0753809 +Loss contributors: + s_ln_CD : 1.89308 + s_CL : 1.77905 + s_CM : 1.15108 + s_analysis_confidence : 0.244855 + s_upper_bl_H_31 : 0.188976 + s_Bot_Xtr : 0.171457 + s_upper_bl_H_30 : 0.169149 + s_lower_bl_H_31 : 0.163128 + s_upper_bl_H_29 : 0.15791 + s_upper_bl_H_28 : 0.150833 +Epoch: 9 | Train Loss: 13.8305 | Test Loss: 13.5768 | analysis_confidence: 0.360344 | CL: 0.0573421 | ln_CD: 0.11835 | CM: 0.00991398 | Top_Xtr: 0.0634503 | Bot_Xtr: 0.0732618 +Loss contributors: + s_ln_CD : 1.83896 + s_CL : 1.71712 + s_CM : 1.09892 + s_analysis_confidence : 0.239177 + s_upper_bl_H_31 : 0.180918 + s_Bot_Xtr : 0.165059 + s_upper_bl_H_30 : 0.1622 + s_lower_bl_H_31 : 0.157673 + s_upper_bl_H_29 : 0.150883 + s_upper_bl_H_28 : 0.143822 +Epoch: 10 | Train Loss: 13.3534 | Test Loss: 13.144 | analysis_confidence: 0.352174 | CL: 0.0563441 | ln_CD: 0.116208 | CM: 0.00971372 | Top_Xtr: 0.0622911 | Bot_Xtr: 0.0714389 +Loss contributors: + s_ln_CD : 1.79615 + s_CL : 1.66583 + s_CM : 1.05803 + s_analysis_confidence : 0.233554 + s_upper_bl_H_31 : 0.174498 + s_Bot_Xtr : 0.160281 + s_upper_bl_H_30 : 0.156445 + s_lower_bl_H_31 : 0.152883 + s_upper_bl_H_29 : 0.145141 + s_upper_bl_H_28 : 0.138017 +Epoch: 11 | Train Loss: 12.9405 | Test Loss: 12.7581 | analysis_confidence: 0.344747 | CL: 0.0552475 | ln_CD: 0.115223 | CM: 0.00949768 | Top_Xtr: 0.0611191 | Bot_Xtr: 0.0701212 +Loss contributors: + s_ln_CD : 1.75921 + s_CL : 1.61878 + s_CM : 1.02098 + s_analysis_confidence : 0.229053 + s_upper_bl_H_31 : 0.167776 + s_Bot_Xtr : 0.156413 + s_upper_bl_H_30 : 0.150252 + s_lower_bl_H_31 : 0.148933 + s_upper_bl_H_29 : 0.139092 + s_upper_bl_H_28 : 0.132061 +Epoch: 12 | Train Loss: 12.578 | Test Loss: 12.4237 | analysis_confidence: 0.337154 | CL: 0.05415 | ln_CD: 0.111511 | CM: 0.00934825 | Top_Xtr: 0.0601548 | Bot_Xtr: 0.0687374 +Loss contributors: + s_ln_CD : 1.71843 + s_CL : 1.58069 + s_CM : 0.990182 + s_analysis_confidence : 0.22495 + s_upper_bl_H_31 : 0.162367 + s_Bot_Xtr : 0.1526 + s_lower_bl_H_31 : 0.145538 + s_upper_bl_H_30 : 0.145162 + s_upper_bl_H_29 : 0.134267 + s_upper_bl_H_28 : 0.127228 +Epoch: 13 | Train Loss: 12.2561 | Test Loss: 12.1109 | analysis_confidence: 0.330047 | CL: 0.0531972 | ln_CD: 0.110262 | CM: 0.00918489 | Top_Xtr: 0.0591764 | Bot_Xtr: 0.0674985 +Loss contributors: + s_ln_CD : 1.68528 + s_CL : 1.5433 + s_CM : 0.961333 + s_analysis_confidence : 0.221045 + s_upper_bl_H_31 : 0.157977 + s_Bot_Xtr : 0.149607 + s_lower_bl_H_31 : 0.142257 + s_upper_bl_H_30 : 0.140811 + s_upper_bl_H_29 : 0.130004 + s_upper_bl_H_28 : 0.123012 +Epoch: 14 | Train Loss: 11.9642 | Test Loss: 11.833 | analysis_confidence: 0.323689 | CL: 0.0527758 | ln_CD: 0.109188 | CM: 0.00905085 | Top_Xtr: 0.0581412 | Bot_Xtr: 0.0663594 +Loss contributors: + s_ln_CD : 1.6585 + s_CL : 1.50962 + s_CM : 0.937136 + s_analysis_confidence : 0.217408 + s_upper_bl_H_31 : 0.154282 + s_Bot_Xtr : 0.146685 + s_lower_bl_H_31 : 0.139213 + s_upper_bl_H_30 : 0.137082 + s_upper_bl_H_29 : 0.126335 + s_upper_bl_H_28 : 0.119384 +Epoch: 15 | Train Loss: 11.6988 | Test Loss: 11.5745 | analysis_confidence: 0.318048 | CL: 0.0517174 | ln_CD: 0.106711 | CM: 0.00891601 | Top_Xtr: 0.0572406 | Bot_Xtr: 0.0652024 +Loss contributors: + s_ln_CD : 1.632 + s_CL : 1.47822 + s_CM : 0.913798 + s_analysis_confidence : 0.214443 + s_upper_bl_H_31 : 0.149871 + s_Bot_Xtr : 0.143511 + s_lower_bl_H_31 : 0.136187 + s_upper_bl_H_30 : 0.132883 + s_upper_bl_H_29 : 0.122485 + s_upper_bl_H_28 : 0.11574 +Epoch: 16 | Train Loss: 11.4535 | Test Loss: 11.3335 | analysis_confidence: 0.311781 | CL: 0.0511544 | ln_CD: 0.105928 | CM: 0.00880192 | Top_Xtr: 0.05627 | Bot_Xtr: 0.064325 +Loss contributors: + s_ln_CD : 1.60089 + s_CL : 1.45186 + s_CM : 0.89355 + s_analysis_confidence : 0.21131 + s_upper_bl_H_31 : 0.146057 + s_Bot_Xtr : 0.14107 + s_lower_bl_H_31 : 0.133493 + s_upper_bl_H_30 : 0.129463 + s_upper_bl_H_29 : 0.119388 + s_lower_bl_H_0 : 0.11351 +Epoch: 17 | Train Loss: 11.2285 | Test Loss: 11.1178 | analysis_confidence: 0.305565 | CL: 0.0507319 | ln_CD: 0.104966 | CM: 0.0087131 | Top_Xtr: 0.0553119 | Bot_Xtr: 0.0633175 +Loss contributors: + s_ln_CD : 1.5796 + s_CL : 1.42689 + s_CM : 0.874584 + s_analysis_confidence : 0.208052 + s_upper_bl_H_31 : 0.142048 + s_Bot_Xtr : 0.138474 + s_lower_bl_H_31 : 0.130806 + s_upper_bl_H_30 : 0.125759 + s_upper_bl_H_29 : 0.116049 + s_lower_bl_H_0 : 0.11169 +Epoch: 18 | Train Loss: 11.0196 | Test Loss: 10.9159 | analysis_confidence: 0.301411 | CL: 0.0502884 | ln_CD: 0.103514 | CM: 0.00861233 | Top_Xtr: 0.0543471 | Bot_Xtr: 0.0623793 +Loss contributors: + s_ln_CD : 1.55735 + s_CL : 1.40476 + s_CM : 0.857558 + s_analysis_confidence : 0.205623 + s_upper_bl_H_31 : 0.138901 + s_Bot_Xtr : 0.136377 + s_lower_bl_H_31 : 0.128325 + s_upper_bl_H_30 : 0.122693 + s_upper_bl_H_29 : 0.113253 + s_lower_bl_H_0 : 0.109847 +Epoch: 19 | Train Loss: 10.824 | Test Loss: 10.7279 | analysis_confidence: 0.29661 | CL: 0.0496209 | ln_CD: 0.102367 | CM: 0.00853101 | Top_Xtr: 0.053529 | Bot_Xtr: 0.0615439 +Loss contributors: + s_ln_CD : 1.5356 + s_CL : 1.3837 + s_CM : 0.842201 + s_analysis_confidence : 0.203103 + s_upper_bl_H_31 : 0.135186 + s_Bot_Xtr : 0.133959 + s_lower_bl_H_31 : 0.126006 + s_upper_bl_H_30 : 0.119474 + s_upper_bl_H_29 : 0.110394 + s_lower_bl_H_0 : 0.108055 +Epoch: 20 | Train Loss: 10.6426 | Test Loss: 10.5693 | analysis_confidence: 0.292257 | CL: 0.0493243 | ln_CD: 0.101971 | CM: 0.00844854 | Top_Xtr: 0.0527742 | Bot_Xtr: 0.0607672 +Loss contributors: + s_ln_CD : 1.52574 + s_CL : 1.36443 + s_CM : 0.828716 + s_analysis_confidence : 0.200867 + s_upper_bl_H_31 : 0.132274 + s_Bot_Xtr : 0.131885 + s_lower_bl_H_31 : 0.123857 + s_upper_bl_H_30 : 0.116924 + s_upper_bl_H_29 : 0.108189 + s_lower_bl_H_0 : 0.106655 +Epoch: 21 | Train Loss: 10.4725 | Test Loss: 10.4019 | analysis_confidence: 0.287966 | CL: 0.0488413 | ln_CD: 0.101473 | CM: 0.00835228 | Top_Xtr: 0.0520839 | Bot_Xtr: 0.0600084 +Loss contributors: + s_ln_CD : 1.50845 + s_CL : 1.34535 + s_CM : 0.813586 + s_analysis_confidence : 0.198594 + s_Bot_Xtr : 0.129962 + s_upper_bl_H_31 : 0.128931 + s_lower_bl_H_31 : 0.122051 + s_upper_bl_H_30 : 0.113852 + s_upper_bl_H_29 : 0.105504 + s_lower_bl_H_0 : 0.105134 +Epoch: 22 | Train Loss: 10.3126 | Test Loss: 10.2455 | analysis_confidence: 0.28421 | CL: 0.0487934 | ln_CD: 0.0998437 | CM: 0.00828183 | Top_Xtr: 0.0514119 | Bot_Xtr: 0.0593509 +Loss contributors: + s_ln_CD : 1.48494 + s_CL : 1.33159 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0.120995 + s_lower_bl_H_31 : 0.116524 + s_upper_bl_H_30 : 0.10686 + s_lower_bl_H_0 : 0.100498 + s_upper_bl_H_29 : 0.0993737 +Epoch: 25 | Train Loss: 9.88143 | Test Loss: 9.81967 | analysis_confidence: 0.273513 | CL: 0.0471833 | ln_CD: 0.0970143 | CM: 0.0080637 | Top_Xtr: 0.0496932 | Bot_Xtr: 0.0573678 +Loss contributors: + s_ln_CD : 1.44003 + s_CL : 1.27711 + s_CM : 0.765065 + s_analysis_confidence : 0.191281 + s_Bot_Xtr : 0.122954 + s_upper_bl_H_31 : 0.11836 + s_lower_bl_H_31 : 0.114969 + s_upper_bl_H_30 : 0.104404 + s_lower_bl_H_0 : 0.0995078 + s_upper_bl_H_29 : 0.0973042 +Epoch: 26 | Train Loss: 9.75129 | Test Loss: 9.69906 | analysis_confidence: 0.271147 | CL: 0.0469797 | ln_CD: 0.0973572 | CM: 0.00799691 | Top_Xtr: 0.0491566 | Bot_Xtr: 0.0568704 +Loss contributors: + s_ln_CD : 1.42596 + s_CL : 1.26388 + s_CM : 0.755747 + s_analysis_confidence : 0.189799 + s_Bot_Xtr : 0.121445 + s_upper_bl_H_31 : 0.116366 + s_lower_bl_H_31 : 0.113435 + s_upper_bl_H_30 : 0.102557 + s_lower_bl_H_0 : 0.0981834 + s_upper_bl_H_29 : 0.0956652 +Epoch: 27 | Train Loss: 9.6277 | Test Loss: 9.58417 | analysis_confidence: 0.269554 | CL: 0.0467764 | ln_CD: 0.0955881 | CM: 0.00794651 | Top_Xtr: 0.0487559 | Bot_Xtr: 0.0562026 +Loss contributors: + s_ln_CD : 1.41644 + s_CL : 1.25102 + s_CM : 0.745282 + s_analysis_confidence : 0.188787 + s_Bot_Xtr : 0.119919 + s_upper_bl_H_31 : 0.113963 + s_lower_bl_H_31 : 0.112006 + s_upper_bl_H_30 : 0.100415 + s_lower_bl_H_0 : 0.0966327 + s_upper_bl_H_29 : 0.0938143 +Epoch: 28 | Train Loss: 9.50853 | Test Loss: 9.45704 | analysis_confidence: 0.267078 | CL: 0.0462127 | ln_CD: 0.0951208 | CM: 0.00787182 | Top_Xtr: 0.0482756 | Bot_Xtr: 0.0557744 +Loss contributors: + s_ln_CD : 1.39543 + s_CL : 1.23587 + s_CM : 0.735183 + s_analysis_confidence : 0.187572 + s_Bot_Xtr : 0.118592 + s_upper_bl_H_31 : 0.112207 + s_lower_bl_H_31 : 0.11063 + s_upper_bl_H_30 : 0.0986537 + s_lower_bl_H_0 : 0.0954681 + s_upper_bl_H_29 : 0.0922311 +Epoch: 29 | Train Loss: 9.39401 | Test Loss: 9.34267 | analysis_confidence: 0.264357 | CL: 0.0457608 | ln_CD: 0.0944707 | CM: 0.00780997 | Top_Xtr: 0.0478203 | Bot_Xtr: 0.0551651 +Loss contributors: + s_ln_CD : 1.38037 + s_CL : 1.22283 + s_CM : 0.726222 + s_analysis_confidence : 0.186393 + s_Bot_Xtr : 0.117123 + s_upper_bl_H_31 : 0.110326 + s_lower_bl_H_31 : 0.109479 + s_upper_bl_H_30 : 0.0968377 + s_lower_bl_H_0 : 0.0942284 + s_upper_bl_H_29 : 0.0906044 +Epoch: 30 | Train Loss: 9.28578 | Test Loss: 9.25329 | analysis_confidence: 0.262789 | CL: 0.0459274 | ln_CD: 0.0937036 | CM: 0.00777261 | Top_Xtr: 0.0475079 | Bot_Xtr: 0.0547505 +Loss contributors: + s_ln_CD : 1.3696 + s_CL : 1.2157 + s_CM : 0.719 + s_analysis_confidence : 0.185526 + s_Bot_Xtr : 0.116018 + s_upper_bl_H_31 : 0.108909 + s_lower_bl_H_31 : 0.108352 + s_upper_bl_H_30 : 0.0955037 + s_lower_bl_H_0 : 0.0929292 + s_upper_bl_H_29 : 0.0894511 +Epoch: 31 | Train Loss: 9.18104 | Test Loss: 9.13822 | analysis_confidence: 0.260135 | CL: 0.0453535 | ln_CD: 0.0925122 | CM: 0.00772471 | Top_Xtr: 0.047109 | Bot_Xtr: 0.0543553 +Loss contributors: + s_ln_CD : 1.35771 + s_CL : 1.19866 + s_CM : 0.709941 + s_analysis_confidence : 0.184417 + s_Bot_Xtr : 0.114565 + s_upper_bl_H_31 : 0.106951 + s_lower_bl_H_31 : 0.106791 + s_upper_bl_H_30 : 0.0937551 + s_lower_bl_H_0 : 0.0918905 + s_upper_bl_H_29 : 0.0879068 +Epoch: 32 | Train Loss: 9.08023 | Test Loss: 9.05243 | analysis_confidence: 0.259073 | CL: 0.0450877 | ln_CD: 0.0918464 | CM: 0.00766558 | Top_Xtr: 0.0466947 | Bot_Xtr: 0.0539291 +Loss contributors: + s_ln_CD : 1.35064 + s_CL : 1.18842 + s_CM : 0.702897 + s_analysis_confidence : 0.183915 + s_Bot_Xtr : 0.11361 + s_lower_bl_H_31 : 0.105776 + s_upper_bl_H_31 : 0.105617 + s_upper_bl_H_30 : 0.09217 + s_lower_bl_H_0 : 0.0906455 + s_upper_bl_H_29 : 0.0864198 +Epoch: 33 | Train Loss: 8.98409 | Test Loss: 8.94845 | analysis_confidence: 0.257276 | CL: 0.0446912 | ln_CD: 0.0909408 | CM: 0.0076058 | Top_Xtr: 0.0463888 | Bot_Xtr: 0.0535691 +Loss contributors: + s_ln_CD : 1.33316 + s_CL : 1.17661 + s_CM : 0.694657 + s_analysis_confidence : 0.183073 + s_Bot_Xtr : 0.112187 + s_lower_bl_H_31 : 0.104602 + s_upper_bl_H_31 : 0.103981 + s_upper_bl_H_30 : 0.0907112 + s_lower_bl_H_0 : 0.0893422 + s_upper_bl_H_29 : 0.085207 +Epoch: 34 | Train Loss: 8.89157 | Test Loss: 8.86744 | analysis_confidence: 0.256518 | CL: 0.0442696 | ln_CD: 0.0903298 | CM: 0.00754901 | Top_Xtr: 0.0460744 | Bot_Xtr: 0.053106 +Loss contributors: + s_ln_CD : 1.33114 + s_CL : 1.16573 + s_CM : 0.686964 + s_analysis_confidence : 0.182603 + s_Bot_Xtr : 0.111388 + s_lower_bl_H_31 : 0.10353 + s_upper_bl_H_31 : 0.102834 + s_upper_bl_H_30 : 0.0893832 + s_lower_bl_H_0 : 0.0881678 + s_upper_bl_H_29 : 0.0838551 +Epoch: 35 | Train Loss: 8.80224 | Test Loss: 8.78979 | analysis_confidence: 0.2548 | CL: 0.0443923 | ln_CD: 0.0899936 | CM: 0.00751736 | Top_Xtr: 0.0458002 | Bot_Xtr: 0.0528139 +Loss contributors: + s_ln_CD : 1.32266 + s_CL : 1.15705 + s_CM : 0.680541 + s_analysis_confidence : 0.182011 + s_Bot_Xtr : 0.11059 + s_lower_bl_H_31 : 0.102695 + s_upper_bl_H_31 : 0.10179 + s_upper_bl_H_30 : 0.0882135 + s_lower_bl_H_0 : 0.086903 + s_upper_bl_H_29 : 0.0827558 +Epoch: 36 | Train Loss: 8.71579 | Test Loss: 8.69876 | analysis_confidence: 0.253713 | CL: 0.0439388 | ln_CD: 0.0900034 | CM: 0.00747398 | Top_Xtr: 0.0455531 | Bot_Xtr: 0.0524746 +Loss contributors: + s_ln_CD : 1.3132 + s_CL : 1.14456 + s_CM : 0.674129 + s_analysis_confidence : 0.181344 + s_Bot_Xtr : 0.109213 + s_lower_bl_H_31 : 0.101471 + s_upper_bl_H_31 : 0.100389 + s_upper_bl_H_30 : 0.0868169 + s_lower_bl_H_0 : 0.0856819 + s_lower_bl_H_30 : 0.081512 +Epoch: 37 | Train Loss: 8.6329 | Test Loss: 8.63194 | analysis_confidence: 0.253082 | CL: 0.0442484 | ln_CD: 0.0896461 | CM: 0.00745385 | Top_Xtr: 0.0451735 | Bot_Xtr: 0.0520565 +Loss contributors: + s_ln_CD : 1.30371 + s_CL : 1.14163 + s_CM : 0.66858 + s_analysis_confidence : 0.180949 + s_Bot_Xtr : 0.108579 + s_lower_bl_H_31 : 0.100624 + s_upper_bl_H_31 : 0.0993268 + s_upper_bl_H_30 : 0.0857054 + s_lower_bl_H_0 : 0.0845906 + s_lower_bl_H_30 : 0.080652 +Epoch: 38 | Train Loss: 8.5531 | Test Loss: 8.53323 | analysis_confidence: 0.252335 | CL: 0.0435959 | ln_CD: 0.0884315 | CM: 0.00738143 | Top_Xtr: 0.0448956 | Bot_Xtr: 0.0518229 +Loss contributors: + s_ln_CD : 1.28299 + s_CL : 1.12844 + s_CM : 0.661184 + s_analysis_confidence : 0.180354 + s_Bot_Xtr : 0.107701 + s_lower_bl_H_31 : 0.099852 + s_upper_bl_H_31 : 0.0984123 + s_upper_bl_H_30 : 0.0847392 + s_lower_bl_H_0 : 0.0835967 + s_lower_bl_H_30 : 0.0799318 +Epoch: 39 | Train Loss: 8.47663 | Test Loss: 8.45797 | analysis_confidence: 0.251076 | CL: 0.0431607 | ln_CD: 0.087613 | CM: 0.00735547 | Top_Xtr: 0.0445845 | Bot_Xtr: 0.0514646 +Loss contributors: + s_ln_CD : 1.27858 + s_CL : 1.11709 + s_CM : 0.655081 + s_analysis_confidence : 0.179974 + s_Bot_Xtr : 0.106675 + s_lower_bl_H_31 : 0.0988063 + s_upper_bl_H_31 : 0.0973301 + s_upper_bl_H_30 : 0.0836509 + s_lower_bl_H_0 : 0.0823327 + s_lower_bl_H_30 : 0.0790513 +Epoch: 40 | Train Loss: 8.40171 | Test Loss: 8.38533 | analysis_confidence: 0.249834 | CL: 0.0431428 | ln_CD: 0.0876701 | CM: 0.00730822 | Top_Xtr: 0.0444004 | Bot_Xtr: 0.0511527 +Loss contributors: + s_ln_CD : 1.26826 + s_CL : 1.11027 + s_CM : 0.648851 + s_analysis_confidence : 0.179487 + s_Bot_Xtr : 0.105622 + s_lower_bl_H_31 : 0.0979878 + s_upper_bl_H_31 : 0.0962884 + s_upper_bl_H_30 : 0.0825866 + s_lower_bl_H_0 : 0.0814833 + s_lower_bl_H_30 : 0.0783115 +Epoch: 41 | Train Loss: 8.3295 | Test Loss: 8.32155 | analysis_confidence: 0.249094 | CL: 0.043068 | ln_CD: 0.0870571 | CM: 0.00729489 | Top_Xtr: 0.0442328 | Bot_Xtr: 0.0510082 +Loss contributors: + s_ln_CD : 1.25772 + s_CL : 1.10465 + s_CM : 0.644615 + s_analysis_confidence : 0.179004 + s_Bot_Xtr : 0.104904 + s_lower_bl_H_31 : 0.0972426 + s_upper_bl_H_31 : 0.0955669 + s_upper_bl_H_30 : 0.0818502 + s_lower_bl_H_0 : 0.0804984 + s_lower_bl_H_30 : 0.0776386 +Epoch: 42 | Train Loss: 8.26106 | Test Loss: 8.25344 | analysis_confidence: 0.248717 | CL: 0.0428304 | ln_CD: 0.0872603 | CM: 0.00725842 | Top_Xtr: 0.0439196 | Bot_Xtr: 0.0507617 +Loss contributors: + s_ln_CD : 1.25451 + s_CL : 1.09439 + s_CM : 0.639039 + s_analysis_confidence : 0.178756 + s_Bot_Xtr : 0.104249 + s_lower_bl_H_31 : 0.0964616 + s_upper_bl_H_31 : 0.0950087 + s_upper_bl_H_30 : 0.0812122 + s_lower_bl_H_0 : 0.0794137 + s_lower_bl_H_30 : 0.0770729 +Epoch: 43 | Train Loss: 8.19323 | Test Loss: 8.19081 | analysis_confidence: 0.248368 | CL: 0.0423947 | ln_CD: 0.0854881 | CM: 0.00719653 | Top_Xtr: 0.0436307 | Bot_Xtr: 0.0504624 +Loss contributors: + s_ln_CD : 1.24741 + s_CL : 1.08642 + s_CM : 0.632821 + s_analysis_confidence : 0.178441 + s_Bot_Xtr : 0.103291 + s_lower_bl_H_31 : 0.0956051 + s_upper_bl_H_31 : 0.0939097 + s_upper_bl_H_30 : 0.0802734 + s_lower_bl_H_0 : 0.0785457 + s_lower_bl_H_30 : 0.0763023 +Epoch: 44 | Train Loss: 8.12801 | Test Loss: 8.12593 | analysis_confidence: 0.247015 | CL: 0.042228 | ln_CD: 0.0851594 | CM: 0.00716361 | Top_Xtr: 0.0433779 | Bot_Xtr: 0.0500672 +Loss contributors: + s_ln_CD : 1.23971 + s_CL : 1.07932 + s_CM : 0.627713 + s_analysis_confidence : 0.177952 + s_Bot_Xtr : 0.102654 + s_lower_bl_H_31 : 0.0947491 + s_upper_bl_H_31 : 0.0933067 + s_upper_bl_H_30 : 0.0795466 + s_lower_bl_H_0 : 0.077533 + s_lower_bl_H_30 : 0.0757024 +Epoch: 45 | Train Loss: 8.06479 | Test Loss: 8.06302 | analysis_confidence: 0.246277 | CL: 0.0421846 | ln_CD: 0.0853314 | CM: 0.00717035 | Top_Xtr: 0.0431764 | Bot_Xtr: 0.0498713 +Loss contributors: + s_ln_CD : 1.23142 + s_CL : 1.07178 + s_CM : 0.624287 + s_analysis_confidence : 0.177552 + s_Bot_Xtr : 0.101713 + s_lower_bl_H_31 : 0.0941082 + s_upper_bl_H_31 : 0.0925085 + s_upper_bl_H_30 : 0.0788217 + s_lower_bl_H_0 : 0.0765223 + s_lower_bl_H_30 : 0.075172 +Epoch: 46 | Train Loss: 8.00232 | Test Loss: 7.99779 | analysis_confidence: 0.246503 | CL: 0.0419391 | ln_CD: 0.0842713 | CM: 0.00711044 | Top_Xtr: 0.0429911 | Bot_Xtr: 0.0496441 +Loss contributors: + s_ln_CD : 1.22174 + s_CL : 1.06342 + s_CM : 0.618755 + s_analysis_confidence : 0.177248 + s_Bot_Xtr : 0.101148 + s_lower_bl_H_31 : 0.0933855 + s_upper_bl_H_31 : 0.0918456 + s_upper_bl_H_30 : 0.0781305 + s_lower_bl_H_0 : 0.0758031 + s_lower_bl_H_30 : 0.0744899 +Epoch: 47 | Train Loss: 7.94275 | Test Loss: 7.93984 | analysis_confidence: 0.245279 | CL: 0.0418145 | ln_CD: 0.083939 | CM: 0.00706796 | Top_Xtr: 0.0428211 | Bot_Xtr: 0.0494045 +Loss contributors: + s_ln_CD : 1.21467 + s_CL : 1.0576 + s_CM : 0.613154 + s_analysis_confidence : 0.176797 + s_Bot_Xtr : 0.100376 + s_lower_bl_H_31 : 0.0926887 + s_upper_bl_H_31 : 0.0909747 + s_upper_bl_H_30 : 0.0774376 + s_lower_bl_H_0 : 0.0748025 + s_lower_bl_H_30 : 0.0740767 +Epoch: 48 | Train Loss: 7.88445 | Test Loss: 7.89071 | analysis_confidence: 0.244788 | CL: 0.0417132 | ln_CD: 0.083612 | CM: 0.00705561 | Top_Xtr: 0.0424809 | Bot_Xtr: 0.0492151 +Loss contributors: + s_ln_CD : 1.21345 + s_CL : 1.05094 + s_CM : 0.610105 + s_analysis_confidence : 0.176468 + s_Bot_Xtr : 0.0999277 + s_lower_bl_H_31 : 0.0920147 + s_upper_bl_H_31 : 0.0905802 + s_upper_bl_H_30 : 0.0769442 + s_lower_bl_H_0 : 0.0739609 + s_lower_bl_H_30 : 0.0734988 +slurmstepd-d-10-4-2: error: *** JOB 25351704 ON d-10-4-2 CANCELLED AT 2024-03-08T12:48:07 *** diff --git a/training/gen2_architecture/log.log-25351705 b/training/gen2_architecture/log.log-25351705 new file mode 100644 index 0000000..2300d6f --- /dev/null +++ b/training/gen2_architecture/log.log-25351705 @@ -0,0 +1,637 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 97.542 | Test Loss: 24.5869 | analysis_confidence: 0.423469 | CL: 0.0798134 | ln_CD: 0.170011 | CM: 0.0145369 | Top_Xtr: 0.106038 | Bot_Xtr: 0.121342 +Loss contributors: + s_CL : 2.96412 + s_ln_CD : 2.90087 + s_CM : 2.00992 + s_Bot_Xtr : 0.354405 + s_upper_bl_H_31 : 0.333913 + s_upper_bl_H_30 : 0.309492 + s_upper_bl_H_29 : 0.299809 + s_upper_bl_H_28 : 0.290605 + s_upper_bl_H_27 : 0.286025 + s_analysis_confidence : 0.27997 +Epoch: 1 | Train Loss: 20.5556 | Test Loss: 17.9831 | analysis_confidence: 0.402804 | CL: 0.0683519 | ln_CD: 0.140784 | CM: 0.0120558 | Top_Xtr: 0.0786811 | Bot_Xtr: 0.0926438 +Loss contributors: + s_ln_CD : 2.26426 + s_CL : 2.2618 + s_CM : 1.50651 + s_analysis_confidence : 0.269925 + s_upper_bl_H_31 : 0.234815 + s_Bot_Xtr : 0.230317 + 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s_lower_bl_H_0 : 0.132755 +Epoch: 4 | Train Loss: 13.2223 | Test Loss: 12.6951 | analysis_confidence: 0.348903 | CL: 0.0551594 | ln_CD: 0.11311 | CM: 0.00949176 | Top_Xtr: 0.0589117 | Bot_Xtr: 0.0687467 +Loss contributors: + s_ln_CD : 1.72438 + s_CL : 1.60093 + s_CM : 1.01075 + s_analysis_confidence : 0.231682 + s_Bot_Xtr : 0.159344 + s_upper_bl_H_31 : 0.156732 + s_lower_bl_H_31 : 0.144076 + s_upper_bl_H_30 : 0.136917 + s_upper_bl_H_29 : 0.125972 + s_lower_bl_H_0 : 0.121898 +Epoch: 5 | Train Loss: 12.2518 | Test Loss: 11.8825 | analysis_confidence: 0.331273 | CL: 0.0528644 | ln_CD: 0.110041 | CM: 0.00912035 | Top_Xtr: 0.056203 | Bot_Xtr: 0.0660672 +Loss contributors: + s_ln_CD : 1.63566 + s_CL : 1.50885 + s_CM : 0.944009 + s_analysis_confidence : 0.221426 + s_Bot_Xtr : 0.150412 + s_upper_bl_H_31 : 0.144657 + s_lower_bl_H_31 : 0.135776 + s_upper_bl_H_30 : 0.125682 + s_upper_bl_H_29 : 0.115725 + s_lower_bl_H_0 : 0.113614 +Epoch: 6 | Train Loss: 11.5056 | Test Loss: 11.2003 | analysis_confidence: 0.318042 | CL: 0.0511116 | ln_CD: 0.104099 | CM: 0.0087979 | Top_Xtr: 0.0537125 | Bot_Xtr: 0.0636863 +Loss contributors: + s_ln_CD : 1.56413 + s_CL : 1.43 + s_CM : 0.883145 + s_analysis_confidence : 0.214843 + s_Bot_Xtr : 0.143397 + s_upper_bl_H_31 : 0.13496 + s_lower_bl_H_31 : 0.129089 + s_upper_bl_H_30 : 0.11654 + s_upper_bl_H_29 : 0.107294 + s_lower_bl_H_0 : 0.105929 +Epoch: 7 | Train Loss: 10.9055 | Test Loss: 10.6518 | analysis_confidence: 0.305143 | CL: 0.0496596 | ln_CD: 0.101523 | CM: 0.00855159 | Top_Xtr: 0.0518716 | Bot_Xtr: 0.0617553 +Loss contributors: + s_ln_CD : 1.50156 + s_CL : 1.36996 + s_CM : 0.84008 + s_analysis_confidence : 0.208832 + s_Bot_Xtr : 0.137174 + s_upper_bl_H_31 : 0.127827 + s_lower_bl_H_31 : 0.123764 + s_upper_bl_H_30 : 0.10966 + s_upper_bl_H_29 : 0.100794 + s_lower_bl_H_0 : 0.100466 +Epoch: 8 | Train Loss: 10.4064 | Test Loss: 10.1832 | analysis_confidence: 0.296674 | CL: 0.0481957 | ln_CD: 0.0985865 | CM: 0.00827142 | Top_Xtr: 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0.0807167 + s_lower_bl_H_30 : 0.0776071 + s_lower_bl_H_0 : 0.0767089 +Epoch: 15 | Train Loss: 8.34254 | Test Loss: 8.30368 | analysis_confidence: 0.260435 | CL: 0.0435359 | ln_CD: 0.0860702 | CM: 0.00731666 | Top_Xtr: 0.0430687 | Bot_Xtr: 0.0510371 +Loss contributors: + s_ln_CD : 1.24066 + s_CL : 1.10339 + s_CM : 0.650235 + s_analysis_confidence : 0.185044 + s_Bot_Xtr : 0.107296 + s_lower_bl_H_31 : 0.0959703 + s_upper_bl_H_31 : 0.0946202 + s_upper_bl_H_30 : 0.0788432 + s_lower_bl_H_30 : 0.0762079 + s_lower_bl_H_0 : 0.0741258 +Epoch: 16 | Train Loss: 8.1525 | Test Loss: 8.10223 | analysis_confidence: 0.25791 | CL: 0.043023 | ln_CD: 0.0846275 | CM: 0.00729533 | Top_Xtr: 0.0425941 | Bot_Xtr: 0.0502393 +Loss contributors: + s_ln_CD : 1.2205 + s_CL : 1.08112 + s_CM : 0.639234 + s_analysis_confidence : 0.183488 + s_Bot_Xtr : 0.104427 + s_lower_bl_H_31 : 0.0933089 + s_upper_bl_H_31 : 0.0924869 + s_upper_bl_H_30 : 0.0768517 + s_lower_bl_H_30 : 0.0740962 + s_lower_bl_H_1 : 0.0722392 +Epoch: 17 | Train Loss: 7.97862 | Test Loss: 7.93823 | analysis_confidence: 0.25526 | CL: 0.0417753 | ln_CD: 0.083152 | CM: 0.00711021 | Top_Xtr: 0.0418257 | Bot_Xtr: 0.0494714 +Loss contributors: + s_ln_CD : 1.20268 + s_CL : 1.05861 + s_CM : 0.620319 + s_analysis_confidence : 0.182255 + s_Bot_Xtr : 0.102074 + s_lower_bl_H_31 : 0.0912723 + s_upper_bl_H_31 : 0.0896685 + s_upper_bl_H_30 : 0.0745615 + s_lower_bl_H_30 : 0.0725925 + s_lower_bl_H_1 : 0.0708018 +Epoch: 18 | Train Loss: 7.81853 | Test Loss: 7.76169 | analysis_confidence: 0.252816 | CL: 0.0416217 | ln_CD: 0.0821865 | CM: 0.00707442 | Top_Xtr: 0.0413411 | Bot_Xtr: 0.0488997 +Loss contributors: + s_ln_CD : 1.17807 + s_CL : 1.0388 + s_CM : 0.609974 + s_analysis_confidence : 0.181145 + s_Bot_Xtr : 0.100235 + s_lower_bl_H_31 : 0.0892148 + s_upper_bl_H_31 : 0.0881843 + s_upper_bl_H_30 : 0.0729909 + s_lower_bl_H_30 : 0.0707917 + s_lower_bl_H_1 : 0.0689268 +Epoch: 19 | Train Loss: 7.66952 | Test Loss: 7.62616 | analysis_confidence: 0.249221 | CL: 0.0410889 | ln_CD: 0.081299 | CM: 0.00698794 | Top_Xtr: 0.0413405 | Bot_Xtr: 0.0488424 +Loss contributors: + s_ln_CD : 1.15815 + s_CL : 1.02255 + s_CM : 0.599061 + s_analysis_confidence : 0.180046 + s_Bot_Xtr : 0.0991695 + s_lower_bl_H_31 : 0.0878062 + s_upper_bl_H_31 : 0.0866114 + s_upper_bl_H_30 : 0.071615 + s_lower_bl_H_30 : 0.0697307 + s_lower_bl_H_1 : 0.0678346 +Epoch: 20 | Train Loss: 7.52974 | Test Loss: 7.48223 | analysis_confidence: 0.248573 | CL: 0.0404563 | ln_CD: 0.0799892 | CM: 0.00690271 | Top_Xtr: 0.0404819 | Bot_Xtr: 0.0477584 +Loss contributors: + s_ln_CD : 1.14305 + s_CL : 1.00525 + s_CM : 0.586598 + s_analysis_confidence : 0.179148 + s_Bot_Xtr : 0.0968421 + s_lower_bl_H_31 : 0.0858517 + s_upper_bl_H_31 : 0.0843166 + s_upper_bl_H_30 : 0.0697998 + s_lower_bl_H_30 : 0.0681825 + s_lower_bl_H_1 : 0.0668497 +Epoch: 21 | Train Loss: 7.39878 | Test Loss: 7.35345 | analysis_confidence: 0.246501 | CL: 0.0402266 | ln_CD: 0.0792549 | CM: 0.00682833 | Top_Xtr: 0.0399293 | Bot_Xtr: 0.0471932 +Loss contributors: + s_ln_CD : 1.12711 + s_CL : 0.990615 + s_CM : 0.575944 + s_analysis_confidence : 0.178326 + s_Bot_Xtr : 0.0947911 + s_lower_bl_H_31 : 0.0839866 + s_upper_bl_H_31 : 0.0827078 + s_upper_bl_H_30 : 0.0683462 + s_lower_bl_H_30 : 0.0669198 + s_lower_bl_H_1 : 0.0656962 +Epoch: 22 | Train Loss: 7.27663 | Test Loss: 7.25515 | analysis_confidence: 0.245733 | CL: 0.0396478 | ln_CD: 0.0779478 | CM: 0.00674277 | Top_Xtr: 0.0397096 | Bot_Xtr: 0.0468468 +Loss contributors: + s_ln_CD : 1.12436 + s_CL : 0.979333 + s_CM : 0.56731 + s_analysis_confidence : 0.177502 + s_Bot_Xtr : 0.0936367 + s_lower_bl_H_31 : 0.0825657 + s_upper_bl_H_31 : 0.0810564 + s_upper_bl_H_30 : 0.0671698 + s_lower_bl_H_30 : 0.0658885 + s_lower_bl_H_1 : 0.0644218 +Epoch: 23 | Train Loss: 7.15987 | Test Loss: 7.14512 | analysis_confidence: 0.244111 | CL: 0.0399531 | ln_CD: 0.0774521 | CM: 0.00672631 | Top_Xtr: 0.039145 | Bot_Xtr: 0.0463023 +Loss contributors: + s_ln_CD : 1.10421 + s_CL : 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0.0899416 + s_lower_bl_H_31 : 0.0782134 + s_upper_bl_H_31 : 0.0774641 + s_upper_bl_H_30 : 0.0642207 + s_lower_bl_H_30 : 0.0629902 + s_Top_Xtr : 0.0618857 +Epoch: 26 | Train Loss: 6.84549 | Test Loss: 6.83131 | analysis_confidence: 0.240029 | CL: 0.0386361 | ln_CD: 0.0743161 | CM: 0.00652772 | Top_Xtr: 0.0380679 | Bot_Xtr: 0.0448414 +Loss contributors: + s_ln_CD : 1.06954 + s_CL : 0.927775 + s_CM : 0.53622 + s_analysis_confidence : 0.175037 + s_Bot_Xtr : 0.088729 + s_lower_bl_H_31 : 0.0767817 + s_upper_bl_H_31 : 0.075791 + s_upper_bl_H_30 : 0.0629286 + s_lower_bl_H_30 : 0.0618711 + s_Top_Xtr : 0.0610088 +Epoch: 27 | Train Loss: 6.7505 | Test Loss: 6.73543 | analysis_confidence: 0.238699 | CL: 0.0380699 | ln_CD: 0.0740862 | CM: 0.00651104 | Top_Xtr: 0.0378802 | Bot_Xtr: 0.0445607 +Loss contributors: + s_ln_CD : 1.05692 + s_CL : 0.916245 + s_CM : 0.532315 + s_analysis_confidence : 0.17425 + s_Bot_Xtr : 0.0874255 + s_lower_bl_H_31 : 0.0753409 + s_upper_bl_H_31 : 0.0747604 + s_upper_bl_H_30 : 0.0621005 + s_lower_bl_H_30 : 0.0609771 + s_Top_Xtr : 0.0602763 +Epoch: 28 | Train Loss: 6.65908 | Test Loss: 6.65277 | analysis_confidence: 0.238269 | CL: 0.0376837 | ln_CD: 0.073933 | CM: 0.00642887 | Top_Xtr: 0.0380456 | Bot_Xtr: 0.0444816 +Loss contributors: + s_ln_CD : 1.04688 + s_CL : 0.905267 + s_CM : 0.523652 + s_analysis_confidence : 0.173789 + s_Bot_Xtr : 0.0866947 + s_lower_bl_H_31 : 0.0740763 + s_upper_bl_H_31 : 0.0732814 + s_upper_bl_H_30 : 0.0609569 + s_Top_Xtr : 0.0600372 + s_lower_bl_H_30 : 0.0600318 +Epoch: 29 | Train Loss: 6.57235 | Test Loss: 6.55745 | analysis_confidence: 0.237179 | CL: 0.0376649 | ln_CD: 0.0728797 | CM: 0.00636062 | Top_Xtr: 0.0371032 | Bot_Xtr: 0.0435671 +Loss contributors: + s_ln_CD : 1.03137 + s_CL : 0.895275 + s_CM : 0.516886 + s_analysis_confidence : 0.173264 + s_Bot_Xtr : 0.0852079 + s_lower_bl_H_31 : 0.0732103 + s_upper_bl_H_31 : 0.0726493 + s_upper_bl_H_30 : 0.0602709 + s_lower_bl_H_30 : 0.0592955 + s_Top_Xtr : 0.0589637 +Epoch: 30 | Train Loss: 6.49005 | Test Loss: 6.46989 | analysis_confidence: 0.236118 | CL: 0.0372102 | ln_CD: 0.0717619 | CM: 0.00631353 | Top_Xtr: 0.036909 | Bot_Xtr: 0.0434402 +Loss contributors: + s_ln_CD : 1.01792 + s_CL : 0.884008 + s_CM : 0.510504 + s_analysis_confidence : 0.17255 + s_Bot_Xtr : 0.0842431 + s_lower_bl_H_31 : 0.0718432 + s_upper_bl_H_31 : 0.0713136 + s_upper_bl_H_30 : 0.059171 + s_lower_bl_H_30 : 0.0582934 + s_Top_Xtr : 0.0582537 +Epoch: 31 | Train Loss: 6.41139 | Test Loss: 6.43172 | analysis_confidence: 0.235485 | CL: 0.0371467 | ln_CD: 0.0727319 | CM: 0.00628955 | Top_Xtr: 0.0365909 | Bot_Xtr: 0.0430089 +Loss contributors: + s_ln_CD : 1.02702 + s_CL : 0.8761 + s_CM : 0.508778 + s_analysis_confidence : 0.172109 + s_Bot_Xtr : 0.0832999 + s_lower_bl_H_31 : 0.0711349 + s_upper_bl_H_31 : 0.0704211 + s_upper_bl_H_30 : 0.0584103 + s_Top_Xtr : 0.0577832 + s_lower_bl_H_30 : 0.0576775 +Epoch: 32 | Train Loss: 6.33447 | Test Loss: 6.34429 | analysis_confidence: 0.234146 | CL: 0.0369959 | ln_CD: 0.0726057 | CM: 0.00626496 | Top_Xtr: 0.0363393 | Bot_Xtr: 0.0426647 +Loss contributors: + s_ln_CD : 1.01025 + s_CL : 0.868665 + s_CM : 0.502024 + s_analysis_confidence : 0.171333 + s_Bot_Xtr : 0.0822165 + s_lower_bl_H_31 : 0.0701904 + s_upper_bl_H_31 : 0.0698985 + s_upper_bl_H_30 : 0.0578469 + s_Top_Xtr : 0.0571406 + s_lower_bl_H_30 : 0.0569214 +Epoch: 33 | Train Loss: 6.26245 | Test Loss: 6.25741 | analysis_confidence: 0.23292 | CL: 0.0363891 | ln_CD: 0.0708353 | CM: 0.00620276 | Top_Xtr: 0.036116 | Bot_Xtr: 0.0424761 +Loss contributors: + s_ln_CD : 0.993386 + s_CL : 0.856802 + s_CM : 0.493797 + s_analysis_confidence : 0.170825 + s_Bot_Xtr : 0.0816356 + s_lower_bl_H_31 : 0.06885 + s_upper_bl_H_31 : 0.0682697 + s_Top_Xtr : 0.0567807 + s_upper_bl_H_30 : 0.0565803 + s_lower_bl_H_30 : 0.0558424 +Epoch: 34 | Train Loss: 6.19154 | Test Loss: 6.19612 | analysis_confidence: 0.231798 | CL: 0.036145 | ln_CD: 0.0698699 | CM: 0.00612549 | Top_Xtr: 0.0356116 | Bot_Xtr: 0.0419231 +Loss contributors: + s_ln_CD : 0.990615 + s_CL : 0.848748 + s_CM : 0.489041 + s_analysis_confidence : 0.170259 + s_Bot_Xtr : 0.0806279 + s_lower_bl_H_31 : 0.0682192 + s_upper_bl_H_31 : 0.0672671 + s_Top_Xtr : 0.0559643 + s_upper_bl_H_30 : 0.0557977 + s_lower_bl_H_30 : 0.0552161 +Epoch: 35 | Train Loss: 6.12498 | Test Loss: 6.13342 | analysis_confidence: 0.230516 | CL: 0.0360474 | ln_CD: 0.0689303 | CM: 0.00610277 | Top_Xtr: 0.0353549 | Bot_Xtr: 0.0415701 +Loss contributors: + s_ln_CD : 0.989619 + s_CL : 0.83993 + s_CM : 0.483684 + s_analysis_confidence : 0.169648 + s_Bot_Xtr : 0.079711 + s_lower_bl_H_31 : 0.0671625 + s_upper_bl_H_31 : 0.0664919 + s_Top_Xtr : 0.0555662 + s_upper_bl_H_30 : 0.0552667 + s_lower_bl_H_30 : 0.0544545 +Epoch: 36 | Train Loss: 6.06324 | Test Loss: 6.07569 | analysis_confidence: 0.230349 | CL: 0.0360455 | ln_CD: 0.0693721 | CM: 0.00608231 | Top_Xtr: 0.0351436 | Bot_Xtr: 0.0413676 +Loss contributors: + s_ln_CD : 0.975847 + s_CL : 0.835612 + s_CM : 0.48049 + s_analysis_confidence : 0.16886 + s_Bot_Xtr : 0.0791157 + s_lower_bl_H_31 : 0.066716 + s_upper_bl_H_31 : 0.0658799 + s_Top_Xtr : 0.0550039 + s_upper_bl_H_30 : 0.0544038 + s_lower_bl_H_30 : 0.053922 +Epoch: 37 | Train Loss: 6.00076 | Test Loss: 6.01813 | analysis_confidence: 0.229393 | CL: 0.0356187 | ln_CD: 0.0688326 | CM: 0.00602537 | Top_Xtr: 0.0351447 | Bot_Xtr: 0.0411946 +Loss contributors: + s_ln_CD : 0.971455 + s_CL : 0.827284 + s_CM : 0.475454 + s_analysis_confidence : 0.168332 + s_Bot_Xtr : 0.0781575 + s_lower_bl_H_31 : 0.0659993 + s_upper_bl_H_31 : 0.065141 + s_Top_Xtr : 0.0546199 + s_upper_bl_H_30 : 0.0539204 + s_lower_bl_H_30 : 0.053331 +Epoch: 38 | Train Loss: 5.94123 | Test Loss: 5.95547 | analysis_confidence: 0.22765 | CL: 0.0354893 | ln_CD: 0.0685589 | CM: 0.00600914 | Top_Xtr: 0.0345805 | Bot_Xtr: 0.0407188 +Loss contributors: + s_ln_CD : 0.962176 + s_CL : 0.820356 + s_CM : 0.471307 + s_analysis_confidence : 0.167814 + s_Bot_Xtr : 0.0776414 + s_lower_bl_H_31 : 0.0653329 + s_upper_bl_H_31 : 0.0648765 + s_Top_Xtr : 0.0541364 + s_upper_bl_H_30 : 0.0534387 + s_lower_bl_H_30 : 0.0528058 +Epoch: 39 | Train Loss: 5.88524 | Test Loss: 5.90447 | analysis_confidence: 0.227728 | CL: 0.0349799 | ln_CD: 0.0689184 | CM: 0.00595646 | Top_Xtr: 0.0347773 | Bot_Xtr: 0.0408782 +Loss contributors: + s_ln_CD : 0.95243 + s_CL : 0.811687 + s_CM : 0.468745 + s_analysis_confidence : 0.167122 + s_Bot_Xtr : 0.0770916 + s_lower_bl_H_31 : 0.064443 + s_upper_bl_H_31 : 0.0634491 + s_Top_Xtr : 0.0537972 + s_upper_bl_H_30 : 0.0523293 + s_lower_bl_H_30 : 0.0520931 +Epoch: 40 | Train Loss: 5.83187 | Test Loss: 5.83573 | analysis_confidence: 0.226367 | CL: 0.034723 | ln_CD: 0.066716 | CM: 0.00591744 | Top_Xtr: 0.0342608 | Bot_Xtr: 0.04043 +Loss contributors: + s_ln_CD : 0.940905 + s_CL : 0.804061 + s_CM : 0.462958 + s_analysis_confidence : 0.166478 + s_Bot_Xtr : 0.0763895 + s_lower_bl_H_31 : 0.0639165 + s_upper_bl_H_31 : 0.06284 + s_Top_Xtr : 0.0530208 + s_upper_bl_H_30 : 0.0518362 + s_lower_bl_H_30 : 0.0516781 +Epoch: 41 | Train Loss: 5.77819 | Test Loss: 5.80829 | analysis_confidence: 0.225392 | CL: 0.0353623 | ln_CD: 0.0688665 | CM: 0.00595892 | Top_Xtr: 0.0339538 | Bot_Xtr: 0.0399757 +Loss contributors: + s_ln_CD : 0.945425 + s_CL : 0.805238 + s_CM : 0.462295 + s_analysis_confidence : 0.165827 + s_Bot_Xtr : 0.0752473 + s_lower_bl_H_31 : 0.0634339 + s_upper_bl_H_31 : 0.0628678 + s_Top_Xtr : 0.0525224 + s_upper_bl_H_30 : 0.0517972 + s_lower_bl_H_30 : 0.0512793 +Epoch: 42 | Train Loss: 5.72657 | Test Loss: 5.74304 | analysis_confidence: 0.224033 | CL: 0.0345824 | ln_CD: 0.066902 | CM: 0.00586121 | Top_Xtr: 0.0338997 | Bot_Xtr: 0.039784 +Loss contributors: + s_ln_CD : 0.937608 + s_CL : 0.79423 + s_CM : 0.454261 + s_analysis_confidence : 0.165396 + s_Bot_Xtr : 0.0745162 + s_lower_bl_H_31 : 0.0623463 + s_upper_bl_H_31 : 0.0615902 + s_Top_Xtr : 0.0521029 + s_upper_bl_H_30 : 0.0508952 + s_lower_bl_H_30 : 0.0504999 +Epoch: 43 | Train Loss: 5.67822 | Test Loss: 5.71153 | analysis_confidence: 0.223269 | CL: 0.0343863 | ln_CD: 0.0695259 | CM: 0.00584398 | Top_Xtr: 0.0340161 | Bot_Xtr: 0.0397397 +Loss contributors: + s_ln_CD : 0.937782 + s_CL : 0.790808 + s_CM : 0.451637 + s_analysis_confidence : 0.164649 + s_Bot_Xtr : 0.0738927 + s_lower_bl_H_31 : 0.0619329 + s_upper_bl_H_31 : 0.0611119 + s_Top_Xtr : 0.0519021 + s_upper_bl_H_30 : 0.0503113 + s_lower_bl_H_30 : 0.0502017 +Epoch: 44 | Train Loss: 5.63117 | Test Loss: 5.65544 | analysis_confidence: 0.222049 | CL: 0.0344846 | ln_CD: 0.0661106 | CM: 0.00581971 | Top_Xtr: 0.0332449 | Bot_Xtr: 0.0391462 +Loss contributors: + s_ln_CD : 0.919383 + s_CL : 0.784564 + s_CM : 0.448467 + s_analysis_confidence : 0.16408 + s_Bot_Xtr : 0.0732336 + s_lower_bl_H_31 : 0.0616536 + s_upper_bl_H_31 : 0.0609732 + s_Top_Xtr : 0.0510603 + s_upper_bl_H_30 : 0.0500946 + s_lower_bl_H_30 : 0.0498721 +Epoch: 45 | Train Loss: 5.58461 | Test Loss: 5.61923 | analysis_confidence: 0.221629 | CL: 0.0341593 | ln_CD: 0.0657912 | CM: 0.00576591 | Top_Xtr: 0.0329996 | Bot_Xtr: 0.0388542 +Loss contributors: + s_ln_CD : 0.90877 + s_CL : 0.786124 + s_CM : 0.444082 + s_analysis_confidence : 0.163675 + s_Bot_Xtr : 0.0723813 + s_lower_bl_H_31 : 0.0607116 + s_upper_bl_H_31 : 0.0599082 + s_Top_Xtr : 0.0505561 + s_upper_bl_H_30 : 0.0493324 + s_lower_bl_H_30 : 0.0491395 +Epoch: 46 | Train Loss: 5.53985 | Test Loss: 5.56169 | analysis_confidence: 0.220417 | CL: 0.0339533 | ln_CD: 0.0652598 | CM: 0.00578819 | Top_Xtr: 0.0328819 | Bot_Xtr: 0.0387328 +Loss contributors: + s_ln_CD : 0.900412 + s_CL : 0.770993 + s_CM : 0.443514 + s_analysis_confidence : 0.163049 + s_Bot_Xtr : 0.0718895 + s_lower_bl_H_31 : 0.0601289 + s_upper_bl_H_31 : 0.059191 + s_Top_Xtr : 0.0501236 + s_lower_bl_H_30 : 0.0488692 + s_upper_bl_H_30 : 0.0488053 +Epoch: 47 | Train Loss: 5.49767 | Test Loss: 5.50747 | analysis_confidence: 0.219875 | CL: 0.0337705 | ln_CD: 0.0649832 | CM: 0.00571071 | Top_Xtr: 0.0325945 | Bot_Xtr: 0.0383165 +Loss contributors: + s_ln_CD : 0.897952 + s_CL : 0.766004 + s_CM : 0.436903 + s_analysis_confidence : 0.162503 + s_Bot_Xtr : 0.0710373 + s_lower_bl_H_31 : 0.0595631 + s_upper_bl_H_31 : 0.0587007 + s_Top_Xtr : 0.0495889 + s_lower_bl_H_30 : 0.0483764 + s_upper_bl_H_30 : 0.0482878 +slurmstepd-d-10-4-2: error: *** JOB 25351705 ON d-10-4-2 CANCELLED AT 2024-03-08T12:48:07 *** diff --git a/training/gen2_architecture/log.log-25351717 b/training/gen2_architecture/log.log-25351717 new file mode 100644 index 0000000..3faa8ca --- /dev/null +++ b/training/gen2_architecture/log.log-25351717 @@ -0,0 +1,663 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 47.5765 | Test Loss: 14.1319 | analysis_confidence: 0.358743 | CL: 0.0588426 | ln_CD: 0.122225 | CM: 0.0101356 | Top_Xtr: 0.0625477 | Bot_Xtr: 0.0721217 +Loss contributors: + s_ln_CD : 1.89933 + s_CL : 1.80789 + s_CM : 1.1471 + s_analysis_confidence : 0.240975 + s_upper_bl_H_31 : 0.179202 + s_Bot_Xtr : 0.170052 + s_upper_bl_H_30 : 0.164166 + s_lower_bl_H_31 : 0.159348 + s_upper_bl_H_29 : 0.154216 + s_upper_bl_H_28 : 0.147122 +Epoch: 1 | Train Loss: 12.3101 | Test Loss: 10.9432 | analysis_confidence: 0.297616 | CL: 0.0518095 | ln_CD: 0.105651 | CM: 0.00863344 | Top_Xtr: 0.0512968 | Bot_Xtr: 0.0610191 +Loss contributors: + s_ln_CD : 1.56532 + s_CL : 1.4555 + s_CM : 0.865198 + s_analysis_confidence : 0.205032 + s_Bot_Xtr : 0.134519 + s_upper_bl_H_31 : 0.133538 + s_lower_bl_H_31 : 0.125285 + s_upper_bl_H_30 : 0.116427 + s_upper_bl_H_29 : 0.108147 + s_upper_bl_H_28 : 0.104061 +Epoch: 2 | Train Loss: 10.0536 | Test Loss: 9.34834 | analysis_confidence: 0.27164 | CL: 0.0471938 | ln_CD: 0.0971001 | CM: 0.00788139 | Top_Xtr: 0.0461544 | Bot_Xtr: 0.0543827 +Loss contributors: + s_ln_CD : 1.37611 + s_CL : 1.26007 + s_CM : 0.735306 + s_analysis_confidence : 0.189321 + s_Bot_Xtr : 0.115157 + s_upper_bl_H_31 : 0.112329 + s_lower_bl_H_31 : 0.110518 + s_upper_bl_H_30 : 0.0951612 + s_lower_bl_H_30 : 0.0878994 + s_upper_bl_H_29 : 0.0871174 +Epoch: 3 | Train Loss: 8.78454 | Test Loss: 8.26048 | analysis_confidence: 0.253232 | CL: 0.043589 | ln_CD: 0.0889093 | CM: 0.00731141 | Top_Xtr: 0.0427272 | Bot_Xtr: 0.0504728 +Loss contributors: + s_ln_CD : 1.24843 + s_CL : 1.11913 + s_CM : 0.654631 + s_analysis_confidence : 0.179787 + s_Bot_Xtr : 0.103821 + s_upper_bl_H_31 : 0.0997271 + s_lower_bl_H_31 : 0.0984282 + s_upper_bl_H_30 : 0.0841865 + s_lower_bl_H_30 : 0.079032 + s_upper_bl_H_29 : 0.0765464 +Epoch: 4 | Train Loss: 7.92946 | Test Loss: 7.60254 | analysis_confidence: 0.239648 | CL: 0.0415064 | ln_CD: 0.0826554 | CM: 0.00696476 | Top_Xtr: 0.0406583 | Bot_Xtr: 0.047918 +Loss contributors: + s_ln_CD : 1.18587 + s_CL : 1.03612 + s_CM : 0.604525 + s_analysis_confidence : 0.173272 + s_Bot_Xtr : 0.0952661 + s_upper_bl_H_31 : 0.0898612 + s_lower_bl_H_31 : 0.0893773 + s_upper_bl_H_30 : 0.0757955 + s_lower_bl_H_30 : 0.0718323 + s_upper_bl_H_29 : 0.0693467 +Epoch: 5 | Train Loss: 7.31276 | Test Loss: 7.11729 | analysis_confidence: 0.230578 | CL: 0.0409743 | ln_CD: 0.0779868 | CM: 0.0068209 | Top_Xtr: 0.0389207 | Bot_Xtr: 0.0456214 +Loss contributors: + s_ln_CD : 1.12231 + s_CL : 0.990564 + s_CM : 0.578123 + s_analysis_confidence : 0.168022 + s_Bot_Xtr : 0.0889755 + s_upper_bl_H_31 : 0.0846576 + s_lower_bl_H_31 : 0.0835607 + s_upper_bl_H_30 : 0.0708679 + s_lower_bl_H_30 : 0.0672092 + s_upper_bl_H_29 : 0.0641124 +Epoch: 6 | Train Loss: 6.86204 | Test Loss: 6.68621 | analysis_confidence: 0.222406 | CL: 0.0385877 | ln_CD: 0.0739522 | CM: 0.00657594 | Top_Xtr: 0.037286 | Bot_Xtr: 0.043553 +Loss contributors: + s_ln_CD : 1.05572 + s_CL : 0.932891 + s_CM : 0.543026 + s_analysis_confidence : 0.162827 + s_Bot_Xtr : 0.0832608 + s_upper_bl_H_31 : 0.0792682 + s_lower_bl_H_31 : 0.078849 + s_upper_bl_H_30 : 0.0659514 + s_lower_bl_H_30 : 0.0631973 + s_upper_bl_H_29 : 0.0597856 +Epoch: 7 | Train Loss: 6.50705 | Test Loss: 6.42768 | analysis_confidence: 0.212291 | CL: 0.0377578 | ln_CD: 0.0786429 | CM: 0.0063664 | Top_Xtr: 0.0356462 | Bot_Xtr: 0.0418697 +Loss contributors: + s_ln_CD : 1.05877 + s_CL : 0.894458 + s_CM : 0.516838 + s_analysis_confidence : 0.15662 + s_Bot_Xtr : 0.0791014 + s_upper_bl_H_31 : 0.0765549 + s_lower_bl_H_31 : 0.0751477 + s_upper_bl_H_30 : 0.0632738 + s_lower_bl_H_30 : 0.059614 + s_upper_bl_H_29 : 0.0572314 +Epoch: 8 | Train Loss: 6.21432 | Test Loss: 6.11952 | analysis_confidence: 0.206482 | CL: 0.0374133 | ln_CD: 0.0719014 | CM: 0.00626918 | Top_Xtr: 0.0348665 | Bot_Xtr: 0.0410701 +Loss contributors: + s_ln_CD : 0.98952 + s_CL : 0.867371 + s_CM : 0.499791 + s_analysis_confidence : 0.151969 + s_Bot_Xtr : 0.0757835 + s_upper_bl_H_31 : 0.0724592 + s_lower_bl_H_31 : 0.0717757 + s_upper_bl_H_30 : 0.0594076 + s_lower_bl_H_30 : 0.0563956 + s_Top_Xtr : 0.0538983 +Epoch: 9 | Train Loss: 5.97098 | Test Loss: 5.94476 | analysis_confidence: 0.198821 | CL: 0.037372 | ln_CD: 0.070347 | CM: 0.00617598 | Top_Xtr: 0.0340692 | Bot_Xtr: 0.039657 +Loss contributors: + s_ln_CD : 0.986039 + s_CL : 0.847643 + s_CM : 0.484212 + s_analysis_confidence : 0.147133 + s_Bot_Xtr : 0.0731696 + s_lower_bl_H_31 : 0.0697845 + s_upper_bl_H_31 : 0.0697471 + s_upper_bl_H_30 : 0.0572305 + s_lower_bl_H_30 : 0.0549071 + s_Top_Xtr : 0.0527297 +Epoch: 10 | Train Loss: 5.75626 | Test Loss: 5.65894 | analysis_confidence: 0.192238 | CL: 0.0349065 | ln_CD: 0.0667653 | CM: 0.00593442 | Top_Xtr: 0.0328514 | Bot_Xtr: 0.0384765 +Loss contributors: + s_ln_CD : 0.926026 + s_CL : 0.807563 + s_CM : 0.464122 + s_analysis_confidence : 0.143668 + s_Bot_Xtr : 0.070774 + s_upper_bl_H_31 : 0.0670144 + s_lower_bl_H_31 : 0.0667649 + s_upper_bl_H_30 : 0.0545438 + s_lower_bl_H_30 : 0.0519829 + s_Top_Xtr : 0.0506191 +Epoch: 11 | Train Loss: 5.57651 | Test Loss: 5.52324 | analysis_confidence: 0.187842 | CL: 0.0346082 | ln_CD: 0.066018 | CM: 0.00591256 | Top_Xtr: 0.0327184 | Bot_Xtr: 0.0379292 +Loss contributors: + s_ln_CD : 0.917991 + s_CL : 0.787248 + s_CM : 0.452717 + s_analysis_confidence : 0.141091 + s_Bot_Xtr : 0.0680195 + s_upper_bl_H_31 : 0.0643606 + s_lower_bl_H_31 : 0.0642803 + s_upper_bl_H_30 : 0.0524485 + s_lower_bl_H_30 : 0.0500409 + s_Top_Xtr : 0.049375 +Epoch: 12 | Train Loss: 5.41593 | Test Loss: 5.37399 | analysis_confidence: 0.183238 | CL: 0.0348328 | ln_CD: 0.0648656 | CM: 0.00582262 | Top_Xtr: 0.0312391 | Bot_Xtr: 0.036825 +Loss contributors: + s_ln_CD : 0.892908 + s_CL : 0.777034 + s_CM : 0.441765 + s_analysis_confidence : 0.138393 + s_Bot_Xtr : 0.0665556 + s_lower_bl_H_31 : 0.0622838 + s_upper_bl_H_31 : 0.0616339 + s_upper_bl_H_30 : 0.0505391 + s_lower_bl_H_30 : 0.0487172 + s_Top_Xtr : 0.0476022 +Epoch: 13 | Train Loss: 5.2757 | Test Loss: 5.31889 | analysis_confidence: 0.180495 | CL: 0.0335533 | ln_CD: 0.0663301 | CM: 0.00571797 | Top_Xtr: 0.0312672 | Bot_Xtr: 0.0364989 +Loss contributors: + s_ln_CD : 0.939454 + s_CL : 0.755011 + s_CM : 0.428598 + s_analysis_confidence : 0.136444 + s_Bot_Xtr : 0.0652376 + s_lower_bl_H_31 : 0.0609438 + s_upper_bl_H_31 : 0.0609394 + s_upper_bl_H_30 : 0.0499652 + s_lower_bl_H_30 : 0.0476116 + s_Top_Xtr : 0.0470035 +Epoch: 14 | Train Loss: 5.1502 | Test Loss: 5.26026 | analysis_confidence: 0.178367 | CL: 0.0333358 | ln_CD: 0.0663311 | CM: 0.00565353 | Top_Xtr: 0.0307285 | Bot_Xtr: 0.0361009 +Loss contributors: + s_ln_CD : 0.930731 + s_CL : 0.746511 + s_CM : 0.42812 + s_analysis_confidence : 0.134927 + s_Bot_Xtr : 0.064358 + s_lower_bl_H_31 : 0.0589332 + s_upper_bl_H_31 : 0.0587229 + s_upper_bl_H_30 : 0.0479633 + s_Top_Xtr : 0.0465289 + s_lower_bl_H_30 : 0.0461762 +Epoch: 15 | Train Loss: 5.03968 | Test Loss: 5.03219 | analysis_confidence: 0.173311 | CL: 0.0326758 | ln_CD: 0.0633185 | CM: 0.00550774 | Top_Xtr: 0.0300893 | Bot_Xtr: 0.0352317 +Loss contributors: + s_ln_CD : 0.882836 + s_CL : 0.720382 + s_CM : 0.40491 + s_analysis_confidence : 0.133381 + s_Bot_Xtr : 0.0615997 + s_lower_bl_H_31 : 0.0569631 + s_upper_bl_H_31 : 0.0562165 + s_upper_bl_H_30 : 0.0460254 + s_lower_bl_H_30 : 0.0447436 + s_Top_Xtr : 0.0445292 +Epoch: 16 | Train Loss: 4.93782 | Test Loss: 4.93128 | analysis_confidence: 0.173696 | CL: 0.0319929 | ln_CD: 0.0617086 | CM: 0.00546878 | Top_Xtr: 0.0303535 | Bot_Xtr: 0.0349751 +Loss contributors: + s_ln_CD : 0.837115 + s_CL : 0.708819 + s_CM : 0.404191 + s_analysis_confidence : 0.132179 + s_Bot_Xtr : 0.0604448 + s_lower_bl_H_31 : 0.056012 + s_upper_bl_H_31 : 0.0552347 + s_upper_bl_H_30 : 0.0452986 + s_Top_Xtr : 0.0442782 + s_lower_bl_H_30 : 0.0441098 +Epoch: 17 | Train Loss: 4.84813 | Test Loss: 4.864 | analysis_confidence: 0.173134 | CL: 0.0315621 | ln_CD: 0.0630687 | CM: 0.00533441 | Top_Xtr: 0.0289329 | Bot_Xtr: 0.0340681 +Loss contributors: + s_ln_CD : 0.85151 + s_CL : 0.696138 + s_CM : 0.389579 + s_analysis_confidence : 0.131387 + s_Bot_Xtr : 0.0588949 + s_lower_bl_H_31 : 0.0547366 + s_upper_bl_H_31 : 0.0538133 + s_upper_bl_H_30 : 0.0441083 + s_lower_bl_H_30 : 0.0431124 + s_Top_Xtr : 0.0425295 +Epoch: 18 | Train Loss: 4.76351 | Test Loss: 4.81135 | analysis_confidence: 0.17073 | CL: 0.0311765 | ln_CD: 0.0608329 | CM: 0.00538965 | Top_Xtr: 0.028698 | Bot_Xtr: 0.0337883 +Loss contributors: + s_ln_CD : 0.861619 + s_CL : 0.685825 + s_CM : 0.389973 + s_analysis_confidence : 0.13048 + s_Bot_Xtr : 0.0585579 + s_lower_bl_H_31 : 0.0539266 + s_upper_bl_H_31 : 0.0529116 + s_upper_bl_H_30 : 0.0432277 + s_Top_Xtr : 0.0422113 + s_lower_bl_H_30 : 0.0421002 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Train Loss: 4.05526 | Test Loss: 4.19865 | analysis_confidence: 0.16205 | CL: 0.0289103 | ln_CD: 0.0557331 | CM: 0.00469082 | Top_Xtr: 0.0252335 | Bot_Xtr: 0.0291625 +Loss contributors: + s_ln_CD : 0.807641 + s_CL : 0.619144 + s_CM : 0.32393 + s_analysis_confidence : 0.122602 + s_Bot_Xtr : 0.0465989 + s_lower_bl_H_31 : 0.0437052 + s_upper_bl_H_31 : 0.043024 + s_upper_bl_H_30 : 0.0355662 + s_lower_bl_H_30 : 0.0352549 + s_Top_Xtr : 0.0336557 +Epoch: 33 | Train Loss: 4.0205 | Test Loss: 4.04317 | analysis_confidence: 0.158204 | CL: 0.0278707 | ln_CD: 0.0538233 | CM: 0.0046904 | Top_Xtr: 0.0245952 | Bot_Xtr: 0.028734 +Loss contributors: + s_ln_CD : 0.731126 + s_CL : 0.595531 + s_CM : 0.318884 + s_analysis_confidence : 0.122215 + s_Bot_Xtr : 0.045631 + s_lower_bl_H_31 : 0.0425447 + s_upper_bl_H_31 : 0.0413567 + s_lower_bl_H_30 : 0.0343875 + s_upper_bl_H_30 : 0.0343346 + s_Top_Xtr : 0.0326055 +Epoch: 34 | Train Loss: 3.99219 | Test Loss: 4.02413 | analysis_confidence: 0.160913 | CL: 0.0277489 | ln_CD: 0.0542143 | CM: 0.00470117 | Top_Xtr: 0.0244022 | Bot_Xtr: 0.0283737 +Loss contributors: + s_ln_CD : 0.737624 + s_CL : 0.587334 + s_CM : 0.320862 + s_analysis_confidence : 0.122131 + s_Bot_Xtr : 0.0449786 + s_lower_bl_H_31 : 0.042447 + s_upper_bl_H_31 : 0.0413082 + s_upper_bl_H_30 : 0.0339872 + s_lower_bl_H_30 : 0.0339268 + s_Top_Xtr : 0.0323738 +Epoch: 35 | Train Loss: 3.96489 | Test Loss: 4.014 | analysis_confidence: 0.158337 | CL: 0.0275215 | ln_CD: 0.0529537 | CM: 0.00458031 | Top_Xtr: 0.0255077 | Bot_Xtr: 0.0296699 +Loss contributors: + s_ln_CD : 0.740789 + s_CL : 0.592918 + s_CM : 0.311164 + s_analysis_confidence : 0.121442 + s_Bot_Xtr : 0.0453662 + s_lower_bl_H_31 : 0.0426666 + s_upper_bl_H_31 : 0.0417639 + s_lower_bl_H_30 : 0.0347561 + s_upper_bl_H_30 : 0.0344727 + s_Top_Xtr : 0.0325912 +Epoch: 36 | Train Loss: 3.93703 | Test Loss: 3.95035 | analysis_confidence: 0.155656 | CL: 0.0281647 | ln_CD: 0.0557788 | CM: 0.00462314 | Top_Xtr: 0.0249719 | Bot_Xtr: 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analysis_confidence: 0.151471 | CL: 0.0264614 | ln_CD: 0.0504685 | CM: 0.00441234 | Top_Xtr: 0.0225748 | Bot_Xtr: 0.0261294 +Loss contributors: + s_ln_CD : 0.694156 + s_CL : 0.551091 + s_CM : 0.290215 + s_analysis_confidence : 0.11812 + s_Bot_Xtr : 0.0397855 + s_lower_bl_H_31 : 0.0378455 + s_upper_bl_H_31 : 0.0365259 + s_lower_bl_H_30 : 0.0308241 + s_upper_bl_H_30 : 0.0305171 + s_lower_bl_H_3 : 0.0289084 +Epoch: 48 | Train Loss: 3.67635 | Test Loss: 3.71205 | analysis_confidence: 0.151727 | CL: 0.0261167 | ln_CD: 0.0561547 | CM: 0.00443333 | Top_Xtr: 0.0224219 | Bot_Xtr: 0.0260255 +Loss contributors: + s_ln_CD : 0.698531 + s_CL : 0.547833 + s_CM : 0.289806 + s_analysis_confidence : 0.117668 + s_Bot_Xtr : 0.0392452 + s_lower_bl_H_31 : 0.03774 + s_upper_bl_H_31 : 0.0367482 + s_lower_bl_H_30 : 0.0306445 + s_upper_bl_H_30 : 0.0303237 + s_lower_bl_H_3 : 0.028572 +Epoch: 49 | Train Loss: 3.66111 | Test Loss: 3.84508 | analysis_confidence: 0.152071 | CL: 0.027613 | ln_CD: 0.062224 | CM: 0.00443695 | Top_Xtr: 0.0228934 | Bot_Xtr: 0.0266955 +Loss contributors: + s_ln_CD : 0.775948 + s_CL : 0.570632 + s_CM : 0.291063 + s_analysis_confidence : 0.11829 + s_Bot_Xtr : 0.0400595 + s_lower_bl_H_31 : 0.0378932 + s_upper_bl_H_31 : 0.0366986 + s_lower_bl_H_30 : 0.0306857 + s_upper_bl_H_30 : 0.0302407 + s_lower_bl_H_2 : 0.0296385 +slurmstepd-d-12-1-1: error: *** JOB 25351717 ON d-12-1-1 CANCELLED AT 2024-03-08T12:48:07 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25351724 b/training/gen2_architecture/log.log-25351724 new file mode 100644 index 0000000..6a2972f --- /dev/null +++ b/training/gen2_architecture/log.log-25351724 @@ -0,0 +1,649 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 31.0692 | Test Loss: 10.5852 | analysis_confidence: 0.284906 | CL: 0.0481942 | ln_CD: 0.108971 | CM: 0.00845624 | Top_Xtr: 0.0528148 | Bot_Xtr: 0.0616394 +Loss contributors: + s_ln_CD : 1.5787 + s_CL : 1.33069 + s_CM : 0.804645 + s_analysis_confidence : 0.197147 + s_Bot_Xtr : 0.134154 + s_upper_bl_H_31 : 0.122094 + s_lower_bl_H_31 : 0.119363 + s_upper_bl_H_30 : 0.10495 + s_lower_bl_H_0 : 0.0988855 + s_upper_bl_H_29 : 0.0966371 +Epoch: 1 | Train Loss: 8.92212 | Test Loss: 7.81157 | analysis_confidence: 0.241415 | CL: 0.0418195 | ln_CD: 0.0817391 | CM: 0.00710235 | Top_Xtr: 0.0414163 | Bot_Xtr: 0.0488961 +Loss contributors: + s_ln_CD : 1.20798 + s_CL : 1.02581 + s_CM : 0.607409 + s_analysis_confidence : 0.174988 + s_Bot_Xtr : 0.0976811 + s_upper_bl_H_31 : 0.089377 + s_lower_bl_H_31 : 0.0869131 + s_upper_bl_H_30 : 0.0747705 + s_lower_bl_H_1 : 0.0740978 + s_lower_bl_H_30 : 0.0700427 +Epoch: 2 | Train Loss: 7.11068 | Test Loss: 6.50472 | analysis_confidence: 0.219154 | CL: 0.038102 | ln_CD: 0.0731718 | CM: 0.0063798 | Top_Xtr: 0.0361486 | Bot_Xtr: 0.0428251 +Loss contributors: + s_ln_CD : 1.03574 + s_CL : 0.874899 + s_CM : 0.502618 + s_analysis_confidence : 0.160672 + s_Bot_Xtr : 0.0823938 + s_upper_bl_H_31 : 0.0703544 + s_lower_bl_H_31 : 0.0696722 + s_lower_bl_H_1 : 0.0622155 + s_upper_bl_H_30 : 0.0595627 + s_lower_bl_H_30 : 0.0575595 +Epoch: 3 | Train Loss: 6.17016 | Test Loss: 5.8628 | analysis_confidence: 0.199004 | CL: 0.0353405 | ln_CD: 0.074913 | CM: 0.00588311 | Top_Xtr: 0.032777 | Bot_Xtr: 0.0388218 +Loss contributors: + s_ln_CD : 0.994007 + s_CL : 0.806623 + s_CM : 0.44955 + s_analysis_confidence : 0.147722 + s_Bot_Xtr : 0.0720851 + s_upper_bl_H_31 : 0.0633759 + s_lower_bl_H_31 : 0.0627722 + s_upper_bl_H_30 : 0.0532955 + s_lower_bl_H_1 : 0.0527751 + s_lower_bl_H_30 : 0.0525081 +Epoch: 4 | Train Loss: 5.59263 | Test Loss: 5.40703 | analysis_confidence: 0.181656 | CL: 0.0337229 | ln_CD: 0.0637631 | CM: 0.00574684 | Top_Xtr: 0.0313043 | Bot_Xtr: 0.0369527 +Loss contributors: + s_ln_CD : 0.925199 + s_CL : 0.769679 + s_CM : 0.430462 + s_analysis_confidence : 0.137797 + s_Bot_Xtr : 0.0662996 + s_lower_bl_H_31 : 0.0551518 + s_upper_bl_H_31 : 0.0551439 + s_lower_bl_H_2 : 0.0488965 + s_lower_bl_H_1 : 0.0467233 + s_lower_bl_H_30 : 0.0467104 +Epoch: 5 | Train Loss: 5.20779 | Test Loss: 5.09331 | analysis_confidence: 0.176542 | CL: 0.0318121 | ln_CD: 0.0663064 | CM: 0.00537487 | Top_Xtr: 0.0302541 | Bot_Xtr: 0.0356318 +Loss contributors: + s_ln_CD : 0.912987 + s_CL : 0.708933 + s_CM : 0.391918 + s_analysis_confidence : 0.132382 + s_Bot_Xtr : 0.0622387 + s_upper_bl_H_31 : 0.0517688 + s_lower_bl_H_31 : 0.0516822 + s_lower_bl_H_2 : 0.0470695 + s_Top_Xtr : 0.0437901 + s_lower_bl_H_30 : 0.0433054 +Epoch: 6 | Train Loss: 4.92926 | Test Loss: 4.953 | analysis_confidence: 0.168361 | CL: 0.037285 | ln_CD: 0.0638653 | CM: 0.00528461 | Top_Xtr: 0.0279801 | Bot_Xtr: 0.0328833 +Loss contributors: + s_ln_CD : 0.860542 + s_CL : 0.752416 + s_CM : 0.375678 + s_analysis_confidence : 0.128391 + s_Bot_Xtr : 0.0574873 + s_lower_bl_H_31 : 0.0479557 + s_upper_bl_H_31 : 0.0475347 + s_lower_bl_H_2 : 0.0437416 + s_lower_bl_H_1 : 0.0413249 + s_lower_bl_H_30 : 0.0405541 +Epoch: 7 | Train Loss: 4.72308 | Test Loss: 4.58186 | analysis_confidence: 0.164901 | CL: 0.0305591 | ln_CD: 0.0577665 | CM: 0.00495437 | Top_Xtr: 0.0265664 | Bot_Xtr: 0.0310179 +Loss contributors: + s_ln_CD 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0.0410237 + s_lower_bl_H_2 : 0.0354558 + s_upper_bl_H_30 : 0.0354199 + s_lower_bl_H_30 : 0.034664 +Epoch: 12 | Train Loss: 4.11526 | Test Loss: 4.13657 | analysis_confidence: 0.154916 | CL: 0.0280977 | ln_CD: 0.0559759 | CM: 0.00465093 | Top_Xtr: 0.0242051 | Bot_Xtr: 0.0275021 +Loss contributors: + s_ln_CD : 0.809061 + s_CL : 0.606166 + s_CM : 0.312546 + s_analysis_confidence : 0.120315 + s_Bot_Xtr : 0.0443211 + s_lower_bl_H_31 : 0.0379235 + s_upper_bl_H_31 : 0.0378934 + s_lower_bl_H_2 : 0.0338345 + s_lower_bl_H_3 : 0.0324031 + s_lower_bl_H_1 : 0.0323015 +Epoch: 13 | Train Loss: 4.03706 | Test Loss: 3.97927 | analysis_confidence: 0.155066 | CL: 0.0271109 | ln_CD: 0.0547866 | CM: 0.00447157 | Top_Xtr: 0.0238405 | Bot_Xtr: 0.0271723 +Loss contributors: + s_ln_CD : 0.757841 + s_CL : 0.572177 + s_CM : 0.300785 + s_analysis_confidence : 0.119526 + s_Bot_Xtr : 0.0424876 + s_lower_bl_H_31 : 0.0388149 + s_upper_bl_H_31 : 0.0377549 + s_lower_bl_H_2 : 0.033678 + s_lower_bl_H_30 : 0.0325656 + s_lower_bl_H_3 : 0.0317249 +Epoch: 14 | Train Loss: 3.96844 | Test Loss: 3.95029 | analysis_confidence: 0.153128 | CL: 0.0273357 | ln_CD: 0.0551275 | CM: 0.0046199 | Top_Xtr: 0.0225784 | Bot_Xtr: 0.0261437 +Loss contributors: + s_ln_CD : 0.741016 + s_CL : 0.573198 + s_CM : 0.307482 + s_analysis_confidence : 0.11856 + s_Bot_Xtr : 0.0419021 + s_upper_bl_H_31 : 0.0379923 + s_lower_bl_H_31 : 0.0369719 + s_lower_bl_H_2 : 0.0324035 + s_lower_bl_H_3 : 0.0321135 + s_upper_bl_H_30 : 0.0312486 +Epoch: 15 | Train Loss: 3.90988 | Test Loss: 3.90301 | analysis_confidence: 0.153485 | CL: 0.027081 | ln_CD: 0.05301 | CM: 0.00452512 | Top_Xtr: 0.0218617 | Bot_Xtr: 0.0254198 +Loss contributors: + s_ln_CD : 0.74106 + s_CL : 0.571206 + s_CM : 0.298598 + s_analysis_confidence : 0.117947 + s_Bot_Xtr : 0.040934 + s_lower_bl_H_31 : 0.0370157 + s_upper_bl_H_31 : 0.0355403 + s_lower_bl_H_3 : 0.0325537 + s_lower_bl_H_2 : 0.0317093 + s_lower_bl_H_30 : 0.031565 +Epoch: 16 | Train Loss: 3.84949 | Test Loss: 3.99 | 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| Top_Xtr: 0.0207285 | Bot_Xtr: 0.0242774 +Loss contributors: + s_ln_CD : 0.735337 + s_CL : 0.556046 + s_CM : 0.283275 + s_analysis_confidence : 0.116497 + s_Bot_Xtr : 0.0375352 + s_lower_bl_H_31 : 0.0344059 + s_upper_bl_H_31 : 0.0337129 + s_lower_bl_H_2 : 0.0309205 + s_lower_bl_H_3 : 0.0308467 + s_lower_bl_H_4 : 0.0296208 +Epoch: 19 | Train Loss: 3.70609 | Test Loss: 3.92625 | analysis_confidence: 0.15347 | CL: 0.0269109 | ln_CD: 0.0546974 | CM: 0.00428673 | Top_Xtr: 0.0217416 | Bot_Xtr: 0.0254627 +Loss contributors: + s_ln_CD : 0.782264 + s_CL : 0.579614 + s_CM : 0.291068 + s_analysis_confidence : 0.117213 + s_Bot_Xtr : 0.0390017 + s_lower_bl_H_31 : 0.0361864 + s_upper_bl_H_31 : 0.0353037 + s_lower_bl_H_2 : 0.0330024 + s_lower_bl_H_3 : 0.0315684 + s_lower_bl_H_4 : 0.0310319 +Epoch: 20 | Train Loss: 3.66411 | Test Loss: 3.65777 | analysis_confidence: 0.147978 | CL: 0.0259605 | ln_CD: 0.0544488 | CM: 0.00428966 | Top_Xtr: 0.0240829 | Bot_Xtr: 0.0280636 +Loss contributors: + s_ln_CD : 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s_Bot_Xtr : 0.0366481 + s_lower_bl_H_31 : 0.0322309 + s_upper_bl_H_31 : 0.0316301 + s_lower_bl_H_2 : 0.0304604 + s_lower_bl_H_4 : 0.0286029 + s_lower_bl_H_3 : 0.0285762 +Epoch: 23 | Train Loss: 3.5562 | Test Loss: 3.61422 | analysis_confidence: 0.146049 | CL: 0.0261914 | ln_CD: 0.053244 | CM: 0.0040963 | Top_Xtr: 0.0219326 | Bot_Xtr: 0.0254475 +Loss contributors: + s_ln_CD : 0.713437 + s_CL : 0.545721 + s_CM : 0.268593 + s_analysis_confidence : 0.114128 + s_Bot_Xtr : 0.0359806 + s_lower_bl_H_31 : 0.0323661 + s_upper_bl_H_31 : 0.0323235 + s_lower_bl_H_2 : 0.0312748 + s_lower_bl_H_4 : 0.029504 + s_lower_bl_H_3 : 0.0294253 +Epoch: 24 | Train Loss: 3.52611 | Test Loss: 3.92812 | analysis_confidence: 0.146891 | CL: 0.0253151 | ln_CD: 0.0517968 | CM: 0.00409588 | Top_Xtr: 0.0191826 | Bot_Xtr: 0.0228651 +Loss contributors: + s_ln_CD : 1.01567 + s_CL : 0.550065 + s_CM : 0.270711 + s_analysis_confidence : 0.11437 + s_Bot_Xtr : 0.0359664 + s_lower_bl_H_31 : 0.0325473 + s_upper_bl_H_31 : 0.0314927 + s_lower_bl_H_2 : 0.0300175 + s_lower_bl_H_3 : 0.0288749 + s_lower_bl_H_4 : 0.0283508 +Epoch: 25 | Train Loss: 3.498 | Test Loss: 3.47438 | analysis_confidence: 0.144722 | CL: 0.0253118 | ln_CD: 0.0513225 | CM: 0.00409928 | Top_Xtr: 0.0191772 | Bot_Xtr: 0.0223328 +Loss contributors: + s_ln_CD : 0.698807 + s_CL : 0.516098 + s_CM : 0.263181 + s_analysis_confidence : 0.114034 + s_Bot_Xtr : 0.0343116 + s_lower_bl_H_31 : 0.0315747 + s_upper_bl_H_31 : 0.030609 + s_lower_bl_H_2 : 0.0294293 + s_lower_bl_H_3 : 0.0282889 + s_lower_bl_H_1 : 0.0276573 +Epoch: 26 | Train Loss: 3.46692 | Test Loss: 3.53457 | analysis_confidence: 0.145895 | CL: 0.0246915 | ln_CD: 0.0585329 | CM: 0.00414678 | Top_Xtr: 0.0187421 | Bot_Xtr: 0.0215692 +Loss contributors: + s_ln_CD : 0.71373 + s_CL : 0.525639 + s_CM : 0.267137 + s_analysis_confidence : 0.113889 + s_Bot_Xtr : 0.0329757 + s_upper_bl_H_31 : 0.0311952 + s_lower_bl_H_31 : 0.0311213 + s_lower_bl_H_2 : 0.0303134 + s_lower_bl_H_3 : 0.028434 + s_lower_bl_H_4 : 0.0282031 +Epoch: 27 | Train Loss: 3.44464 | Test Loss: 3.471 | analysis_confidence: 0.145971 | CL: 0.0254081 | ln_CD: 0.0532684 | CM: 0.00397634 | Top_Xtr: 0.0201045 | Bot_Xtr: 0.0235003 +Loss contributors: + s_ln_CD : 0.713743 + s_CL : 0.518037 + s_CM : 0.2567 + s_analysis_confidence : 0.115845 + s_Bot_Xtr : 0.0340625 + s_lower_bl_H_31 : 0.0303916 + s_lower_bl_H_2 : 0.0301464 + s_upper_bl_H_31 : 0.0298715 + s_lower_bl_H_3 : 0.0278476 + s_lower_bl_H_4 : 0.027584 +Epoch: 28 | Train Loss: 3.41977 | Test Loss: 3.47781 | analysis_confidence: 0.144651 | CL: 0.0252132 | ln_CD: 0.0501919 | CM: 0.00418946 | Top_Xtr: 0.0183982 | Bot_Xtr: 0.0217252 +Loss contributors: + s_ln_CD : 0.683773 + s_CL : 0.532234 + s_CM : 0.262642 + s_analysis_confidence : 0.113482 + s_Bot_Xtr : 0.0326174 + s_upper_bl_H_31 : 0.032433 + s_lower_bl_H_31 : 0.0322872 + s_lower_bl_H_2 : 0.0284753 + s_upper_bl_H_30 : 0.027725 + s_lower_bl_H_30 : 0.0276501 +Epoch: 29 | Train Loss: 3.39768 | Test Loss: 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CM: 0.00430378 | Top_Xtr: 0.0178214 | Bot_Xtr: 0.0209293 +Loss contributors: + s_ln_CD : 0.658403 + s_CL : 0.513691 + s_CM : 0.268338 + s_analysis_confidence : 0.113326 + s_Bot_Xtr : 0.032803 + s_lower_bl_H_31 : 0.0303674 + s_upper_bl_H_31 : 0.0299513 + s_lower_bl_H_2 : 0.0281307 + s_lower_bl_H_3 : 0.0275885 + s_lower_bl_H_4 : 0.0266576 +Epoch: 32 | Train Loss: 3.33529 | Test Loss: 3.41454 | analysis_confidence: 0.144015 | CL: 0.0242851 | ln_CD: 0.0486378 | CM: 0.00432798 | Top_Xtr: 0.0194218 | Bot_Xtr: 0.0231323 +Loss contributors: + s_ln_CD : 0.685443 + s_CL : 0.506692 + s_CM : 0.267061 + s_analysis_confidence : 0.112451 + s_Bot_Xtr : 0.0338733 + s_lower_bl_H_31 : 0.0306729 + s_upper_bl_H_31 : 0.0303458 + s_lower_bl_H_2 : 0.0287537 + s_lower_bl_H_3 : 0.0275031 + s_lower_bl_H_4 : 0.026875 +Epoch: 33 | Train Loss: 3.3186 | Test Loss: 3.44379 | analysis_confidence: 0.144581 | CL: 0.0242432 | ln_CD: 0.0493769 | CM: 0.00390195 | Top_Xtr: 0.0179119 | Bot_Xtr: 0.0213164 +Loss contributors: 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s_analysis_confidence : 0.111928 + s_Bot_Xtr : 0.0321493 + s_lower_bl_H_31 : 0.0303336 + s_upper_bl_H_31 : 0.0291885 + s_lower_bl_H_3 : 0.0272955 + s_lower_bl_H_2 : 0.0269594 + s_lower_bl_H_4 : 0.025644 +Epoch: 36 | Train Loss: 3.26721 | Test Loss: 3.33599 | analysis_confidence: 0.144845 | CL: 0.0245972 | ln_CD: 0.0486785 | CM: 0.00388517 | Top_Xtr: 0.0197739 | Bot_Xtr: 0.0237347 +Loss contributors: + s_ln_CD : 0.65884 + s_CL : 0.505743 + s_CM : 0.245583 + s_analysis_confidence : 0.112489 + s_Bot_Xtr : 0.0333588 + s_lower_bl_H_31 : 0.0301266 + s_upper_bl_H_31 : 0.0290525 + s_lower_bl_H_2 : 0.0280529 + s_lower_bl_H_3 : 0.0266172 + s_lower_bl_H_30 : 0.0261342 +Epoch: 37 | Train Loss: 3.24801 | Test Loss: 3.33804 | analysis_confidence: 0.144081 | CL: 0.0246469 | ln_CD: 0.0495651 | CM: 0.00400114 | Top_Xtr: 0.0181017 | Bot_Xtr: 0.0209523 +Loss contributors: + s_ln_CD : 0.667392 + s_CL : 0.50948 + s_CM : 0.250245 + s_analysis_confidence : 0.11234 + s_Bot_Xtr : 0.0314816 + s_lower_bl_H_31 : 0.0297085 + s_upper_bl_H_31 : 0.0288337 + s_lower_bl_H_2 : 0.0281662 + s_lower_bl_H_3 : 0.0264536 + s_lower_bl_H_4 : 0.025989 +Epoch: 38 | Train Loss: 3.23061 | Test Loss: 3.45956 | analysis_confidence: 0.142829 | CL: 0.0289281 | ln_CD: 0.0620134 | CM: 0.00453677 | Top_Xtr: 0.0186301 | Bot_Xtr: 0.021354 +Loss contributors: + s_ln_CD : 0.710305 + s_CL : 0.556256 + s_CM : 0.275417 + s_analysis_confidence : 0.112929 + s_Bot_Xtr : 0.0309688 + s_lower_bl_H_31 : 0.029352 + s_upper_bl_H_31 : 0.0290352 + s_lower_bl_H_2 : 0.0278488 + s_lower_bl_H_3 : 0.0273946 + s_lower_bl_H_4 : 0.0265586 +Epoch: 39 | Train Loss: 3.21894 | Test Loss: 3.4065 | analysis_confidence: 0.139891 | CL: 0.0241635 | ln_CD: 0.0538014 | CM: 0.00388688 | Top_Xtr: 0.0191234 | Bot_Xtr: 0.0225544 +Loss contributors: + s_ln_CD : 0.735449 + s_CL : 0.505316 + s_CM : 0.25003 + s_analysis_confidence : 0.1113 + s_Bot_Xtr : 0.0319948 + s_lower_bl_H_31 : 0.028958 + s_upper_bl_H_31 : 0.0289028 + s_lower_bl_H_2 : 0.0284014 + s_lower_bl_H_3 : 0.0276632 + s_lower_bl_H_4 : 0.0264999 +Epoch: 40 | Train Loss: 3.20437 | Test Loss: 3.20388 | analysis_confidence: 0.1431 | CL: 0.0234377 | ln_CD: 0.0452883 | CM: 0.00377805 | Top_Xtr: 0.0173815 | Bot_Xtr: 0.020744 +Loss contributors: + s_ln_CD : 0.638153 + s_CL : 0.485294 + s_CM : 0.243026 + s_analysis_confidence : 0.110901 + s_Bot_Xtr : 0.0299476 + s_lower_bl_H_31 : 0.0287882 + s_upper_bl_H_31 : 0.0280261 + s_lower_bl_H_2 : 0.0272619 + s_lower_bl_H_3 : 0.0261575 + s_lower_bl_H_1 : 0.0253479 +Epoch: 41 | Train Loss: 3.19327 | Test Loss: 3.24602 | analysis_confidence: 0.13949 | CL: 0.0246139 | ln_CD: 0.0544706 | CM: 0.0038014 | Top_Xtr: 0.0167982 | Bot_Xtr: 0.0201286 +Loss contributors: + s_ln_CD : 0.666848 + s_CL : 0.49428 + s_CM : 0.240523 + s_analysis_confidence : 0.111125 + s_Bot_Xtr : 0.029658 + s_lower_bl_H_31 : 0.0289967 + s_upper_bl_H_31 : 0.0287373 + s_lower_bl_H_3 : 0.0268082 + s_lower_bl_H_2 : 0.0267539 + s_lower_bl_H_1 : 0.0251497 +Epoch: 42 | Train Loss: 3.17463 | Test Loss: 3.22499 | analysis_confidence: 0.139771 | CL: 0.0236585 | ln_CD: 0.0451967 | CM: 0.00398816 | Top_Xtr: 0.0191838 | Bot_Xtr: 0.0222868 +Loss contributors: + s_ln_CD : 0.644528 + s_CL : 0.492341 + s_CM : 0.249211 + s_analysis_confidence : 0.111304 + s_Bot_Xtr : 0.0301898 + s_upper_bl_H_31 : 0.0289758 + s_lower_bl_H_31 : 0.0278367 + s_lower_bl_H_2 : 0.0271624 + s_lower_bl_H_3 : 0.0261389 + s_lower_bl_H_4 : 0.0251727 +Epoch: 43 | Train Loss: 3.16064 | Test Loss: 3.14857 | analysis_confidence: 0.14364 | CL: 0.023043 | ln_CD: 0.0446225 | CM: 0.00368533 | Top_Xtr: 0.0173671 | Bot_Xtr: 0.0201573 +Loss contributors: + s_ln_CD : 0.638619 + s_CL : 0.478888 + s_CM : 0.234811 + s_analysis_confidence : 0.110861 + s_Bot_Xtr : 0.0297086 + s_lower_bl_H_31 : 0.0274717 + s_upper_bl_H_31 : 0.0273213 + s_lower_bl_H_2 : 0.0269722 + s_lower_bl_H_3 : 0.0260195 + s_lower_bl_H_1 : 0.0249447 +Epoch: 44 | Train Loss: 3.14737 | Test Loss: 3.31326 | analysis_confidence: 0.145488 | CL: 0.0238788 | ln_CD: 0.051216 | CM: 0.00383661 | Top_Xtr: 0.0177797 | Bot_Xtr: 0.0202764 +Loss contributors: + s_ln_CD : 0.688989 + s_CL : 0.505492 + s_CM : 0.251145 + s_analysis_confidence : 0.112206 + s_Bot_Xtr : 0.0303265 + s_lower_bl_H_3 : 0.0286321 + s_lower_bl_H_31 : 0.0285077 + s_lower_bl_H_2 : 0.0284783 + s_upper_bl_H_31 : 0.0284647 + s_lower_bl_H_4 : 0.0265323 +Epoch: 45 | Train Loss: 3.13723 | Test Loss: 3.23796 | analysis_confidence: 0.143147 | CL: 0.0235682 | ln_CD: 0.0467423 | CM: 0.00398957 | Top_Xtr: 0.0170483 | Bot_Xtr: 0.0207752 +Loss contributors: + s_ln_CD : 0.657648 + s_CL : 0.492217 + s_CM : 0.252907 + s_analysis_confidence : 0.112762 + s_Bot_Xtr : 0.0311464 + s_lower_bl_H_3 : 0.0288577 + s_lower_bl_H_31 : 0.0273151 + s_lower_bl_H_2 : 0.0272483 + s_upper_bl_H_31 : 0.0271223 + s_lower_bl_H_5 : 0.0258633 +Epoch: 46 | Train Loss: 3.12099 | Test Loss: 3.16197 | analysis_confidence: 0.141159 | CL: 0.0236394 | ln_CD: 0.0462583 | CM: 0.00376166 | Top_Xtr: 0.0164036 | Bot_Xtr: 0.0195329 +Loss contributors: + s_ln_CD : 0.638841 + s_CL : 0.484317 + s_CM : 0.238587 + s_analysis_confidence : 0.110275 + s_Bot_Xtr : 0.0289153 + s_upper_bl_H_31 : 0.0278453 + s_lower_bl_H_31 : 0.0274869 + s_lower_bl_H_3 : 0.0268497 + s_lower_bl_H_2 : 0.0258184 + s_lower_bl_H_4 : 0.0242088 +Epoch: 47 | Train Loss: 3.11052 | Test Loss: 3.27129 | analysis_confidence: 0.139768 | CL: 0.0240243 | ln_CD: 0.0461491 | CM: 0.00424805 | Top_Xtr: 0.0167672 | Bot_Xtr: 0.0200734 +Loss contributors: + s_ln_CD : 0.693509 + s_CL : 0.495106 + s_CM : 0.258985 + s_analysis_confidence : 0.1117 + s_Bot_Xtr : 0.0295655 + s_upper_bl_H_31 : 0.0284643 + s_lower_bl_H_31 : 0.0283206 + s_lower_bl_H_3 : 0.0276906 + s_lower_bl_H_2 : 0.0256798 + s_lower_bl_H_30 : 0.024892 +Epoch: 48 | Train Loss: 3.09744 | Test Loss: 3.19055 | analysis_confidence: 0.146061 | CL: 0.0238201 | ln_CD: 0.0477706 | CM: 0.00387 | Top_Xtr: 0.0196531 | Bot_Xtr: 0.022876 +Loss contributors: + s_ln_CD : 0.65522 + s_CL : 0.491323 + s_CM : 0.24122 + s_analysis_confidence : 0.110917 + s_Bot_Xtr : 0.0314099 + s_upper_bl_H_31 : 0.0296693 + s_lower_bl_H_31 : 0.0278158 + s_lower_bl_H_3 : 0.0256635 + s_lower_bl_H_2 : 0.0255284 + s_upper_bl_H_30 : 0.024658 +slurmstepd-d-12-1-1: error: *** JOB 25351724 ON d-12-1-1 CANCELLED AT 2024-03-08T12:48:07 *** diff --git a/training/gen2_architecture/log.log-25351731 b/training/gen2_architecture/log.log-25351731 new file mode 100644 index 0000000..2310c14 --- /dev/null +++ b/training/gen2_architecture/log.log-25351731 @@ -0,0 +1,661 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 17.8492 | Test Loss: 7.57575 | analysis_confidence: 0.188978 | CL: 0.0435732 | ln_CD: 0.0985798 | CM: 0.00696279 | Top_Xtr: 0.0391507 | Bot_Xtr: 0.0459943 +Loss contributors: + s_ln_CD : 1.32359 + s_CL : 1.04832 + s_CM : 0.575396 + s_analysis_confidence : 0.14702 + s_Bot_Xtr : 0.0904902 + s_upper_bl_H_31 : 0.08274 + s_lower_bl_H_31 : 0.076738 + s_upper_bl_H_30 : 0.0702589 + s_upper_bl_H_29 : 0.064979 + s_lower_bl_H_30 : 0.0637463 +Epoch: 1 | Train Loss: 6.38553 | Test Loss: 5.74825 | analysis_confidence: 0.165808 | CL: 0.037572 | ln_CD: 0.0763474 | CM: 0.00614165 | Top_Xtr: 0.0323411 | Bot_Xtr: 0.0371237 +Loss contributors: + s_ln_CD : 1.0645 + s_CL : 0.823193 + s_CM : 0.458723 + s_analysis_confidence 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s_upper_bl_H_31 : 0.0280506 + s_lower_bl_H_1 : 0.0274382 + s_lower_bl_H_5 : 0.0267251 +Epoch: 30 | Train Loss: 3.48855 | Test Loss: 3.66341 | analysis_confidence: 0.147371 | CL: 0.0319568 | ln_CD: 0.0534298 | CM: 0.0047008 | Top_Xtr: 0.0286656 | Bot_Xtr: 0.0296762 +Loss contributors: + s_ln_CD : 0.707361 + s_CL : 0.607362 + s_CM : 0.29193 + s_analysis_confidence : 0.116854 + s_Bot_Xtr : 0.0381259 + s_upper_bl_H_31 : 0.0301379 + s_lower_bl_H_31 : 0.0292628 + s_Top_Xtr : 0.0292274 + s_upper_bl_H_30 : 0.0273897 + s_lower_bl_H_4 : 0.027328 +Epoch: 31 | Train Loss: 3.47745 | Test Loss: 3.53293 | analysis_confidence: 0.137894 | CL: 0.025643 | ln_CD: 0.0598331 | CM: 0.00422404 | Top_Xtr: 0.0207078 | Bot_Xtr: 0.0228399 +Loss contributors: + s_ln_CD : 0.757511 + s_CL : 0.526711 + s_CM : 0.265797 + s_analysis_confidence : 0.110128 + s_Bot_Xtr : 0.0348244 + s_lower_bl_H_31 : 0.0297083 + s_upper_bl_H_31 : 0.0294454 + s_lower_bl_H_2 : 0.0263136 + s_lower_bl_H_3 : 0.0259588 + s_lower_bl_H_1 : 0.0255214 +Epoch: 32 | Train Loss: 3.46631 | Test Loss: 3.49279 | analysis_confidence: 0.133364 | CL: 0.0296164 | ln_CD: 0.0505499 | CM: 0.00440282 | Top_Xtr: 0.0187742 | Bot_Xtr: 0.0211384 +Loss contributors: + s_ln_CD : 0.698171 + s_CL : 0.579975 + s_CM : 0.275632 + s_analysis_confidence : 0.106353 + s_Bot_Xtr : 0.0328177 + s_lower_bl_H_31 : 0.0294147 + s_upper_bl_H_31 : 0.0282219 + s_lower_bl_H_30 : 0.0256175 + s_upper_bl_H_30 : 0.0252429 + s_lower_bl_H_3 : 0.0251704 +Epoch: 33 | Train Loss: 3.45081 | Test Loss: 3.5249 | analysis_confidence: 0.141997 | CL: 0.0271941 | ln_CD: 0.0589526 | CM: 0.00421976 | Top_Xtr: 0.0205279 | Bot_Xtr: 0.022961 +Loss contributors: + s_ln_CD : 0.750861 + s_CL : 0.554312 + s_CM : 0.26247 + s_analysis_confidence : 0.108982 + s_Bot_Xtr : 0.0356224 + s_lower_bl_H_31 : 0.028156 + s_upper_bl_H_31 : 0.0274904 + s_lower_bl_H_3 : 0.0264881 + s_lower_bl_H_1 : 0.0264308 + s_lower_bl_H_2 : 0.0262292 +Epoch: 34 | Train Loss: 3.43887 | Test Loss: 3.5021 | analysis_confidence: 0.142729 | CL: 0.0265859 | ln_CD: 0.0546829 | CM: 0.00444501 | Top_Xtr: 0.0191964 | Bot_Xtr: 0.0222272 +Loss contributors: + s_ln_CD : 0.693773 + s_CL : 0.535823 + s_CM : 0.272144 + s_analysis_confidence : 0.108254 + s_Bot_Xtr : 0.0331219 + s_lower_bl_H_31 : 0.0295701 + s_upper_bl_H_31 : 0.0292284 + s_lower_bl_H_3 : 0.0269964 + s_lower_bl_H_4 : 0.0267158 + s_lower_bl_H_5 : 0.0261987 +Epoch: 35 | Train Loss: 3.42856 | Test Loss: 3.50473 | analysis_confidence: 0.141283 | CL: 0.0261688 | ln_CD: 0.051725 | CM: 0.00425971 | Top_Xtr: 0.0193152 | Bot_Xtr: 0.0215743 +Loss contributors: + s_ln_CD : 0.713141 + s_CL : 0.548028 + s_CM : 0.271519 + s_analysis_confidence : 0.109204 + s_Bot_Xtr : 0.0316773 + s_lower_bl_H_31 : 0.0290059 + s_upper_bl_H_31 : 0.0288285 + s_lower_bl_H_3 : 0.0265207 + s_lower_bl_H_2 : 0.0264391 + s_upper_bl_H_30 : 0.0263499 +Epoch: 36 | Train Loss: 3.41897 | Test Loss: 3.55768 | analysis_confidence: 0.137317 | CL: 0.0261931 | ln_CD: 0.0621847 | CM: 0.00426262 | Top_Xtr: 0.0197216 | Bot_Xtr: 0.0252936 +Loss contributors: + s_ln_CD : 0.761622 + s_CL : 0.530326 + s_CM : 0.270598 + s_analysis_confidence : 0.10715 + s_Bot_Xtr : 0.0343411 + s_lower_bl_H_31 : 0.0327247 + s_upper_bl_H_31 : 0.0308396 + s_lower_bl_H_30 : 0.0300984 + s_upper_bl_H_30 : 0.0283479 + s_lower_bl_H_3 : 0.0263906 +Epoch: 37 | Train Loss: 3.41079 | Test Loss: 3.62119 | analysis_confidence: 0.133382 | CL: 0.0292905 | ln_CD: 0.0495073 | CM: 0.00502182 | Top_Xtr: 0.0214793 | Bot_Xtr: 0.0235402 +Loss contributors: + s_ln_CD : 0.739694 + s_CL : 0.569811 + s_CM : 0.310445 + s_analysis_confidence : 0.106707 + s_Bot_Xtr : 0.0347631 + s_lower_bl_H_31 : 0.0308195 + s_upper_bl_H_31 : 0.0296794 + s_lower_bl_H_5 : 0.0271791 + s_lower_bl_H_3 : 0.0271736 + s_lower_bl_H_6 : 0.0270419 +Epoch: 38 | Train Loss: 3.39971 | Test Loss: 3.76758 | analysis_confidence: 0.13679 | CL: 0.0255374 | ln_CD: 0.0762089 | CM: 0.00405285 | Top_Xtr: 0.0243703 | Bot_Xtr: 0.0266844 +Loss contributors: + s_ln_CD : 0.87567 + s_CL : 0.541296 + s_CM : 0.264506 + s_analysis_confidence : 0.106647 + s_Bot_Xtr : 0.0368561 + s_lower_bl_H_31 : 0.0292048 + s_Top_Xtr : 0.0287213 + s_upper_bl_H_31 : 0.0283119 + s_lower_bl_H_3 : 0.0267018 + s_lower_bl_H_4 : 0.0265349 +Epoch: 39 | Train Loss: 3.39256 | Test Loss: 3.42832 | analysis_confidence: 0.135867 | CL: 0.0273474 | ln_CD: 0.0492593 | CM: 0.00454643 | Top_Xtr: 0.0185008 | Bot_Xtr: 0.0219325 +Loss contributors: + s_ln_CD : 0.690318 + s_CL : 0.547809 + s_CM : 0.288756 + s_analysis_confidence : 0.107906 + s_Bot_Xtr : 0.030474 + s_lower_bl_H_31 : 0.0288704 + s_upper_bl_H_31 : 0.0281801 + s_lower_bl_H_4 : 0.0259135 + s_lower_bl_H_6 : 0.0257001 + s_lower_bl_H_2 : 0.0256734 +Epoch: 40 | Train Loss: 3.37722 | Test Loss: 3.4057 | analysis_confidence: 0.137395 | CL: 0.025505 | ln_CD: 0.0638557 | CM: 0.00399427 | Top_Xtr: 0.0282724 | Bot_Xtr: 0.0296231 +Loss contributors: + s_ln_CD : 0.732835 + s_CL : 0.523592 + s_CM : 0.251811 + s_analysis_confidence : 0.10681 + s_Bot_Xtr : 0.0356816 + s_Top_Xtr : 0.0280624 + s_lower_bl_H_31 : 0.0265986 + s_upper_bl_H_31 : 0.0265075 + s_lower_bl_H_3 : 0.0257999 + s_lower_bl_H_1 : 0.0257428 +Epoch: 41 | Train Loss: 3.37439 | Test Loss: 4.02403 | analysis_confidence: 0.138133 | CL: 0.0311383 | ln_CD: 0.078714 | CM: 0.00414826 | Top_Xtr: 0.0196781 | Bot_Xtr: 0.0231237 +Loss contributors: + s_ln_CD : 0.946444 + s_CL : 0.617228 + s_CM : 0.270101 + s_analysis_confidence : 0.106904 + s_Bot_Xtr : 0.03192 + s_lower_bl_H_31 : 0.0302368 + s_lower_bl_H_7 : 0.0291996 + s_lower_bl_H_6 : 0.0286111 + s_lower_bl_H_3 : 0.0285773 + s_lower_bl_H_1 : 0.02834 +Epoch: 42 | Train Loss: 3.3579 | Test Loss: 3.48908 | analysis_confidence: 0.130253 | CL: 0.02713 | ln_CD: 0.049486 | CM: 0.00429377 | Top_Xtr: 0.0227321 | Bot_Xtr: 0.0278402 +Loss contributors: + s_ln_CD : 0.692639 + s_CL : 0.538384 + s_CM : 0.27442 + s_analysis_confidence : 0.106037 + s_Bot_Xtr : 0.0377238 + s_upper_bl_H_31 : 0.0301248 + s_lower_bl_H_31 : 0.0296634 + s_upper_bl_H_30 : 0.0266909 + s_lower_bl_H_30 : 0.0266338 + s_Top_Xtr : 0.0263729 +Epoch: 43 | Train Loss: 3.34962 | Test Loss: 3.35787 | analysis_confidence: 0.138028 | CL: 0.0258463 | ln_CD: 0.0486422 | CM: 0.00446503 | Top_Xtr: 0.0172497 | Bot_Xtr: 0.0193222 +Loss contributors: + s_ln_CD : 0.669072 + s_CL : 0.527551 + s_CM : 0.273022 + s_analysis_confidence : 0.106646 + s_Bot_Xtr : 0.029127 + s_lower_bl_H_31 : 0.0282959 + s_lower_bl_H_3 : 0.0269451 + s_upper_bl_H_31 : 0.0268027 + s_lower_bl_H_1 : 0.0264095 + s_lower_bl_H_2 : 0.0255266 +Epoch: 44 | Train Loss: 3.345 | Test Loss: 3.39198 | analysis_confidence: 0.133768 | CL: 0.0251119 | ln_CD: 0.0485228 | CM: 0.00393805 | Top_Xtr: 0.0191583 | Bot_Xtr: 0.0222982 +Loss contributors: + s_ln_CD : 0.672367 + s_CL : 0.527669 + s_CM : 0.25588 + s_analysis_confidence : 0.107171 + s_Bot_Xtr : 0.0307165 + s_lower_bl_H_31 : 0.0283931 + s_upper_bl_H_31 : 0.0277399 + s_lower_bl_H_3 : 0.0261225 + s_lower_bl_H_6 : 0.0253486 + s_lower_bl_H_30 : 0.0251175 +Epoch: 45 | Train Loss: 3.34637 | Test Loss: 3.36325 | analysis_confidence: 0.150425 | CL: 0.0261743 | ln_CD: 0.0542329 | CM: 0.00419779 | Top_Xtr: 0.0178569 | Bot_Xtr: 0.0203738 +Loss contributors: + s_ln_CD : 0.684044 + s_CL : 0.522018 + s_CM : 0.257494 + s_analysis_confidence : 0.12079 + s_Bot_Xtr : 0.0301229 + s_upper_bl_H_31 : 0.0268821 + s_lower_bl_H_31 : 0.0265547 + s_lower_bl_H_3 : 0.024678 + s_lower_bl_H_1 : 0.0245006 + s_upper_bl_H_30 : 0.0243666 +Epoch: 46 | Train Loss: 3.33599 | Test Loss: 3.49169 | analysis_confidence: 0.132005 | CL: 0.0283407 | ln_CD: 0.0500841 | CM: 0.00422152 | Top_Xtr: 0.0207858 | Bot_Xtr: 0.023652 +Loss contributors: + s_ln_CD : 0.731175 + s_CL : 0.553087 + s_CM : 0.261511 + s_analysis_confidence : 0.1058 + s_Bot_Xtr : 0.031046 + s_lower_bl_H_31 : 0.0291971 + s_upper_bl_H_31 : 0.0281767 + s_lower_bl_H_3 : 0.0268897 + s_lower_bl_H_2 : 0.0257659 + s_lower_bl_H_1 : 0.0252576 +Epoch: 47 | Train Loss: 3.32352 | Test Loss: 3.39882 | analysis_confidence: 0.137094 | CL: 0.0262656 | ln_CD: 0.054659 | CM: 0.00423094 | Top_Xtr: 0.021781 | Bot_Xtr: 0.0237766 +Loss contributors: + s_ln_CD : 0.706794 + s_CL : 0.52108 + s_CM : 0.263286 + s_analysis_confidence : 0.10558 + s_Bot_Xtr : 0.0337505 + s_lower_bl_H_31 : 0.028712 + s_upper_bl_H_31 : 0.0279204 + s_lower_bl_H_3 : 0.0273935 + s_lower_bl_H_30 : 0.0257136 + s_Top_Xtr : 0.0252024 +Epoch: 48 | Train Loss: 3.31497 | Test Loss: 3.49615 | analysis_confidence: 0.130929 | CL: 0.0309381 | ln_CD: 0.0535095 | CM: 0.0042911 | Top_Xtr: 0.0192157 | Bot_Xtr: 0.021605 +Loss contributors: + s_ln_CD : 0.685972 + s_CL : 0.576571 + s_CM : 0.262365 + s_analysis_confidence : 0.105987 + s_Bot_Xtr : 0.0313227 + s_upper_bl_H_31 : 0.0299966 + s_lower_bl_H_31 : 0.0291929 + s_lower_bl_H_2 : 0.0251668 + s_lower_bl_H_3 : 0.0251 + s_upper_bl_H_30 : 0.024985 +Epoch: 49 | Train Loss: 3.30372 | Test Loss: 3.39371 | analysis_confidence: 0.140158 | CL: 0.0248836 | ln_CD: 0.0588604 | CM: 0.00398565 | Top_Xtr: 0.0198266 | Bot_Xtr: 0.0223327 +Loss contributors: + s_ln_CD : 0.692858 + s_CL : 0.518705 + s_CM : 0.254309 + s_analysis_confidence : 0.107173 + s_Bot_Xtr : 0.031107 + s_upper_bl_H_31 : 0.0277892 + s_lower_bl_H_31 : 0.0276105 + s_lower_bl_H_1 : 0.0258099 + s_lower_bl_H_2 : 0.0257983 + s_lower_bl_H_3 : 0.0253163 +slurmstepd-d-13-3-1: error: *** JOB 25351731 ON d-13-3-1 CANCELLED AT 2024-03-08T12:48:07 *** diff --git a/training/gen2_architecture/log.log-25351735 b/training/gen2_architecture/log.log-25351735 new file mode 100644 index 0000000..3d15c86 --- /dev/null +++ b/training/gen2_architecture/log.log-25351735 @@ -0,0 +1,637 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 13.4964 | Test Loss: 6.76602 | analysis_confidence: 0.169463 | CL: 0.0409628 | ln_CD: 0.0821382 | CM: 0.00709718 | Top_Xtr: 0.0371834 | Bot_Xtr: 0.042102 +Loss contributors: + s_ln_CD : 1.10088 + s_CL : 0.928737 + s_CM : 0.552937 + s_analysis_confidence : 0.133545 + s_Bot_Xtr : 0.0751769 + s_upper_bl_H_31 : 0.0713411 + s_lower_bl_H_31 : 0.0684928 + s_upper_bl_H_30 : 0.0618406 + s_lower_bl_H_30 : 0.0573543 + s_Top_Xtr : 0.0562455 +Epoch: 1 | Train Loss: 6.29544 | Test Loss: 7.38914 | analysis_confidence: 0.153756 | CL: 0.0377933 | ln_CD: 0.16996 | CM: 0.00644487 | Top_Xtr: 0.0353248 | Bot_Xtr: 0.0403057 +Loss contributors: + s_ln_CD : 2.113 + s_CL : 0.904439 + s_CM : 0.485283 + s_analysis_confidence : 0.127482 + s_Bot_Xtr : 0.0726613 + s_upper_bl_H_31 : 0.0601017 + s_lower_bl_H_31 : 0.0598392 + s_upper_bl_H_30 : 0.0554595 + s_lower_bl_H_30 : 0.0541558 + s_Top_Xtr : 0.0522917 +Epoch: 2 | Train Loss: 5.74426 | Test Loss: 5.44185 | analysis_confidence: 0.155362 | CL: 0.0374198 | ln_CD: 0.0747221 | CM: 0.00581709 | Top_Xtr: 0.0325563 | Bot_Xtr: 0.0357727 +Loss contributors: + s_ln_CD : 0.967219 + s_CL : 0.782335 + s_CM : 0.425447 + s_analysis_confidence : 0.123988 + s_Bot_Xtr : 0.0585729 + s_upper_bl_H_31 : 0.0560372 + s_lower_bl_H_31 : 0.0546783 + s_lower_bl_H_1 : 0.0507194 + s_lower_bl_H_2 : 0.0490693 + s_upper_bl_H_30 : 0.0476012 +Epoch: 3 | Train Loss: 5.43712 | Test Loss: 5.85302 | analysis_confidence: 0.151342 | CL: 0.0371659 | ln_CD: 0.10018 | CM: 0.00593632 | Top_Xtr: 0.0298133 | Bot_Xtr: 0.0328242 +Loss contributors: + s_ln_CD : 1.19109 + s_CL : 0.802439 + s_CM : 0.43348 + s_analysis_confidence : 0.121076 + s_Bot_Xtr : 0.0609883 + s_lower_bl_H_31 : 0.0531682 + s_upper_bl_H_31 : 0.0514424 + s_lower_bl_H_1 : 0.0488325 + s_lower_bl_H_2 : 0.0477552 + s_lower_bl_H_3 : 0.0453666 +Epoch: 4 | Train Loss: 5.24382 | Test Loss: 5.0933 | analysis_confidence: 0.147511 | CL: 0.0346074 | ln_CD: 0.0699572 | CM: 0.00594855 | Top_Xtr: 0.0285574 | Bot_Xtr: 0.0339651 +Loss contributors: + s_ln_CD : 0.9197 + s_CL : 0.740727 + s_CM : 0.423803 + s_analysis_confidence : 0.120894 + s_Bot_Xtr : 0.0570964 + s_lower_bl_H_31 : 0.0499671 + s_upper_bl_H_31 : 0.0492322 + s_lower_bl_H_0 : 0.0480225 + s_upper_bl_H_30 : 0.0443029 + s_lower_bl_H_30 : 0.0433831 +Epoch: 5 | Train Loss: 5.07787 | Test Loss: 4.95748 | analysis_confidence: 0.154816 | CL: 0.0357972 | ln_CD: 0.061948 | CM: 0.00548376 | Top_Xtr: 0.0294621 | Bot_Xtr: 0.0296105 +Loss contributors: + s_ln_CD : 0.884769 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s_lower_bl_H_0 : 0.0437077 + s_lower_bl_H_1 : 0.040299 + s_upper_bl_H_30 : 0.0401413 +Epoch: 10 | Train Loss: 4.70934 | Test Loss: 5.00912 | analysis_confidence: 0.143918 | CL: 0.0342653 | ln_CD: 0.0700244 | CM: 0.00547531 | Top_Xtr: 0.0258284 | Bot_Xtr: 0.0288405 +Loss contributors: + s_ln_CD : 0.921018 + s_CL : 0.734581 + s_CM : 0.378625 + s_analysis_confidence : 0.114369 + s_Bot_Xtr : 0.0470879 + s_lower_bl_H_1 : 0.0410024 + s_upper_bl_H_31 : 0.0403932 + s_lower_bl_H_3 : 0.040365 + s_lower_bl_H_31 : 0.0397986 + s_lower_bl_H_0 : 0.0380354 +Epoch: 11 | Train Loss: 4.67121 | Test Loss: 4.65332 | analysis_confidence: 0.141598 | CL: 0.0324231 | ln_CD: 0.0650745 | CM: 0.0051086 | Top_Xtr: 0.0246344 | Bot_Xtr: 0.0266723 +Loss contributors: + s_ln_CD : 0.923708 + s_CL : 0.675169 + s_CM : 0.354752 + s_analysis_confidence : 0.115234 + s_Bot_Xtr : 0.0423144 + s_upper_bl_H_31 : 0.0421001 + s_lower_bl_H_31 : 0.0407569 + s_lower_bl_H_1 : 0.0375266 + s_lower_bl_H_3 : 0.037461 + s_upper_bl_H_30 : 0.0369222 +Epoch: 12 | Train Loss: 4.63201 | Test Loss: 4.98488 | analysis_confidence: 0.155547 | CL: 0.0367653 | ln_CD: 0.0979234 | CM: 0.00610394 | Top_Xtr: 0.0275684 | Bot_Xtr: 0.0307407 +Loss contributors: + s_ln_CD : 1.07628 + s_CL : 0.750462 + s_CM : 0.417335 + s_analysis_confidence : 0.134427 + s_upper_bl_H_31 : 0.0468558 + s_upper_bl_H_30 : 0.0449839 + s_Bot_Xtr : 0.0448489 + s_upper_bl_H_29 : 0.0411399 + s_lower_bl_H_31 : 0.0406722 + s_lower_bl_H_30 : 0.0387119 +Epoch: 13 | Train Loss: 4.60299 | Test Loss: 4.65754 | analysis_confidence: 0.148916 | CL: 0.0334488 | ln_CD: 0.0683724 | CM: 0.00551365 | Top_Xtr: 0.0273189 | Bot_Xtr: 0.0311841 +Loss contributors: + s_ln_CD : 0.88779 + s_CL : 0.69211 + s_CM : 0.372616 + s_analysis_confidence : 0.11475 + s_Bot_Xtr : 0.0482579 + s_upper_bl_H_31 : 0.0444723 + s_lower_bl_H_31 : 0.0430852 + s_upper_bl_H_30 : 0.0388981 + s_lower_bl_H_1 : 0.0378055 + s_lower_bl_H_30 : 0.0372522 +Epoch: 14 | Train Loss: 4.56164 | Test Loss: 4.4373 | analysis_confidence: 0.149865 | CL: 0.0341318 | ln_CD: 0.0672956 | CM: 0.00520163 | Top_Xtr: 0.0305032 | Bot_Xtr: 0.0328337 +Loss contributors: + s_ln_CD : 0.851111 + s_CL : 0.690674 + s_CM : 0.354919 + s_analysis_confidence : 0.113884 + s_Bot_Xtr : 0.0465794 + s_upper_bl_H_31 : 0.0413151 + s_lower_bl_H_31 : 0.0383233 + s_Top_Xtr : 0.0381988 + s_lower_bl_H_1 : 0.0364033 + s_lower_bl_H_3 : 0.0346565 +Epoch: 15 | Train Loss: 4.54479 | Test Loss: 4.55908 | analysis_confidence: 0.14179 | CL: 0.0327215 | ln_CD: 0.0714309 | CM: 0.0051596 | Top_Xtr: 0.0252923 | Bot_Xtr: 0.0261722 +Loss contributors: + s_ln_CD : 0.88053 + s_CL : 0.665694 + s_CM : 0.340285 + s_analysis_confidence : 0.114116 + s_lower_bl_H_31 : 0.043566 + s_Bot_Xtr : 0.0434889 + s_upper_bl_H_31 : 0.0420549 + s_lower_bl_H_3 : 0.0369748 + s_lower_bl_H_30 : 0.0368446 + s_upper_bl_H_30 : 0.0358106 +Epoch: 16 | Train Loss: 4.52501 | Test Loss: 4.49701 | analysis_confidence: 0.152922 | CL: 0.0345862 | ln_CD: 0.0617426 | CM: 0.00532579 | Top_Xtr: 0.0235256 | Bot_Xtr: 0.0258413 +Loss contributors: + s_ln_CD : 0.875963 + s_CL : 0.695621 + s_CM : 0.357613 + s_analysis_confidence : 0.116246 + s_upper_bl_H_31 : 0.0440706 + s_lower_bl_H_31 : 0.0438377 + s_Bot_Xtr : 0.0429285 + s_upper_bl_H_30 : 0.0376342 + s_lower_bl_H_30 : 0.0362312 + s_lower_bl_H_1 : 0.0351078 +Epoch: 17 | Train Loss: 4.49839 | Test Loss: 4.54832 | analysis_confidence: 0.149203 | CL: 0.0328029 | ln_CD: 0.0722453 | CM: 0.0052372 | Top_Xtr: 0.0377374 | Bot_Xtr: 0.0380167 +Loss contributors: + s_ln_CD : 0.930534 + s_CL : 0.670674 + s_CM : 0.346061 + s_analysis_confidence : 0.113348 + s_Bot_Xtr : 0.0485422 + s_Top_Xtr : 0.0421749 + s_upper_bl_H_31 : 0.0409297 + s_lower_bl_H_3 : 0.0400962 + s_lower_bl_H_31 : 0.0393369 + s_lower_bl_H_4 : 0.0364222 +Epoch: 18 | Train Loss: 4.48258 | Test Loss: 4.44518 | analysis_confidence: 0.14935 | CL: 0.0310182 | ln_CD: 0.0604521 | CM: 0.00603494 | Top_Xtr: 0.0310691 | Bot_Xtr: 0.0360187 +Loss contributors: + s_ln_CD : 0.846028 + s_CL : 0.639836 + s_CM : 0.40022 + s_analysis_confidence : 0.113713 + s_Bot_Xtr : 0.0512418 + s_upper_bl_H_31 : 0.0401048 + s_Top_Xtr : 0.0389667 + s_lower_bl_H_31 : 0.0378875 + s_lower_bl_H_1 : 0.0362813 + s_lower_bl_H_0 : 0.0351873 +Epoch: 19 | Train Loss: 4.47057 | Test Loss: 4.5845 | analysis_confidence: 0.158438 | CL: 0.0347013 | ln_CD: 0.0667436 | CM: 0.00566373 | Top_Xtr: 0.026096 | Bot_Xtr: 0.0285703 +Loss contributors: + s_ln_CD : 0.880166 + s_CL : 0.688102 + s_CM : 0.383716 + s_analysis_confidence : 0.118174 + s_upper_bl_H_31 : 0.043907 + s_Bot_Xtr : 0.0429093 + s_lower_bl_H_31 : 0.0427654 + s_upper_bl_H_30 : 0.0385727 + s_lower_bl_H_1 : 0.0383822 + s_lower_bl_H_30 : 0.0368562 +Epoch: 20 | Train Loss: 4.45919 | Test Loss: 4.90061 | analysis_confidence: 0.145731 | CL: 0.0342571 | ln_CD: 0.0815289 | CM: 0.00666712 | Top_Xtr: 0.0248786 | Bot_Xtr: 0.0269636 +Loss contributors: + s_ln_CD : 0.993313 + s_CL : 0.698214 + s_CM : 0.467933 + s_analysis_confidence : 0.112909 + s_lower_bl_H_31 : 0.0582114 + s_upper_bl_H_31 : 0.0519566 + s_Bot_Xtr : 0.0517338 + s_Top_Xtr : 0.0382481 + s_lower_bl_H_0 : 0.0379486 + s_upper_bl_H_30 : 0.0373772 +Epoch: 21 | Train Loss: 4.43187 | Test Loss: 4.56219 | analysis_confidence: 0.139594 | CL: 0.0347969 | ln_CD: 0.0708569 | CM: 0.00513632 | Top_Xtr: 0.0273633 | Bot_Xtr: 0.0289381 +Loss contributors: + s_ln_CD : 0.845466 + s_CL : 0.711799 + s_CM : 0.350147 + s_analysis_confidence : 0.113656 + s_Bot_Xtr : 0.0468409 + s_upper_bl_H_31 : 0.0425222 + s_lower_bl_H_31 : 0.0407999 + s_Top_Xtr : 0.0376858 + s_upper_bl_H_30 : 0.0365809 + s_upper_bl_H_29 : 0.0361682 +Epoch: 22 | Train Loss: 4.41181 | Test Loss: 4.5558 | analysis_confidence: 0.15382 | CL: 0.0366965 | ln_CD: 0.0690506 | CM: 0.0053493 | Top_Xtr: 0.025666 | Bot_Xtr: 0.0270678 +Loss contributors: + s_ln_CD : 0.886594 + s_CL : 0.710575 + s_CM : 0.361517 + s_analysis_confidence : 0.114091 + s_upper_bl_H_31 : 0.043912 + s_Bot_Xtr : 0.0408512 + s_lower_bl_H_31 : 0.0406585 + s_upper_bl_H_30 : 0.0367833 + s_lower_bl_H_2 : 0.0349503 + s_lower_bl_H_30 : 0.0340162 +Epoch: 23 | Train Loss: 4.39833 | Test Loss: 4.52531 | analysis_confidence: 0.151572 | CL: 0.0310629 | ln_CD: 0.0814936 | CM: 0.00516551 | Top_Xtr: 0.024174 | Bot_Xtr: 0.0259974 +Loss contributors: + s_ln_CD : 1.02668 + s_CL : 0.634113 + s_CM : 0.343144 + s_analysis_confidence : 0.115051 + s_upper_bl_H_31 : 0.0382156 + s_Bot_Xtr : 0.0380168 + s_lower_bl_H_31 : 0.0360124 + s_lower_bl_H_3 : 0.034098 + s_upper_bl_H_30 : 0.0338247 + s_lower_bl_H_1 : 0.0321005 +Epoch: 24 | Train Loss: 4.37483 | Test Loss: 4.68804 | analysis_confidence: 0.142061 | CL: 0.0344664 | ln_CD: 0.0961261 | CM: 0.00521984 | Top_Xtr: 0.0242512 | Bot_Xtr: 0.0255184 +Loss contributors: + s_ln_CD : 1.08189 + s_CL : 0.684974 + s_CM : 0.348765 + s_analysis_confidence : 0.112815 + s_upper_bl_H_31 : 0.0404661 + s_Bot_Xtr : 0.0395375 + s_lower_bl_H_31 : 0.0395124 + s_lower_bl_H_1 : 0.0372528 + s_upper_bl_H_30 : 0.0348039 + s_lower_bl_H_2 : 0.0344351 +Epoch: 25 | Train Loss: 4.37894 | Test Loss: 4.27179 | analysis_confidence: 0.152662 | CL: 0.0336119 | ln_CD: 0.0591841 | CM: 0.00531083 | Top_Xtr: 0.028361 | Bot_Xtr: 0.0296882 +Loss contributors: + s_ln_CD : 0.775558 + s_CL : 0.665907 + s_CM : 0.357186 + s_analysis_confidence : 0.118978 + s_Bot_Xtr : 0.0417881 + s_upper_bl_H_31 : 0.038271 + s_lower_bl_H_31 : 0.0376468 + s_lower_bl_H_1 : 0.0344336 + s_Top_Xtr : 0.0338405 + s_lower_bl_H_3 : 0.0324081 +Epoch: 26 | Train Loss: 4.36501 | Test Loss: 4.22529 | analysis_confidence: 0.140921 | CL: 0.030811 | ln_CD: 0.0671832 | CM: 0.00495839 | Top_Xtr: 0.0389783 | Bot_Xtr: 0.0447377 +Loss contributors: + s_ln_CD : 0.859234 + s_CL : 0.623976 + s_CM : 0.330621 + s_analysis_confidence : 0.113372 + s_Bot_Xtr : 0.0553885 + s_Top_Xtr : 0.041324 + s_upper_bl_H_31 : 0.0388328 + s_lower_bl_H_31 : 0.035851 + s_lower_bl_H_3 : 0.0325789 + s_lower_bl_H_1 : 0.0325408 +Epoch: 27 | Train Loss: 4.36568 | Test Loss: 4.43895 | analysis_confidence: 0.14298 | CL: 0.0320907 | ln_CD: 0.077369 | CM: 0.00529 | Top_Xtr: 0.0244749 | Bot_Xtr: 0.0267367 +Loss contributors: + s_ln_CD : 0.924959 + s_CL : 0.639608 + s_CM : 0.346992 + s_analysis_confidence : 0.113719 + s_upper_bl_H_31 : 0.039672 + s_Bot_Xtr : 0.038829 + s_lower_bl_H_31 : 0.0386043 + s_lower_bl_H_0 : 0.0370833 + s_upper_bl_H_30 : 0.0327559 + s_lower_bl_H_1 : 0.0322589 +Epoch: 28 | Train Loss: 4.35548 | Test Loss: 4.22841 | analysis_confidence: 0.144788 | CL: 0.0312695 | ln_CD: 0.0593583 | CM: 0.00493474 | Top_Xtr: 0.0303206 | Bot_Xtr: 0.0309821 +Loss contributors: + s_ln_CD : 0.815553 + s_CL : 0.629776 + s_CM : 0.330319 + s_analysis_confidence : 0.113334 + s_Bot_Xtr : 0.0403275 + s_upper_bl_H_31 : 0.0390013 + s_lower_bl_H_31 : 0.0380761 + s_Top_Xtr : 0.0334101 + s_lower_bl_H_3 : 0.0327482 + s_lower_bl_H_0 : 0.0322797 +Epoch: 29 | Train Loss: 4.34517 | Test Loss: 4.66586 | analysis_confidence: 0.146197 | CL: 0.0316644 | ln_CD: 0.0919598 | CM: 0.00569704 | Top_Xtr: 0.0283354 | Bot_Xtr: 0.0295121 +Loss contributors: + s_ln_CD : 1.01535 + s_CL : 0.659195 + s_CM : 0.385466 + s_analysis_confidence : 0.115439 + s_Bot_Xtr : 0.0434203 + s_upper_bl_H_31 : 0.0409135 + s_lower_bl_H_31 : 0.0387241 + s_lower_bl_H_2 : 0.0376991 + s_upper_bl_H_30 : 0.0368975 + s_upper_bl_H_29 : 0.035571 +Epoch: 30 | Train Loss: 4.34351 | Test Loss: 4.47417 | analysis_confidence: 0.143057 | CL: 0.0362751 | ln_CD: 0.0622817 | CM: 0.00565611 | Top_Xtr: 0.0273926 | Bot_Xtr: 0.0265196 +Loss contributors: + s_ln_CD : 0.861655 + s_CL : 0.71507 + s_CM : 0.380049 + s_analysis_confidence : 0.117616 + s_Bot_Xtr : 0.0404292 + s_lower_bl_H_31 : 0.0395077 + s_upper_bl_H_31 : 0.0394572 + s_Top_Xtr : 0.0342911 + s_lower_bl_H_1 : 0.0331318 + s_lower_bl_H_0 : 0.0329747 +Epoch: 31 | Train Loss: 4.33656 | Test Loss: 4.37754 | analysis_confidence: 0.147169 | CL: 0.0366234 | ln_CD: 0.0656905 | CM: 0.00531233 | Top_Xtr: 0.0227165 | Bot_Xtr: 0.0240374 +Loss contributors: + s_ln_CD : 0.809687 + s_CL : 0.735127 + s_CM : 0.360569 + s_analysis_confidence : 0.113135 + s_upper_bl_H_31 : 0.0388558 + s_lower_bl_H_31 : 0.038798 + s_Bot_Xtr : 0.0377209 + s_lower_bl_H_1 : 0.0354309 + s_lower_bl_H_30 : 0.0334091 + s_lower_bl_H_0 : 0.0330942 +Epoch: 32 | Train Loss: 4.33095 | Test Loss: 4.25286 | analysis_confidence: 0.151771 | CL: 0.0304929 | ln_CD: 0.0585674 | CM: 0.00535223 | Top_Xtr: 0.0245986 | Bot_Xtr: 0.0290485 +Loss contributors: + s_ln_CD : 0.783652 + s_CL : 0.627597 + s_CM : 0.356475 + s_analysis_confidence : 0.116348 + s_lower_bl_H_31 : 0.0449385 + s_Bot_Xtr : 0.04331 + s_upper_bl_H_31 : 0.0430468 + s_upper_bl_H_30 : 0.0363534 + s_lower_bl_H_30 : 0.0359002 + s_lower_bl_H_3 : 0.033466 +Epoch: 33 | Train Loss: 4.31168 | Test Loss: 4.57693 | analysis_confidence: 0.143387 | CL: 0.0344063 | ln_CD: 0.0702272 | CM: 0.00544949 | Top_Xtr: 0.0328803 | Bot_Xtr: 0.0361604 +Loss contributors: + s_ln_CD : 0.861996 + s_CL : 0.683645 + s_CM : 0.370238 + s_analysis_confidence : 0.112676 + s_Bot_Xtr : 0.0467262 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+ s_upper_bl_H_18 : 0.0355249 + s_upper_bl_H_20 : 0.034926 +Epoch: 36 | Train Loss: 4.2806 | Test Loss: 4.58722 | analysis_confidence: 0.143326 | CL: 0.0358375 | ln_CD: 0.0682787 | CM: 0.0055566 | Top_Xtr: 0.0238661 | Bot_Xtr: 0.0267454 +Loss contributors: + s_ln_CD : 0.823717 + s_CL : 0.698416 + s_CM : 0.366903 + s_analysis_confidence : 0.114684 + s_Bot_Xtr : 0.0435171 + s_upper_bl_H_31 : 0.0398175 + s_lower_bl_H_31 : 0.0364328 + s_Top_Xtr : 0.0334479 + s_upper_bl_H_30 : 0.032995 + s_lower_bl_H_2 : 0.0320959 +Epoch: 37 | Train Loss: 4.27534 | Test Loss: 4.30428 | analysis_confidence: 0.147354 | CL: 0.031594 | ln_CD: 0.0648945 | CM: 0.00517365 | Top_Xtr: 0.0271216 | Bot_Xtr: 0.0304573 +Loss contributors: + s_ln_CD : 0.781668 + s_CL : 0.647042 + s_CM : 0.337741 + s_analysis_confidence : 0.11455 + s_Bot_Xtr : 0.0447263 + s_lower_bl_H_31 : 0.0388614 + s_upper_bl_H_31 : 0.0387999 + s_upper_bl_H_30 : 0.0354402 + s_lower_bl_H_30 : 0.0349076 + s_Top_Xtr : 0.0341576 +Epoch: 38 | Train Loss: 4.26311 | Test Loss: 4.19451 | analysis_confidence: 0.156687 | CL: 0.0318627 | ln_CD: 0.0627146 | CM: 0.00502155 | Top_Xtr: 0.0269483 | Bot_Xtr: 0.0300638 +Loss contributors: + s_ln_CD : 0.806273 + s_CL : 0.640883 + s_CM : 0.327615 + s_analysis_confidence : 0.118188 + s_Bot_Xtr : 0.0394264 + s_lower_bl_H_1 : 0.0383361 + s_lower_bl_H_31 : 0.037767 + s_lower_bl_H_3 : 0.0377314 + s_upper_bl_H_31 : 0.0373036 + s_lower_bl_H_4 : 0.0351436 +Epoch: 39 | Train Loss: 4.26164 | Test Loss: 4.36309 | analysis_confidence: 0.175359 | CL: 0.0325151 | ln_CD: 0.0707081 | CM: 0.00559215 | Top_Xtr: 0.0255239 | Bot_Xtr: 0.0267174 +Loss contributors: + s_ln_CD : 0.848283 + s_CL : 0.665097 + s_CM : 0.375317 + s_analysis_confidence : 0.129774 + s_upper_bl_H_31 : 0.0407293 + s_lower_bl_H_31 : 0.0400161 + s_Bot_Xtr : 0.0377349 + s_upper_bl_H_30 : 0.0340784 + s_lower_bl_H_30 : 0.0330308 + s_lower_bl_H_2 : 0.0321961 +Epoch: 40 | Train Loss: 4.24959 | Test Loss: 4.78129 | analysis_confidence: 0.145636 | CL: 0.0336949 | ln_CD: 0.104286 | CM: 0.00542884 | Top_Xtr: 0.0333043 | Bot_Xtr: 0.0358018 +Loss contributors: + s_ln_CD : 1.11015 + s_CL : 0.663988 + s_CM : 0.352911 + s_analysis_confidence : 0.117284 + s_Bot_Xtr : 0.0453645 + s_upper_bl_H_31 : 0.0373913 + s_lower_bl_H_31 : 0.0372689 + s_Top_Xtr : 0.0360466 + s_lower_bl_H_27 : 0.0341431 + s_upper_bl_H_27 : 0.0337433 +Epoch: 41 | Train Loss: 4.25321 | Test Loss: 4.31641 | analysis_confidence: 0.144286 | CL: 0.0348929 | ln_CD: 0.0611293 | CM: 0.00549941 | Top_Xtr: 0.0261686 | Bot_Xtr: 0.0291428 +Loss contributors: + s_ln_CD : 0.795389 + s_CL : 0.692624 + s_CM : 0.365966 + s_analysis_confidence : 0.116367 + s_upper_bl_H_31 : 0.0417792 + s_lower_bl_H_31 : 0.0416425 + s_Bot_Xtr : 0.0403945 + s_upper_bl_H_30 : 0.0339149 + s_lower_bl_H_30 : 0.0323966 + s_lower_bl_H_0 : 0.0318742 +Epoch: 42 | Train Loss: 4.24471 | Test Loss: 4.44928 | analysis_confidence: 0.14284 | CL: 0.0378365 | ln_CD: 0.0671037 | CM: 0.00626098 | Top_Xtr: 0.0278438 | Bot_Xtr: 0.0297769 +Loss contributors: + s_ln_CD : 0.812013 + s_CL : 0.735628 + s_CM : 0.409197 + s_analysis_confidence : 0.113669 + s_lower_bl_H_31 : 0.0387736 + s_Bot_Xtr : 0.0378309 + s_upper_bl_H_31 : 0.0376918 + s_lower_bl_H_2 : 0.0331451 + s_lower_bl_H_9 : 0.0331107 + s_lower_bl_H_11 : 0.0328814 +Epoch: 43 | Train Loss: 4.23928 | Test Loss: 4.43454 | analysis_confidence: 0.157317 | CL: 0.0337056 | ln_CD: 0.081559 | CM: 0.00539111 | Top_Xtr: 0.0269912 | Bot_Xtr: 0.0307251 +Loss contributors: + s_ln_CD : 0.935356 + s_CL : 0.648097 + s_CM : 0.351503 + s_analysis_confidence : 0.117603 + s_Bot_Xtr : 0.0426581 + s_upper_bl_H_31 : 0.0411688 + s_lower_bl_H_31 : 0.0377208 + s_lower_bl_H_2 : 0.0350266 + s_lower_bl_H_3 : 0.03391 + s_upper_bl_H_30 : 0.0335703 +Epoch: 44 | Train Loss: 4.26098 | Test Loss: 4.36513 | analysis_confidence: 0.150255 | CL: 0.0320182 | ln_CD: 0.0609795 | CM: 0.00578182 | Top_Xtr: 0.02769 | Bot_Xtr: 0.0291171 +Loss contributors: + s_ln_CD : 0.85637 + s_CL : 0.667728 + s_CM : 0.38086 + s_analysis_confidence : 0.115077 + s_Bot_Xtr : 0.0403602 + s_upper_bl_H_31 : 0.0401861 + s_lower_bl_H_31 : 0.0378814 + s_lower_bl_H_1 : 0.0344525 + s_lower_bl_H_2 : 0.0337237 + s_upper_bl_H_30 : 0.0332498 +Epoch: 45 | Train Loss: 4.25615 | Test Loss: 4.38562 | analysis_confidence: 0.140422 | CL: 0.0316728 | ln_CD: 0.0724051 | CM: 0.00582976 | Top_Xtr: 0.0314046 | Bot_Xtr: 0.0347426 +Loss contributors: + s_ln_CD : 0.856772 + s_CL : 0.638393 + s_CM : 0.381973 + s_analysis_confidence : 0.119067 + s_Bot_Xtr : 0.0444831 + s_upper_bl_H_31 : 0.0408824 + s_lower_bl_H_31 : 0.0384698 + s_upper_bl_H_30 : 0.0351034 + s_Top_Xtr : 0.0349946 + s_upper_bl_H_29 : 0.0338714 +Epoch: 46 | Train Loss: 4.2294 | Test Loss: 4.29099 | analysis_confidence: 0.147594 | CL: 0.0331909 | ln_CD: 0.076314 | CM: 0.00497042 | Top_Xtr: 0.0256049 | Bot_Xtr: 0.0254204 +Loss contributors: + s_ln_CD : 0.869795 + s_CL : 0.646129 + s_CM : 0.329394 + s_analysis_confidence : 0.113846 + s_upper_bl_H_31 : 0.0392751 + s_lower_bl_H_31 : 0.0373405 + s_Bot_Xtr : 0.0367519 + s_upper_bl_H_30 : 0.0335765 + s_lower_bl_H_2 : 0.0329122 + s_lower_bl_H_30 : 0.032013 +Epoch: 47 | Train Loss: 4.22703 | Test Loss: 4.30112 | analysis_confidence: 0.138071 | CL: 0.0324401 | ln_CD: 0.0780777 | CM: 0.00526554 | Top_Xtr: 0.0276588 | Bot_Xtr: 0.0292866 +Loss contributors: + s_ln_CD : 0.897242 + s_CL : 0.647223 + s_CM : 0.344825 + s_analysis_confidence : 0.113797 + s_Bot_Xtr : 0.0381002 + s_upper_bl_H_31 : 0.0372286 + s_lower_bl_H_31 : 0.0367191 + s_lower_bl_H_1 : 0.03231 + s_lower_bl_H_2 : 0.0320822 + s_upper_bl_H_30 : 0.0320524 +slurmstepd-d-13-3-1: error: *** JOB 25351735 ON d-13-3-1 CANCELLED AT 2024-03-08T12:48:07 *** diff --git a/training/gen2_architecture/log.log-25352886 b/training/gen2_architecture/log.log-25352886 new file mode 100644 index 0000000..1ac7ede --- /dev/null +++ b/training/gen2_architecture/log.log-25352886 @@ -0,0 +1,3783 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 37.0104 | Test Loss: 11.5075 | analysis_confidence: 0.367516 | CL: 0.0640918 | ln_CD: 0.125587 | CM: 0.0118273 | Top_Xtr: 0.0644647 | Bot_Xtr: 0.0750306 +Loss contributors: + s_upper_bl_H_31 : 0.236105 + s_lower_bl_H_31 : 0.221215 + s_upper_bl_H_30 : 0.199398 + s_lower_bl_H_0 : 0.184469 + s_upper_bl_H_29 : 0.18119 + s_lower_bl_H_1 : 0.180945 + s_lower_bl_H_30 : 0.176047 + s_upper_bl_H_28 : 0.169324 + s_upper_bl_H_27 : 0.160849 + s_lower_bl_H_29 : 0.160786 +Epoch: 1 | Train Loss: 9.69469 | Test Loss: 8.30398 | analysis_confidence: 0.324944 | CL: 0.0551851 | ln_CD: 0.109255 | CM: 0.0100602 | Top_Xtr: 0.0539918 | Bot_Xtr: 0.0630529 +Loss contributors: + s_upper_bl_H_31 : 0.170888 + s_lower_bl_H_31 : 0.163906 + s_upper_bl_H_30 : 0.138012 + s_lower_bl_H_30 : 0.126973 + s_lower_bl_H_1 : 0.122999 + s_lower_bl_H_0 : 0.122928 + s_upper_bl_H_29 : 0.121903 + s_lower_bl_H_29 : 0.1146 + s_upper_bl_H_28 : 0.113428 + s_upper_bl_H_25 : 0.112859 +Epoch: 2 | Train Loss: 7.43441 | Test Loss: 6.85846 | analysis_confidence: 0.296063 | CL: 0.0518601 | ln_CD: 0.0990289 | CM: 0.0093752 | Top_Xtr: 0.0483769 | Bot_Xtr: 0.0570302 +Loss contributors: + s_upper_bl_H_31 : 0.137584 + s_lower_bl_H_31 : 0.136242 + s_upper_bl_H_30 : 0.112911 + s_lower_bl_H_30 : 0.106656 + s_upper_bl_H_29 : 0.102758 + s_lower_bl_H_0 : 0.0994019 + s_lower_bl_H_1 : 0.0986448 + s_lower_bl_H_29 : 0.0980066 + s_upper_bl_H_26 : 0.0978302 + s_upper_bl_H_28 : 0.0975756 +Epoch: 3 | Train Loss: 6.31111 | Test Loss: 5.94184 | analysis_confidence: 0.276575 | CL: 0.0482142 | ln_CD: 0.093215 | CM: 0.00885855 | Top_Xtr: 0.0463875 | Bot_Xtr: 0.0537993 +Loss contributors: + s_upper_bl_H_31 : 0.117794 + s_lower_bl_H_31 : 0.116875 + s_upper_bl_H_30 : 0.0959982 + s_lower_bl_H_30 : 0.0924666 + s_upper_bl_H_29 : 0.0860445 + s_lower_bl_H_2 : 0.085173 + s_lower_bl_H_1 : 0.0842537 + s_lower_bl_H_29 : 0.0839667 + s_lower_bl_H_0 : 0.0828891 + s_upper_bl_H_28 : 0.0803627 +Epoch: 4 | Train Loss: 5.60997 | Test Loss: 5.39725 | analysis_confidence: 0.271462 | CL: 0.0460242 | ln_CD: 0.0879021 | CM: 0.0081632 | Top_Xtr: 0.0443036 | Bot_Xtr: 0.0512343 +Loss contributors: + s_lower_bl_H_31 : 0.108203 + s_upper_bl_H_31 : 0.106175 + s_lower_bl_H_30 : 0.0860642 + s_upper_bl_H_30 : 0.0857518 + s_lower_bl_H_2 : 0.0779827 + s_lower_bl_H_29 : 0.0775941 + s_upper_bl_H_29 : 0.0763431 + s_lower_bl_H_28 : 0.0728163 + s_upper_bl_H_28 : 0.0716748 + s_lower_bl_H_27 : 0.0715399 +Epoch: 5 | Train Loss: 5.14774 | Test Loss: 4.99822 | analysis_confidence: 0.268569 | CL: 0.0432863 | ln_CD: 0.0825314 | CM: 0.00772688 | Top_Xtr: 0.042568 | Bot_Xtr: 0.0502287 +Loss contributors: + s_upper_bl_H_31 : 0.0973793 + s_lower_bl_H_31 : 0.0964123 + s_upper_bl_H_30 : 0.0800643 + s_lower_bl_H_30 : 0.07875 + s_lower_bl_H_2 : 0.0747515 + s_upper_bl_H_29 : 0.0726168 + s_lower_bl_H_29 : 0.0714407 + s_upper_bl_H_28 : 0.0692089 + s_lower_bl_H_28 : 0.0679623 + s_upper_bl_H_27 : 0.067329 +Epoch: 6 | Train Loss: 4.82498 | Test Loss: 4.77469 | analysis_confidence: 0.265159 | CL: 0.0423502 | ln_CD: 0.091061 | CM: 0.00750249 | Top_Xtr: 0.0412793 | Bot_Xtr: 0.0479647 +Loss contributors: + s_upper_bl_H_31 : 0.0947976 + s_lower_bl_H_31 : 0.0930055 + s_upper_bl_H_30 : 0.0770745 + s_lower_bl_H_30 : 0.0753688 + s_upper_bl_H_29 : 0.0702363 + s_lower_bl_H_29 : 0.0681895 + s_lower_bl_H_2 : 0.0672865 + s_upper_bl_H_28 : 0.0670952 + s_upper_bl_H_27 : 0.0652847 + s_lower_bl_H_28 : 0.0647898 +Epoch: 7 | Train Loss: 4.57588 | Test Loss: 4.51066 | analysis_confidence: 0.265016 | CL: 0.0418001 | ln_CD: 0.0786867 | CM: 0.0074117 | Top_Xtr: 0.0382779 | Bot_Xtr: 0.0455611 +Loss contributors: + s_upper_bl_H_31 : 0.0849751 + s_lower_bl_H_31 : 0.0842777 + s_upper_bl_H_30 : 0.0689363 + s_lower_bl_H_30 : 0.0679966 + s_lower_bl_H_2 : 0.0650866 + s_upper_bl_H_29 : 0.0624747 + s_lower_bl_H_29 : 0.0609093 + s_lower_bl_H_1 : 0.0604563 + s_upper_bl_H_28 : 0.0593574 + s_lower_bl_H_0 : 0.058496 +Epoch: 8 | Train Loss: 4.3899 | Test Loss: 4.38566 | analysis_confidence: 0.264687 | CL: 0.0418037 | ln_CD: 0.0788818 | CM: 0.00722272 | Top_Xtr: 0.0376975 | Bot_Xtr: 0.0443803 +Loss contributors: + s_upper_bl_H_31 : 0.0828707 + s_lower_bl_H_31 : 0.0813521 + s_upper_bl_H_30 : 0.0675298 + s_lower_bl_H_30 : 0.0661024 + s_lower_bl_H_2 : 0.0624997 + s_upper_bl_H_29 : 0.0606747 + s_lower_bl_H_29 : 0.0600449 + s_ln_CD : 0.0586518 + s_lower_bl_H_28 : 0.0583694 + s_upper_bl_H_28 : 0.0582326 +Epoch: 9 | Train Loss: 4.22726 | Test Loss: 4.19267 | analysis_confidence: 0.260226 | CL: 0.0404801 | ln_CD: 0.0768293 | CM: 0.00716191 | Top_Xtr: 0.0362021 | Bot_Xtr: 0.0424946 +Loss contributors: + s_upper_bl_H_31 : 0.0777091 + s_lower_bl_H_31 : 0.0772433 + s_upper_bl_H_30 : 0.0642841 + s_lower_bl_H_30 : 0.0639317 + s_lower_bl_H_2 : 0.0591504 + s_upper_bl_H_29 : 0.0583708 + s_lower_bl_H_29 : 0.0575487 + s_lower_bl_H_1 : 0.056193 + s_upper_bl_H_28 : 0.0556949 + s_lower_bl_H_3 : 0.0552279 +Epoch: 10 | Train Loss: 4.0944 | Test Loss: 4.06842 | analysis_confidence: 0.26072 | CL: 0.0396752 | ln_CD: 0.0760472 | CM: 0.00701977 | Top_Xtr: 0.0351398 | Bot_Xtr: 0.0422421 +Loss contributors: + s_upper_bl_H_31 : 0.0775318 + s_lower_bl_H_31 : 0.074665 + s_upper_bl_H_30 : 0.0637572 + s_lower_bl_H_30 : 0.0611782 + s_lower_bl_H_2 : 0.0577186 + s_upper_bl_H_29 : 0.0569951 + s_lower_bl_H_3 : 0.055155 + s_lower_bl_H_1 : 0.0546317 + s_lower_bl_H_29 : 0.0542867 + s_ln_CD : 0.0542017 +Epoch: 11 | Train Loss: 3.98096 | Test Loss: 3.96156 | analysis_confidence: 0.261349 | CL: 0.0381071 | ln_CD: 0.0757989 | CM: 0.00683405 | Top_Xtr: 0.0344899 | Bot_Xtr: 0.0404579 +Loss contributors: + s_upper_bl_H_31 : 0.0765392 + s_lower_bl_H_31 : 0.074144 + s_upper_bl_H_30 : 0.0616367 + s_lower_bl_H_30 : 0.0596446 + s_lower_bl_H_2 : 0.055319 + s_lower_bl_H_3 : 0.0548968 + s_upper_bl_H_29 : 0.0546582 + s_lower_bl_H_5 : 0.0535654 + s_ln_CD : 0.0535103 + s_lower_bl_H_29 : 0.052791 +Epoch: 12 | Train Loss: 3.88165 | Test Loss: 3.97028 | analysis_confidence: 0.258605 | CL: 0.0400429 | ln_CD: 0.0802436 | CM: 0.00728517 | Top_Xtr: 0.0339527 | Bot_Xtr: 0.0399104 +Loss contributors: + s_upper_bl_H_31 : 0.0732028 + s_lower_bl_H_31 : 0.0724794 + s_lower_bl_H_30 : 0.060478 + s_upper_bl_H_30 : 0.0603558 + s_ln_CD : 0.0566505 + s_upper_bl_H_29 : 0.0539083 + s_lower_bl_H_3 : 0.0538927 + s_lower_bl_H_2 : 0.0535271 + s_lower_bl_H_29 : 0.0534331 + s_lower_bl_H_1 : 0.0532332 +Epoch: 13 | Train Loss: 3.79736 | Test Loss: 3.8351 | analysis_confidence: 0.257442 | CL: 0.0374268 | ln_CD: 0.0722649 | CM: 0.00674574 | Top_Xtr: 0.0371103 | Bot_Xtr: 0.0423243 +Loss contributors: + s_upper_bl_H_31 : 0.0697739 + s_lower_bl_H_31 : 0.0695304 + s_upper_bl_H_30 : 0.0577364 + s_lower_bl_H_30 : 0.0575387 + s_lower_bl_H_3 : 0.0545447 + s_lower_bl_H_2 : 0.0532738 + s_lower_bl_H_1 : 0.0532137 + s_lower_bl_H_5 : 0.0521661 + s_upper_bl_H_29 : 0.0518902 + s_lower_bl_H_29 : 0.0511143 +Epoch: 14 | Train Loss: 3.72176 | Test Loss: 3.66832 | analysis_confidence: 0.255052 | CL: 0.037054 | ln_CD: 0.0719193 | CM: 0.00668577 | Top_Xtr: 0.0315241 | Bot_Xtr: 0.0373695 +Loss contributors: + s_upper_bl_H_31 : 0.0676819 + s_lower_bl_H_31 : 0.0669629 + s_upper_bl_H_30 : 0.0564301 + s_lower_bl_H_30 : 0.055494 + s_lower_bl_H_3 : 0.0516536 + s_lower_bl_H_1 : 0.0507071 + s_ln_CD : 0.0503797 + s_upper_bl_H_29 : 0.0503467 + s_lower_bl_H_2 : 0.0501273 + s_lower_bl_H_29 : 0.0489987 +Epoch: 15 | Train Loss: 3.65458 | Test Loss: 3.63415 | analysis_confidence: 0.256082 | CL: 0.0360305 | ln_CD: 0.0795786 | CM: 0.00678051 | Top_Xtr: 0.0333412 | Bot_Xtr: 0.0385428 +Loss contributors: + s_lower_bl_H_31 : 0.0667076 + s_upper_bl_H_31 : 0.0658651 + s_upper_bl_H_30 : 0.0546948 + s_lower_bl_H_30 : 0.0543344 + s_ln_CD : 0.0531521 + s_lower_bl_H_3 : 0.0514996 + s_lower_bl_H_2 : 0.0505827 + s_lower_bl_H_1 : 0.0498208 + s_upper_bl_H_29 : 0.0491298 + s_lower_bl_H_5 : 0.0481241 +Epoch: 16 | Train Loss: 3.59604 | Test Loss: 3.65902 | analysis_confidence: 0.25334 | CL: 0.036024 | ln_CD: 0.0774914 | CM: 0.00649979 | Top_Xtr: 0.0326423 | Bot_Xtr: 0.0375504 +Loss contributors: + s_upper_bl_H_31 : 0.0655873 + s_lower_bl_H_31 : 0.0653818 + s_upper_bl_H_30 : 0.0545024 + s_lower_bl_H_30 : 0.0537413 + s_lower_bl_H_3 : 0.0531311 + s_ln_CD : 0.0514049 + s_lower_bl_H_2 : 0.0502989 + s_lower_bl_H_5 : 0.0502722 + s_lower_bl_H_1 : 0.0498896 + s_lower_bl_H_4 : 0.0488823 +Epoch: 17 | Train Loss: 3.54153 | Test Loss: 3.59297 | analysis_confidence: 0.254117 | CL: 0.0357326 | ln_CD: 0.072356 | CM: 0.006571 | Top_Xtr: 0.0303028 | Bot_Xtr: 0.0358352 +Loss contributors: + s_lower_bl_H_31 : 0.0636537 + s_upper_bl_H_31 : 0.0635215 + s_lower_bl_H_30 : 0.05325 + s_upper_bl_H_30 : 0.053146 + s_lower_bl_H_3 : 0.0523279 + s_ln_CD : 0.051073 + s_lower_bl_H_2 : 0.0509267 + s_lower_bl_H_1 : 0.0493051 + s_lower_bl_H_5 : 0.0486341 + s_lower_bl_H_4 : 0.0479702 +Epoch: 18 | Train Loss: 3.49339 | Test Loss: 3.5452 | analysis_confidence: 0.252467 | CL: 0.0355356 | ln_CD: 0.0692505 | CM: 0.00650854 | Top_Xtr: 0.0305541 | Bot_Xtr: 0.0357996 +Loss contributors: + s_upper_bl_H_31 : 0.0634189 + s_lower_bl_H_31 : 0.0629649 + s_upper_bl_H_30 : 0.0532518 + s_lower_bl_H_30 : 0.0529611 + s_lower_bl_H_3 : 0.0506323 + s_ln_CD : 0.0498906 + s_lower_bl_H_1 : 0.0492171 + s_lower_bl_H_2 : 0.0488846 + s_lower_bl_H_5 : 0.048068 + s_upper_bl_H_29 : 0.0479905 +Epoch: 19 | Train Loss: 3.44914 | Test Loss: 3.50368 | analysis_confidence: 0.25519 | CL: 0.0369844 | ln_CD: 0.0735411 | CM: 0.00648326 | Top_Xtr: 0.0296997 | Bot_Xtr: 0.035115 +Loss contributors: + s_lower_bl_H_31 : 0.0637393 + s_upper_bl_H_31 : 0.0625955 + s_lower_bl_H_30 : 0.0527253 + s_upper_bl_H_30 : 0.0519306 + s_lower_bl_H_3 : 0.049405 + s_ln_CD : 0.0493833 + s_lower_bl_H_2 : 0.0469609 + s_lower_bl_H_29 : 0.0468906 + s_upper_bl_H_29 : 0.0466631 + s_lower_bl_H_1 : 0.0463085 +Epoch: 20 | Train Loss: 3.4071 | Test Loss: 3.37639 | analysis_confidence: 0.250908 | CL: 0.0351423 | ln_CD: 0.0689205 | CM: 0.0063481 | Top_Xtr: 0.0297196 | Bot_Xtr: 0.0349816 +Loss contributors: + s_upper_bl_H_31 : 0.0619769 + s_lower_bl_H_31 : 0.0605269 + s_upper_bl_H_30 : 0.0512812 + s_lower_bl_H_30 : 0.0502819 + s_lower_bl_H_3 : 0.0478414 + s_ln_CD : 0.047095 + s_lower_bl_H_2 : 0.0463272 + s_lower_bl_H_1 : 0.0463264 + s_upper_bl_H_29 : 0.0454861 + s_lower_bl_H_29 : 0.0443095 +Epoch: 21 | Train Loss: 3.37072 | Test Loss: 3.39685 | analysis_confidence: 0.249714 | CL: 0.0360639 | ln_CD: 0.0800517 | CM: 0.0062392 | Top_Xtr: 0.0299221 | Bot_Xtr: 0.0355332 +Loss contributors: + s_upper_bl_H_31 : 0.0610183 + s_lower_bl_H_31 : 0.0600435 + s_ln_CD : 0.0522915 + s_upper_bl_H_30 : 0.0507305 + s_lower_bl_H_30 : 0.0501427 + s_lower_bl_H_3 : 0.0479134 + s_lower_bl_H_5 : 0.0458551 + s_lower_bl_H_2 : 0.0457904 + s_lower_bl_H_1 : 0.0452163 + s_lower_bl_H_4 : 0.0450073 +Epoch: 22 | Train Loss: 3.33252 | Test Loss: 3.39639 | analysis_confidence: 0.253377 | CL: 0.0350144 | ln_CD: 0.0675597 | CM: 0.00628392 | Top_Xtr: 0.0297194 | Bot_Xtr: 0.0348545 +Loss contributors: + s_upper_bl_H_31 : 0.0606578 + s_lower_bl_H_31 : 0.0595989 + s_upper_bl_H_30 : 0.0525533 + s_lower_bl_H_30 : 0.0515937 + s_lower_bl_H_3 : 0.0482105 + s_ln_CD : 0.0475251 + s_upper_bl_H_29 : 0.0465175 + s_lower_bl_H_1 : 0.0458917 + s_lower_bl_H_2 : 0.0457458 + s_lower_bl_H_4 : 0.0457036 +Epoch: 23 | Train Loss: 3.29984 | Test Loss: 3.3965 | analysis_confidence: 0.252679 | CL: 0.0344248 | ln_CD: 0.0724075 | CM: 0.00623872 | Top_Xtr: 0.0289104 | Bot_Xtr: 0.0344198 +Loss contributors: + s_upper_bl_H_31 : 0.0604311 + s_lower_bl_H_31 : 0.0591859 + s_upper_bl_H_30 : 0.049961 + s_lower_bl_H_30 : 0.0495465 + s_ln_CD : 0.047854 + s_lower_bl_H_3 : 0.0474736 + s_lower_bl_H_2 : 0.0464704 + s_lower_bl_H_5 : 0.0450363 + s_upper_bl_H_29 : 0.04484 + s_lower_bl_H_1 : 0.0447807 +Epoch: 24 | Train Loss: 3.2691 | Test Loss: 3.35629 | analysis_confidence: 0.251872 | CL: 0.0354064 | ln_CD: 0.0673231 | CM: 0.00609565 | Top_Xtr: 0.0286754 | Bot_Xtr: 0.034086 +Loss contributors: + s_lower_bl_H_31 : 0.0589225 + s_upper_bl_H_31 : 0.0581838 + s_lower_bl_H_30 : 0.0504646 + s_upper_bl_H_30 : 0.0493102 + s_lower_bl_H_3 : 0.0469507 + s_ln_CD : 0.0468367 + s_lower_bl_H_29 : 0.0452648 + s_upper_bl_H_29 : 0.0446502 + s_lower_bl_H_4 : 0.0445645 + s_lower_bl_H_2 : 0.0445521 +Epoch: 25 | Train Loss: 3.24 | Test Loss: 3.27097 | analysis_confidence: 0.249381 | CL: 0.0342634 | ln_CD: 0.068213 | CM: 0.00608033 | Top_Xtr: 0.029153 | Bot_Xtr: 0.0347292 +Loss contributors: + s_upper_bl_H_31 : 0.0590353 + s_lower_bl_H_31 : 0.0575899 + s_upper_bl_H_30 : 0.0495756 + s_lower_bl_H_30 : 0.049127 + s_ln_CD : 0.0468829 + s_lower_bl_H_3 : 0.0456706 + s_upper_bl_H_29 : 0.0442115 + s_lower_bl_H_1 : 0.0439132 + s_lower_bl_H_2 : 0.0434762 + s_lower_bl_H_29 : 0.0434755 +Epoch: 26 | Train Loss: 3.20994 | Test Loss: 3.28747 | analysis_confidence: 0.248187 | CL: 0.0336574 | ln_CD: 0.0686821 | CM: 0.00607714 | Top_Xtr: 0.0282196 | Bot_Xtr: 0.0337983 +Loss contributors: + s_upper_bl_H_31 : 0.0599474 + s_lower_bl_H_31 : 0.0589273 + s_upper_bl_H_30 : 0.0498987 + s_lower_bl_H_30 : 0.0494276 + s_ln_CD : 0.0477515 + s_lower_bl_H_3 : 0.0458023 + s_lower_bl_H_4 : 0.0437812 + s_upper_bl_H_29 : 0.0437044 + s_lower_bl_H_1 : 0.0433941 + s_lower_bl_H_2 : 0.0432437 +Epoch: 27 | Train Loss: 3.18334 | Test Loss: 3.17856 | analysis_confidence: 0.246883 | CL: 0.0336501 | ln_CD: 0.0654916 | CM: 0.00612148 | Top_Xtr: 0.0277942 | Bot_Xtr: 0.0330554 +Loss contributors: + s_lower_bl_H_31 : 0.0575792 + s_upper_bl_H_31 : 0.0574332 + s_lower_bl_H_30 : 0.0482007 + s_upper_bl_H_30 : 0.0479342 + s_lower_bl_H_3 : 0.0458717 + s_ln_CD : 0.0451446 + s_lower_bl_H_1 : 0.043481 + s_lower_bl_H_2 : 0.0432767 + s_lower_bl_H_29 : 0.0431424 + s_upper_bl_H_29 : 0.0428968 +Epoch: 28 | Train Loss: 3.16282 | Test Loss: 3.19477 | analysis_confidence: 0.252219 | CL: 0.0334732 | ln_CD: 0.0671278 | CM: 0.00602977 | Top_Xtr: 0.0295416 | Bot_Xtr: 0.0342149 +Loss contributors: + s_upper_bl_H_31 : 0.0577008 + s_lower_bl_H_31 : 0.0570012 + s_upper_bl_H_30 : 0.0480084 + s_lower_bl_H_30 : 0.0475528 + s_ln_CD : 0.0453214 + s_lower_bl_H_3 : 0.0441771 + s_lower_bl_H_1 : 0.0436756 + s_lower_bl_H_2 : 0.0427884 + s_upper_bl_H_29 : 0.0426561 + s_lower_bl_H_29 : 0.0420287 +Epoch: 29 | Train Loss: 3.13789 | Test Loss: 3.29552 | analysis_confidence: 0.247535 | CL: 0.0347414 | ln_CD: 0.0681477 | CM: 0.00602992 | Top_Xtr: 0.0268371 | Bot_Xtr: 0.0320052 +Loss contributors: + s_upper_bl_H_31 : 0.0581808 + s_lower_bl_H_31 : 0.057357 + s_lower_bl_H_30 : 0.0495122 + s_upper_bl_H_30 : 0.0493223 + s_ln_CD : 0.0492111 + s_lower_bl_H_3 : 0.0469053 + s_lower_bl_H_2 : 0.0445812 + s_upper_bl_H_29 : 0.0444791 + s_lower_bl_H_29 : 0.0444306 + s_lower_bl_H_1 : 0.0442214 +Epoch: 30 | Train Loss: 3.11287 | Test Loss: 3.15579 | analysis_confidence: 0.245073 | CL: 0.0331665 | ln_CD: 0.065176 | CM: 0.00588328 | Top_Xtr: 0.0266317 | Bot_Xtr: 0.0316537 +Loss contributors: + s_lower_bl_H_31 : 0.055053 + s_upper_bl_H_31 : 0.0540502 + s_ln_CD : 0.0468297 + s_lower_bl_H_30 : 0.0467997 + s_upper_bl_H_30 : 0.0457655 + s_lower_bl_H_3 : 0.0437155 + s_lower_bl_H_1 : 0.0422806 + s_lower_bl_H_29 : 0.0420789 + s_upper_bl_H_29 : 0.0415709 + s_lower_bl_H_4 : 0.041515 +Epoch: 31 | Train Loss: 3.09385 | Test Loss: 3.16858 | analysis_confidence: 0.249727 | CL: 0.0341293 | ln_CD: 0.0663631 | CM: 0.00596398 | Top_Xtr: 0.0275527 | Bot_Xtr: 0.0330606 +Loss contributors: + s_upper_bl_H_31 : 0.0554233 + s_lower_bl_H_31 : 0.0549326 + s_upper_bl_H_30 : 0.0467617 + s_lower_bl_H_30 : 0.0466861 + s_ln_CD : 0.0459442 + s_lower_bl_H_1 : 0.0448213 + s_lower_bl_H_3 : 0.0447415 + s_lower_bl_H_2 : 0.0434445 + s_upper_bl_H_29 : 0.0430824 + s_lower_bl_H_29 : 0.0424557 +Epoch: 32 | Train Loss: 3.07441 | Test Loss: 3.23756 | analysis_confidence: 0.24948 | CL: 0.0353878 | ln_CD: 0.0666491 | CM: 0.00600227 | Top_Xtr: 0.0286844 | Bot_Xtr: 0.0333701 +Loss contributors: + s_lower_bl_H_31 : 0.0557107 + s_upper_bl_H_31 : 0.0554924 + s_lower_bl_H_30 : 0.0483197 + s_upper_bl_H_30 : 0.0473328 + s_ln_CD : 0.0471822 + s_lower_bl_H_3 : 0.0452687 + s_lower_bl_H_29 : 0.0442376 + s_upper_bl_H_29 : 0.0435243 + s_lower_bl_H_4 : 0.0432586 + s_lower_bl_H_2 : 0.0425361 +Epoch: 33 | Train Loss: 3.05448 | Test Loss: 3.13082 | analysis_confidence: 0.248235 | CL: 0.0332295 | ln_CD: 0.0670401 | CM: 0.00583675 | Top_Xtr: 0.0254899 | Bot_Xtr: 0.0305963 +Loss contributors: + s_upper_bl_H_31 : 0.0566904 + s_lower_bl_H_31 : 0.0556777 + s_upper_bl_H_30 : 0.0484966 + s_lower_bl_H_30 : 0.0480808 + s_ln_CD : 0.044507 + s_lower_bl_H_3 : 0.0441827 + s_upper_bl_H_29 : 0.043158 + s_lower_bl_H_29 : 0.0423791 + s_lower_bl_H_4 : 0.0421103 + s_lower_bl_H_2 : 0.0415802 +Epoch: 34 | Train Loss: 3.03472 | Test Loss: 3.15601 | analysis_confidence: 0.245095 | CL: 0.0334903 | ln_CD: 0.0741098 | CM: 0.00589253 | Top_Xtr: 0.0257496 | Bot_Xtr: 0.0310809 +Loss contributors: + s_upper_bl_H_31 : 0.0555073 + s_lower_bl_H_31 : 0.0546733 + s_ln_CD : 0.0472053 + s_lower_bl_H_30 : 0.0463243 + s_upper_bl_H_30 : 0.0462889 + s_lower_bl_H_3 : 0.0449645 + s_lower_bl_H_4 : 0.0442206 + s_lower_bl_H_6 : 0.0425146 + s_lower_bl_H_1 : 0.041914 + s_lower_bl_H_2 : 0.0418843 +Epoch: 35 | Train Loss: 3.01767 | Test Loss: 3.14313 | analysis_confidence: 0.251051 | CL: 0.0351495 | ln_CD: 0.0659652 | CM: 0.00593169 | Top_Xtr: 0.0259182 | Bot_Xtr: 0.0314174 +Loss contributors: + s_lower_bl_H_31 : 0.0536504 + s_upper_bl_H_31 : 0.0534237 + s_lower_bl_H_3 : 0.0455927 + s_lower_bl_H_30 : 0.0452869 + s_upper_bl_H_30 : 0.0452724 + s_ln_CD : 0.043657 + s_lower_bl_H_4 : 0.0429272 + s_lower_bl_H_5 : 0.0426022 + s_lower_bl_H_1 : 0.0423807 + s_lower_bl_H_6 : 0.0422589 +Epoch: 36 | Train Loss: 3.00023 | Test Loss: 3.10394 | analysis_confidence: 0.247994 | CL: 0.0323788 | ln_CD: 0.067297 | CM: 0.00581263 | Top_Xtr: 0.024636 | Bot_Xtr: 0.0295955 +Loss contributors: + s_upper_bl_H_31 : 0.0521044 + s_lower_bl_H_31 : 0.0520787 + s_ln_CD : 0.0472603 + s_lower_bl_H_30 : 0.0451251 + s_lower_bl_H_3 : 0.0446412 + s_lower_bl_H_1 : 0.0437857 + s_upper_bl_H_30 : 0.0437572 + s_lower_bl_H_4 : 0.0430857 + s_lower_bl_H_2 : 0.041962 + s_lower_bl_H_6 : 0.0415811 +Epoch: 37 | Train Loss: 2.98484 | Test Loss: 3.05088 | analysis_confidence: 0.248677 | CL: 0.0327449 | ln_CD: 0.0649877 | CM: 0.00593842 | Top_Xtr: 0.0244033 | Bot_Xtr: 0.0294517 +Loss contributors: + s_upper_bl_H_31 : 0.0537495 + s_lower_bl_H_31 : 0.053173 + s_lower_bl_H_30 : 0.0457644 + s_ln_CD : 0.0456514 + s_upper_bl_H_30 : 0.0452054 + s_lower_bl_H_3 : 0.042561 + s_lower_bl_H_29 : 0.0417723 + s_upper_bl_H_29 : 0.0411073 + s_lower_bl_H_4 : 0.0410387 + s_lower_bl_H_1 : 0.0407965 +Epoch: 38 | Train Loss: 2.9677 | Test Loss: 3.12466 | analysis_confidence: 0.246662 | CL: 0.0344 | ln_CD: 0.0648316 | CM: 0.00577532 | Top_Xtr: 0.0248351 | Bot_Xtr: 0.0297511 +Loss contributors: + s_upper_bl_H_31 : 0.0537889 + s_lower_bl_H_31 : 0.0528039 + s_upper_bl_H_30 : 0.0459208 + s_lower_bl_H_30 : 0.045693 + s_ln_CD : 0.0437644 + s_upper_bl_H_29 : 0.0427388 + s_lower_bl_H_3 : 0.0421418 + s_lower_bl_H_29 : 0.042027 + s_lower_bl_H_1 : 0.0408549 + s_upper_bl_H_24 : 0.0405767 +Epoch: 39 | Train Loss: 2.95508 | Test Loss: 2.97297 | analysis_confidence: 0.24494 | CL: 0.0318812 | ln_CD: 0.0736569 | CM: 0.00588785 | Top_Xtr: 0.0257172 | Bot_Xtr: 0.0303209 +Loss contributors: + s_upper_bl_H_31 : 0.0521789 + s_lower_bl_H_31 : 0.0509773 + s_ln_CD : 0.0461107 + s_lower_bl_H_30 : 0.0438287 + s_upper_bl_H_30 : 0.0438021 + s_lower_bl_H_3 : 0.0414305 + s_lower_bl_H_1 : 0.0397846 + s_lower_bl_H_4 : 0.0397441 + s_upper_bl_H_29 : 0.0394432 + s_lower_bl_H_2 : 0.0390684 +Epoch: 40 | Train Loss: 2.938 | Test Loss: 3.03642 | analysis_confidence: 0.248785 | CL: 0.0323856 | ln_CD: 0.0617253 | CM: 0.00567894 | Top_Xtr: 0.0253237 | Bot_Xtr: 0.0301129 +Loss contributors: + s_upper_bl_H_31 : 0.0520642 + s_lower_bl_H_31 : 0.0514862 + s_ln_CD : 0.0479029 + s_lower_bl_H_30 : 0.0449706 + s_upper_bl_H_30 : 0.0445203 + s_lower_bl_H_3 : 0.0422039 + s_upper_bl_H_29 : 0.0404845 + s_lower_bl_H_29 : 0.04042 + s_lower_bl_H_1 : 0.0399947 + s_lower_bl_H_4 : 0.0398545 +Epoch: 41 | Train Loss: 2.92632 | Test Loss: 2.99544 | analysis_confidence: 0.250048 | CL: 0.0322157 | ln_CD: 0.0641629 | CM: 0.005669 | Top_Xtr: 0.025576 | Bot_Xtr: 0.0304764 +Loss contributors: + s_upper_bl_H_31 : 0.0541353 + s_lower_bl_H_31 : 0.0519298 + s_ln_CD : 0.0461983 + s_upper_bl_H_30 : 0.0435675 + s_lower_bl_H_30 : 0.042948 + s_lower_bl_H_3 : 0.0411815 + s_lower_bl_H_4 : 0.0409781 + s_lower_bl_H_6 : 0.0407008 + s_lower_bl_H_5 : 0.0402414 + s_lower_bl_H_1 : 0.0399014 +Epoch: 42 | Train Loss: 2.912 | Test Loss: 3.01483 | analysis_confidence: 0.247515 | CL: 0.0323227 | ln_CD: 0.0635729 | CM: 0.00568694 | Top_Xtr: 0.0244088 | Bot_Xtr: 0.0291982 +Loss contributors: + s_upper_bl_H_31 : 0.0512857 + s_lower_bl_H_31 : 0.051057 + s_lower_bl_H_30 : 0.043697 + s_ln_CD : 0.0432036 + s_upper_bl_H_30 : 0.0430261 + s_lower_bl_H_3 : 0.0420776 + s_lower_bl_H_4 : 0.041148 + s_lower_bl_H_1 : 0.0406958 + s_lower_bl_H_6 : 0.0401432 + s_lower_bl_H_2 : 0.0400742 +Epoch: 43 | Train Loss: 2.89833 | Test Loss: 2.99951 | analysis_confidence: 0.247097 | CL: 0.0320532 | ln_CD: 0.0626005 | CM: 0.00566079 | Top_Xtr: 0.0249617 | Bot_Xtr: 0.0290992 +Loss contributors: + s_lower_bl_H_31 : 0.0521905 + s_upper_bl_H_31 : 0.0516518 + s_lower_bl_H_30 : 0.0443926 + s_upper_bl_H_30 : 0.0432763 + s_ln_CD : 0.0422906 + s_lower_bl_H_3 : 0.0419944 + s_lower_bl_H_4 : 0.0415937 + s_lower_bl_H_6 : 0.0413386 + s_lower_bl_H_2 : 0.0407558 + s_lower_bl_H_8 : 0.040225 +Epoch: 44 | Train Loss: 2.88668 | Test Loss: 2.90897 | analysis_confidence: 0.244576 | CL: 0.0318503 | ln_CD: 0.0601828 | CM: 0.00567926 | Top_Xtr: 0.0238896 | Bot_Xtr: 0.0286889 +Loss contributors: + s_upper_bl_H_31 : 0.0500831 + s_lower_bl_H_31 : 0.0500661 + s_lower_bl_H_30 : 0.0437762 + s_upper_bl_H_30 : 0.0427292 + s_ln_CD : 0.0417233 + s_lower_bl_H_3 : 0.0416224 + s_lower_bl_H_4 : 0.0396767 + s_lower_bl_H_1 : 0.0391146 + s_lower_bl_H_29 : 0.0390928 + s_upper_bl_H_29 : 0.0386548 +Epoch: 45 | Train Loss: 2.87092 | Test Loss: 2.93887 | analysis_confidence: 0.249915 | CL: 0.0317466 | ln_CD: 0.0623928 | CM: 0.00568848 | Top_Xtr: 0.0233315 | Bot_Xtr: 0.027896 +Loss contributors: + s_upper_bl_H_31 : 0.051363 + s_lower_bl_H_31 : 0.0510385 + s_lower_bl_H_30 : 0.0430046 + s_upper_bl_H_30 : 0.0429678 + s_ln_CD : 0.0421354 + s_lower_bl_H_3 : 0.0415136 + s_lower_bl_H_4 : 0.0404934 + s_lower_bl_H_2 : 0.0394269 + s_lower_bl_H_6 : 0.0392872 + s_lower_bl_H_5 : 0.0388885 +Epoch: 46 | Train Loss: 2.86126 | Test Loss: 2.8855 | analysis_confidence: 0.247197 | CL: 0.0314087 | ln_CD: 0.0608 | CM: 0.00548892 | Top_Xtr: 0.0235807 | Bot_Xtr: 0.0280377 +Loss contributors: + s_lower_bl_H_31 : 0.0497008 + s_upper_bl_H_31 : 0.049338 + s_lower_bl_H_30 : 0.042364 + s_upper_bl_H_30 : 0.04206 + s_ln_CD : 0.0417326 + s_lower_bl_H_3 : 0.0409074 + s_lower_bl_H_4 : 0.0399291 + s_lower_bl_H_1 : 0.0386252 + s_lower_bl_H_2 : 0.038111 + s_upper_bl_H_29 : 0.0380862 +Epoch: 47 | Train Loss: 2.84911 | Test Loss: 2.90892 | analysis_confidence: 0.245114 | CL: 0.0310417 | ln_CD: 0.0675231 | CM: 0.00546929 | Top_Xtr: 0.0258441 | Bot_Xtr: 0.0302111 +Loss contributors: + s_upper_bl_H_31 : 0.0501166 + s_lower_bl_H_31 : 0.0501021 + s_ln_CD : 0.0446986 + s_lower_bl_H_30 : 0.0428918 + s_upper_bl_H_30 : 0.0417066 + s_lower_bl_H_3 : 0.0408913 + s_lower_bl_H_4 : 0.0400456 + s_lower_bl_H_29 : 0.0388351 + s_lower_bl_H_1 : 0.0388011 + s_lower_bl_H_6 : 0.0387054 +Epoch: 48 | Train Loss: 2.83789 | Test Loss: 2.85497 | analysis_confidence: 0.245819 | CL: 0.0310157 | ln_CD: 0.0611747 | CM: 0.00549591 | Top_Xtr: 0.0242588 | Bot_Xtr: 0.028757 +Loss contributors: + s_upper_bl_H_31 : 0.0492769 + s_lower_bl_H_31 : 0.0492165 + s_lower_bl_H_30 : 0.0423901 + s_ln_CD : 0.0419179 + s_upper_bl_H_30 : 0.0414117 + s_lower_bl_H_3 : 0.0402722 + s_lower_bl_H_4 : 0.0398495 + s_lower_bl_H_2 : 0.0387729 + s_lower_bl_H_6 : 0.0385164 + s_lower_bl_H_1 : 0.0384985 +Epoch: 49 | Train Loss: 2.8264 | Test Loss: 2.89187 | analysis_confidence: 0.243338 | CL: 0.0318334 | ln_CD: 0.0623023 | CM: 0.00559927 | Top_Xtr: 0.0233062 | Bot_Xtr: 0.0276885 +Loss contributors: + s_lower_bl_H_31 : 0.0503087 + s_upper_bl_H_31 : 0.0495677 + s_lower_bl_H_30 : 0.042658 + s_ln_CD : 0.0425029 + s_lower_bl_H_3 : 0.0414829 + s_upper_bl_H_30 : 0.041052 + s_lower_bl_H_4 : 0.0396201 + s_lower_bl_H_2 : 0.0392984 + s_lower_bl_H_1 : 0.0388583 + s_lower_bl_H_6 : 0.0384303 +Epoch: 50 | Train Loss: 2.81813 | Test Loss: 2.84463 | analysis_confidence: 0.24372 | CL: 0.0311632 | ln_CD: 0.0613703 | CM: 0.00544457 | Top_Xtr: 0.0239562 | Bot_Xtr: 0.0286122 +Loss contributors: + s_upper_bl_H_31 : 0.0498978 + s_lower_bl_H_31 : 0.0487219 + s_ln_CD : 0.0429661 + s_upper_bl_H_30 : 0.0420589 + s_lower_bl_H_30 : 0.0420354 + s_lower_bl_H_3 : 0.0394761 + s_lower_bl_H_4 : 0.0391717 + s_upper_bl_H_29 : 0.0381564 + s_lower_bl_H_2 : 0.0377793 + s_lower_bl_H_6 : 0.0377031 +Epoch: 51 | Train Loss: 2.80471 | Test Loss: 2.90774 | analysis_confidence: 0.244307 | CL: 0.0328296 | ln_CD: 0.0613266 | CM: 0.00552784 | Top_Xtr: 0.0247348 | Bot_Xtr: 0.0283609 +Loss contributors: + s_upper_bl_H_31 : 0.0495022 + s_lower_bl_H_31 : 0.0494049 + s_lower_bl_H_30 : 0.0419987 + s_upper_bl_H_30 : 0.0415412 + s_ln_CD : 0.0411191 + s_lower_bl_H_3 : 0.0397516 + s_lower_bl_H_4 : 0.0381431 + s_upper_bl_H_29 : 0.0380452 + s_lower_bl_H_29 : 0.0379485 + s_lower_bl_H_1 : 0.0378444 +Epoch: 52 | Train Loss: 2.79626 | Test Loss: 2.85369 | analysis_confidence: 0.24571 | CL: 0.0329609 | ln_CD: 0.0599759 | CM: 0.0054438 | Top_Xtr: 0.0230948 | Bot_Xtr: 0.0278678 +Loss contributors: + s_upper_bl_H_31 : 0.0499745 + s_lower_bl_H_31 : 0.0496695 + s_upper_bl_H_30 : 0.0418683 + s_lower_bl_H_30 : 0.0417692 + s_ln_CD : 0.041257 + s_lower_bl_H_3 : 0.0401387 + s_upper_bl_H_29 : 0.0386385 + s_lower_bl_H_4 : 0.0384847 + s_lower_bl_H_29 : 0.037605 + s_lower_bl_H_1 : 0.0374344 +Epoch: 53 | Train Loss: 2.78506 | Test Loss: 2.92795 | analysis_confidence: 0.243786 | CL: 0.0310709 | ln_CD: 0.0627573 | CM: 0.00546103 | Top_Xtr: 0.0232348 | Bot_Xtr: 0.0271287 +Loss contributors: + s_upper_bl_H_31 : 0.0495909 + s_lower_bl_H_31 : 0.0487723 + s_lower_bl_H_3 : 0.0425286 + s_lower_bl_H_30 : 0.0418744 + s_ln_CD : 0.0418399 + s_lower_bl_H_4 : 0.0414431 + s_upper_bl_H_30 : 0.0412368 + s_lower_bl_H_6 : 0.04052 + s_lower_bl_H_5 : 0.0402549 + s_lower_bl_H_2 : 0.0387745 +Epoch: 54 | Train Loss: 2.77707 | Test Loss: 2.82602 | analysis_confidence: 0.243228 | CL: 0.032316 | ln_CD: 0.0591698 | CM: 0.00541141 | Top_Xtr: 0.0247814 | Bot_Xtr: 0.0295169 +Loss contributors: + s_upper_bl_H_31 : 0.0479637 + s_lower_bl_H_31 : 0.0474259 + s_lower_bl_H_30 : 0.0411327 + s_upper_bl_H_30 : 0.0409587 + s_ln_CD : 0.040754 + s_lower_bl_H_3 : 0.0399224 + s_lower_bl_H_4 : 0.0390166 + s_lower_bl_H_5 : 0.0382092 + s_lower_bl_H_6 : 0.0376126 + s_upper_bl_H_29 : 0.0375999 +Epoch: 55 | Train Loss: 2.76566 | Test Loss: 2.82702 | analysis_confidence: 0.242974 | CL: 0.031202 | ln_CD: 0.0608639 | CM: 0.0053485 | Top_Xtr: 0.0233713 | Bot_Xtr: 0.0278946 +Loss contributors: + s_lower_bl_H_31 : 0.0500695 + s_upper_bl_H_31 : 0.0499985 + s_lower_bl_H_30 : 0.0425933 + s_upper_bl_H_30 : 0.0416936 + s_ln_CD : 0.0406175 + s_lower_bl_H_3 : 0.0392146 + s_lower_bl_H_29 : 0.0388272 + s_upper_bl_H_29 : 0.038285 + s_lower_bl_H_4 : 0.0381785 + s_lower_bl_H_6 : 0.0374623 +Epoch: 56 | Train Loss: 2.75813 | Test Loss: 2.8102 | analysis_confidence: 0.241823 | CL: 0.030553 | ln_CD: 0.0587989 | CM: 0.00532921 | Top_Xtr: 0.0223328 | Bot_Xtr: 0.0268965 +Loss contributors: + s_lower_bl_H_31 : 0.0484269 + s_upper_bl_H_31 : 0.0483136 + s_ln_CD : 0.0414781 + s_lower_bl_H_30 : 0.0411748 + s_upper_bl_H_30 : 0.0408413 + s_lower_bl_H_3 : 0.0398176 + s_lower_bl_H_1 : 0.0387401 + s_lower_bl_H_4 : 0.0381577 + s_lower_bl_H_6 : 0.0377378 + s_lower_bl_H_5 : 0.037306 +Epoch: 57 | Train Loss: 2.74957 | Test Loss: 2.86949 | analysis_confidence: 0.242784 | CL: 0.0323032 | ln_CD: 0.0784449 | CM: 0.00557141 | Top_Xtr: 0.02368 | Bot_Xtr: 0.0278825 +Loss contributors: + s_upper_bl_H_31 : 0.0480691 + s_lower_bl_H_31 : 0.0479832 + s_ln_CD : 0.0454461 + s_lower_bl_H_3 : 0.0407252 + s_lower_bl_H_4 : 0.0406301 + s_lower_bl_H_30 : 0.0405882 + s_upper_bl_H_30 : 0.0401161 + s_lower_bl_H_6 : 0.0401081 + s_lower_bl_H_5 : 0.0384188 + s_lower_bl_H_2 : 0.0379036 +Epoch: 58 | Train Loss: 2.74026 | Test Loss: 2.78465 | analysis_confidence: 0.244475 | CL: 0.0307899 | ln_CD: 0.0593423 | CM: 0.00533137 | Top_Xtr: 0.0221896 | Bot_Xtr: 0.0266863 +Loss contributors: + s_upper_bl_H_31 : 0.0487769 + s_lower_bl_H_31 : 0.0471025 + s_ln_CD : 0.0429139 + s_upper_bl_H_30 : 0.0406469 + s_lower_bl_H_30 : 0.0400094 + s_lower_bl_H_4 : 0.0385963 + s_lower_bl_H_3 : 0.0385491 + s_upper_bl_H_29 : 0.0371778 + s_lower_bl_H_6 : 0.0369407 + s_lower_bl_H_1 : 0.0367423 +Epoch: 59 | Train Loss: 2.73189 | Test Loss: 2.8273 | analysis_confidence: 0.2437 | CL: 0.0305138 | ln_CD: 0.0660448 | CM: 0.0054314 | Top_Xtr: 0.0224484 | Bot_Xtr: 0.0272127 +Loss contributors: + s_lower_bl_H_31 : 0.0482099 + s_upper_bl_H_31 : 0.0473499 + s_ln_CD : 0.0448901 + s_lower_bl_H_30 : 0.0413544 + s_upper_bl_H_30 : 0.0400964 + s_lower_bl_H_3 : 0.0393143 + s_lower_bl_H_1 : 0.0378015 + s_lower_bl_H_4 : 0.0373745 + s_lower_bl_H_2 : 0.0373649 + s_lower_bl_H_29 : 0.0372788 +Epoch: 60 | Train Loss: 2.72406 | Test Loss: 2.80041 | analysis_confidence: 0.242152 | CL: 0.0318638 | ln_CD: 0.0600734 | CM: 0.00565299 | Top_Xtr: 0.0228739 | Bot_Xtr: 0.0269745 +Loss contributors: + s_upper_bl_H_31 : 0.0488186 + s_lower_bl_H_31 : 0.0477415 + s_upper_bl_H_30 : 0.0404693 + s_ln_CD : 0.0402322 + s_lower_bl_H_30 : 0.0401881 + s_lower_bl_H_4 : 0.0381301 + s_lower_bl_H_3 : 0.0378898 + s_upper_bl_H_29 : 0.037307 + s_lower_bl_H_6 : 0.036992 + s_lower_bl_H_29 : 0.0364884 +Epoch: 61 | Train Loss: 2.71556 | Test Loss: 2.78504 | analysis_confidence: 0.244138 | CL: 0.0305607 | ln_CD: 0.0593382 | CM: 0.0055456 | Top_Xtr: 0.0228303 | Bot_Xtr: 0.0268037 +Loss contributors: + s_upper_bl_H_31 : 0.0472477 + s_lower_bl_H_31 : 0.0470912 + s_lower_bl_H_30 : 0.0401721 + s_ln_CD : 0.03988 + s_upper_bl_H_30 : 0.0397297 + s_lower_bl_H_3 : 0.0388797 + s_lower_bl_H_4 : 0.0379607 + s_lower_bl_H_1 : 0.0373372 + s_lower_bl_H_6 : 0.0368856 + s_lower_bl_H_5 : 0.0367658 +Epoch: 62 | Train Loss: 2.70578 | Test Loss: 2.80672 | analysis_confidence: 0.245843 | CL: 0.0303567 | ln_CD: 0.0616205 | CM: 0.0053812 | Top_Xtr: 0.0223497 | Bot_Xtr: 0.0263953 +Loss contributors: + s_lower_bl_H_31 : 0.0476062 + s_upper_bl_H_31 : 0.0476035 + s_ln_CD : 0.0448527 + s_lower_bl_H_30 : 0.0403548 + s_upper_bl_H_30 : 0.0393204 + s_lower_bl_H_3 : 0.0387478 + s_lower_bl_H_4 : 0.0377067 + s_lower_bl_H_1 : 0.0369886 + s_lower_bl_H_29 : 0.0367933 + s_lower_bl_H_6 : 0.0366275 +Epoch: 63 | Train Loss: 2.70016 | Test Loss: 2.79382 | analysis_confidence: 0.239707 | CL: 0.0307811 | ln_CD: 0.0631814 | CM: 0.00542135 | Top_Xtr: 0.0229699 | Bot_Xtr: 0.0274648 +Loss contributors: + s_upper_bl_H_31 : 0.0473918 + s_lower_bl_H_31 : 0.0471829 + s_ln_CD : 0.0414981 + s_lower_bl_H_30 : 0.0401022 + s_lower_bl_H_3 : 0.0394884 + s_upper_bl_H_30 : 0.0393241 + s_lower_bl_H_4 : 0.0381319 + s_lower_bl_H_5 : 0.037412 + s_lower_bl_H_6 : 0.0373413 + s_lower_bl_H_2 : 0.0369774 +Epoch: 64 | Train Loss: 2.69273 | Test Loss: 2.77742 | analysis_confidence: 0.243215 | CL: 0.0306631 | ln_CD: 0.0586383 | CM: 0.00534299 | Top_Xtr: 0.0219937 | Bot_Xtr: 0.026627 +Loss contributors: + s_lower_bl_H_31 : 0.0465656 + s_upper_bl_H_31 : 0.0465466 + s_ln_CD : 0.0400024 + s_lower_bl_H_3 : 0.0398141 + s_lower_bl_H_30 : 0.0398086 + s_lower_bl_H_1 : 0.0392277 + s_upper_bl_H_30 : 0.03907 + s_lower_bl_H_4 : 0.0383435 + s_lower_bl_H_2 : 0.0379605 + s_lower_bl_H_6 : 0.0371992 +Epoch: 65 | Train Loss: 2.68444 | Test Loss: 2.81712 | analysis_confidence: 0.242097 | CL: 0.0307969 | ln_CD: 0.0633665 | CM: 0.00546213 | Top_Xtr: 0.0230405 | Bot_Xtr: 0.0279308 +Loss contributors: + s_upper_bl_H_31 : 0.0474147 + s_lower_bl_H_31 : 0.0474086 + s_lower_bl_H_30 : 0.0410903 + s_ln_CD : 0.0409909 + s_upper_bl_H_30 : 0.0396836 + s_lower_bl_H_3 : 0.0393757 + s_lower_bl_H_4 : 0.0385151 + s_lower_bl_H_6 : 0.0381149 + s_lower_bl_H_29 : 0.0378589 + s_lower_bl_H_1 : 0.0376629 +Epoch: 66 | Train Loss: 2.67671 | Test Loss: 2.7535 | analysis_confidence: 0.243288 | CL: 0.0311665 | ln_CD: 0.0636503 | CM: 0.00523752 | Top_Xtr: 0.0218881 | Bot_Xtr: 0.0259574 +Loss contributors: + s_upper_bl_H_31 : 0.0463787 + s_lower_bl_H_31 : 0.0456132 + s_ln_CD : 0.0416694 + s_upper_bl_H_30 : 0.0389449 + s_lower_bl_H_30 : 0.0387329 + s_lower_bl_H_3 : 0.0381292 + s_lower_bl_H_4 : 0.0376664 + s_lower_bl_H_1 : 0.037158 + s_lower_bl_H_2 : 0.0369086 + s_lower_bl_H_6 : 0.0364228 +Epoch: 67 | Train Loss: 2.67091 | Test Loss: 2.81758 | analysis_confidence: 0.238659 | CL: 0.0300102 | ln_CD: 0.0668369 | CM: 0.00538507 | Top_Xtr: 0.0235442 | Bot_Xtr: 0.027695 +Loss contributors: + s_upper_bl_H_31 : 0.0478893 + s_lower_bl_H_31 : 0.0471952 + s_ln_CD : 0.0434831 + s_lower_bl_H_3 : 0.0399228 + s_lower_bl_H_30 : 0.0398541 + s_upper_bl_H_30 : 0.0397624 + s_lower_bl_H_4 : 0.0390883 + s_lower_bl_H_6 : 0.0382008 + s_lower_bl_H_1 : 0.0379057 + s_lower_bl_H_5 : 0.0376971 +Epoch: 68 | Train Loss: 2.66381 | Test Loss: 2.80693 | analysis_confidence: 0.241792 | CL: 0.0308832 | ln_CD: 0.0678139 | CM: 0.00527705 | Top_Xtr: 0.0224028 | Bot_Xtr: 0.0266879 +Loss contributors: + s_upper_bl_H_31 : 0.0470428 + s_lower_bl_H_31 : 0.046565 + s_ln_CD : 0.0426994 + s_lower_bl_H_30 : 0.0397615 + s_upper_bl_H_30 : 0.0394549 + s_lower_bl_H_3 : 0.0384519 + s_lower_bl_H_4 : 0.0384485 + s_lower_bl_H_6 : 0.0377561 + s_lower_bl_H_5 : 0.0371073 + s_upper_bl_H_29 : 0.0367062 +Epoch: 69 | Train Loss: 2.65433 | Test Loss: 2.80445 | analysis_confidence: 0.243929 | CL: 0.0313687 | ln_CD: 0.0595234 | CM: 0.00523134 | Top_Xtr: 0.0227614 | Bot_Xtr: 0.0277155 +Loss contributors: + s_upper_bl_H_31 : 0.0477346 + s_lower_bl_H_31 : 0.0469702 + s_ln_CD : 0.0436378 + s_lower_bl_H_3 : 0.0405391 + s_lower_bl_H_30 : 0.0396679 + s_upper_bl_H_30 : 0.0394294 + s_lower_bl_H_4 : 0.0392263 + s_lower_bl_H_1 : 0.038591 + s_lower_bl_H_2 : 0.0383297 + s_lower_bl_H_6 : 0.0382572 +Epoch: 70 | Train Loss: 2.64922 | Test Loss: 2.69598 | analysis_confidence: 0.240667 | CL: 0.031756 | ln_CD: 0.0634844 | CM: 0.00554508 | Top_Xtr: 0.0216521 | Bot_Xtr: 0.0261084 +Loss contributors: + s_upper_bl_H_31 : 0.0473144 + s_lower_bl_H_31 : 0.0465537 + s_ln_CD : 0.0403138 + s_lower_bl_H_30 : 0.0389493 + s_upper_bl_H_30 : 0.0386939 + s_lower_bl_H_4 : 0.0378466 + s_lower_bl_H_3 : 0.0372244 + s_lower_bl_H_6 : 0.0360626 + s_upper_bl_H_29 : 0.0359896 + s_lower_bl_H_29 : 0.0357202 +Epoch: 71 | Train Loss: 2.64074 | Test Loss: 2.70563 | analysis_confidence: 0.241284 | CL: 0.0298781 | ln_CD: 0.0586088 | CM: 0.0052136 | Top_Xtr: 0.0221182 | Bot_Xtr: 0.0263407 +Loss contributors: + s_lower_bl_H_31 : 0.0478086 + s_upper_bl_H_31 : 0.0468397 + s_ln_CD : 0.0402706 + s_lower_bl_H_30 : 0.0400369 + s_upper_bl_H_30 : 0.0390347 + s_lower_bl_H_3 : 0.0383313 + s_lower_bl_H_4 : 0.0375279 + s_lower_bl_H_2 : 0.036938 + s_lower_bl_H_29 : 0.0365589 + s_lower_bl_H_1 : 0.0365283 +Epoch: 72 | Train Loss: 2.63473 | Test Loss: 2.73022 | analysis_confidence: 0.24237 | CL: 0.0296851 | ln_CD: 0.0605286 | CM: 0.00519866 | Top_Xtr: 0.021993 | Bot_Xtr: 0.02619 +Loss contributors: + s_lower_bl_H_31 : 0.0456957 + s_upper_bl_H_31 : 0.0450609 + s_ln_CD : 0.0413797 + s_lower_bl_H_30 : 0.0393981 + s_lower_bl_H_3 : 0.0383661 + s_upper_bl_H_30 : 0.0382091 + s_lower_bl_H_4 : 0.0366984 + s_lower_bl_H_1 : 0.0363607 + s_lower_bl_H_2 : 0.0363241 + s_lower_bl_H_29 : 0.0362143 +Epoch: 73 | Train Loss: 2.62845 | Test Loss: 2.72095 | analysis_confidence: 0.240799 | CL: 0.0298759 | ln_CD: 0.0680278 | CM: 0.00525973 | Top_Xtr: 0.0233129 | Bot_Xtr: 0.0265174 +Loss contributors: + s_upper_bl_H_31 : 0.0461747 + s_lower_bl_H_31 : 0.0456556 + s_ln_CD : 0.0422664 + s_lower_bl_H_30 : 0.0392189 + s_upper_bl_H_30 : 0.0385868 + s_lower_bl_H_3 : 0.0382532 + s_lower_bl_H_4 : 0.0380109 + s_lower_bl_H_6 : 0.0370156 + s_lower_bl_H_5 : 0.0362884 + s_lower_bl_H_2 : 0.0362792 +Epoch: 74 | Train Loss: 2.62245 | Test Loss: 2.67481 | analysis_confidence: 0.243193 | CL: 0.0296385 | ln_CD: 0.0574741 | CM: 0.00530122 | Top_Xtr: 0.0216679 | Bot_Xtr: 0.0256558 +Loss contributors: + s_lower_bl_H_31 : 0.0447467 + s_upper_bl_H_31 : 0.0444884 + s_ln_CD : 0.0388304 + s_lower_bl_H_30 : 0.0377503 + s_lower_bl_H_4 : 0.0376667 + s_lower_bl_H_3 : 0.0376502 + s_upper_bl_H_30 : 0.0370083 + s_lower_bl_H_6 : 0.0364705 + s_lower_bl_H_2 : 0.0359996 + s_lower_bl_H_1 : 0.0354069 +Epoch: 75 | Train Loss: 2.61762 | Test Loss: 2.73214 | analysis_confidence: 0.240244 | CL: 0.0298067 | ln_CD: 0.0678464 | CM: 0.00533732 | Top_Xtr: 0.021338 | Bot_Xtr: 0.0258713 +Loss contributors: + s_lower_bl_H_31 : 0.047944 + s_upper_bl_H_31 : 0.0462557 + s_ln_CD : 0.0425588 + s_lower_bl_H_30 : 0.0423848 + s_upper_bl_H_30 : 0.0399588 + s_lower_bl_H_29 : 0.0390576 + s_lower_bl_H_3 : 0.0379028 + s_upper_bl_H_29 : 0.0374169 + s_lower_bl_H_4 : 0.0371756 + s_lower_bl_H_2 : 0.0362374 +Epoch: 76 | Train Loss: 2.60767 | Test Loss: 2.87564 | analysis_confidence: 0.24062 | CL: 0.0303851 | ln_CD: 0.0613876 | CM: 0.00541612 | Top_Xtr: 0.0242026 | Bot_Xtr: 0.0287245 +Loss contributors: + s_lower_bl_H_31 : 0.0475544 + s_upper_bl_H_31 : 0.0457205 + s_lower_bl_H_30 : 0.0428829 + s_ln_CD : 0.0412875 + s_upper_bl_H_30 : 0.0399299 + s_lower_bl_H_29 : 0.039616 + s_lower_bl_H_4 : 0.0383781 + s_lower_bl_H_3 : 0.0378958 + s_lower_bl_H_6 : 0.0377662 + s_upper_bl_H_29 : 0.0376707 +Epoch: 77 | Train Loss: 2.60113 | Test Loss: 2.6331 | analysis_confidence: 0.244199 | CL: 0.0298672 | ln_CD: 0.0641438 | CM: 0.00528926 | Top_Xtr: 0.0212409 | Bot_Xtr: 0.0254918 +Loss contributors: + s_upper_bl_H_31 : 0.0449406 + s_lower_bl_H_31 : 0.0440454 + s_ln_CD : 0.0398363 + s_lower_bl_H_30 : 0.0373414 + s_upper_bl_H_30 : 0.0373254 + s_lower_bl_H_4 : 0.0371283 + s_lower_bl_H_3 : 0.0369468 + s_lower_bl_H_6 : 0.0357872 + s_lower_bl_H_2 : 0.0353163 + s_lower_bl_H_5 : 0.0350361 +Epoch: 78 | Train Loss: 2.60067 | Test Loss: 2.72803 | analysis_confidence: 0.240006 | CL: 0.0299054 | ln_CD: 0.0582717 | CM: 0.00516737 | Top_Xtr: 0.0213282 | Bot_Xtr: 0.0260677 +Loss contributors: + s_lower_bl_H_31 : 0.0447419 + s_upper_bl_H_31 : 0.0447066 + s_ln_CD : 0.041666 + s_lower_bl_H_30 : 0.038959 + s_upper_bl_H_30 : 0.0380627 + s_lower_bl_H_4 : 0.0372108 + s_lower_bl_H_3 : 0.0370111 + s_lower_bl_H_6 : 0.0367722 + s_lower_bl_H_2 : 0.0359669 + s_lower_bl_H_29 : 0.0356736 +Epoch: 79 | Train Loss: 2.5924 | Test Loss: 2.64786 | analysis_confidence: 0.240217 | CL: 0.0296375 | ln_CD: 0.0597061 | CM: 0.00517954 | Top_Xtr: 0.0215005 | Bot_Xtr: 0.0255843 +Loss contributors: + s_upper_bl_H_31 : 0.0466235 + s_lower_bl_H_31 : 0.0453195 + s_ln_CD : 0.0388104 + s_lower_bl_H_30 : 0.0381975 + s_upper_bl_H_30 : 0.038067 + s_lower_bl_H_3 : 0.0364904 + s_lower_bl_H_4 : 0.036334 + s_upper_bl_H_29 : 0.0355084 + s_lower_bl_H_29 : 0.0352339 + s_lower_bl_H_2 : 0.0349795 +Epoch: 80 | Train Loss: 2.58617 | Test Loss: 2.62532 | analysis_confidence: 0.239024 | CL: 0.0288405 | ln_CD: 0.0564315 | CM: 0.00515941 | Top_Xtr: 0.0222241 | Bot_Xtr: 0.0263875 +Loss contributors: + s_upper_bl_H_31 : 0.0442088 + s_lower_bl_H_31 : 0.0438305 + s_ln_CD : 0.0394878 + s_lower_bl_H_30 : 0.0374028 + s_upper_bl_H_30 : 0.0371501 + s_lower_bl_H_4 : 0.0367406 + s_lower_bl_H_3 : 0.0364843 + s_lower_bl_H_2 : 0.0355085 + s_lower_bl_H_6 : 0.035373 + s_lower_bl_H_1 : 0.0349139 +Epoch: 81 | Train Loss: 2.58216 | Test Loss: 2.78595 | analysis_confidence: 0.240335 | CL: 0.0292599 | ln_CD: 0.0595674 | CM: 0.00513102 | Top_Xtr: 0.022187 | Bot_Xtr: 0.0268063 +Loss contributors: + s_ln_CD : 0.0528231 + s_upper_bl_H_31 : 0.0456087 + s_lower_bl_H_31 : 0.045323 + s_lower_bl_H_30 : 0.038736 + s_lower_bl_H_4 : 0.0382923 + s_upper_bl_H_30 : 0.0380659 + s_lower_bl_H_3 : 0.0376269 + s_lower_bl_H_6 : 0.0369232 + s_lower_bl_H_1 : 0.036904 + s_lower_bl_H_2 : 0.0362397 +Epoch: 82 | Train Loss: 2.57664 | Test Loss: 2.65692 | analysis_confidence: 0.237304 | CL: 0.0293774 | ln_CD: 0.0636164 | CM: 0.0051629 | Top_Xtr: 0.0246477 | Bot_Xtr: 0.028817 +Loss contributors: + s_lower_bl_H_31 : 0.0459059 + s_upper_bl_H_31 : 0.0447844 + s_ln_CD : 0.0410296 + s_lower_bl_H_30 : 0.0397279 + s_upper_bl_H_30 : 0.0382102 + s_lower_bl_H_4 : 0.037433 + s_lower_bl_H_3 : 0.0369495 + s_lower_bl_H_29 : 0.0363509 + s_lower_bl_H_2 : 0.0356656 + s_lower_bl_H_1 : 0.035609 +Epoch: 83 | Train Loss: 2.57119 | Test Loss: 2.62613 | analysis_confidence: 0.241503 | CL: 0.029213 | ln_CD: 0.0581308 | CM: 0.00537793 | Top_Xtr: 0.0214116 | Bot_Xtr: 0.025741 +Loss contributors: + s_lower_bl_H_31 : 0.0463892 + s_upper_bl_H_31 : 0.04604 + s_ln_CD : 0.0405683 + s_lower_bl_H_30 : 0.0381874 + s_upper_bl_H_30 : 0.0372579 + s_lower_bl_H_4 : 0.0369784 + s_lower_bl_H_3 : 0.0358579 + s_lower_bl_H_6 : 0.0355423 + s_lower_bl_H_29 : 0.0347259 + s_lower_bl_H_2 : 0.0345724 +Epoch: 84 | Train Loss: 2.56207 | Test Loss: 2.64356 | analysis_confidence: 0.238651 | CL: 0.0291044 | ln_CD: 0.0592071 | CM: 0.00523093 | Top_Xtr: 0.0214163 | Bot_Xtr: 0.0257653 +Loss contributors: + s_lower_bl_H_31 : 0.0466162 + s_upper_bl_H_31 : 0.0465017 + s_ln_CD : 0.0403161 + s_lower_bl_H_30 : 0.0385185 + s_upper_bl_H_30 : 0.0385176 + s_lower_bl_H_4 : 0.036508 + s_lower_bl_H_3 : 0.0356664 + s_upper_bl_H_29 : 0.0356367 + s_lower_bl_H_29 : 0.0349896 + s_lower_bl_H_6 : 0.0349597 +Epoch: 85 | Train Loss: 2.5603 | Test Loss: 2.65251 | analysis_confidence: 0.236884 | CL: 0.0297077 | ln_CD: 0.0580925 | CM: 0.00548367 | Top_Xtr: 0.0225214 | Bot_Xtr: 0.026231 +Loss contributors: + s_lower_bl_H_31 : 0.0460479 + s_upper_bl_H_31 : 0.0458294 + s_ln_CD : 0.042028 + s_lower_bl_H_30 : 0.0384664 + s_upper_bl_H_30 : 0.0374075 + s_lower_bl_H_4 : 0.0363118 + s_lower_bl_H_3 : 0.0361803 + s_lower_bl_H_29 : 0.0351783 + s_lower_bl_H_2 : 0.0351559 + s_upper_bl_H_29 : 0.0349299 +Epoch: 86 | Train Loss: 2.55051 | Test Loss: 2.77087 | analysis_confidence: 0.235803 | CL: 0.0294267 | ln_CD: 0.0571593 | CM: 0.00521598 | Top_Xtr: 0.0218162 | Bot_Xtr: 0.0260066 +Loss contributors: + s_lower_bl_H_31 : 0.0454895 + s_upper_bl_H_31 : 0.0454702 + s_ln_CD : 0.0401347 + s_lower_bl_H_4 : 0.0384099 + s_lower_bl_H_30 : 0.0381271 + s_upper_bl_H_30 : 0.0379728 + s_lower_bl_H_6 : 0.0373233 + s_lower_bl_H_3 : 0.0368625 + s_lower_bl_H_2 : 0.0368448 + s_lower_bl_H_8 : 0.0365103 +Epoch: 87 | Train Loss: 2.54864 | Test Loss: 2.74351 | analysis_confidence: 0.2364 | CL: 0.0295247 | ln_CD: 0.0573894 | CM: 0.00538436 | Top_Xtr: 0.0216669 | Bot_Xtr: 0.0261145 +Loss contributors: + s_lower_bl_H_31 : 0.0453552 + s_upper_bl_H_31 : 0.0444583 + s_ln_CD : 0.0397216 + s_lower_bl_H_3 : 0.0391151 + s_lower_bl_H_4 : 0.0390577 + s_lower_bl_H_30 : 0.0388486 + s_lower_bl_H_6 : 0.0381222 + s_lower_bl_H_5 : 0.0381095 + s_lower_bl_H_1 : 0.0378023 + s_lower_bl_H_2 : 0.0377824 +Epoch: 88 | Train Loss: 2.5423 | Test Loss: 2.64865 | analysis_confidence: 0.238889 | CL: 0.0285934 | ln_CD: 0.062335 | CM: 0.00510048 | Top_Xtr: 0.0217686 | Bot_Xtr: 0.0258586 +Loss contributors: + s_upper_bl_H_31 : 0.0447634 + s_lower_bl_H_31 : 0.0445828 + s_ln_CD : 0.0403508 + s_lower_bl_H_4 : 0.0387238 + s_lower_bl_H_30 : 0.0381532 + s_upper_bl_H_30 : 0.0373226 + s_lower_bl_H_3 : 0.0364125 + s_lower_bl_H_6 : 0.0362041 + s_lower_bl_H_5 : 0.0359147 + s_lower_bl_H_8 : 0.0354475 +Epoch: 89 | Train Loss: 2.53821 | Test Loss: 2.62856 | analysis_confidence: 0.239233 | CL: 0.0295066 | ln_CD: 0.0564855 | CM: 0.0052065 | Top_Xtr: 0.0251917 | Bot_Xtr: 0.0289307 +Loss contributors: + s_upper_bl_H_31 : 0.044617 + s_lower_bl_H_31 : 0.0445999 + s_ln_CD : 0.0387018 + s_lower_bl_H_30 : 0.0382434 + s_upper_bl_H_30 : 0.0371888 + s_lower_bl_H_4 : 0.0371128 + s_lower_bl_H_3 : 0.0364992 + s_lower_bl_H_2 : 0.0360907 + s_lower_bl_H_5 : 0.0355545 + s_lower_bl_H_6 : 0.0354208 +Epoch: 90 | Train Loss: 2.53347 | Test Loss: 2.58952 | analysis_confidence: 0.23804 | CL: 0.0293601 | ln_CD: 0.0586881 | CM: 0.00504436 | Top_Xtr: 0.0208653 | Bot_Xtr: 0.0249263 +Loss contributors: + s_upper_bl_H_31 : 0.0448265 + s_lower_bl_H_31 : 0.0438831 + s_ln_CD : 0.0398539 + s_upper_bl_H_30 : 0.0372569 + s_lower_bl_H_30 : 0.0370019 + s_lower_bl_H_4 : 0.0353656 + s_upper_bl_H_29 : 0.0350402 + s_lower_bl_H_3 : 0.034382 + s_lower_bl_H_5 : 0.0341374 + s_lower_bl_H_2 : 0.0340165 +Epoch: 91 | Train Loss: 2.52465 | Test Loss: 2.6118 | analysis_confidence: 0.237659 | CL: 0.0288971 | ln_CD: 0.0578504 | CM: 0.00515853 | Top_Xtr: 0.0210123 | Bot_Xtr: 0.025196 +Loss contributors: + s_upper_bl_H_31 : 0.0445872 + s_lower_bl_H_31 : 0.0441019 + s_ln_CD : 0.0404076 + s_lower_bl_H_30 : 0.0381099 + s_upper_bl_H_30 : 0.0374901 + s_lower_bl_H_4 : 0.0362633 + s_lower_bl_H_5 : 0.0352218 + s_lower_bl_H_6 : 0.035089 + s_lower_bl_H_3 : 0.0350642 + s_lower_bl_H_2 : 0.0349101 +Epoch: 92 | Train Loss: 2.52003 | Test Loss: 2.65109 | analysis_confidence: 0.238015 | CL: 0.0307014 | ln_CD: 0.0571608 | CM: 0.00536333 | Top_Xtr: 0.0205409 | Bot_Xtr: 0.0249608 +Loss contributors: + s_upper_bl_H_31 : 0.0447627 + s_lower_bl_H_31 : 0.0438193 + s_upper_bl_H_30 : 0.0387255 + s_ln_CD : 0.0379936 + s_lower_bl_H_30 : 0.0378986 + s_upper_bl_H_29 : 0.0354319 + s_lower_bl_H_4 : 0.0352504 + s_lower_bl_H_2 : 0.0343224 + s_lower_bl_H_5 : 0.0343198 + s_lower_bl_H_8 : 0.0343078 +Epoch: 93 | Train Loss: 2.51512 | Test Loss: 2.62953 | analysis_confidence: 0.23934 | CL: 0.0294039 | ln_CD: 0.0572092 | CM: 0.00513353 | Top_Xtr: 0.0221737 | Bot_Xtr: 0.0264127 +Loss contributors: + s_upper_bl_H_31 : 0.044585 + s_lower_bl_H_31 : 0.0435495 + s_ln_CD : 0.0399841 + s_lower_bl_H_30 : 0.0378799 + s_upper_bl_H_30 : 0.0377933 + s_lower_bl_H_4 : 0.0361107 + s_lower_bl_H_6 : 0.0359233 + s_lower_bl_H_2 : 0.0356001 + s_lower_bl_H_1 : 0.035403 + s_upper_bl_H_29 : 0.0352732 +Epoch: 94 | Train Loss: 2.50932 | Test Loss: 2.58063 | analysis_confidence: 0.237883 | CL: 0.0285896 | ln_CD: 0.05638 | CM: 0.00518363 | Top_Xtr: 0.0205958 | Bot_Xtr: 0.0249103 +Loss contributors: + s_upper_bl_H_31 : 0.0435098 + s_lower_bl_H_31 : 0.0433978 + s_ln_CD : 0.0385428 + s_lower_bl_H_30 : 0.0369565 + s_upper_bl_H_30 : 0.0369197 + s_lower_bl_H_4 : 0.0360043 + s_lower_bl_H_2 : 0.0350365 + s_lower_bl_H_3 : 0.0349472 + s_upper_bl_H_29 : 0.0345456 + s_lower_bl_H_5 : 0.0343171 +Epoch: 95 | Train Loss: 2.50577 | Test Loss: 2.6728 | analysis_confidence: 0.238767 | CL: 0.0292012 | ln_CD: 0.0591836 | CM: 0.00528247 | Top_Xtr: 0.0206758 | Bot_Xtr: 0.0249854 +Loss contributors: + s_lower_bl_H_31 : 0.0445422 + s_upper_bl_H_31 : 0.0435143 + s_lower_bl_H_30 : 0.038978 + s_ln_CD : 0.0388312 + s_upper_bl_H_30 : 0.0374066 + s_lower_bl_H_5 : 0.0369864 + s_lower_bl_H_4 : 0.0368104 + s_lower_bl_H_10 : 0.0366948 + s_lower_bl_H_6 : 0.0363766 + s_lower_bl_H_29 : 0.0363527 +Epoch: 96 | Train Loss: 2.50095 | Test Loss: 2.61912 | analysis_confidence: 0.239235 | CL: 0.0307919 | ln_CD: 0.0563974 | CM: 0.00523159 | Top_Xtr: 0.0209077 | Bot_Xtr: 0.0254009 +Loss contributors: + s_lower_bl_H_31 : 0.0464619 + s_upper_bl_H_31 : 0.0452727 + s_ln_CD : 0.0382274 + s_lower_bl_H_30 : 0.0372235 + s_upper_bl_H_30 : 0.0362907 + s_lower_bl_H_5 : 0.0350305 + s_lower_bl_H_4 : 0.0348688 + s_lower_bl_H_2 : 0.0347901 + s_lower_bl_H_6 : 0.0347784 + s_lower_bl_H_3 : 0.0347739 +Epoch: 97 | Train Loss: 2.49717 | Test Loss: 2.73696 | analysis_confidence: 0.241121 | CL: 0.0293164 | ln_CD: 0.0591548 | CM: 0.00536144 | Top_Xtr: 0.0218797 | Bot_Xtr: 0.026265 +Loss contributors: + s_upper_bl_H_31 : 0.0454105 + s_lower_bl_H_31 : 0.0444562 + s_lower_bl_H_4 : 0.0400313 + s_ln_CD : 0.0400265 + s_lower_bl_H_5 : 0.0398252 + s_upper_bl_H_30 : 0.0392321 + s_lower_bl_H_30 : 0.0390798 + s_lower_bl_H_6 : 0.0389599 + s_lower_bl_H_8 : 0.0387754 + s_lower_bl_H_7 : 0.0383081 +Epoch: 98 | Train Loss: 2.49156 | Test Loss: 2.57606 | analysis_confidence: 0.235724 | CL: 0.029158 | ln_CD: 0.0646418 | CM: 0.00511906 | Top_Xtr: 0.021073 | Bot_Xtr: 0.0252504 +Loss contributors: + s_upper_bl_H_31 : 0.043589 + s_lower_bl_H_31 : 0.0430988 + s_ln_CD : 0.0404605 + s_lower_bl_H_30 : 0.0363823 + s_upper_bl_H_30 : 0.0359436 + s_lower_bl_H_5 : 0.034848 + s_lower_bl_H_4 : 0.0347821 + s_lower_bl_H_2 : 0.0343419 + s_lower_bl_H_1 : 0.0340265 + s_lower_bl_H_3 : 0.0339743 +Epoch: 99 | Train Loss: 2.48998 | Test Loss: 2.56641 | analysis_confidence: 0.237638 | CL: 0.0288085 | ln_CD: 0.0564232 | CM: 0.0052058 | Top_Xtr: 0.0211694 | Bot_Xtr: 0.0254526 +Loss contributors: + s_lower_bl_H_31 : 0.0441978 + s_upper_bl_H_31 : 0.0441902 + s_lower_bl_H_30 : 0.0382767 + s_upper_bl_H_30 : 0.0378399 + s_ln_CD : 0.0373779 + s_upper_bl_H_29 : 0.0354156 + s_lower_bl_H_29 : 0.0352913 + s_lower_bl_H_5 : 0.0343796 + s_lower_bl_H_4 : 0.034313 + s_lower_bl_H_2 : 0.0342664 +Epoch: 100 | Train Loss: 2.48317 | Test Loss: 2.5917 | analysis_confidence: 0.235293 | CL: 0.0296456 | ln_CD: 0.0655367 | CM: 0.00507553 | Top_Xtr: 0.0214728 | Bot_Xtr: 0.024975 +Loss contributors: + s_upper_bl_H_31 : 0.0438999 + s_lower_bl_H_31 : 0.0436923 + s_ln_CD : 0.0409238 + s_upper_bl_H_30 : 0.0373656 + s_lower_bl_H_30 : 0.0372358 + s_upper_bl_H_29 : 0.0349315 + s_lower_bl_H_4 : 0.0348084 + s_lower_bl_H_5 : 0.0346332 + s_lower_bl_H_3 : 0.0346062 + s_lower_bl_H_2 : 0.0344539 +Epoch: 101 | Train Loss: 2.47833 | Test Loss: 2.6412 | analysis_confidence: 0.23749 | CL: 0.0303593 | ln_CD: 0.0603051 | CM: 0.00514132 | Top_Xtr: 0.0217121 | Bot_Xtr: 0.0255128 +Loss contributors: + s_upper_bl_H_31 : 0.0445203 + s_lower_bl_H_31 : 0.0443883 + s_ln_CD : 0.0405456 + s_lower_bl_H_30 : 0.0369961 + s_upper_bl_H_30 : 0.0363009 + s_lower_bl_H_2 : 0.0353513 + s_lower_bl_H_1 : 0.0351217 + s_lower_bl_H_5 : 0.034992 + s_lower_bl_H_4 : 0.034872 + s_lower_bl_H_6 : 0.034326 +Epoch: 102 | Train Loss: 2.47357 | Test Loss: 2.51807 | analysis_confidence: 0.238934 | CL: 0.0285671 | ln_CD: 0.0558274 | CM: 0.0050656 | Top_Xtr: 0.02094 | Bot_Xtr: 0.0250955 +Loss contributors: + s_upper_bl_H_31 : 0.0431222 + s_lower_bl_H_31 : 0.0429451 + s_ln_CD : 0.0370706 + s_lower_bl_H_30 : 0.0365033 + s_upper_bl_H_30 : 0.0361545 + s_lower_bl_H_5 : 0.0340814 + s_lower_bl_H_2 : 0.0340173 + s_upper_bl_H_29 : 0.0337443 + s_lower_bl_H_1 : 0.0335217 + s_lower_bl_H_4 : 0.0334892 +Epoch: 103 | Train Loss: 2.4689 | Test Loss: 2.55489 | analysis_confidence: 0.234345 | CL: 0.0290652 | ln_CD: 0.0652254 | CM: 0.00511714 | Top_Xtr: 0.0203857 | Bot_Xtr: 0.0248516 +Loss contributors: + s_upper_bl_H_31 : 0.0435732 + s_lower_bl_H_31 : 0.0427185 + s_ln_CD : 0.0408711 + s_upper_bl_H_30 : 0.0372388 + s_lower_bl_H_30 : 0.0369324 + s_upper_bl_H_29 : 0.0347453 + s_lower_bl_H_5 : 0.0341482 + s_lower_bl_H_1 : 0.033897 + s_lower_bl_H_29 : 0.0338805 + s_lower_bl_H_4 : 0.0337913 +Epoch: 104 | Train Loss: 2.46485 | Test Loss: 2.59 | analysis_confidence: 0.234913 | CL: 0.0286155 | ln_CD: 0.0589342 | CM: 0.00520933 | Top_Xtr: 0.020493 | Bot_Xtr: 0.0243173 +Loss contributors: + s_lower_bl_H_31 : 0.043243 + s_upper_bl_H_31 : 0.0426938 + s_ln_CD : 0.0380234 + s_lower_bl_H_30 : 0.037208 + s_upper_bl_H_30 : 0.0361348 + s_lower_bl_H_4 : 0.0347393 + s_lower_bl_H_5 : 0.0346948 + s_lower_bl_H_2 : 0.0341365 + s_lower_bl_H_3 : 0.034011 + s_lower_bl_H_29 : 0.0339059 +Epoch: 105 | Train Loss: 2.45979 | Test Loss: 2.55892 | analysis_confidence: 0.236773 | CL: 0.0287855 | ln_CD: 0.0640458 | CM: 0.00512192 | Top_Xtr: 0.0222195 | Bot_Xtr: 0.0262803 +Loss contributors: + s_lower_bl_H_31 : 0.0428635 + s_upper_bl_H_31 : 0.0427062 + s_ln_CD : 0.0406724 + s_lower_bl_H_30 : 0.0365902 + s_upper_bl_H_30 : 0.0358073 + s_lower_bl_H_5 : 0.0345898 + s_lower_bl_H_4 : 0.0343396 + s_lower_bl_H_1 : 0.0341552 + s_lower_bl_H_2 : 0.0341429 + s_lower_bl_H_3 : 0.0339366 +Epoch: 106 | Train Loss: 2.45577 | Test Loss: 2.50919 | analysis_confidence: 0.233309 | CL: 0.0283492 | ln_CD: 0.0551663 | CM: 0.00499714 | Top_Xtr: 0.0216568 | Bot_Xtr: 0.0254705 +Loss contributors: + s_upper_bl_H_31 : 0.0429457 + s_lower_bl_H_31 : 0.042442 + s_ln_CD : 0.0374045 + s_lower_bl_H_30 : 0.0355753 + s_upper_bl_H_30 : 0.0353444 + s_lower_bl_H_5 : 0.034256 + s_lower_bl_H_1 : 0.033707 + s_lower_bl_H_4 : 0.0337052 + s_lower_bl_H_2 : 0.0333748 + s_lower_bl_H_3 : 0.033063 +Epoch: 107 | Train Loss: 2.45164 | Test Loss: 2.56499 | analysis_confidence: 0.235242 | CL: 0.0292946 | ln_CD: 0.0571607 | CM: 0.0050642 | Top_Xtr: 0.020578 | Bot_Xtr: 0.0247702 +Loss contributors: + s_upper_bl_H_31 : 0.0439342 + s_lower_bl_H_31 : 0.0431542 + s_ln_CD : 0.03889 + s_lower_bl_H_30 : 0.0363859 + s_upper_bl_H_30 : 0.0361721 + s_lower_bl_H_5 : 0.0347959 + s_lower_bl_H_2 : 0.0347132 + s_lower_bl_H_1 : 0.0339579 + s_lower_bl_H_6 : 0.0337537 + s_lower_bl_H_4 : 0.0337131 +Epoch: 108 | Train Loss: 2.44851 | Test Loss: 2.63925 | analysis_confidence: 0.234585 | CL: 0.0289278 | ln_CD: 0.0627708 | CM: 0.00524091 | Top_Xtr: 0.0211605 | Bot_Xtr: 0.0255888 +Loss contributors: + s_upper_bl_H_31 : 0.0436909 + s_lower_bl_H_31 : 0.0433972 + s_ln_CD : 0.0404404 + s_lower_bl_H_30 : 0.036891 + s_upper_bl_H_30 : 0.036488 + s_lower_bl_H_5 : 0.0352367 + s_lower_bl_H_2 : 0.0350274 + s_lower_bl_H_8 : 0.034236 + s_lower_bl_H_4 : 0.0342224 + s_upper_bl_H_29 : 0.0341891 +Epoch: 109 | Train Loss: 2.44206 | Test Loss: 2.61762 | analysis_confidence: 0.230602 | CL: 0.0281168 | ln_CD: 0.0691786 | CM: 0.00505639 | Top_Xtr: 0.0213206 | Bot_Xtr: 0.0258284 +Loss contributors: + s_upper_bl_H_31 : 0.0470598 + s_lower_bl_H_31 : 0.0468311 + s_ln_CD : 0.0430247 + s_lower_bl_H_30 : 0.040426 + s_upper_bl_H_30 : 0.0396794 + s_lower_bl_H_29 : 0.0356855 + s_lower_bl_H_5 : 0.0356314 + s_upper_bl_H_29 : 0.0352323 + s_lower_bl_H_2 : 0.0352014 + s_lower_bl_H_1 : 0.0347171 +Epoch: 110 | Train Loss: 2.44023 | Test Loss: 2.57091 | analysis_confidence: 0.237703 | CL: 0.0295911 | ln_CD: 0.0577205 | CM: 0.0054848 | Top_Xtr: 0.0207516 | Bot_Xtr: 0.024846 +Loss contributors: + s_lower_bl_H_31 : 0.043927 + s_upper_bl_H_31 : 0.0438438 + s_ln_CD : 0.0379739 + s_upper_bl_H_30 : 0.0371195 + s_lower_bl_H_30 : 0.0371168 + s_lower_bl_H_5 : 0.0348888 + s_upper_bl_H_29 : 0.0343314 + s_lower_bl_H_4 : 0.0342233 + s_lower_bl_H_3 : 0.0338863 + s_lower_bl_H_2 : 0.0338829 +Epoch: 111 | Train Loss: 2.43535 | Test Loss: 2.47002 | analysis_confidence: 0.232329 | CL: 0.0279649 | ln_CD: 0.0556165 | CM: 0.00496387 | Top_Xtr: 0.0198 | Bot_Xtr: 0.0241025 +Loss contributors: + s_upper_bl_H_31 : 0.0419731 + s_lower_bl_H_31 : 0.0415755 + s_ln_CD : 0.0375005 + s_lower_bl_H_30 : 0.0357657 + s_upper_bl_H_30 : 0.0353301 + s_lower_bl_H_5 : 0.0333703 + s_lower_bl_H_2 : 0.0331218 + s_upper_bl_H_29 : 0.0330463 + s_lower_bl_H_1 : 0.0330245 + s_lower_bl_H_4 : 0.0325936 +Epoch: 112 | Train Loss: 2.43037 | Test Loss: 2.54549 | analysis_confidence: 0.233203 | CL: 0.0285628 | ln_CD: 0.0580358 | CM: 0.00493132 | Top_Xtr: 0.0205045 | Bot_Xtr: 0.024595 +Loss contributors: + s_lower_bl_H_31 : 0.0416462 + s_upper_bl_H_31 : 0.0411727 + s_ln_CD : 0.0393482 + s_lower_bl_H_30 : 0.0361168 + s_lower_bl_H_5 : 0.035584 + s_lower_bl_H_2 : 0.0348413 + s_lower_bl_H_4 : 0.0347865 + s_upper_bl_H_30 : 0.0347006 + s_lower_bl_H_3 : 0.0346384 + s_lower_bl_H_6 : 0.0340433 +Epoch: 113 | Train Loss: 2.42804 | Test Loss: 2.60293 | analysis_confidence: 0.236996 | CL: 0.0284848 | ln_CD: 0.0568294 | CM: 0.00500618 | Top_Xtr: 0.0204608 | Bot_Xtr: 0.0249631 +Loss contributors: + s_lower_bl_H_31 : 0.0452864 + s_upper_bl_H_31 : 0.0444613 + s_ln_CD : 0.0382618 + s_lower_bl_H_30 : 0.0380188 + s_upper_bl_H_30 : 0.0364766 + s_lower_bl_H_29 : 0.0349771 + s_upper_bl_H_29 : 0.0342079 + s_lower_bl_H_5 : 0.0339172 + s_lower_bl_H_1 : 0.0337855 + s_lower_bl_H_2 : 0.0336131 +Epoch: 114 | Train Loss: 2.42432 | Test Loss: 2.48828 | analysis_confidence: 0.232095 | CL: 0.0282233 | ln_CD: 0.0551719 | CM: 0.00505047 | Top_Xtr: 0.0207378 | Bot_Xtr: 0.0245904 +Loss contributors: + s_upper_bl_H_31 : 0.0430126 + s_lower_bl_H_31 : 0.0420071 + s_ln_CD : 0.0375665 + s_upper_bl_H_30 : 0.0359644 + s_lower_bl_H_30 : 0.0356465 + s_upper_bl_H_29 : 0.0341721 + s_lower_bl_H_5 : 0.0341055 + s_lower_bl_H_2 : 0.0333278 + s_lower_bl_H_1 : 0.0332953 + s_lower_bl_H_4 : 0.0331708 +Epoch: 115 | Train Loss: 2.42149 | Test Loss: 2.51061 | analysis_confidence: 0.229616 | CL: 0.028097 | ln_CD: 0.0570051 | CM: 0.00500738 | Top_Xtr: 0.0200273 | Bot_Xtr: 0.0243075 +Loss contributors: + s_upper_bl_H_31 : 0.0427891 + s_lower_bl_H_31 : 0.0426363 + s_ln_CD : 0.0383478 + s_lower_bl_H_30 : 0.0358272 + s_upper_bl_H_30 : 0.0350237 + s_lower_bl_H_5 : 0.034375 + s_lower_bl_H_2 : 0.0337881 + s_lower_bl_H_1 : 0.033661 + s_lower_bl_H_4 : 0.0335574 + s_lower_bl_H_3 : 0.0332333 +Epoch: 116 | Train Loss: 2.41858 | Test Loss: 2.56243 | analysis_confidence: 0.2357 | CL: 0.0293403 | ln_CD: 0.0589891 | CM: 0.00510593 | Top_Xtr: 0.0199928 | Bot_Xtr: 0.0242982 +Loss contributors: + s_upper_bl_H_31 : 0.0431755 + s_lower_bl_H_31 : 0.042251 + s_ln_CD : 0.0386435 + s_lower_bl_H_30 : 0.0364109 + s_upper_bl_H_30 : 0.0363628 + s_lower_bl_H_5 : 0.0354005 + s_lower_bl_H_2 : 0.0344099 + s_lower_bl_H_3 : 0.0341784 + s_lower_bl_H_4 : 0.0341044 + s_lower_bl_H_6 : 0.0340736 +Epoch: 117 | Train Loss: 2.41361 | Test Loss: 2.49262 | analysis_confidence: 0.23203 | CL: 0.0289478 | ln_CD: 0.0550662 | CM: 0.00507383 | Top_Xtr: 0.020794 | Bot_Xtr: 0.0250346 +Loss contributors: + s_lower_bl_H_31 : 0.0423592 + s_upper_bl_H_31 : 0.0418771 + s_ln_CD : 0.0364181 + s_lower_bl_H_30 : 0.0360242 + s_upper_bl_H_30 : 0.0353546 + s_lower_bl_H_5 : 0.0336331 + s_lower_bl_H_2 : 0.0333312 + s_upper_bl_H_29 : 0.0332934 + s_lower_bl_H_29 : 0.0331163 + s_lower_bl_H_1 : 0.0326864 +Epoch: 118 | Train Loss: 2.40991 | Test Loss: 2.50967 | analysis_confidence: 0.231594 | CL: 0.0283019 | ln_CD: 0.0554359 | CM: 0.00514907 | Top_Xtr: 0.0200773 | Bot_Xtr: 0.0243285 +Loss contributors: + s_lower_bl_H_31 : 0.0433498 + s_upper_bl_H_31 : 0.0429341 + s_ln_CD : 0.0368142 + s_lower_bl_H_30 : 0.0359246 + s_upper_bl_H_30 : 0.0350346 + s_lower_bl_H_2 : 0.0345562 + s_lower_bl_H_3 : 0.0345305 + s_lower_bl_H_5 : 0.0342516 + s_lower_bl_H_4 : 0.0338302 + s_lower_bl_H_1 : 0.0335694 +Epoch: 119 | Train Loss: 2.40559 | Test Loss: 2.52408 | analysis_confidence: 0.233191 | CL: 0.0284677 | ln_CD: 0.0568494 | CM: 0.00520826 | Top_Xtr: 0.0200916 | Bot_Xtr: 0.0241732 +Loss contributors: + s_upper_bl_H_31 : 0.0435609 + s_lower_bl_H_31 : 0.0426107 + s_ln_CD : 0.0373872 + s_upper_bl_H_30 : 0.0358306 + s_lower_bl_H_30 : 0.0355059 + s_lower_bl_H_5 : 0.0344671 + s_lower_bl_H_2 : 0.0341201 + s_lower_bl_H_1 : 0.03411 + s_upper_bl_H_29 : 0.0337863 + s_lower_bl_H_3 : 0.0336358 +Epoch: 120 | Train Loss: 2.40444 | Test Loss: 2.53616 | analysis_confidence: 0.230402 | CL: 0.0294081 | ln_CD: 0.0580472 | CM: 0.00515421 | Top_Xtr: 0.021872 | Bot_Xtr: 0.0254933 +Loss contributors: + s_upper_bl_H_31 : 0.0420456 + s_lower_bl_H_31 : 0.0412401 + s_ln_CD : 0.0390604 + s_lower_bl_H_30 : 0.0355971 + s_upper_bl_H_30 : 0.035116 + s_lower_bl_H_5 : 0.0343641 + s_lower_bl_H_2 : 0.0340847 + s_lower_bl_H_1 : 0.0338826 + s_lower_bl_H_10 : 0.0332118 + s_lower_bl_H_3 : 0.0330313 +Epoch: 121 | Train Loss: 2.40045 | Test Loss: 2.49506 | analysis_confidence: 0.232415 | CL: 0.0275624 | ln_CD: 0.0612424 | CM: 0.00502338 | Top_Xtr: 0.0216008 | Bot_Xtr: 0.025776 +Loss contributors: + s_lower_bl_H_31 : 0.0411391 + s_upper_bl_H_31 : 0.0408944 + s_ln_CD : 0.039376 + s_lower_bl_H_30 : 0.0350246 + s_lower_bl_H_5 : 0.0345503 + s_upper_bl_H_30 : 0.034076 + s_lower_bl_H_3 : 0.0336581 + s_lower_bl_H_2 : 0.0335455 + s_lower_bl_H_4 : 0.0331324 + s_lower_bl_H_1 : 0.0330787 +Epoch: 122 | Train Loss: 2.39801 | Test Loss: 2.57209 | analysis_confidence: 0.231759 | CL: 0.0286189 | ln_CD: 0.0577623 | CM: 0.00496139 | Top_Xtr: 0.0244373 | Bot_Xtr: 0.0275472 +Loss contributors: + s_lower_bl_H_31 : 0.0426247 + s_upper_bl_H_31 : 0.0422515 + s_ln_CD : 0.0383228 + s_lower_bl_H_30 : 0.0364919 + s_lower_bl_H_5 : 0.0363802 + s_lower_bl_H_2 : 0.0359333 + s_upper_bl_H_30 : 0.0352093 + s_lower_bl_H_3 : 0.0350743 + s_lower_bl_H_4 : 0.0350311 + s_lower_bl_H_8 : 0.0346895 +Epoch: 123 | Train Loss: 2.3935 | Test Loss: 2.57535 | analysis_confidence: 0.231556 | CL: 0.0297952 | ln_CD: 0.0593331 | CM: 0.0051679 | Top_Xtr: 0.0203205 | Bot_Xtr: 0.0245508 +Loss contributors: + s_upper_bl_H_31 : 0.0452835 + s_lower_bl_H_31 : 0.04304 + s_upper_bl_H_30 : 0.0382538 + s_ln_CD : 0.0381665 + s_lower_bl_H_30 : 0.0365539 + s_upper_bl_H_29 : 0.0349199 + s_lower_bl_H_5 : 0.0347152 + s_lower_bl_H_2 : 0.033985 + s_lower_bl_H_6 : 0.033624 + s_lower_bl_H_4 : 0.0333295 +Epoch: 124 | Train Loss: 2.39217 | Test Loss: 2.5398 | analysis_confidence: 0.22985 | CL: 0.0297594 | ln_CD: 0.0598888 | CM: 0.00567649 | Top_Xtr: 0.0210639 | Bot_Xtr: 0.0253288 +Loss contributors: + s_lower_bl_H_31 : 0.0420602 + s_upper_bl_H_31 : 0.0420539 + s_ln_CD : 0.0381037 + s_lower_bl_H_30 : 0.0359872 + s_upper_bl_H_30 : 0.0357718 + s_lower_bl_H_5 : 0.034924 + s_upper_bl_H_29 : 0.0338209 + s_lower_bl_H_1 : 0.0337211 + s_lower_bl_H_2 : 0.0336019 + s_lower_bl_H_4 : 0.0335184 +Epoch: 125 | Train Loss: 2.38958 | Test Loss: 2.53369 | analysis_confidence: 0.230263 | CL: 0.0289491 | ln_CD: 0.0673053 | CM: 0.00500206 | Top_Xtr: 0.0200975 | Bot_Xtr: 0.024033 +Loss contributors: + s_ln_CD : 0.0436393 + s_upper_bl_H_31 : 0.0429273 + s_lower_bl_H_31 : 0.0423513 + s_lower_bl_H_30 : 0.0359842 + s_upper_bl_H_30 : 0.0358701 + s_lower_bl_H_5 : 0.0339741 + s_upper_bl_H_29 : 0.0334132 + s_lower_bl_H_8 : 0.0333135 + s_lower_bl_H_7 : 0.0330167 + s_lower_bl_H_6 : 0.0329478 +Epoch: 126 | Train Loss: 2.38537 | Test Loss: 2.46287 | analysis_confidence: 0.233274 | CL: 0.0278165 | ln_CD: 0.055209 | CM: 0.0050561 | Top_Xtr: 0.020424 | Bot_Xtr: 0.024642 +Loss contributors: + s_upper_bl_H_31 : 0.0424046 + s_lower_bl_H_31 : 0.0422073 + s_ln_CD : 0.0363572 + s_lower_bl_H_30 : 0.0355428 + s_upper_bl_H_30 : 0.0350735 + s_lower_bl_H_5 : 0.0336077 + s_lower_bl_H_1 : 0.0333059 + s_lower_bl_H_2 : 0.0331419 + s_upper_bl_H_29 : 0.0325892 + s_lower_bl_H_4 : 0.0325462 +Epoch: 127 | Train Loss: 2.3836 | Test Loss: 2.49985 | analysis_confidence: 0.229751 | CL: 0.0280535 | ln_CD: 0.0619751 | CM: 0.00498136 | Top_Xtr: 0.0245126 | Bot_Xtr: 0.0289051 +Loss contributors: + s_lower_bl_H_31 : 0.0410342 + s_upper_bl_H_31 : 0.0407978 + s_ln_CD : 0.0390579 + s_lower_bl_H_30 : 0.0350289 + s_lower_bl_H_5 : 0.0349911 + s_lower_bl_H_2 : 0.0346029 + s_upper_bl_H_30 : 0.034518 + s_lower_bl_H_1 : 0.0340683 + s_lower_bl_H_4 : 0.0338718 + s_lower_bl_H_3 : 0.0337146 +Epoch: 128 | Train Loss: 2.37854 | Test Loss: 2.48196 | analysis_confidence: 0.230099 | CL: 0.0285476 | ln_CD: 0.0596727 | CM: 0.00491573 | Top_Xtr: 0.0201062 | Bot_Xtr: 0.0243554 +Loss contributors: + s_lower_bl_H_31 : 0.041068 + s_upper_bl_H_31 : 0.041046 + s_ln_CD : 0.0392952 + s_lower_bl_H_30 : 0.0346434 + s_upper_bl_H_30 : 0.0343558 + s_lower_bl_H_5 : 0.0341348 + s_lower_bl_H_2 : 0.0334165 + s_lower_bl_H_4 : 0.0333344 + s_lower_bl_H_6 : 0.0330195 + s_lower_bl_H_1 : 0.0329424 +Epoch: 129 | Train Loss: 2.37547 | Test Loss: 2.43295 | analysis_confidence: 0.227897 | CL: 0.0282174 | ln_CD: 0.0548165 | CM: 0.00500863 | Top_Xtr: 0.0214797 | Bot_Xtr: 0.0254913 +Loss contributors: + s_lower_bl_H_31 : 0.0409864 + s_upper_bl_H_31 : 0.0403194 + s_ln_CD : 0.0370601 + s_lower_bl_H_30 : 0.0354158 + s_upper_bl_H_30 : 0.0341034 + s_lower_bl_H_5 : 0.0337979 + s_lower_bl_H_1 : 0.0333135 + s_lower_bl_H_2 : 0.0327138 + s_lower_bl_H_8 : 0.0326436 + s_lower_bl_H_4 : 0.0322034 +Epoch: 130 | Train Loss: 2.37389 | Test Loss: 2.56762 | analysis_confidence: 0.228759 | CL: 0.028534 | ln_CD: 0.0575703 | CM: 0.00503045 | Top_Xtr: 0.0198375 | Bot_Xtr: 0.0242468 +Loss contributors: + s_lower_bl_H_31 : 0.0446902 + s_upper_bl_H_31 : 0.0444234 + s_ln_CD : 0.0383091 + s_lower_bl_H_30 : 0.0370689 + s_upper_bl_H_30 : 0.0365844 + s_lower_bl_H_5 : 0.0350154 + s_lower_bl_H_2 : 0.0342234 + s_lower_bl_H_8 : 0.0340644 + s_lower_bl_H_7 : 0.034014 + s_lower_bl_H_1 : 0.0338305 +Epoch: 131 | Train Loss: 2.37034 | Test Loss: 2.4775 | analysis_confidence: 0.230442 | CL: 0.0289859 | ln_CD: 0.0635034 | CM: 0.00515451 | Top_Xtr: 0.0211311 | Bot_Xtr: 0.0246393 +Loss contributors: + s_upper_bl_H_31 : 0.0416181 + s_lower_bl_H_31 : 0.0412771 + s_ln_CD : 0.0389373 + s_lower_bl_H_5 : 0.0353611 + s_lower_bl_H_30 : 0.034833 + s_lower_bl_H_3 : 0.0344667 + s_lower_bl_H_4 : 0.0341734 + s_upper_bl_H_30 : 0.03413 + s_lower_bl_H_2 : 0.0339141 + s_lower_bl_H_6 : 0.0335301 +Epoch: 132 | Train Loss: 2.36555 | Test Loss: 2.50643 | analysis_confidence: 0.230403 | CL: 0.0280262 | ln_CD: 0.0657342 | CM: 0.00488406 | Top_Xtr: 0.0201821 | Bot_Xtr: 0.0245515 +Loss contributors: + s_lower_bl_H_31 : 0.0430856 + s_upper_bl_H_31 : 0.0426777 + s_ln_CD : 0.0399198 + s_lower_bl_H_30 : 0.0368479 + s_upper_bl_H_30 : 0.0356095 + s_lower_bl_H_5 : 0.033615 + s_lower_bl_H_1 : 0.033589 + s_lower_bl_H_2 : 0.0334876 + s_lower_bl_H_29 : 0.0334757 + s_upper_bl_H_29 : 0.0332026 +Epoch: 133 | Train Loss: 2.36399 | Test Loss: 2.46615 | analysis_confidence: 0.23262 | CL: 0.0281632 | ln_CD: 0.0564866 | CM: 0.00489333 | Top_Xtr: 0.0201891 | Bot_Xtr: 0.0242235 +Loss contributors: + s_lower_bl_H_31 : 0.0412271 + s_upper_bl_H_31 : 0.0404152 + s_ln_CD : 0.0373684 + s_lower_bl_H_30 : 0.0355813 + s_upper_bl_H_30 : 0.0343168 + s_lower_bl_H_5 : 0.034219 + s_lower_bl_H_2 : 0.0334678 + s_lower_bl_H_1 : 0.0332834 + s_lower_bl_H_29 : 0.0327422 + s_lower_bl_H_4 : 0.0326178 +Epoch: 134 | Train Loss: 2.35972 | Test Loss: 2.46484 | analysis_confidence: 0.227884 | CL: 0.0291738 | ln_CD: 0.0558477 | CM: 0.00531826 | Top_Xtr: 0.0204302 | Bot_Xtr: 0.0244848 +Loss contributors: + s_lower_bl_H_31 : 0.0412902 + s_upper_bl_H_31 : 0.0410588 + s_ln_CD : 0.0369553 + s_lower_bl_H_30 : 0.0352501 + s_upper_bl_H_30 : 0.0345995 + s_lower_bl_H_5 : 0.0335725 + s_lower_bl_H_2 : 0.0331776 + s_upper_bl_H_29 : 0.0329397 + s_lower_bl_H_29 : 0.0325647 + s_lower_bl_H_1 : 0.0324522 +Epoch: 135 | Train Loss: 2.35741 | Test Loss: 2.46448 | analysis_confidence: 0.230937 | CL: 0.0291444 | ln_CD: 0.0585967 | CM: 0.00519783 | Top_Xtr: 0.0200509 | Bot_Xtr: 0.0240012 +Loss contributors: + s_lower_bl_H_31 : 0.0414038 + s_upper_bl_H_31 : 0.0410211 + s_ln_CD : 0.0386134 + s_lower_bl_H_30 : 0.0342028 + s_upper_bl_H_30 : 0.0338417 + s_lower_bl_H_5 : 0.0337545 + s_lower_bl_H_2 : 0.0327948 + s_lower_bl_H_1 : 0.0324119 + s_lower_bl_H_4 : 0.0324106 + s_lower_bl_H_6 : 0.0322147 +Epoch: 136 | Train Loss: 2.35454 | Test Loss: 2.45886 | analysis_confidence: 0.227369 | CL: 0.0282069 | ln_CD: 0.0627467 | CM: 0.00518467 | Top_Xtr: 0.0197816 | Bot_Xtr: 0.0241193 +Loss contributors: + s_lower_bl_H_31 : 0.0425152 + s_upper_bl_H_31 : 0.0424769 + s_ln_CD : 0.0392649 + s_lower_bl_H_30 : 0.0349615 + s_upper_bl_H_30 : 0.0346645 + s_lower_bl_H_5 : 0.0333274 + s_lower_bl_H_1 : 0.0328073 + s_lower_bl_H_3 : 0.0326922 + s_lower_bl_H_2 : 0.0323272 + s_upper_bl_H_29 : 0.0321108 +Epoch: 137 | Train Loss: 2.3519 | Test Loss: 2.43413 | analysis_confidence: 0.227966 | CL: 0.0282036 | ln_CD: 0.0571564 | CM: 0.00503208 | Top_Xtr: 0.0195629 | Bot_Xtr: 0.0235065 +Loss contributors: + s_upper_bl_H_31 : 0.0440598 + s_lower_bl_H_31 : 0.0418692 + s_ln_CD : 0.0386031 + s_upper_bl_H_30 : 0.0361993 + s_lower_bl_H_30 : 0.0354184 + s_upper_bl_H_29 : 0.0332108 + s_lower_bl_H_5 : 0.0330139 + s_lower_bl_H_4 : 0.0320241 + s_lower_bl_H_2 : 0.0320052 + s_lower_bl_H_1 : 0.0319682 +Epoch: 138 | Train Loss: 2.34986 | Test Loss: 2.47354 | analysis_confidence: 0.226374 | CL: 0.0285139 | ln_CD: 0.0578883 | CM: 0.00492015 | Top_Xtr: 0.0197199 | Bot_Xtr: 0.0240721 +Loss contributors: + s_upper_bl_H_31 : 0.0417677 + s_lower_bl_H_31 : 0.0417507 + s_ln_CD : 0.0387684 + s_lower_bl_H_30 : 0.035651 + s_lower_bl_H_5 : 0.0343722 + s_upper_bl_H_30 : 0.0343081 + s_lower_bl_H_29 : 0.0327722 + s_lower_bl_H_4 : 0.0327612 + s_lower_bl_H_6 : 0.0327416 + s_lower_bl_H_10 : 0.0326649 +Epoch: 139 | Train Loss: 2.34413 | Test Loss: 2.46215 | analysis_confidence: 0.228416 | CL: 0.0275076 | ln_CD: 0.0561715 | CM: 0.00486664 | Top_Xtr: 0.0208005 | Bot_Xtr: 0.0249805 +Loss contributors: + s_lower_bl_H_31 : 0.040745 + s_upper_bl_H_31 : 0.0405253 + s_ln_CD : 0.0397746 + s_lower_bl_H_30 : 0.0345398 + s_upper_bl_H_30 : 0.0342382 + s_lower_bl_H_5 : 0.033701 + s_lower_bl_H_2 : 0.0331092 + s_lower_bl_H_1 : 0.0328352 + s_lower_bl_H_3 : 0.0324582 + s_lower_bl_H_4 : 0.0323929 +Epoch: 140 | Train Loss: 2.34269 | Test Loss: 2.45482 | analysis_confidence: 0.226698 | CL: 0.0281366 | ln_CD: 0.0674235 | CM: 0.00496571 | Top_Xtr: 0.0203271 | Bot_Xtr: 0.0242989 +Loss contributors: + s_ln_CD : 0.0415123 + s_lower_bl_H_31 : 0.0407081 + s_upper_bl_H_31 : 0.0401067 + s_lower_bl_H_30 : 0.0345535 + s_lower_bl_H_5 : 0.0340592 + s_lower_bl_H_2 : 0.0339611 + s_upper_bl_H_30 : 0.0336158 + s_lower_bl_H_3 : 0.0328387 + s_lower_bl_H_1 : 0.0326788 + s_lower_bl_H_4 : 0.0325842 +Epoch: 141 | Train Loss: 2.33993 | Test Loss: 2.41685 | analysis_confidence: 0.225245 | CL: 0.0279054 | ln_CD: 0.0549949 | CM: 0.00496737 | Top_Xtr: 0.0195707 | Bot_Xtr: 0.0237106 +Loss contributors: + s_upper_bl_H_31 : 0.0407864 + s_lower_bl_H_31 : 0.0404444 + s_ln_CD : 0.0364788 + s_lower_bl_H_30 : 0.0342145 + s_lower_bl_H_5 : 0.0339908 + s_upper_bl_H_30 : 0.033666 + s_lower_bl_H_4 : 0.0328292 + s_lower_bl_H_2 : 0.0326617 + s_lower_bl_H_1 : 0.0325031 + s_lower_bl_H_3 : 0.0324473 +Epoch: 142 | Train Loss: 2.33804 | Test Loss: 2.50019 | analysis_confidence: 0.225422 | CL: 0.0282606 | ln_CD: 0.0565683 | CM: 0.00494787 | Top_Xtr: 0.0204833 | Bot_Xtr: 0.0248747 +Loss contributors: + s_upper_bl_H_31 : 0.0430569 + s_lower_bl_H_31 : 0.0417707 + s_ln_CD : 0.0378514 + s_upper_bl_H_30 : 0.0356534 + s_lower_bl_H_30 : 0.0351145 + s_lower_bl_H_5 : 0.0343746 + s_lower_bl_H_6 : 0.0332555 + s_lower_bl_H_4 : 0.0328095 + s_lower_bl_H_10 : 0.032776 + s_lower_bl_H_2 : 0.0327464 +Epoch: 143 | Train Loss: 2.33463 | Test Loss: 2.47337 | analysis_confidence: 0.228255 | CL: 0.0291613 | ln_CD: 0.0600335 | CM: 0.00505161 | Top_Xtr: 0.022477 | Bot_Xtr: 0.0265341 +Loss contributors: + s_lower_bl_H_31 : 0.040907 + s_upper_bl_H_31 : 0.0402877 + s_ln_CD : 0.0370267 + s_lower_bl_H_30 : 0.0343771 + s_upper_bl_H_30 : 0.0338983 + s_lower_bl_H_5 : 0.0335325 + s_lower_bl_H_1 : 0.0334172 + s_lower_bl_H_2 : 0.0328924 + s_lower_bl_H_4 : 0.0325939 + s_lower_bl_H_3 : 0.0324842 +Epoch: 144 | Train Loss: 2.33347 | Test Loss: 2.41772 | analysis_confidence: 0.225475 | CL: 0.0271664 | ln_CD: 0.0537813 | CM: 0.00478178 | Top_Xtr: 0.0198361 | Bot_Xtr: 0.0240177 +Loss contributors: + s_lower_bl_H_31 : 0.0397965 + s_upper_bl_H_31 : 0.0395179 + s_ln_CD : 0.0386886 + s_lower_bl_H_30 : 0.0341711 + s_upper_bl_H_30 : 0.0335041 + s_lower_bl_H_5 : 0.0331018 + s_lower_bl_H_4 : 0.0317102 + s_lower_bl_H_1 : 0.0315801 + s_lower_bl_H_2 : 0.0315759 + s_lower_bl_H_6 : 0.031506 +Epoch: 145 | Train Loss: 2.32925 | Test Loss: 2.47995 | analysis_confidence: 0.233029 | CL: 0.0281592 | ln_CD: 0.0543709 | CM: 0.00523179 | Top_Xtr: 0.0205275 | Bot_Xtr: 0.0246939 +Loss contributors: + s_upper_bl_H_31 : 0.04153 + s_lower_bl_H_31 : 0.0409506 + s_ln_CD : 0.0372316 + s_lower_bl_H_30 : 0.035247 + s_upper_bl_H_30 : 0.0346115 + s_lower_bl_H_5 : 0.0342819 + s_lower_bl_H_2 : 0.0333567 + s_lower_bl_H_1 : 0.0328109 + s_lower_bl_H_4 : 0.0327851 + s_lower_bl_H_6 : 0.0326296 +Epoch: 146 | Train Loss: 2.32605 | Test Loss: 2.51288 | analysis_confidence: 0.225189 | CL: 0.027939 | ln_CD: 0.0580556 | CM: 0.00498936 | Top_Xtr: 0.019649 | Bot_Xtr: 0.0234367 +Loss contributors: + s_ln_CD : 0.041576 + s_upper_bl_H_31 : 0.0407062 + s_lower_bl_H_31 : 0.0405687 + s_lower_bl_H_5 : 0.0345246 + s_lower_bl_H_30 : 0.0343255 + s_upper_bl_H_30 : 0.0338489 + s_lower_bl_H_2 : 0.0331496 + s_lower_bl_H_1 : 0.0330033 + s_lower_bl_H_4 : 0.032879 + s_lower_bl_H_6 : 0.0326901 +Epoch: 147 | Train Loss: 2.32351 | Test Loss: 2.46236 | analysis_confidence: 0.228172 | CL: 0.0274703 | ln_CD: 0.0547965 | CM: 0.00481041 | Top_Xtr: 0.0203435 | Bot_Xtr: 0.0242617 +Loss contributors: + s_lower_bl_H_31 : 0.041267 + s_upper_bl_H_31 : 0.0405091 + s_ln_CD : 0.0371527 + s_lower_bl_H_30 : 0.0357645 + s_lower_bl_H_5 : 0.0349197 + s_upper_bl_H_30 : 0.0343296 + s_lower_bl_H_6 : 0.033718 + s_lower_bl_H_4 : 0.0331732 + s_lower_bl_H_8 : 0.0329219 + s_lower_bl_H_2 : 0.0327779 +Epoch: 148 | Train Loss: 2.32225 | Test Loss: 2.49246 | analysis_confidence: 0.225025 | CL: 0.0283149 | ln_CD: 0.0566542 | CM: 0.00504901 | Top_Xtr: 0.0206027 | Bot_Xtr: 0.0238788 +Loss contributors: + s_upper_bl_H_31 : 0.042407 + s_lower_bl_H_31 : 0.0414227 + s_ln_CD : 0.0382265 + s_upper_bl_H_30 : 0.0356483 + s_lower_bl_H_30 : 0.0353425 + s_lower_bl_H_5 : 0.0346103 + s_lower_bl_H_2 : 0.0333592 + s_lower_bl_H_6 : 0.0333452 + s_lower_bl_H_3 : 0.0332841 + s_lower_bl_H_4 : 0.033249 +Epoch: 149 | Train Loss: 2.32136 | Test Loss: 2.46262 | analysis_confidence: 0.22797 | CL: 0.027307 | ln_CD: 0.0579772 | CM: 0.00484913 | Top_Xtr: 0.0201422 | Bot_Xtr: 0.0241473 +Loss contributors: + s_lower_bl_H_31 : 0.0421774 + s_upper_bl_H_31 : 0.0412729 + s_ln_CD : 0.0377019 + s_lower_bl_H_30 : 0.035048 + s_lower_bl_H_5 : 0.034577 + s_lower_bl_H_1 : 0.0340797 + s_upper_bl_H_30 : 0.0339046 + s_lower_bl_H_2 : 0.0336361 + s_lower_bl_H_4 : 0.033411 + s_lower_bl_H_3 : 0.0333306 +Epoch: 150 | Train Loss: 2.31487 | Test Loss: 2.44498 | analysis_confidence: 0.227836 | CL: 0.029768 | ln_CD: 0.0591517 | CM: 0.00504703 | Top_Xtr: 0.0202085 | Bot_Xtr: 0.0247273 +Loss contributors: + s_upper_bl_H_31 : 0.0424907 + s_lower_bl_H_31 : 0.0411216 + s_ln_CD : 0.0386379 + s_upper_bl_H_30 : 0.0349054 + s_lower_bl_H_30 : 0.0342801 + s_lower_bl_H_5 : 0.0332041 + s_upper_bl_H_29 : 0.0324652 + s_lower_bl_H_2 : 0.0321204 + s_lower_bl_H_1 : 0.0317454 + s_CL : 0.0317193 +Epoch: 151 | Train Loss: 2.31453 | Test Loss: 2.48386 | analysis_confidence: 0.224702 | CL: 0.0287334 | ln_CD: 0.056955 | CM: 0.0049974 | Top_Xtr: 0.0209128 | Bot_Xtr: 0.0243296 +Loss contributors: + s_upper_bl_H_31 : 0.0408786 + s_lower_bl_H_31 : 0.0404886 + s_ln_CD : 0.0380611 + s_lower_bl_H_2 : 0.0353617 + s_lower_bl_H_30 : 0.0350357 + s_upper_bl_H_30 : 0.0345589 + s_lower_bl_H_5 : 0.0344364 + s_lower_bl_H_1 : 0.0342336 + s_lower_bl_H_8 : 0.0336548 + s_lower_bl_H_3 : 0.0335277 +Epoch: 152 | Train Loss: 2.31372 | Test Loss: 2.43163 | analysis_confidence: 0.228934 | CL: 0.028302 | ln_CD: 0.0622115 | CM: 0.00491462 | Top_Xtr: 0.0199446 | Bot_Xtr: 0.0238041 +Loss contributors: + s_upper_bl_H_31 : 0.0408136 + s_lower_bl_H_31 : 0.0406239 + s_ln_CD : 0.038643 + s_lower_bl_H_30 : 0.035235 + s_upper_bl_H_30 : 0.0346569 + s_lower_bl_H_5 : 0.0337068 + s_lower_bl_H_1 : 0.0328637 + s_lower_bl_H_4 : 0.032605 + s_lower_bl_H_2 : 0.0322535 + s_lower_bl_H_29 : 0.0318901 +Epoch: 153 | Train Loss: 2.30884 | Test Loss: 2.42914 | analysis_confidence: 0.223005 | CL: 0.0280534 | ln_CD: 0.0637401 | CM: 0.00499366 | Top_Xtr: 0.0216313 | Bot_Xtr: 0.0256012 +Loss contributors: + s_upper_bl_H_31 : 0.040048 + s_ln_CD : 0.0398744 + s_lower_bl_H_31 : 0.0398597 + s_lower_bl_H_30 : 0.034503 + s_lower_bl_H_5 : 0.0343597 + s_upper_bl_H_30 : 0.0342386 + s_lower_bl_H_3 : 0.0331292 + s_lower_bl_H_4 : 0.0328323 + s_lower_bl_H_1 : 0.0327651 + s_lower_bl_H_6 : 0.0326901 +Epoch: 154 | Train Loss: 2.3082 | Test Loss: 2.48051 | analysis_confidence: 0.228545 | CL: 0.0280929 | ln_CD: 0.0556382 | CM: 0.00490687 | Top_Xtr: 0.0205822 | Bot_Xtr: 0.0243813 +Loss contributors: + s_lower_bl_H_31 : 0.0420872 + s_upper_bl_H_31 : 0.0418099 + s_ln_CD : 0.036792 + s_lower_bl_H_30 : 0.0358012 + s_upper_bl_H_30 : 0.035191 + s_lower_bl_H_5 : 0.0336749 + s_lower_bl_H_2 : 0.0323528 + s_lower_bl_H_29 : 0.032337 + s_lower_bl_H_10 : 0.032285 + s_lower_bl_H_6 : 0.0322432 +Epoch: 155 | Train Loss: 2.30514 | Test Loss: 2.39836 | analysis_confidence: 0.226002 | CL: 0.0280928 | ln_CD: 0.0636034 | CM: 0.00487214 | Top_Xtr: 0.0199206 | Bot_Xtr: 0.0237255 +Loss contributors: + s_upper_bl_H_31 : 0.0398674 + s_lower_bl_H_31 : 0.039399 + s_ln_CD : 0.0383227 + s_lower_bl_H_30 : 0.0338376 + s_upper_bl_H_30 : 0.0337403 + s_lower_bl_H_5 : 0.033359 + s_lower_bl_H_1 : 0.0322567 + s_lower_bl_H_2 : 0.0320217 + s_lower_bl_H_4 : 0.0319399 + s_lower_bl_H_3 : 0.0318439 +Epoch: 156 | Train Loss: 2.30461 | Test Loss: 2.41937 | analysis_confidence: 0.227614 | CL: 0.0276455 | ln_CD: 0.0580143 | CM: 0.00490045 | Top_Xtr: 0.0201099 | Bot_Xtr: 0.0244084 +Loss contributors: + s_upper_bl_H_31 : 0.041492 + s_lower_bl_H_31 : 0.0410431 + s_ln_CD : 0.0367439 + s_lower_bl_H_30 : 0.0341656 + s_upper_bl_H_30 : 0.0337467 + s_lower_bl_H_5 : 0.0330112 + s_lower_bl_H_2 : 0.0317443 + s_upper_bl_H_29 : 0.0316433 + s_lower_bl_H_1 : 0.0315711 + s_lower_bl_H_4 : 0.031462 +Epoch: 157 | Train Loss: 2.30035 | Test Loss: 2.40395 | analysis_confidence: 0.226668 | CL: 0.0280739 | ln_CD: 0.0585148 | CM: 0.0048752 | Top_Xtr: 0.0196577 | Bot_Xtr: 0.0240492 +Loss contributors: + s_lower_bl_H_31 : 0.0412905 + s_upper_bl_H_31 : 0.0407363 + s_ln_CD : 0.0368113 + s_lower_bl_H_30 : 0.0339144 + s_upper_bl_H_30 : 0.0332508 + s_lower_bl_H_5 : 0.0330467 + s_lower_bl_H_2 : 0.0318819 + s_lower_bl_H_1 : 0.0318731 + s_lower_bl_H_4 : 0.031593 + s_lower_bl_H_3 : 0.0315522 +Epoch: 158 | Train Loss: 2.29876 | Test Loss: 2.38836 | analysis_confidence: 0.224308 | CL: 0.0279967 | ln_CD: 0.0540802 | CM: 0.00481423 | Top_Xtr: 0.0192209 | Bot_Xtr: 0.0230532 +Loss contributors: + s_lower_bl_H_31 : 0.0396596 + s_upper_bl_H_31 : 0.039436 + s_ln_CD : 0.0365148 + s_lower_bl_H_30 : 0.0343935 + s_upper_bl_H_30 : 0.0337126 + s_lower_bl_H_5 : 0.0334383 + s_lower_bl_H_4 : 0.0322797 + s_lower_bl_H_2 : 0.0319838 + s_lower_bl_H_3 : 0.0319399 + s_lower_bl_H_1 : 0.0318159 +Epoch: 159 | Train Loss: 2.29534 | Test Loss: 2.39628 | analysis_confidence: 0.223342 | CL: 0.0276306 | ln_CD: 0.0645623 | CM: 0.00491308 | Top_Xtr: 0.0194841 | Bot_Xtr: 0.023189 +Loss contributors: + s_upper_bl_H_31 : 0.0407273 + s_lower_bl_H_31 : 0.040501 + s_ln_CD : 0.0393177 + s_lower_bl_H_30 : 0.0340373 + s_upper_bl_H_30 : 0.0338757 + s_lower_bl_H_5 : 0.0326681 + s_lower_bl_H_1 : 0.0317739 + s_lower_bl_H_2 : 0.0317014 + s_upper_bl_H_29 : 0.0313049 + s_lower_bl_H_4 : 0.0310804 +Epoch: 160 | Train Loss: 2.29371 | Test Loss: 2.45611 | analysis_confidence: 0.222442 | CL: 0.0281931 | ln_CD: 0.055615 | CM: 0.00486508 | Top_Xtr: 0.0222901 | Bot_Xtr: 0.0254954 +Loss contributors: + s_upper_bl_H_31 : 0.0406631 + s_lower_bl_H_31 : 0.0401547 + s_ln_CD : 0.0384633 + s_lower_bl_H_5 : 0.0346577 + s_lower_bl_H_30 : 0.0336532 + s_upper_bl_H_30 : 0.0335745 + s_lower_bl_H_2 : 0.0332446 + s_lower_bl_H_4 : 0.033236 + s_lower_bl_H_3 : 0.0331315 + s_lower_bl_H_1 : 0.0329185 +Epoch: 161 | Train Loss: 2.29125 | Test Loss: 2.43063 | analysis_confidence: 0.225396 | CL: 0.0279982 | ln_CD: 0.0557188 | CM: 0.00490167 | Top_Xtr: 0.0194452 | Bot_Xtr: 0.0233905 +Loss contributors: + s_lower_bl_H_31 : 0.0403906 + s_upper_bl_H_31 : 0.0397845 + s_ln_CD : 0.0372139 + s_lower_bl_H_30 : 0.0348485 + s_upper_bl_H_30 : 0.0337732 + s_lower_bl_H_5 : 0.0335858 + s_lower_bl_H_1 : 0.033094 + s_lower_bl_H_3 : 0.0329312 + s_lower_bl_H_2 : 0.0328852 + s_lower_bl_H_4 : 0.032871 +Epoch: 162 | Train Loss: 2.28981 | Test Loss: 2.52211 | analysis_confidence: 0.223422 | CL: 0.0286464 | ln_CD: 0.0561409 | CM: 0.00490912 | Top_Xtr: 0.0215294 | Bot_Xtr: 0.0256868 +Loss contributors: + s_upper_bl_H_31 : 0.0412967 + s_lower_bl_H_31 : 0.0408738 + s_ln_CD : 0.0405181 + s_lower_bl_H_30 : 0.0357134 + s_upper_bl_H_30 : 0.0349041 + s_lower_bl_H_5 : 0.0345285 + s_upper_bl_H_29 : 0.0331806 + s_lower_bl_H_29 : 0.0330293 + s_lower_bl_H_3 : 0.0329531 + s_lower_bl_H_8 : 0.0327022 +Epoch: 163 | Train Loss: 2.28833 | Test Loss: 2.47533 | analysis_confidence: 0.222072 | CL: 0.0285451 | ln_CD: 0.0638548 | CM: 0.00489207 | Top_Xtr: 0.0201314 | Bot_Xtr: 0.0240145 +Loss contributors: + s_lower_bl_H_31 : 0.040412 + s_upper_bl_H_31 : 0.0396602 + s_ln_CD : 0.0389892 + s_lower_bl_H_30 : 0.0351115 + s_lower_bl_H_5 : 0.0337671 + s_upper_bl_H_30 : 0.0333516 + s_upper_bl_H_19 : 0.0329804 + s_lower_bl_H_1 : 0.0325918 + s_lower_bl_H_2 : 0.0325631 + s_lower_bl_H_6 : 0.0324546 +Epoch: 164 | Train Loss: 2.28487 | Test Loss: 2.39848 | analysis_confidence: 0.227544 | CL: 0.0272448 | ln_CD: 0.0565831 | CM: 0.00491029 | Top_Xtr: 0.0204847 | Bot_Xtr: 0.0242104 +Loss contributors: + s_upper_bl_H_31 : 0.0399418 + s_lower_bl_H_31 : 0.039765 + s_ln_CD : 0.0378951 + s_lower_bl_H_30 : 0.0340908 + s_upper_bl_H_30 : 0.0338887 + s_lower_bl_H_5 : 0.033013 + s_upper_bl_H_29 : 0.032154 + s_lower_bl_H_4 : 0.0317027 + s_lower_bl_H_2 : 0.0316898 + s_lower_bl_H_1 : 0.0315778 +Epoch: 165 | Train Loss: 2.28213 | Test Loss: 2.37821 | analysis_confidence: 0.225653 | CL: 0.0277476 | ln_CD: 0.0554265 | CM: 0.00479935 | Top_Xtr: 0.0194333 | Bot_Xtr: 0.023291 +Loss contributors: + s_upper_bl_H_31 : 0.0406034 + s_lower_bl_H_31 : 0.0400882 + s_ln_CD : 0.0356048 + s_upper_bl_H_30 : 0.0345927 + s_lower_bl_H_30 : 0.0343947 + s_lower_bl_H_5 : 0.0335098 + s_lower_bl_H_6 : 0.0314763 + s_lower_bl_H_2 : 0.0312773 + s_upper_bl_H_29 : 0.0312195 + s_lower_bl_H_4 : 0.0311553 +Epoch: 166 | Train Loss: 2.27948 | Test Loss: 2.50098 | analysis_confidence: 0.225422 | CL: 0.0290792 | ln_CD: 0.054482 | CM: 0.00541737 | Top_Xtr: 0.020646 | Bot_Xtr: 0.0241186 +Loss contributors: + s_lower_bl_H_31 : 0.0421561 + s_upper_bl_H_31 : 0.0408161 + s_ln_CD : 0.0394292 + s_lower_bl_H_30 : 0.0372566 + s_upper_bl_H_30 : 0.0349717 + s_lower_bl_H_29 : 0.0340201 + s_lower_bl_H_5 : 0.0333584 + s_lower_bl_H_1 : 0.0329408 + s_upper_bl_H_29 : 0.0327698 + s_lower_bl_H_2 : 0.0323363 +Epoch: 167 | Train Loss: 2.27722 | Test Loss: 2.36805 | analysis_confidence: 0.22286 | CL: 0.0280619 | ln_CD: 0.0584552 | CM: 0.00481993 | Top_Xtr: 0.0190893 | Bot_Xtr: 0.0229357 +Loss contributors: + s_upper_bl_H_31 : 0.03867 + s_lower_bl_H_31 : 0.0384065 + s_ln_CD : 0.0371183 + s_lower_bl_H_30 : 0.0332326 + s_upper_bl_H_30 : 0.0331256 + s_lower_bl_H_5 : 0.0328783 + s_lower_bl_H_4 : 0.0319137 + s_lower_bl_H_3 : 0.0317345 + s_lower_bl_H_2 : 0.0316392 + s_upper_bl_H_29 : 0.0310839 +Epoch: 168 | Train Loss: 2.27392 | Test Loss: 2.37462 | analysis_confidence: 0.222827 | CL: 0.0277778 | ln_CD: 0.0531748 | CM: 0.00488191 | Top_Xtr: 0.0194673 | Bot_Xtr: 0.0231141 +Loss contributors: + s_lower_bl_H_31 : 0.0398583 + s_upper_bl_H_31 : 0.0390399 + s_ln_CD : 0.0358528 + s_lower_bl_H_30 : 0.0343488 + s_lower_bl_H_5 : 0.033123 + s_upper_bl_H_30 : 0.0327094 + s_lower_bl_H_1 : 0.0321706 + s_lower_bl_H_4 : 0.0318599 + s_lower_bl_H_29 : 0.0315612 + s_lower_bl_H_7 : 0.0314603 +Epoch: 169 | Train Loss: 2.2719 | Test Loss: 2.4488 | analysis_confidence: 0.225512 | CL: 0.0273531 | ln_CD: 0.0555186 | CM: 0.00488674 | Top_Xtr: 0.0194933 | Bot_Xtr: 0.0232077 +Loss contributors: + s_upper_bl_H_31 : 0.0397546 + s_lower_bl_H_31 : 0.0391285 + s_ln_CD : 0.0379043 + s_lower_bl_H_30 : 0.0347425 + s_upper_bl_H_30 : 0.0343348 + s_lower_bl_H_5 : 0.0338583 + s_lower_bl_H_11 : 0.0326704 + s_upper_bl_H_29 : 0.0326045 + s_lower_bl_H_10 : 0.0324969 + s_lower_bl_H_2 : 0.0322965 +Epoch: 170 | Train Loss: 2.27229 | Test Loss: 2.50419 | analysis_confidence: 0.224344 | CL: 0.0278126 | ln_CD: 0.0554491 | CM: 0.00490437 | Top_Xtr: 0.0241571 | Bot_Xtr: 0.0273477 +Loss contributors: + s_ln_CD : 0.0431849 + s_lower_bl_H_31 : 0.0411352 + s_upper_bl_H_31 : 0.0408128 + s_lower_bl_H_5 : 0.0350959 + s_lower_bl_H_30 : 0.0348531 + s_upper_bl_H_30 : 0.0335217 + s_lower_bl_H_4 : 0.0330957 + s_lower_bl_H_6 : 0.0329598 + s_lower_bl_H_2 : 0.0328545 + s_lower_bl_H_3 : 0.0328394 +Epoch: 171 | Train Loss: 2.26793 | Test Loss: 2.41676 | analysis_confidence: 0.225033 | CL: 0.0275186 | ln_CD: 0.0613819 | CM: 0.00495864 | Top_Xtr: 0.019791 | Bot_Xtr: 0.0228185 +Loss contributors: + s_upper_bl_H_31 : 0.0399641 + s_lower_bl_H_31 : 0.0394127 + s_ln_CD : 0.0387787 + s_lower_bl_H_30 : 0.0340505 + s_lower_bl_H_5 : 0.033987 + s_upper_bl_H_30 : 0.0338052 + s_lower_bl_H_2 : 0.0327925 + s_lower_bl_H_1 : 0.0326249 + s_lower_bl_H_4 : 0.032133 + s_lower_bl_H_3 : 0.0320886 +Epoch: 172 | Train Loss: 2.26872 | Test Loss: 2.40802 | analysis_confidence: 0.221434 | CL: 0.0276629 | ln_CD: 0.0551304 | CM: 0.00492333 | Top_Xtr: 0.020111 | Bot_Xtr: 0.0240843 +Loss contributors: + s_upper_bl_H_31 : 0.0389846 + s_lower_bl_H_31 : 0.0388834 + s_ln_CD : 0.0363416 + s_lower_bl_H_5 : 0.0335009 + s_lower_bl_H_30 : 0.0334357 + s_upper_bl_H_30 : 0.0328179 + s_lower_bl_H_3 : 0.0323645 + s_lower_bl_H_1 : 0.0323489 + s_lower_bl_H_2 : 0.0322766 + s_lower_bl_H_4 : 0.0319192 +Epoch: 173 | Train Loss: 2.26547 | Test Loss: 2.4098 | analysis_confidence: 0.224296 | CL: 0.029887 | ln_CD: 0.0562599 | CM: 0.00509058 | Top_Xtr: 0.0190629 | Bot_Xtr: 0.0228266 +Loss contributors: + s_lower_bl_H_31 : 0.0394811 + s_upper_bl_H_31 : 0.038714 + s_ln_CD : 0.0369683 + s_lower_bl_H_30 : 0.0336249 + s_lower_bl_H_5 : 0.0335527 + s_upper_bl_H_30 : 0.0323861 + s_lower_bl_H_6 : 0.0317649 + s_lower_bl_H_4 : 0.0316396 + s_lower_bl_H_10 : 0.0315622 + s_lower_bl_H_1 : 0.0315171 +Epoch: 174 | Train Loss: 2.2612 | Test Loss: 2.46861 | analysis_confidence: 0.219065 | CL: 0.0282492 | ln_CD: 0.0561625 | CM: 0.00512244 | Top_Xtr: 0.0197288 | Bot_Xtr: 0.0231573 +Loss contributors: + s_upper_bl_H_31 : 0.0411267 + s_lower_bl_H_31 : 0.0409196 + s_ln_CD : 0.0402761 + s_upper_bl_H_30 : 0.0359037 + s_lower_bl_H_30 : 0.0356217 + s_upper_bl_H_29 : 0.0343041 + s_lower_bl_H_5 : 0.033604 + s_lower_bl_H_29 : 0.0325318 + s_lower_bl_H_1 : 0.0321103 + s_lower_bl_H_6 : 0.0319859 +Epoch: 175 | Train Loss: 2.26179 | Test Loss: 2.39361 | analysis_confidence: 0.225503 | CL: 0.0277069 | ln_CD: 0.0567567 | CM: 0.00474397 | Top_Xtr: 0.0193659 | Bot_Xtr: 0.0234167 +Loss contributors: + s_upper_bl_H_31 : 0.039783 + s_lower_bl_H_31 : 0.0392359 + s_ln_CD : 0.0375222 + s_lower_bl_H_30 : 0.0341711 + s_upper_bl_H_30 : 0.0340718 + s_lower_bl_H_5 : 0.0327693 + s_lower_bl_H_1 : 0.0318868 + s_upper_bl_H_29 : 0.0318161 + s_lower_bl_H_2 : 0.0314024 + s_lower_bl_H_8 : 0.0312395 +Epoch: 176 | Train Loss: 2.25764 | Test Loss: 2.43235 | analysis_confidence: 0.226415 | CL: 0.0284475 | ln_CD: 0.0559948 | CM: 0.0050131 | Top_Xtr: 0.0224193 | Bot_Xtr: 0.0252492 +Loss contributors: + s_lower_bl_H_31 : 0.0396323 + s_upper_bl_H_31 : 0.0392929 + s_ln_CD : 0.0367547 + s_lower_bl_H_5 : 0.0342659 + s_lower_bl_H_30 : 0.0339044 + s_lower_bl_H_4 : 0.0329831 + s_upper_bl_H_30 : 0.0328427 + s_lower_bl_H_3 : 0.0327088 + s_lower_bl_H_6 : 0.0326101 + s_lower_bl_H_2 : 0.0325597 +Epoch: 177 | Train Loss: 2.25658 | Test Loss: 2.39839 | analysis_confidence: 0.221622 | CL: 0.0271732 | ln_CD: 0.0547438 | CM: 0.00494082 | Top_Xtr: 0.0198924 | Bot_Xtr: 0.0234277 +Loss contributors: + s_upper_bl_H_31 : 0.0396579 + s_lower_bl_H_31 : 0.0395951 + s_ln_CD : 0.0363393 + s_lower_bl_H_30 : 0.0347784 + s_upper_bl_H_30 : 0.034104 + s_lower_bl_H_5 : 0.0324723 + s_lower_bl_H_2 : 0.0317927 + s_lower_bl_H_29 : 0.0315216 + s_upper_bl_H_29 : 0.0315024 + s_lower_bl_H_1 : 0.0311626 +Epoch: 178 | Train Loss: 2.25514 | Test Loss: 2.37348 | analysis_confidence: 0.223832 | CL: 0.027754 | ln_CD: 0.0544145 | CM: 0.00492337 | Top_Xtr: 0.0198689 | Bot_Xtr: 0.023651 +Loss contributors: + s_lower_bl_H_31 : 0.039153 + s_upper_bl_H_31 : 0.0389366 + s_ln_CD : 0.0358038 + s_lower_bl_H_5 : 0.0339333 + s_lower_bl_H_30 : 0.033667 + s_lower_bl_H_1 : 0.0331044 + s_lower_bl_H_2 : 0.0330564 + s_upper_bl_H_30 : 0.0329368 + s_lower_bl_H_4 : 0.0317586 + s_lower_bl_H_3 : 0.0316761 +Epoch: 179 | Train Loss: 2.25352 | Test Loss: 2.49095 | analysis_confidence: 0.229167 | CL: 0.0286872 | ln_CD: 0.0560389 | CM: 0.0047872 | Top_Xtr: 0.0199708 | Bot_Xtr: 0.0239425 +Loss contributors: + s_upper_bl_H_31 : 0.0412016 + s_lower_bl_H_31 : 0.0405485 + s_ln_CD : 0.0369216 + s_upper_bl_H_30 : 0.0354516 + s_lower_bl_H_30 : 0.0353896 + s_lower_bl_H_5 : 0.0347001 + s_lower_bl_H_4 : 0.0333445 + s_lower_bl_H_2 : 0.0332846 + s_lower_bl_H_3 : 0.0332557 + s_upper_bl_H_29 : 0.0330078 +Epoch: 180 | Train Loss: 2.24942 | Test Loss: 2.38955 | analysis_confidence: 0.221858 | CL: 0.0277145 | ln_CD: 0.0564485 | CM: 0.00478986 | Top_Xtr: 0.0197855 | Bot_Xtr: 0.0242169 +Loss contributors: + s_lower_bl_H_31 : 0.0383317 + s_upper_bl_H_31 : 0.0381806 + s_ln_CD : 0.0371226 + s_lower_bl_H_5 : 0.0340582 + s_lower_bl_H_30 : 0.0334819 + s_upper_bl_H_30 : 0.0323887 + s_lower_bl_H_4 : 0.0321726 + s_lower_bl_H_10 : 0.0321627 + s_lower_bl_H_6 : 0.0318648 + s_lower_bl_H_8 : 0.0318106 +Epoch: 181 | Train Loss: 2.24989 | Test Loss: 2.40328 | analysis_confidence: 0.222279 | CL: 0.0268422 | ln_CD: 0.0538993 | CM: 0.00469944 | Top_Xtr: 0.0201598 | Bot_Xtr: 0.023445 +Loss contributors: + s_upper_bl_H_31 : 0.0402634 + s_lower_bl_H_31 : 0.0396912 + s_ln_CD : 0.0370694 + s_lower_bl_H_30 : 0.0346358 + s_upper_bl_H_30 : 0.034332 + s_lower_bl_H_5 : 0.0337848 + s_lower_bl_H_4 : 0.0323963 + s_lower_bl_H_2 : 0.0322507 + s_lower_bl_H_6 : 0.0320658 + s_lower_bl_H_3 : 0.0319009 +Epoch: 182 | Train Loss: 2.24623 | Test Loss: 2.39953 | analysis_confidence: 0.223867 | CL: 0.0281185 | ln_CD: 0.0548622 | CM: 0.00476155 | Top_Xtr: 0.0203299 | Bot_Xtr: 0.0238726 +Loss contributors: + s_upper_bl_H_31 : 0.0403696 + s_lower_bl_H_31 : 0.039312 + s_ln_CD : 0.0363691 + s_upper_bl_H_30 : 0.0340205 + s_lower_bl_H_30 : 0.033649 + s_lower_bl_H_5 : 0.0332001 + s_upper_bl_H_29 : 0.0319486 + s_lower_bl_H_1 : 0.0319048 + s_lower_bl_H_4 : 0.0314976 + s_lower_bl_H_6 : 0.0314263 +Epoch: 183 | Train Loss: 2.24405 | Test Loss: 2.34226 | analysis_confidence: 0.223429 | CL: 0.0277961 | ln_CD: 0.0566768 | CM: 0.00472585 | Top_Xtr: 0.0191054 | Bot_Xtr: 0.0227944 +Loss contributors: + s_lower_bl_H_31 : 0.0387556 + s_upper_bl_H_31 : 0.0383161 + s_ln_CD : 0.0360725 + s_lower_bl_H_30 : 0.0328719 + s_lower_bl_H_5 : 0.0328038 + s_upper_bl_H_30 : 0.0320252 + s_lower_bl_H_2 : 0.0312564 + s_lower_bl_H_4 : 0.0312067 + s_lower_bl_H_1 : 0.030934 + s_lower_bl_H_3 : 0.0308238 +Epoch: 184 | Train Loss: 2.2437 | Test Loss: 2.38743 | analysis_confidence: 0.22473 | CL: 0.0281226 | ln_CD: 0.053782 | CM: 0.00487767 | Top_Xtr: 0.022014 | Bot_Xtr: 0.0255375 +Loss contributors: + s_upper_bl_H_31 : 0.0393837 + s_lower_bl_H_31 : 0.0392166 + s_ln_CD : 0.035578 + s_lower_bl_H_30 : 0.0339027 + s_lower_bl_H_5 : 0.0334221 + s_upper_bl_H_30 : 0.0332931 + s_upper_bl_H_29 : 0.0319651 + s_lower_bl_H_6 : 0.0318088 + s_lower_bl_H_1 : 0.0316327 + s_lower_bl_H_2 : 0.0315992 +Epoch: 185 | Train Loss: 2.24297 | Test Loss: 2.38871 | analysis_confidence: 0.218421 | CL: 0.0300356 | ln_CD: 0.0708402 | CM: 0.00521211 | Top_Xtr: 0.0189013 | Bot_Xtr: 0.022853 +Loss contributors: + s_ln_CD : 0.0407028 + s_upper_bl_H_31 : 0.0394247 + s_lower_bl_H_31 : 0.039327 + s_lower_bl_H_5 : 0.0339189 + s_lower_bl_H_30 : 0.0334357 + s_upper_bl_H_30 : 0.0325885 + s_lower_bl_H_2 : 0.0323102 + s_lower_bl_H_4 : 0.0322835 + s_lower_bl_H_3 : 0.0321851 + s_lower_bl_H_1 : 0.031993 +Epoch: 186 | Train Loss: 2.24062 | Test Loss: 2.39613 | analysis_confidence: 0.222731 | CL: 0.0281879 | ln_CD: 0.0612874 | CM: 0.00496544 | Top_Xtr: 0.0193433 | Bot_Xtr: 0.0233041 +Loss contributors: + s_upper_bl_H_31 : 0.0391462 + s_lower_bl_H_31 : 0.0389438 + s_ln_CD : 0.0372623 + s_lower_bl_H_5 : 0.0343621 + s_lower_bl_H_30 : 0.0333108 + s_upper_bl_H_30 : 0.0332064 + s_lower_bl_H_8 : 0.0322978 + s_lower_bl_H_4 : 0.0321829 + s_lower_bl_H_6 : 0.0321774 + s_lower_bl_H_7 : 0.0320848 +Epoch: 187 | Train Loss: 2.23772 | Test Loss: 2.3829 | analysis_confidence: 0.223885 | CL: 0.027547 | ln_CD: 0.0551785 | CM: 0.00479703 | Top_Xtr: 0.0204043 | Bot_Xtr: 0.0242908 +Loss contributors: + s_upper_bl_H_31 : 0.0395727 + s_lower_bl_H_31 : 0.0395483 + s_ln_CD : 0.0367349 + s_lower_bl_H_30 : 0.0335061 + s_lower_bl_H_5 : 0.0331682 + s_upper_bl_H_30 : 0.0331598 + s_lower_bl_H_1 : 0.0319853 + s_lower_bl_H_4 : 0.0319574 + s_lower_bl_H_3 : 0.0318733 + s_lower_bl_H_2 : 0.0314334 +Epoch: 188 | Train Loss: 2.23634 | Test Loss: 2.42942 | analysis_confidence: 0.220542 | CL: 0.0276735 | ln_CD: 0.0577288 | CM: 0.00492105 | Top_Xtr: 0.0196066 | Bot_Xtr: 0.0232477 +Loss contributors: + s_upper_bl_H_31 : 0.0405665 + s_lower_bl_H_31 : 0.0404535 + s_ln_CD : 0.0374731 + s_upper_bl_H_30 : 0.034329 + s_lower_bl_H_30 : 0.0342671 + s_lower_bl_H_5 : 0.0333017 + s_upper_bl_H_29 : 0.0318246 + s_lower_bl_H_4 : 0.0315448 + s_lower_bl_H_6 : 0.0314691 + s_lower_bl_H_8 : 0.0313626 +Epoch: 189 | Train Loss: 2.23471 | Test Loss: 2.36042 | analysis_confidence: 0.221831 | CL: 0.0278971 | ln_CD: 0.0541444 | CM: 0.00480953 | Top_Xtr: 0.0195151 | Bot_Xtr: 0.0231106 +Loss contributors: + s_lower_bl_H_31 : 0.0391083 + s_upper_bl_H_31 : 0.0389844 + s_ln_CD : 0.0361012 + s_lower_bl_H_30 : 0.0337925 + s_upper_bl_H_30 : 0.0330239 + s_lower_bl_H_5 : 0.0328487 + s_lower_bl_H_4 : 0.0318776 + s_lower_bl_H_1 : 0.0317142 + s_lower_bl_H_2 : 0.0315997 + s_lower_bl_H_3 : 0.0313616 +Epoch: 190 | Train Loss: 2.23135 | Test Loss: 2.39162 | analysis_confidence: 0.219464 | CL: 0.0275189 | ln_CD: 0.061778 | CM: 0.00500349 | Top_Xtr: 0.0188737 | Bot_Xtr: 0.0224881 +Loss contributors: + s_lower_bl_H_31 : 0.0389042 + s_upper_bl_H_31 : 0.0388678 + s_ln_CD : 0.0388052 + s_lower_bl_H_1 : 0.0339674 + s_lower_bl_H_5 : 0.0336799 + s_lower_bl_H_30 : 0.033458 + s_lower_bl_H_2 : 0.0332844 + s_upper_bl_H_30 : 0.0327645 + s_lower_bl_H_4 : 0.0320215 + s_lower_bl_H_3 : 0.0315977 +Epoch: 191 | Train Loss: 2.22951 | Test Loss: 2.4002 | analysis_confidence: 0.22202 | CL: 0.027133 | ln_CD: 0.0543204 | CM: 0.00481126 | Top_Xtr: 0.0205367 | Bot_Xtr: 0.0239028 +Loss contributors: + s_upper_bl_H_31 : 0.0403517 + s_lower_bl_H_31 : 0.0392379 + s_ln_CD : 0.0378086 + s_upper_bl_H_30 : 0.0340298 + s_lower_bl_H_30 : 0.0337944 + s_lower_bl_H_5 : 0.0331144 + s_lower_bl_H_4 : 0.031873 + s_lower_bl_H_1 : 0.0316789 + s_lower_bl_H_2 : 0.0316231 + s_upper_bl_H_29 : 0.0315887 +Epoch: 192 | Train Loss: 2.22804 | Test Loss: 2.44852 | analysis_confidence: 0.218265 | CL: 0.0280863 | ln_CD: 0.0554938 | CM: 0.00490966 | Top_Xtr: 0.0189775 | Bot_Xtr: 0.0227077 +Loss contributors: + s_upper_bl_H_31 : 0.0418501 + s_lower_bl_H_31 : 0.0411741 + s_ln_CD : 0.0363221 + s_upper_bl_H_30 : 0.0351271 + s_lower_bl_H_30 : 0.0350215 + s_lower_bl_H_5 : 0.0334928 + s_upper_bl_H_29 : 0.0330324 + s_lower_bl_H_4 : 0.0321336 + s_lower_bl_H_1 : 0.031919 + s_lower_bl_H_29 : 0.0318528 +Epoch: 193 | Train Loss: 2.22631 | Test Loss: 2.35786 | analysis_confidence: 0.221105 | CL: 0.0274325 | ln_CD: 0.0595645 | CM: 0.00480264 | Top_Xtr: 0.0203322 | Bot_Xtr: 0.024312 +Loss contributors: + s_lower_bl_H_31 : 0.0399117 + s_upper_bl_H_31 : 0.039589 + s_ln_CD : 0.0369739 + s_lower_bl_H_30 : 0.0346417 + s_lower_bl_H_5 : 0.033524 + s_upper_bl_H_30 : 0.0334805 + s_lower_bl_H_2 : 0.0322679 + s_lower_bl_H_6 : 0.0321202 + s_lower_bl_H_8 : 0.0317178 + s_lower_bl_H_7 : 0.031637 +Epoch: 194 | Train Loss: 2.2262 | Test Loss: 2.36744 | analysis_confidence: 0.221617 | CL: 0.0269168 | ln_CD: 0.0535467 | CM: 0.00473362 | Top_Xtr: 0.020098 | Bot_Xtr: 0.0237179 +Loss contributors: + s_lower_bl_H_31 : 0.0396333 + s_upper_bl_H_31 : 0.0385545 + s_ln_CD : 0.0364855 + s_lower_bl_H_30 : 0.0335577 + s_lower_bl_H_5 : 0.0335216 + s_lower_bl_H_4 : 0.0322936 + s_upper_bl_H_30 : 0.0320335 + s_lower_bl_H_7 : 0.0320314 + s_lower_bl_H_3 : 0.0318713 + s_lower_bl_H_6 : 0.0316598 +Epoch: 195 | Train Loss: 2.22412 | Test Loss: 2.35029 | analysis_confidence: 0.224294 | CL: 0.027197 | ln_CD: 0.0532086 | CM: 0.00491128 | Top_Xtr: 0.0192643 | Bot_Xtr: 0.0228997 +Loss contributors: + s_upper_bl_H_31 : 0.0391261 + s_lower_bl_H_31 : 0.0390435 + s_ln_CD : 0.0366609 + s_lower_bl_H_30 : 0.0339391 + s_upper_bl_H_30 : 0.0331473 + s_lower_bl_H_5 : 0.0329554 + s_lower_bl_H_2 : 0.0317042 + s_lower_bl_H_1 : 0.0315864 + s_lower_bl_H_4 : 0.0315547 + s_lower_bl_H_6 : 0.0314022 +Epoch: 196 | Train Loss: 2.21755 | Test Loss: 2.33631 | analysis_confidence: 0.221155 | CL: 0.027716 | ln_CD: 0.0531971 | CM: 0.00497342 | Top_Xtr: 0.0194004 | Bot_Xtr: 0.0231153 +Loss contributors: + s_lower_bl_H_31 : 0.0384167 + s_upper_bl_H_31 : 0.0383522 + s_ln_CD : 0.0352722 + s_lower_bl_H_30 : 0.0327217 + s_upper_bl_H_30 : 0.0325079 + s_lower_bl_H_5 : 0.0323063 + s_lower_bl_H_2 : 0.0312106 + s_lower_bl_H_4 : 0.0310553 + s_upper_bl_H_29 : 0.0308683 + s_lower_bl_H_7 : 0.0308145 +Epoch: 197 | Train Loss: 2.22071 | Test Loss: 2.36133 | analysis_confidence: 0.220481 | CL: 0.0273027 | ln_CD: 0.056751 | CM: 0.0047532 | Top_Xtr: 0.0192534 | Bot_Xtr: 0.0226883 +Loss contributors: + s_lower_bl_H_31 : 0.0381996 + s_upper_bl_H_31 : 0.0379583 + s_ln_CD : 0.0368989 + s_lower_bl_H_30 : 0.0332396 + s_lower_bl_H_5 : 0.0329989 + s_upper_bl_H_30 : 0.0324185 + s_lower_bl_H_4 : 0.0316869 + s_lower_bl_H_3 : 0.0311356 + s_lower_bl_H_6 : 0.031112 + s_lower_bl_H_2 : 0.0310528 +Epoch: 198 | Train Loss: 2.21751 | Test Loss: 2.38614 | analysis_confidence: 0.219505 | CL: 0.02702 | ln_CD: 0.0664872 | CM: 0.00472293 | Top_Xtr: 0.0189632 | Bot_Xtr: 0.0228439 +Loss contributors: + s_ln_CD : 0.0411538 + s_lower_bl_H_31 : 0.0386275 + s_upper_bl_H_31 : 0.0380104 + s_lower_bl_H_5 : 0.0337833 + s_lower_bl_H_30 : 0.0334322 + s_upper_bl_H_30 : 0.0323859 + s_lower_bl_H_6 : 0.0322088 + s_lower_bl_H_1 : 0.032057 + s_lower_bl_H_4 : 0.0319965 + s_lower_bl_H_7 : 0.0319427 +Epoch: 199 | Train Loss: 2.21533 | Test Loss: 2.37614 | analysis_confidence: 0.223553 | CL: 0.0288357 | ln_CD: 0.054733 | CM: 0.00476593 | Top_Xtr: 0.0199966 | Bot_Xtr: 0.0240627 +Loss contributors: + s_upper_bl_H_31 : 0.0391439 + s_lower_bl_H_31 : 0.038267 + s_ln_CD : 0.0369567 + s_upper_bl_H_30 : 0.0331852 + s_lower_bl_H_30 : 0.033052 + s_lower_bl_H_5 : 0.0327899 + s_upper_bl_H_29 : 0.0316079 + s_lower_bl_H_4 : 0.031436 + s_lower_bl_H_3 : 0.0311787 + s_lower_bl_H_2 : 0.0310684 +Epoch: 200 | Train Loss: 2.21421 | Test Loss: 2.37839 | analysis_confidence: 0.220254 | CL: 0.0281505 | ln_CD: 0.0587265 | CM: 0.00517632 | Top_Xtr: 0.0186174 | Bot_Xtr: 0.0225793 +Loss contributors: + s_upper_bl_H_31 : 0.0397794 + s_lower_bl_H_31 : 0.039392 + s_ln_CD : 0.0376867 + s_upper_bl_H_30 : 0.0348136 + s_lower_bl_H_30 : 0.0343951 + s_lower_bl_H_5 : 0.0328939 + s_upper_bl_H_29 : 0.0319779 + s_lower_bl_H_6 : 0.0311509 + s_lower_bl_H_2 : 0.0309493 + s_lower_bl_H_4 : 0.0308915 +Epoch: 201 | Train Loss: 2.21257 | Test Loss: 2.36655 | analysis_confidence: 0.222404 | CL: 0.028221 | ln_CD: 0.0555489 | CM: 0.00504287 | Top_Xtr: 0.0207021 | Bot_Xtr: 0.0235206 +Loss contributors: + s_lower_bl_H_31 : 0.038648 + s_upper_bl_H_31 : 0.0381672 + s_ln_CD : 0.0365082 + s_lower_bl_H_5 : 0.0340667 + s_lower_bl_H_30 : 0.0332562 + s_lower_bl_H_4 : 0.0322063 + s_upper_bl_H_30 : 0.0321863 + s_lower_bl_H_6 : 0.0319631 + s_lower_bl_H_7 : 0.0319188 + s_lower_bl_H_2 : 0.0317088 +Epoch: 202 | Train Loss: 2.20931 | Test Loss: 2.40075 | analysis_confidence: 0.221379 | CL: 0.0284518 | ln_CD: 0.0545578 | CM: 0.00488238 | Top_Xtr: 0.0187709 | Bot_Xtr: 0.0224524 +Loss contributors: + s_lower_bl_H_31 : 0.0387883 + s_upper_bl_H_31 : 0.0381754 + s_ln_CD : 0.037 + s_lower_bl_H_5 : 0.0339362 + s_lower_bl_H_30 : 0.0338357 + s_lower_bl_H_4 : 0.0326884 + s_lower_bl_H_2 : 0.0325775 + s_upper_bl_H_30 : 0.0324447 + s_lower_bl_H_1 : 0.0322642 + s_lower_bl_H_3 : 0.0322175 +Epoch: 203 | Train Loss: 2.20862 | Test Loss: 2.45365 | analysis_confidence: 0.221837 | CL: 0.0274801 | ln_CD: 0.0568563 | CM: 0.00483421 | Top_Xtr: 0.0197771 | Bot_Xtr: 0.0235164 +Loss contributors: + s_ln_CD : 0.0507833 + s_lower_bl_H_31 : 0.0404198 + s_upper_bl_H_31 : 0.0393245 + s_lower_bl_H_30 : 0.0345371 + s_lower_bl_H_5 : 0.0336038 + s_upper_bl_H_30 : 0.0332171 + s_lower_bl_H_6 : 0.0322569 + s_lower_bl_H_8 : 0.0321749 + s_lower_bl_H_10 : 0.0320937 + s_lower_bl_H_1 : 0.0318753 +Epoch: 204 | Train Loss: 2.2075 | Test Loss: 2.33314 | analysis_confidence: 0.222642 | CL: 0.0284903 | ln_CD: 0.0559061 | CM: 0.00476541 | Top_Xtr: 0.0192243 | Bot_Xtr: 0.0231221 +Loss contributors: + s_lower_bl_H_31 : 0.0388502 + s_upper_bl_H_31 : 0.0385018 + s_ln_CD : 0.0365654 + s_lower_bl_H_30 : 0.0336271 + s_lower_bl_H_5 : 0.0334683 + s_upper_bl_H_30 : 0.0322767 + s_lower_bl_H_1 : 0.0312041 + s_lower_bl_H_6 : 0.0311862 + s_lower_bl_H_4 : 0.0311528 + s_lower_bl_H_2 : 0.0310999 +Epoch: 205 | Train Loss: 2.20504 | Test Loss: 2.38406 | analysis_confidence: 0.221866 | CL: 0.0278314 | ln_CD: 0.059446 | CM: 0.00504772 | Top_Xtr: 0.0198429 | Bot_Xtr: 0.0242102 +Loss contributors: + s_lower_bl_H_31 : 0.0387846 + s_ln_CD : 0.0384786 + s_upper_bl_H_31 : 0.0376462 + s_lower_bl_H_5 : 0.0337564 + s_lower_bl_H_30 : 0.033141 + s_lower_bl_H_1 : 0.0322623 + s_lower_bl_H_4 : 0.0322109 + s_upper_bl_H_30 : 0.0319771 + s_lower_bl_H_2 : 0.0319008 + s_lower_bl_H_7 : 0.0318816 +Epoch: 206 | Train Loss: 2.20299 | Test Loss: 2.39824 | analysis_confidence: 0.221809 | CL: 0.0269665 | ln_CD: 0.0592103 | CM: 0.00478899 | Top_Xtr: 0.0212606 | Bot_Xtr: 0.0245991 +Loss contributors: + s_upper_bl_H_31 : 0.0402744 + s_lower_bl_H_31 : 0.0391416 + s_ln_CD : 0.0383559 + s_lower_bl_H_5 : 0.0346266 + s_lower_bl_H_30 : 0.0338772 + s_upper_bl_H_30 : 0.0336561 + s_lower_bl_H_4 : 0.0330293 + s_lower_bl_H_6 : 0.0328339 + s_lower_bl_H_1 : 0.0327707 + s_lower_bl_H_3 : 0.0324913 +Epoch: 207 | Train Loss: 2.20179 | Test Loss: 2.36264 | analysis_confidence: 0.223543 | CL: 0.0274786 | ln_CD: 0.0555615 | CM: 0.00477236 | Top_Xtr: 0.01889 | Bot_Xtr: 0.0228033 +Loss contributors: + s_lower_bl_H_31 : 0.0396685 + s_ln_CD : 0.0389978 + s_upper_bl_H_31 : 0.038658 + s_lower_bl_H_5 : 0.0339164 + s_lower_bl_H_30 : 0.033722 + s_upper_bl_H_30 : 0.0325589 + s_lower_bl_H_2 : 0.0318814 + s_lower_bl_H_6 : 0.0318509 + s_lower_bl_H_1 : 0.0317698 + s_lower_bl_H_4 : 0.0315131 +Epoch: 208 | Train Loss: 2.19924 | Test Loss: 2.36322 | analysis_confidence: 0.220074 | CL: 0.0275168 | ln_CD: 0.0542751 | CM: 0.00471231 | Top_Xtr: 0.0188981 | Bot_Xtr: 0.0230997 +Loss contributors: + s_lower_bl_H_31 : 0.0386847 + s_upper_bl_H_31 : 0.038394 + s_ln_CD : 0.0357896 + s_lower_bl_H_30 : 0.0335106 + s_upper_bl_H_30 : 0.0326892 + s_lower_bl_H_5 : 0.0325282 + s_lower_bl_H_10 : 0.0311535 + s_lower_bl_H_11 : 0.0311111 + s_lower_bl_H_4 : 0.0310054 + s_lower_bl_H_2 : 0.0309913 +Epoch: 209 | Train Loss: 2.19794 | Test Loss: 2.32311 | analysis_confidence: 0.221821 | CL: 0.0278623 | ln_CD: 0.0546804 | CM: 0.00476902 | Top_Xtr: 0.0185214 | Bot_Xtr: 0.0222631 +Loss contributors: + s_lower_bl_H_31 : 0.0383323 + s_upper_bl_H_31 : 0.0381944 + s_ln_CD : 0.0364911 + s_lower_bl_H_30 : 0.0332521 + s_lower_bl_H_5 : 0.0327162 + s_upper_bl_H_30 : 0.0325805 + s_lower_bl_H_4 : 0.031017 + s_lower_bl_H_6 : 0.0309181 + s_lower_bl_H_2 : 0.0307764 + s_lower_bl_H_7 : 0.0306954 +Epoch: 210 | Train Loss: 2.19868 | Test Loss: 2.35929 | analysis_confidence: 0.221797 | CL: 0.0271168 | ln_CD: 0.0526241 | CM: 0.00480659 | Top_Xtr: 0.0191384 | Bot_Xtr: 0.0227041 +Loss contributors: + s_upper_bl_H_31 : 0.0390924 + s_lower_bl_H_31 : 0.0387996 + s_ln_CD : 0.0365611 + s_lower_bl_H_30 : 0.0337633 + s_upper_bl_H_30 : 0.0335012 + s_lower_bl_H_5 : 0.0331448 + s_lower_bl_H_2 : 0.0322547 + s_lower_bl_H_4 : 0.0316194 + s_upper_bl_H_29 : 0.0315759 + s_lower_bl_H_1 : 0.0314969 +Epoch: 211 | Train Loss: 2.19482 | Test Loss: 2.36226 | analysis_confidence: 0.220198 | CL: 0.0285106 | ln_CD: 0.0575818 | CM: 0.00497725 | Top_Xtr: 0.018881 | Bot_Xtr: 0.0222737 +Loss contributors: + s_upper_bl_H_31 : 0.0383957 + s_ln_CD : 0.0378416 + s_lower_bl_H_31 : 0.0378269 + s_lower_bl_H_5 : 0.0341965 + s_lower_bl_H_30 : 0.0333976 + s_upper_bl_H_30 : 0.0326783 + s_lower_bl_H_4 : 0.0317066 + s_lower_bl_H_6 : 0.0315152 + s_lower_bl_H_8 : 0.0313655 + s_lower_bl_H_1 : 0.0312606 +Epoch: 212 | Train Loss: 2.1925 | Test Loss: 2.35193 | analysis_confidence: 0.218305 | CL: 0.0272358 | ln_CD: 0.0565776 | CM: 0.0046959 | Top_Xtr: 0.0211253 | Bot_Xtr: 0.0247747 +Loss contributors: + s_ln_CD : 0.0379721 + s_upper_bl_H_31 : 0.0379151 + s_lower_bl_H_31 : 0.0378977 + s_lower_bl_H_5 : 0.0331731 + s_lower_bl_H_30 : 0.0328682 + s_upper_bl_H_30 : 0.0321069 + s_lower_bl_H_4 : 0.0318783 + s_lower_bl_H_3 : 0.0317622 + s_lower_bl_H_6 : 0.0316781 + s_lower_bl_H_7 : 0.0314036 +Epoch: 213 | Train Loss: 2.19292 | Test Loss: 2.33188 | analysis_confidence: 0.220962 | CL: 0.0268971 | ln_CD: 0.0569398 | CM: 0.00469893 | Top_Xtr: 0.0204967 | Bot_Xtr: 0.0238274 +Loss contributors: + s_upper_bl_H_31 : 0.0389906 + s_lower_bl_H_31 : 0.038905 + s_ln_CD : 0.0360932 + s_lower_bl_H_30 : 0.0348143 + s_upper_bl_H_30 : 0.0335306 + s_lower_bl_H_5 : 0.033109 + s_lower_bl_H_6 : 0.03168 + s_lower_bl_H_29 : 0.031497 + s_lower_bl_H_4 : 0.0312573 + s_lower_bl_H_2 : 0.0312426 +Epoch: 214 | Train Loss: 2.19001 | Test Loss: 2.32754 | analysis_confidence: 0.217876 | CL: 0.0273701 | ln_CD: 0.0595489 | CM: 0.00470449 | Top_Xtr: 0.0196128 | Bot_Xtr: 0.0234759 +Loss contributors: + s_ln_CD : 0.0385014 + s_lower_bl_H_31 : 0.0379563 + s_upper_bl_H_31 : 0.0374844 + s_lower_bl_H_30 : 0.0337885 + s_lower_bl_H_5 : 0.0331505 + s_upper_bl_H_30 : 0.0326475 + s_lower_bl_H_4 : 0.0312113 + s_lower_bl_H_6 : 0.0307513 + s_lower_bl_H_29 : 0.0305451 + s_lower_bl_H_2 : 0.0305268 +Epoch: 215 | Train Loss: 2.18988 | Test Loss: 2.35965 | analysis_confidence: 0.221165 | CL: 0.0283817 | ln_CD: 0.0672816 | CM: 0.0047306 | Top_Xtr: 0.0196016 | Bot_Xtr: 0.0235956 +Loss contributors: + s_ln_CD : 0.0387692 + s_upper_bl_H_31 : 0.0387662 + s_lower_bl_H_31 : 0.0385463 + s_lower_bl_H_30 : 0.0328441 + s_lower_bl_H_5 : 0.0327224 + s_upper_bl_H_30 : 0.0326589 + s_lower_bl_H_4 : 0.0313523 + s_lower_bl_H_2 : 0.030977 + s_lower_bl_H_3 : 0.0308567 + s_lower_bl_H_6 : 0.0308544 +Epoch: 216 | Train Loss: 2.18622 | Test Loss: 2.37563 | analysis_confidence: 0.219802 | CL: 0.0267862 | ln_CD: 0.0552576 | CM: 0.00496371 | Top_Xtr: 0.0197355 | Bot_Xtr: 0.0236278 +Loss contributors: + s_ln_CD : 0.0380579 + s_lower_bl_H_31 : 0.0375172 + s_upper_bl_H_31 : 0.036979 + s_lower_bl_H_5 : 0.0331695 + s_lower_bl_H_30 : 0.0328777 + s_upper_bl_H_30 : 0.0322079 + s_lower_bl_H_1 : 0.0317185 + s_lower_bl_H_7 : 0.0316489 + s_lower_bl_H_6 : 0.0314786 + s_lower_bl_H_8 : 0.0314052 +Epoch: 217 | Train Loss: 2.18624 | Test Loss: 2.37024 | analysis_confidence: 0.222736 | CL: 0.026895 | ln_CD: 0.0532491 | CM: 0.00472528 | Top_Xtr: 0.0190947 | Bot_Xtr: 0.0226175 +Loss contributors: + s_lower_bl_H_31 : 0.0387177 + s_upper_bl_H_31 : 0.0383139 + s_ln_CD : 0.0355015 + s_lower_bl_H_30 : 0.0337651 + s_lower_bl_H_5 : 0.0335717 + s_upper_bl_H_30 : 0.0325726 + s_lower_bl_H_7 : 0.031813 + s_lower_bl_H_6 : 0.0317789 + s_lower_bl_H_4 : 0.031632 + s_lower_bl_H_8 : 0.0313419 +Epoch: 218 | Train Loss: 2.18227 | Test Loss: 2.31924 | analysis_confidence: 0.220729 | CL: 0.0269507 | ln_CD: 0.0563329 | CM: 0.00482764 | Top_Xtr: 0.0182766 | Bot_Xtr: 0.0221655 +Loss contributors: + s_lower_bl_H_31 : 0.0379455 + s_upper_bl_H_31 : 0.037571 + s_ln_CD : 0.0367966 + s_lower_bl_H_5 : 0.0330411 + s_lower_bl_H_30 : 0.0327551 + s_upper_bl_H_30 : 0.0318071 + s_lower_bl_H_2 : 0.0316225 + s_lower_bl_H_1 : 0.0313452 + s_lower_bl_H_4 : 0.0313041 + s_lower_bl_H_3 : 0.0312808 +Epoch: 219 | Train Loss: 2.18276 | Test Loss: 2.36488 | analysis_confidence: 0.22179 | CL: 0.0271863 | ln_CD: 0.0547505 | CM: 0.00473309 | Top_Xtr: 0.0191296 | Bot_Xtr: 0.0225358 +Loss contributors: + s_lower_bl_H_31 : 0.0386043 + s_upper_bl_H_31 : 0.0383705 + s_ln_CD : 0.0359084 + s_lower_bl_H_30 : 0.0336296 + s_lower_bl_H_5 : 0.0330988 + s_upper_bl_H_30 : 0.0328538 + s_lower_bl_H_4 : 0.0313385 + s_lower_bl_H_2 : 0.0312814 + s_lower_bl_H_6 : 0.031243 + s_lower_bl_H_7 : 0.0311591 +Epoch: 220 | Train Loss: 2.17853 | Test Loss: 2.37214 | analysis_confidence: 0.222649 | CL: 0.0272118 | ln_CD: 0.0548962 | CM: 0.00517863 | Top_Xtr: 0.0186963 | Bot_Xtr: 0.0225019 +Loss contributors: + s_lower_bl_H_31 : 0.0383467 + s_upper_bl_H_31 : 0.0379655 + s_ln_CD : 0.0359073 + s_lower_bl_H_5 : 0.0331149 + s_lower_bl_H_30 : 0.0331024 + s_upper_bl_H_30 : 0.0324864 + s_lower_bl_H_4 : 0.0316781 + s_lower_bl_H_7 : 0.0315543 + s_lower_bl_H_2 : 0.0314796 + s_lower_bl_H_8 : 0.0314595 +Epoch: 221 | Train Loss: 2.17938 | Test Loss: 2.32367 | analysis_confidence: 0.226323 | CL: 0.0275914 | ln_CD: 0.0569497 | CM: 0.00475472 | Top_Xtr: 0.0198803 | Bot_Xtr: 0.0238531 +Loss contributors: + s_lower_bl_H_31 : 0.0390794 + s_upper_bl_H_31 : 0.0389781 + s_ln_CD : 0.0361027 + s_lower_bl_H_30 : 0.0333622 + s_upper_bl_H_30 : 0.0329757 + s_lower_bl_H_5 : 0.0327533 + s_lower_bl_H_2 : 0.0317452 + s_lower_bl_H_4 : 0.0309098 + s_lower_bl_H_6 : 0.0308235 + s_lower_bl_H_1 : 0.0307767 +Epoch: 222 | Train Loss: 2.17698 | Test Loss: 2.30918 | analysis_confidence: 0.219147 | CL: 0.0271561 | ln_CD: 0.0558413 | CM: 0.00475966 | Top_Xtr: 0.018584 | Bot_Xtr: 0.0223052 +Loss contributors: + s_lower_bl_H_31 : 0.0377892 + s_upper_bl_H_31 : 0.0373972 + s_ln_CD : 0.036759 + s_lower_bl_H_5 : 0.0338368 + s_lower_bl_H_30 : 0.0332709 + s_upper_bl_H_30 : 0.032602 + s_lower_bl_H_1 : 0.0324556 + s_lower_bl_H_2 : 0.0316319 + s_lower_bl_H_4 : 0.0311927 + s_lower_bl_H_3 : 0.0308704 +Epoch: 223 | Train Loss: 2.1752 | Test Loss: 2.34485 | analysis_confidence: 0.219398 | CL: 0.0285614 | ln_CD: 0.0538249 | CM: 0.00475005 | Top_Xtr: 0.0194689 | Bot_Xtr: 0.0229085 +Loss contributors: + s_lower_bl_H_31 : 0.0390211 + s_upper_bl_H_31 : 0.0381901 + s_ln_CD : 0.037009 + s_lower_bl_H_5 : 0.033383 + s_lower_bl_H_30 : 0.0330656 + s_lower_bl_H_1 : 0.0326768 + s_lower_bl_H_2 : 0.0324927 + s_lower_bl_H_4 : 0.0323778 + s_lower_bl_H_3 : 0.0323353 + s_upper_bl_H_30 : 0.0314684 +Epoch: 224 | Train Loss: 2.17313 | Test Loss: 2.34287 | analysis_confidence: 0.217099 | CL: 0.0268364 | ln_CD: 0.054657 | CM: 0.00479624 | Top_Xtr: 0.0188607 | Bot_Xtr: 0.0228641 +Loss contributors: + s_ln_CD : 0.0390964 + s_lower_bl_H_31 : 0.037964 + s_upper_bl_H_31 : 0.0377274 + s_lower_bl_H_30 : 0.0332931 + s_upper_bl_H_30 : 0.032587 + s_lower_bl_H_5 : 0.0324515 + s_lower_bl_H_4 : 0.0307975 + s_lower_bl_H_1 : 0.0305965 + s_lower_bl_H_2 : 0.0304009 + s_lower_bl_H_3 : 0.030373 +Epoch: 225 | Train Loss: 2.17343 | Test Loss: 2.30178 | analysis_confidence: 0.219194 | CL: 0.0273322 | ln_CD: 0.0526598 | CM: 0.00469519 | Top_Xtr: 0.0194774 | Bot_Xtr: 0.0228195 +Loss contributors: + s_lower_bl_H_31 : 0.0399473 + s_upper_bl_H_31 : 0.0384479 + s_ln_CD : 0.0368409 + s_lower_bl_H_30 : 0.0331433 + s_lower_bl_H_5 : 0.03279 + s_upper_bl_H_30 : 0.0317666 + s_lower_bl_H_4 : 0.0314265 + s_lower_bl_H_1 : 0.031006 + s_lower_bl_H_2 : 0.0308364 + s_lower_bl_H_3 : 0.0306147 +Epoch: 226 | Train Loss: 2.1705 | Test Loss: 2.33914 | analysis_confidence: 0.21838 | CL: 0.0271123 | ln_CD: 0.0542617 | CM: 0.00473055 | Top_Xtr: 0.0186591 | Bot_Xtr: 0.0220177 +Loss contributors: + s_lower_bl_H_31 : 0.0387208 + s_upper_bl_H_31 : 0.0386287 + s_ln_CD : 0.0374938 + s_lower_bl_H_30 : 0.0333064 + s_upper_bl_H_30 : 0.0332175 + s_lower_bl_H_5 : 0.0324482 + s_upper_bl_H_29 : 0.0311011 + s_lower_bl_H_4 : 0.0309044 + s_lower_bl_H_2 : 0.0307856 + s_lower_bl_H_6 : 0.0307406 +Epoch: 227 | Train Loss: 2.16808 | Test Loss: 2.37908 | analysis_confidence: 0.221289 | CL: 0.0275625 | ln_CD: 0.0566802 | CM: 0.00483668 | Top_Xtr: 0.0197332 | Bot_Xtr: 0.0229369 +Loss contributors: + s_upper_bl_H_31 : 0.0396498 + s_lower_bl_H_31 : 0.0392155 + s_ln_CD : 0.0362581 + s_upper_bl_H_30 : 0.0343405 + s_lower_bl_H_30 : 0.0337456 + s_upper_bl_H_29 : 0.0330077 + s_lower_bl_H_5 : 0.0327989 + s_lower_bl_H_6 : 0.0313398 + s_lower_bl_H_29 : 0.0312291 + s_lower_bl_H_8 : 0.0311911 +Epoch: 228 | Train Loss: 2.16724 | Test Loss: 2.38462 | analysis_confidence: 0.226272 | CL: 0.0273713 | ln_CD: 0.0554004 | CM: 0.00479206 | Top_Xtr: 0.020354 | Bot_Xtr: 0.0241946 +Loss contributors: + s_upper_bl_H_31 : 0.0390675 + s_lower_bl_H_31 : 0.0389014 + s_ln_CD : 0.0368715 + s_lower_bl_H_30 : 0.0337182 + s_lower_bl_H_5 : 0.0336993 + s_upper_bl_H_30 : 0.0330459 + s_lower_bl_H_4 : 0.0320499 + s_lower_bl_H_3 : 0.0319362 + s_lower_bl_H_2 : 0.0315899 + s_lower_bl_H_6 : 0.0315346 +Epoch: 229 | Train Loss: 2.16825 | Test Loss: 2.27692 | analysis_confidence: 0.221541 | CL: 0.0262661 | ln_CD: 0.0530695 | CM: 0.00468901 | Top_Xtr: 0.0181238 | Bot_Xtr: 0.0217686 +Loss contributors: + s_upper_bl_H_31 : 0.0372356 + s_lower_bl_H_31 : 0.0369895 + s_ln_CD : 0.0353375 + s_lower_bl_H_5 : 0.0327602 + s_lower_bl_H_30 : 0.0319633 + s_upper_bl_H_30 : 0.0313428 + s_lower_bl_H_4 : 0.0313033 + s_lower_bl_H_7 : 0.0308182 + s_lower_bl_H_1 : 0.0307975 + s_lower_bl_H_6 : 0.0306557 +Epoch: 230 | Train Loss: 2.16501 | Test Loss: 2.38188 | analysis_confidence: 0.218998 | CL: 0.0267201 | ln_CD: 0.0543152 | CM: 0.00474106 | Top_Xtr: 0.0198699 | Bot_Xtr: 0.0236622 +Loss contributors: + s_lower_bl_H_31 : 0.0389856 + s_ln_CD : 0.0384694 + s_upper_bl_H_31 : 0.0383988 + s_lower_bl_H_30 : 0.0355266 + s_upper_bl_H_30 : 0.0339211 + s_lower_bl_H_5 : 0.0329964 + s_lower_bl_H_29 : 0.0325948 + s_lower_bl_H_1 : 0.0320168 + s_upper_bl_H_29 : 0.0318622 + s_lower_bl_H_8 : 0.0315883 +Epoch: 231 | Train Loss: 2.16265 | Test Loss: 2.29521 | analysis_confidence: 0.21835 | CL: 0.0268316 | ln_CD: 0.0529588 | CM: 0.00462824 | Top_Xtr: 0.0203719 | Bot_Xtr: 0.0240106 +Loss contributors: + s_upper_bl_H_31 : 0.0393865 + s_lower_bl_H_31 : 0.0384652 + s_ln_CD : 0.0364965 + s_upper_bl_H_30 : 0.0334041 + s_lower_bl_H_30 : 0.0329345 + s_lower_bl_H_5 : 0.0322593 + s_upper_bl_H_29 : 0.0309537 + s_lower_bl_H_4 : 0.0304613 + s_lower_bl_H_2 : 0.0304152 + s_lower_bl_H_1 : 0.0300613 +Epoch: 232 | Train Loss: 2.16309 | Test Loss: 2.31485 | analysis_confidence: 0.217406 | CL: 0.0275497 | ln_CD: 0.0578098 | CM: 0.00477846 | Top_Xtr: 0.0182139 | Bot_Xtr: 0.0219324 +Loss contributors: + s_upper_bl_H_31 : 0.0393714 + s_lower_bl_H_31 : 0.0388362 + s_ln_CD : 0.0373011 + s_lower_bl_H_30 : 0.0333182 + s_upper_bl_H_30 : 0.0328048 + s_lower_bl_H_5 : 0.0325319 + s_lower_bl_H_1 : 0.0312585 + s_lower_bl_H_6 : 0.0309018 + s_lower_bl_H_4 : 0.0306955 + s_lower_bl_H_2 : 0.0306467 +Epoch: 233 | Train Loss: 2.16028 | Test Loss: 2.37569 | analysis_confidence: 0.221338 | CL: 0.0264239 | ln_CD: 0.0541128 | CM: 0.00471791 | Top_Xtr: 0.0193097 | Bot_Xtr: 0.0231302 +Loss contributors: + s_lower_bl_H_31 : 0.0383088 + s_upper_bl_H_31 : 0.0380377 + s_ln_CD : 0.036465 + s_lower_bl_H_30 : 0.0335204 + s_lower_bl_H_5 : 0.0331132 + s_upper_bl_H_30 : 0.0326051 + s_lower_bl_H_8 : 0.031815 + s_lower_bl_H_10 : 0.0317279 + s_lower_bl_H_6 : 0.0312621 + s_lower_bl_H_7 : 0.0312086 +Epoch: 234 | Train Loss: 2.15808 | Test Loss: 2.33349 | analysis_confidence: 0.221012 | CL: 0.0275942 | ln_CD: 0.0575867 | CM: 0.00470572 | Top_Xtr: 0.0185582 | Bot_Xtr: 0.02228 +Loss contributors: + s_upper_bl_H_31 : 0.0377004 + s_lower_bl_H_31 : 0.0371726 + s_ln_CD : 0.0366318 + s_lower_bl_H_5 : 0.0323938 + s_lower_bl_H_30 : 0.0322827 + s_upper_bl_H_30 : 0.0322296 + s_lower_bl_H_8 : 0.0309364 + s_lower_bl_H_6 : 0.0308433 + s_lower_bl_H_7 : 0.0307774 + s_upper_bl_H_29 : 0.030498 +Epoch: 235 | Train Loss: 2.15955 | Test Loss: 2.35749 | analysis_confidence: 0.218541 | CL: 0.0275445 | ln_CD: 0.0572351 | CM: 0.00475383 | Top_Xtr: 0.0205018 | Bot_Xtr: 0.0245062 +Loss contributors: + s_upper_bl_H_31 : 0.0390129 + s_lower_bl_H_31 : 0.0388326 + s_ln_CD : 0.0385133 + s_lower_bl_H_5 : 0.0334521 + s_lower_bl_H_30 : 0.0332307 + s_upper_bl_H_30 : 0.0323725 + s_lower_bl_H_6 : 0.0317463 + s_lower_bl_H_2 : 0.0317224 + s_lower_bl_H_4 : 0.0314781 + s_lower_bl_H_8 : 0.0311882 +Epoch: 236 | Train Loss: 2.1537 | Test Loss: 2.31213 | analysis_confidence: 0.223376 | CL: 0.0279221 | ln_CD: 0.0538719 | CM: 0.00478038 | Top_Xtr: 0.0181596 | Bot_Xtr: 0.0219019 +Loss contributors: + s_lower_bl_H_31 : 0.038087 + s_upper_bl_H_31 : 0.0376917 + s_ln_CD : 0.036582 + s_lower_bl_H_30 : 0.0332681 + s_lower_bl_H_5 : 0.032391 + s_upper_bl_H_30 : 0.0322622 + s_lower_bl_H_1 : 0.0314042 + s_lower_bl_H_4 : 0.030919 + s_lower_bl_H_6 : 0.0308638 + s_lower_bl_H_2 : 0.0308574 +Epoch: 237 | Train Loss: 2.15425 | Test Loss: 2.41588 | analysis_confidence: 0.217214 | CL: 0.0285163 | ln_CD: 0.0609232 | CM: 0.00494307 | Top_Xtr: 0.0187182 | Bot_Xtr: 0.022807 +Loss contributors: + s_ln_CD : 0.038686 + s_lower_bl_H_31 : 0.0381717 + s_upper_bl_H_31 : 0.0381551 + s_lower_bl_H_5 : 0.0345279 + s_lower_bl_H_30 : 0.0328579 + s_lower_bl_H_4 : 0.032856 + s_lower_bl_H_2 : 0.0325759 + s_lower_bl_H_6 : 0.0321999 + s_upper_bl_H_30 : 0.0320806 + s_lower_bl_H_3 : 0.031907 +Epoch: 238 | Train Loss: 2.15141 | Test Loss: 2.34803 | analysis_confidence: 0.221917 | CL: 0.0267227 | ln_CD: 0.0535384 | CM: 0.00469649 | Top_Xtr: 0.0191093 | Bot_Xtr: 0.0228223 +Loss contributors: + s_lower_bl_H_31 : 0.0377204 + s_upper_bl_H_31 : 0.0375619 + s_ln_CD : 0.0356307 + s_lower_bl_H_5 : 0.033811 + s_lower_bl_H_30 : 0.0332344 + s_upper_bl_H_30 : 0.0321781 + s_lower_bl_H_6 : 0.0321625 + s_lower_bl_H_8 : 0.0318256 + s_lower_bl_H_4 : 0.0315845 + s_lower_bl_H_10 : 0.0315099 +Epoch: 239 | Train Loss: 2.15132 | Test Loss: 2.378 | analysis_confidence: 0.223166 | CL: 0.0283888 | ln_CD: 0.0531517 | CM: 0.00477836 | Top_Xtr: 0.0190066 | Bot_Xtr: 0.0227306 +Loss contributors: + s_lower_bl_H_31 : 0.0386008 + s_upper_bl_H_31 : 0.0382332 + s_ln_CD : 0.0365893 + s_lower_bl_H_5 : 0.0343374 + s_lower_bl_H_30 : 0.0336005 + s_lower_bl_H_4 : 0.033331 + s_lower_bl_H_6 : 0.0332216 + s_lower_bl_H_7 : 0.0331668 + s_lower_bl_H_8 : 0.0329415 + s_upper_bl_H_30 : 0.0328898 +Epoch: 240 | Train Loss: 2.14989 | Test Loss: 2.32755 | analysis_confidence: 0.21714 | CL: 0.0280195 | ln_CD: 0.0534593 | CM: 0.00471046 | Top_Xtr: 0.0195651 | Bot_Xtr: 0.0235944 +Loss contributors: + s_lower_bl_H_31 : 0.0380152 + s_upper_bl_H_31 : 0.0372751 + s_ln_CD : 0.0355404 + s_lower_bl_H_30 : 0.0330074 + s_lower_bl_H_5 : 0.0323968 + s_upper_bl_H_30 : 0.0320112 + s_lower_bl_H_1 : 0.031543 + s_lower_bl_H_3 : 0.0312717 + s_lower_bl_H_2 : 0.0309491 + s_lower_bl_H_4 : 0.0308245 +Epoch: 241 | Train Loss: 2.1475 | Test Loss: 2.30794 | analysis_confidence: 0.217931 | CL: 0.0270913 | ln_CD: 0.0545739 | CM: 0.00466732 | Top_Xtr: 0.018659 | Bot_Xtr: 0.0223143 +Loss contributors: + s_lower_bl_H_31 : 0.0372607 + s_upper_bl_H_31 : 0.0369772 + s_ln_CD : 0.0367228 + s_lower_bl_H_30 : 0.0322344 + s_lower_bl_H_5 : 0.0320939 + s_upper_bl_H_30 : 0.0316309 + s_lower_bl_H_4 : 0.0306815 + s_lower_bl_H_2 : 0.0305864 + s_lower_bl_H_1 : 0.030491 + s_lower_bl_H_6 : 0.0303907 +Epoch: 242 | Train Loss: 2.14784 | Test Loss: 2.33302 | analysis_confidence: 0.21921 | CL: 0.026948 | ln_CD: 0.0579848 | CM: 0.00467219 | Top_Xtr: 0.0207573 | Bot_Xtr: 0.0236751 +Loss contributors: + s_lower_bl_H_31 : 0.0387667 + s_upper_bl_H_31 : 0.0379365 + s_ln_CD : 0.0373424 + s_lower_bl_H_5 : 0.0343667 + s_lower_bl_H_30 : 0.0332126 + s_lower_bl_H_6 : 0.0321454 + s_lower_bl_H_4 : 0.032047 + s_upper_bl_H_30 : 0.0320172 + s_lower_bl_H_3 : 0.0318069 + s_lower_bl_H_8 : 0.0317561 +Epoch: 243 | Train Loss: 2.14581 | Test Loss: 2.4333 | analysis_confidence: 0.218592 | CL: 0.0297184 | ln_CD: 0.0735356 | CM: 0.00529543 | Top_Xtr: 0.0190296 | Bot_Xtr: 0.022577 +Loss contributors: + s_ln_CD : 0.0495688 + s_upper_bl_H_31 : 0.0405896 + s_lower_bl_H_31 : 0.0402983 + s_lower_bl_H_30 : 0.0353436 + s_upper_bl_H_30 : 0.0345401 + s_lower_bl_H_5 : 0.0328269 + s_upper_bl_H_29 : 0.0327416 + s_lower_bl_H_29 : 0.0323649 + s_CL : 0.0315487 + s_lower_bl_H_1 : 0.0315286 +Epoch: 244 | Train Loss: 2.14384 | Test Loss: 2.33559 | analysis_confidence: 0.218378 | CL: 0.0268035 | ln_CD: 0.0545775 | CM: 0.00482697 | Top_Xtr: 0.0184101 | Bot_Xtr: 0.021901 +Loss contributors: + s_upper_bl_H_31 : 0.0375963 + s_lower_bl_H_31 : 0.0372435 + s_ln_CD : 0.0368719 + s_lower_bl_H_5 : 0.0331173 + s_lower_bl_H_30 : 0.0326368 + s_upper_bl_H_30 : 0.0325967 + s_lower_bl_H_4 : 0.031788 + s_lower_bl_H_6 : 0.0311664 + s_lower_bl_H_2 : 0.0311329 + s_lower_bl_H_3 : 0.0311286 +Epoch: 245 | Train Loss: 2.14228 | Test Loss: 2.4213 | analysis_confidence: 0.219004 | CL: 0.0266766 | ln_CD: 0.0701937 | CM: 0.00479722 | Top_Xtr: 0.0193207 | Bot_Xtr: 0.0223957 +Loss contributors: + s_ln_CD : 0.0405889 + s_lower_bl_H_31 : 0.038848 + s_upper_bl_H_31 : 0.0386519 + s_lower_bl_H_5 : 0.0349464 + s_lower_bl_H_6 : 0.0336919 + s_lower_bl_H_30 : 0.0335664 + s_upper_bl_H_30 : 0.0332989 + s_lower_bl_H_7 : 0.0331015 + s_lower_bl_H_8 : 0.0327537 + s_lower_bl_H_4 : 0.032648 +Epoch: 246 | Train Loss: 2.14155 | Test Loss: 2.34577 | analysis_confidence: 0.220975 | CL: 0.0284667 | ln_CD: 0.0561441 | CM: 0.00517649 | Top_Xtr: 0.019473 | Bot_Xtr: 0.0234037 +Loss contributors: + s_lower_bl_H_31 : 0.03877 + s_upper_bl_H_31 : 0.0382396 + s_ln_CD : 0.0369066 + s_lower_bl_H_5 : 0.0332941 + s_lower_bl_H_30 : 0.0325851 + s_upper_bl_H_30 : 0.0316452 + s_lower_bl_H_6 : 0.0315238 + s_lower_bl_H_3 : 0.0312949 + s_lower_bl_H_8 : 0.0311295 + s_lower_bl_H_4 : 0.0311262 +Epoch: 247 | Train Loss: 2.14009 | Test Loss: 2.29716 | analysis_confidence: 0.219556 | CL: 0.0268219 | ln_CD: 0.0559413 | CM: 0.00483823 | Top_Xtr: 0.0187649 | Bot_Xtr: 0.022626 +Loss contributors: + s_upper_bl_H_31 : 0.0375137 + s_lower_bl_H_31 : 0.0368384 + s_ln_CD : 0.0365712 + s_upper_bl_H_30 : 0.032917 + s_lower_bl_H_30 : 0.0324772 + s_lower_bl_H_5 : 0.0318658 + s_upper_bl_H_29 : 0.0308293 + s_lower_bl_H_1 : 0.0307839 + s_lower_bl_H_4 : 0.0303063 + s_lower_bl_H_6 : 0.0302236 +Epoch: 248 | Train Loss: 2.13941 | Test Loss: 2.31754 | analysis_confidence: 0.220778 | CL: 0.0267133 | ln_CD: 0.0616079 | CM: 0.00496753 | Top_Xtr: 0.0185539 | Bot_Xtr: 0.0227862 +Loss contributors: + s_lower_bl_H_31 : 0.037838 + s_ln_CD : 0.0377572 + s_upper_bl_H_31 : 0.0375314 + s_lower_bl_H_30 : 0.033232 + s_lower_bl_H_5 : 0.0327113 + s_upper_bl_H_30 : 0.0326811 + s_lower_bl_H_4 : 0.0309856 + s_lower_bl_H_6 : 0.030849 + s_lower_bl_H_7 : 0.0308189 + s_lower_bl_H_1 : 0.0306146 +Epoch: 249 | Train Loss: 2.13457 | Test Loss: 2.35645 | analysis_confidence: 0.218231 | CL: 0.0267449 | ln_CD: 0.0560277 | CM: 0.00504899 | Top_Xtr: 0.0187251 | Bot_Xtr: 0.0221641 +Loss contributors: + s_upper_bl_H_31 : 0.0373285 + s_lower_bl_H_31 : 0.0372309 + s_ln_CD : 0.0360162 + s_lower_bl_H_5 : 0.0328295 + s_lower_bl_H_30 : 0.032559 + s_upper_bl_H_30 : 0.0321127 + s_lower_bl_H_4 : 0.0313249 + s_lower_bl_H_2 : 0.0313179 + s_lower_bl_H_7 : 0.0312347 + s_lower_bl_H_6 : 0.0311112 +Epoch: 250 | Train Loss: 2.13689 | Test Loss: 2.28616 | analysis_confidence: 0.220875 | CL: 0.0266539 | ln_CD: 0.0529496 | CM: 0.00465316 | Top_Xtr: 0.0214328 | Bot_Xtr: 0.0245987 +Loss contributors: + s_lower_bl_H_31 : 0.0367697 + s_upper_bl_H_31 : 0.0366283 + s_ln_CD : 0.0364165 + s_lower_bl_H_5 : 0.0322962 + s_lower_bl_H_30 : 0.0321756 + s_upper_bl_H_30 : 0.0316302 + s_lower_bl_H_6 : 0.0304681 + s_lower_bl_H_4 : 0.0303603 + s_lower_bl_H_2 : 0.0303558 + s_lower_bl_H_3 : 0.0301937 +Epoch: 251 | Train Loss: 2.13352 | Test Loss: 2.27486 | analysis_confidence: 0.222395 | CL: 0.0264674 | ln_CD: 0.0532389 | CM: 0.00469396 | Top_Xtr: 0.0185665 | Bot_Xtr: 0.0223278 +Loss contributors: + s_upper_bl_H_31 : 0.0371722 + s_lower_bl_H_31 : 0.0370362 + s_ln_CD : 0.0359409 + s_lower_bl_H_30 : 0.0325303 + s_upper_bl_H_30 : 0.0321054 + s_lower_bl_H_5 : 0.0318972 + s_lower_bl_H_2 : 0.0305369 + s_lower_bl_H_6 : 0.0303166 + s_lower_bl_H_4 : 0.0302968 + s_lower_bl_H_1 : 0.030101 +Epoch: 252 | Train Loss: 2.13238 | Test Loss: 2.39318 | analysis_confidence: 0.223277 | CL: 0.0268909 | ln_CD: 0.0577339 | CM: 0.00467337 | Top_Xtr: 0.0188329 | Bot_Xtr: 0.0220924 +Loss contributors: + s_lower_bl_H_31 : 0.0394667 + s_ln_CD : 0.0384944 + s_upper_bl_H_31 : 0.0382468 + s_lower_bl_H_30 : 0.034168 + s_lower_bl_H_5 : 0.0338234 + s_upper_bl_H_30 : 0.0333966 + s_lower_bl_H_4 : 0.0323513 + s_lower_bl_H_6 : 0.0321342 + s_lower_bl_H_3 : 0.0321033 + s_lower_bl_H_1 : 0.0319924 +Epoch: 253 | Train Loss: 2.13217 | Test Loss: 2.3115 | analysis_confidence: 0.217705 | CL: 0.026688 | ln_CD: 0.0619944 | CM: 0.0047305 | Top_Xtr: 0.0193841 | Bot_Xtr: 0.0235672 +Loss contributors: + s_ln_CD : 0.0379652 + s_lower_bl_H_31 : 0.0379547 + s_upper_bl_H_31 : 0.0371674 + s_lower_bl_H_30 : 0.0338042 + s_lower_bl_H_5 : 0.0323309 + s_upper_bl_H_30 : 0.0323243 + s_lower_bl_H_4 : 0.0307254 + s_lower_bl_H_2 : 0.0303593 + s_lower_bl_H_6 : 0.0303355 + s_lower_bl_H_3 : 0.0303138 +Epoch: 254 | Train Loss: 2.13095 | Test Loss: 2.29744 | analysis_confidence: 0.216883 | CL: 0.0268611 | ln_CD: 0.0603098 | CM: 0.00470455 | Top_Xtr: 0.0192024 | Bot_Xtr: 0.0228175 +Loss contributors: + s_upper_bl_H_31 : 0.037732 + s_ln_CD : 0.0372649 + s_lower_bl_H_31 : 0.0371122 + s_lower_bl_H_5 : 0.0323552 + s_lower_bl_H_30 : 0.0322505 + s_upper_bl_H_30 : 0.0321206 + s_lower_bl_H_6 : 0.030646 + s_lower_bl_H_1 : 0.030577 + s_lower_bl_H_4 : 0.0303434 + s_lower_bl_H_8 : 0.0302839 +Epoch: 255 | Train Loss: 2.12968 | Test Loss: 2.29825 | analysis_confidence: 0.219844 | CL: 0.0277981 | ln_CD: 0.0521575 | CM: 0.00488795 | Top_Xtr: 0.0212911 | Bot_Xtr: 0.0246837 +Loss contributors: + s_lower_bl_H_31 : 0.0376324 + s_upper_bl_H_31 : 0.0367832 + s_ln_CD : 0.0351057 + s_lower_bl_H_5 : 0.0335467 + s_lower_bl_H_30 : 0.0333108 + s_upper_bl_H_30 : 0.0318197 + s_lower_bl_H_4 : 0.0313737 + s_lower_bl_H_6 : 0.0311883 + s_lower_bl_H_2 : 0.0310417 + s_lower_bl_H_8 : 0.0309273 +Epoch: 256 | Train Loss: 2.12571 | Test Loss: 2.28465 | analysis_confidence: 0.218541 | CL: 0.0280378 | ln_CD: 0.0540755 | CM: 0.00470072 | Top_Xtr: 0.0187852 | Bot_Xtr: 0.022111 +Loss contributors: + s_ln_CD : 0.0373974 + s_upper_bl_H_31 : 0.0370205 + s_lower_bl_H_31 : 0.0370019 + s_lower_bl_H_30 : 0.0325882 + s_lower_bl_H_5 : 0.0324764 + s_upper_bl_H_30 : 0.0318715 + s_lower_bl_H_6 : 0.0306344 + s_lower_bl_H_7 : 0.0305906 + s_lower_bl_H_4 : 0.0305706 + s_lower_bl_H_1 : 0.0304956 +Epoch: 257 | Train Loss: 2.12774 | Test Loss: 2.25394 | analysis_confidence: 0.21884 | CL: 0.0263463 | ln_CD: 0.0522271 | CM: 0.0047821 | Top_Xtr: 0.0187211 | Bot_Xtr: 0.0225197 +Loss contributors: + s_upper_bl_H_31 : 0.0365733 + s_lower_bl_H_31 : 0.0363007 + s_ln_CD : 0.0362201 + s_lower_bl_H_30 : 0.0322942 + s_lower_bl_H_5 : 0.0318862 + s_upper_bl_H_30 : 0.0317591 + s_lower_bl_H_1 : 0.0308317 + s_lower_bl_H_2 : 0.0301037 + s_lower_bl_H_4 : 0.0299732 + s_lower_bl_H_6 : 0.0299489 +Epoch: 258 | Train Loss: 2.12403 | Test Loss: 2.31767 | analysis_confidence: 0.220309 | CL: 0.0271327 | ln_CD: 0.0556864 | CM: 0.00467022 | Top_Xtr: 0.0193827 | Bot_Xtr: 0.0225751 +Loss contributors: + s_lower_bl_H_31 : 0.0384147 + s_upper_bl_H_31 : 0.0379789 + s_ln_CD : 0.0356631 + s_lower_bl_H_30 : 0.032584 + s_upper_bl_H_30 : 0.0322718 + s_lower_bl_H_5 : 0.0321815 + s_lower_bl_H_1 : 0.0314375 + s_lower_bl_H_3 : 0.0311787 + s_lower_bl_H_4 : 0.0311103 + s_lower_bl_H_2 : 0.0304668 +Epoch: 259 | Train Loss: 2.12512 | Test Loss: 2.28212 | analysis_confidence: 0.222805 | CL: 0.0268926 | ln_CD: 0.0570021 | CM: 0.00487083 | Top_Xtr: 0.0195279 | Bot_Xtr: 0.023504 +Loss contributors: + s_ln_CD : 0.03736 + s_lower_bl_H_31 : 0.0371768 + s_upper_bl_H_31 : 0.0368055 + s_lower_bl_H_5 : 0.0321585 + s_lower_bl_H_30 : 0.0319708 + s_upper_bl_H_30 : 0.0314595 + s_lower_bl_H_4 : 0.0306935 + s_lower_bl_H_7 : 0.030406 + s_lower_bl_H_2 : 0.0302945 + s_lower_bl_H_8 : 0.0302411 +Epoch: 260 | Train Loss: 2.12207 | Test Loss: 2.26984 | analysis_confidence: 0.221529 | CL: 0.0272965 | ln_CD: 0.0543379 | CM: 0.00473354 | Top_Xtr: 0.0181492 | Bot_Xtr: 0.0217429 +Loss contributors: + s_lower_bl_H_31 : 0.0395859 + s_upper_bl_H_31 : 0.0382896 + s_ln_CD : 0.0353041 + s_lower_bl_H_30 : 0.033614 + s_upper_bl_H_30 : 0.0324854 + s_lower_bl_H_5 : 0.0322879 + s_lower_bl_H_6 : 0.0305845 + s_lower_bl_H_4 : 0.0304986 + s_lower_bl_H_8 : 0.0304526 + s_lower_bl_H_3 : 0.0302605 +Epoch: 261 | Train Loss: 2.12143 | Test Loss: 2.31196 | analysis_confidence: 0.21643 | CL: 0.0277121 | ln_CD: 0.0543643 | CM: 0.0047177 | Top_Xtr: 0.0183416 | Bot_Xtr: 0.0220783 +Loss contributors: + s_lower_bl_H_31 : 0.0366492 + s_upper_bl_H_31 : 0.0364603 + s_ln_CD : 0.0364271 + s_lower_bl_H_5 : 0.0325963 + s_lower_bl_H_30 : 0.0319795 + s_upper_bl_H_30 : 0.0311547 + s_lower_bl_H_6 : 0.0309241 + s_lower_bl_H_4 : 0.0308406 + s_lower_bl_H_8 : 0.0308091 + s_lower_bl_H_1 : 0.0307016 +Epoch: 262 | Train Loss: 2.12062 | Test Loss: 2.30617 | analysis_confidence: 0.222069 | CL: 0.0272098 | ln_CD: 0.0536304 | CM: 0.00482758 | Top_Xtr: 0.0187516 | Bot_Xtr: 0.0224744 +Loss contributors: + s_lower_bl_H_31 : 0.0371588 + s_ln_CD : 0.0369896 + s_upper_bl_H_31 : 0.0369268 + s_lower_bl_H_5 : 0.0327347 + s_lower_bl_H_30 : 0.03249 + s_upper_bl_H_30 : 0.0316902 + s_lower_bl_H_4 : 0.0310512 + s_lower_bl_H_8 : 0.0309913 + s_lower_bl_H_2 : 0.0308664 + s_lower_bl_H_6 : 0.0308603 +Epoch: 263 | Train Loss: 2.11771 | Test Loss: 2.3301 | analysis_confidence: 0.217056 | CL: 0.0265712 | ln_CD: 0.0548016 | CM: 0.00471303 | Top_Xtr: 0.0189422 | Bot_Xtr: 0.0227689 +Loss contributors: + s_lower_bl_H_31 : 0.0380806 + s_ln_CD : 0.0373933 + s_upper_bl_H_31 : 0.0370535 + s_lower_bl_H_5 : 0.0331098 + s_lower_bl_H_30 : 0.0328471 + s_lower_bl_H_1 : 0.0316582 + s_upper_bl_H_30 : 0.0315584 + s_lower_bl_H_6 : 0.0315261 + s_lower_bl_H_8 : 0.0314767 + s_lower_bl_H_4 : 0.0313636 +Epoch: 264 | Train Loss: 2.11798 | Test Loss: 2.31765 | analysis_confidence: 0.220494 | CL: 0.0266073 | ln_CD: 0.0566343 | CM: 0.00465281 | Top_Xtr: 0.0184084 | Bot_Xtr: 0.0223599 +Loss contributors: + s_ln_CD : 0.0382504 + s_upper_bl_H_31 : 0.0372724 + s_lower_bl_H_31 : 0.0370848 + s_lower_bl_H_30 : 0.0326081 + s_lower_bl_H_5 : 0.0325216 + s_upper_bl_H_30 : 0.0324117 + s_lower_bl_H_1 : 0.0311996 + s_lower_bl_H_2 : 0.0311549 + s_lower_bl_H_3 : 0.0309793 + s_lower_bl_H_6 : 0.0308627 +Epoch: 265 | Train Loss: 2.11773 | Test Loss: 2.28796 | analysis_confidence: 0.222614 | CL: 0.0261719 | ln_CD: 0.0561427 | CM: 0.00467869 | Top_Xtr: 0.0188645 | Bot_Xtr: 0.022557 +Loss contributors: + s_lower_bl_H_31 : 0.0370104 + s_upper_bl_H_31 : 0.0369212 + s_ln_CD : 0.0361517 + s_lower_bl_H_30 : 0.0326193 + s_lower_bl_H_5 : 0.0324394 + s_upper_bl_H_30 : 0.0317903 + s_lower_bl_H_1 : 0.0312071 + s_lower_bl_H_4 : 0.0308146 + s_lower_bl_H_2 : 0.0306728 + s_lower_bl_H_3 : 0.030534 +Epoch: 266 | Train Loss: 2.11525 | Test Loss: 2.27402 | analysis_confidence: 0.221848 | CL: 0.0263193 | ln_CD: 0.0529078 | CM: 0.00466088 | Top_Xtr: 0.0190941 | Bot_Xtr: 0.0229814 +Loss contributors: + s_lower_bl_H_31 : 0.0370151 + s_ln_CD : 0.036479 + s_upper_bl_H_31 : 0.0364359 + s_lower_bl_H_5 : 0.0321397 + s_lower_bl_H_30 : 0.0320006 + s_lower_bl_H_1 : 0.0314026 + s_upper_bl_H_30 : 0.0311927 + s_lower_bl_H_4 : 0.0308209 + s_lower_bl_H_3 : 0.0302915 + s_lower_bl_H_7 : 0.0302444 +Epoch: 267 | Train Loss: 2.1143 | Test Loss: 2.26938 | analysis_confidence: 0.220155 | CL: 0.0263798 | ln_CD: 0.053356 | CM: 0.00459861 | Top_Xtr: 0.0181698 | Bot_Xtr: 0.0217193 +Loss contributors: + s_lower_bl_H_31 : 0.0371319 + s_upper_bl_H_31 : 0.0365006 + s_ln_CD : 0.036116 + s_lower_bl_H_30 : 0.0322578 + s_lower_bl_H_5 : 0.0320394 + s_upper_bl_H_30 : 0.0309719 + s_lower_bl_H_6 : 0.0303258 + s_lower_bl_H_1 : 0.0301854 + s_lower_bl_H_8 : 0.0300779 + s_lower_bl_H_4 : 0.0300628 +Epoch: 268 | Train Loss: 2.11217 | Test Loss: 2.25797 | analysis_confidence: 0.216726 | CL: 0.026143 | ln_CD: 0.0587167 | CM: 0.0045857 | Top_Xtr: 0.018299 | Bot_Xtr: 0.0221096 +Loss contributors: + s_ln_CD : 0.0368909 + s_lower_bl_H_31 : 0.0362322 + s_upper_bl_H_31 : 0.036049 + s_lower_bl_H_30 : 0.0320248 + s_lower_bl_H_5 : 0.0318695 + s_upper_bl_H_30 : 0.0310597 + s_lower_bl_H_8 : 0.0302914 + s_lower_bl_H_7 : 0.0301818 + s_lower_bl_H_6 : 0.030141 + s_lower_bl_H_4 : 0.030101 +Epoch: 269 | Train Loss: 2.11048 | Test Loss: 2.31845 | analysis_confidence: 0.217784 | CL: 0.0263517 | ln_CD: 0.0546042 | CM: 0.00464008 | Top_Xtr: 0.0186972 | Bot_Xtr: 0.0221098 +Loss contributors: + s_lower_bl_H_31 : 0.037846 + s_upper_bl_H_31 : 0.0377447 + s_ln_CD : 0.0363968 + s_upper_bl_H_30 : 0.0334782 + s_lower_bl_H_30 : 0.0333185 + s_lower_bl_H_5 : 0.0320562 + s_lower_bl_H_1 : 0.0311652 + s_lower_bl_H_4 : 0.0308526 + s_lower_bl_H_3 : 0.0306853 + s_lower_bl_H_8 : 0.0306549 +Epoch: 270 | Train Loss: 2.11052 | Test Loss: 2.32797 | analysis_confidence: 0.220888 | CL: 0.0273499 | ln_CD: 0.0601162 | CM: 0.00467992 | Top_Xtr: 0.0194106 | Bot_Xtr: 0.0227717 +Loss contributors: + s_ln_CD : 0.0387024 + s_lower_bl_H_31 : 0.0374168 + s_upper_bl_H_31 : 0.037141 + s_lower_bl_H_30 : 0.0326178 + s_lower_bl_H_5 : 0.0320616 + s_upper_bl_H_30 : 0.0314951 + s_lower_bl_H_8 : 0.0307158 + s_lower_bl_H_4 : 0.0306123 + s_lower_bl_H_7 : 0.0304046 + s_lower_bl_H_6 : 0.0304038 +Epoch: 271 | Train Loss: 2.10841 | Test Loss: 2.34929 | analysis_confidence: 0.217341 | CL: 0.0268883 | ln_CD: 0.0533777 | CM: 0.00503521 | Top_Xtr: 0.0214485 | Bot_Xtr: 0.0250881 +Loss contributors: + s_lower_bl_H_31 : 0.0387591 + s_upper_bl_H_31 : 0.0374271 + s_ln_CD : 0.0357802 + s_lower_bl_H_30 : 0.0340302 + s_lower_bl_H_5 : 0.0329516 + s_upper_bl_H_30 : 0.0326736 + s_lower_bl_H_29 : 0.0314857 + s_lower_bl_H_7 : 0.0313447 + s_lower_bl_H_6 : 0.0312747 + s_lower_bl_H_4 : 0.0310631 +Epoch: 272 | Train Loss: 2.10703 | Test Loss: 2.30579 | analysis_confidence: 0.221938 | CL: 0.0271989 | ln_CD: 0.0548535 | CM: 0.00477474 | Top_Xtr: 0.0183964 | Bot_Xtr: 0.0219609 +Loss contributors: + s_lower_bl_H_31 : 0.038278 + s_upper_bl_H_31 : 0.0370772 + s_ln_CD : 0.0365893 + s_lower_bl_H_30 : 0.0331461 + s_lower_bl_H_5 : 0.0322517 + s_lower_bl_H_1 : 0.0314155 + s_upper_bl_H_30 : 0.0311568 + s_lower_bl_H_4 : 0.0310093 + s_lower_bl_H_2 : 0.0306636 + s_lower_bl_H_3 : 0.0305593 +Epoch: 273 | Train Loss: 2.10848 | Test Loss: 2.28582 | analysis_confidence: 0.2181 | CL: 0.0292263 | ln_CD: 0.0546111 | CM: 0.00472988 | Top_Xtr: 0.018666 | Bot_Xtr: 0.0226071 +Loss contributors: + s_lower_bl_H_31 : 0.0371603 + s_upper_bl_H_31 : 0.0368887 + s_ln_CD : 0.0358944 + s_lower_bl_H_5 : 0.0328658 + s_lower_bl_H_30 : 0.0317276 + s_lower_bl_H_6 : 0.0310684 + s_upper_bl_H_30 : 0.0309019 + s_lower_bl_H_4 : 0.0307724 + s_lower_bl_H_8 : 0.0306819 + s_lower_bl_H_7 : 0.0304997 +Epoch: 274 | Train Loss: 2.10471 | Test Loss: 2.26735 | analysis_confidence: 0.219675 | CL: 0.0267542 | ln_CD: 0.0546868 | CM: 0.00470112 | Top_Xtr: 0.0182645 | Bot_Xtr: 0.0219054 +Loss contributors: + s_upper_bl_H_31 : 0.0374108 + s_lower_bl_H_31 : 0.0370287 + s_ln_CD : 0.0363549 + s_upper_bl_H_30 : 0.0320516 + s_lower_bl_H_30 : 0.0319156 + s_lower_bl_H_5 : 0.0313171 + s_lower_bl_H_2 : 0.0298682 + s_lower_bl_H_4 : 0.0298624 + s_lower_bl_H_1 : 0.0298278 + s_upper_bl_H_29 : 0.0297849 +Epoch: 275 | Train Loss: 2.10381 | Test Loss: 2.29636 | analysis_confidence: 0.21936 | CL: 0.0264604 | ln_CD: 0.0517344 | CM: 0.0046508 | Top_Xtr: 0.019745 | Bot_Xtr: 0.02334 +Loss contributors: + s_lower_bl_H_31 : 0.0376699 + s_upper_bl_H_31 : 0.0367611 + s_ln_CD : 0.0359325 + s_lower_bl_H_5 : 0.0326571 + s_lower_bl_H_30 : 0.0326514 + s_upper_bl_H_30 : 0.0316701 + s_lower_bl_H_8 : 0.0315338 + s_lower_bl_H_7 : 0.0314293 + s_lower_bl_H_4 : 0.0313167 + s_lower_bl_H_1 : 0.0311519 +Epoch: 276 | Train Loss: 2.1037 | Test Loss: 2.28891 | analysis_confidence: 0.225791 | CL: 0.0268344 | ln_CD: 0.053876 | CM: 0.00466078 | Top_Xtr: 0.0183705 | Bot_Xtr: 0.0220336 +Loss contributors: + s_lower_bl_H_31 : 0.0361951 + s_ln_CD : 0.0360815 + s_upper_bl_H_31 : 0.0358252 + s_lower_bl_H_5 : 0.0326221 + s_lower_bl_H_30 : 0.0319228 + s_lower_bl_H_4 : 0.0310157 + s_upper_bl_H_30 : 0.0308734 + s_lower_bl_H_6 : 0.0306136 + s_lower_bl_H_7 : 0.0304802 + s_lower_bl_H_1 : 0.0304797 +Epoch: 277 | Train Loss: 2.09983 | Test Loss: 2.28719 | analysis_confidence: 0.218358 | CL: 0.0292118 | ln_CD: 0.0532809 | CM: 0.00486841 | Top_Xtr: 0.0186795 | Bot_Xtr: 0.0221466 +Loss contributors: + s_upper_bl_H_31 : 0.0375254 + s_lower_bl_H_31 : 0.0371427 + s_ln_CD : 0.0354914 + s_lower_bl_H_30 : 0.0328628 + s_lower_bl_H_5 : 0.032167 + s_upper_bl_H_30 : 0.0318422 + s_lower_bl_H_7 : 0.0309283 + s_lower_bl_H_8 : 0.0307548 + s_lower_bl_H_1 : 0.0306734 + s_lower_bl_H_6 : 0.0306618 +Epoch: 278 | Train Loss: 2.10085 | Test Loss: 2.29536 | analysis_confidence: 0.218758 | CL: 0.0288412 | ln_CD: 0.05571 | CM: 0.00491469 | Top_Xtr: 0.0184429 | Bot_Xtr: 0.0224608 +Loss contributors: + s_ln_CD : 0.0394881 + s_lower_bl_H_31 : 0.0380646 + s_upper_bl_H_31 : 0.0374368 + s_lower_bl_H_30 : 0.0340122 + s_upper_bl_H_30 : 0.0327604 + s_lower_bl_H_5 : 0.0320036 + s_lower_bl_H_29 : 0.0304575 + s_CL : 0.0303969 + s_lower_bl_H_8 : 0.0301972 + s_lower_bl_H_4 : 0.0301419 +Epoch: 279 | Train Loss: 2.09874 | Test Loss: 2.26765 | analysis_confidence: 0.217289 | CL: 0.0277593 | ln_CD: 0.0545464 | CM: 0.00476883 | Top_Xtr: 0.0193042 | Bot_Xtr: 0.0235388 +Loss contributors: + s_ln_CD : 0.0364823 + s_lower_bl_H_31 : 0.0363122 + s_upper_bl_H_31 : 0.0362559 + s_lower_bl_H_5 : 0.0321911 + s_lower_bl_H_30 : 0.0315896 + s_lower_bl_H_1 : 0.0308427 + s_lower_bl_H_2 : 0.0307278 + s_upper_bl_H_30 : 0.0307229 + s_lower_bl_H_8 : 0.0305484 + s_lower_bl_H_6 : 0.0305321 +Epoch: 280 | Train Loss: 2.09973 | Test Loss: 2.35456 | analysis_confidence: 0.220493 | CL: 0.0266149 | ln_CD: 0.0529913 | CM: 0.00479053 | Top_Xtr: 0.0199808 | Bot_Xtr: 0.0234062 +Loss contributors: + s_lower_bl_H_31 : 0.037532 + s_ln_CD : 0.0374089 + s_upper_bl_H_31 : 0.0372866 + s_lower_bl_H_30 : 0.0332609 + s_lower_bl_H_5 : 0.0332465 + s_upper_bl_H_30 : 0.0323142 + s_lower_bl_H_2 : 0.0320298 + s_lower_bl_H_6 : 0.0317052 + s_lower_bl_H_4 : 0.0314841 + s_lower_bl_H_3 : 0.031334 +Epoch: 281 | Train Loss: 2.09577 | Test Loss: 2.30734 | analysis_confidence: 0.216694 | CL: 0.0275564 | ln_CD: 0.0541584 | CM: 0.004922 | Top_Xtr: 0.0182814 | Bot_Xtr: 0.0218455 +Loss contributors: + s_lower_bl_H_31 : 0.0377566 + s_upper_bl_H_31 : 0.0374193 + s_ln_CD : 0.0363555 + s_lower_bl_H_30 : 0.0332727 + s_lower_bl_H_5 : 0.0319376 + s_upper_bl_H_30 : 0.0316135 + s_lower_bl_H_8 : 0.0307032 + s_lower_bl_H_29 : 0.030582 + s_lower_bl_H_2 : 0.0303927 + s_lower_bl_H_1 : 0.0303298 +Epoch: 282 | Train Loss: 2.09441 | Test Loss: 2.29275 | analysis_confidence: 0.218852 | CL: 0.0262533 | ln_CD: 0.0539944 | CM: 0.00466648 | Top_Xtr: 0.0184984 | Bot_Xtr: 0.022089 +Loss contributors: + s_ln_CD : 0.0390873 + s_lower_bl_H_31 : 0.0371795 + s_upper_bl_H_31 : 0.0361196 + s_lower_bl_H_5 : 0.0329783 + s_lower_bl_H_30 : 0.032487 + s_upper_bl_H_30 : 0.0313873 + s_lower_bl_H_4 : 0.031095 + s_lower_bl_H_8 : 0.0309901 + s_lower_bl_H_6 : 0.0308832 + s_lower_bl_H_1 : 0.030731 +Epoch: 283 | Train Loss: 2.09527 | Test Loss: 2.31337 | analysis_confidence: 0.218841 | CL: 0.026325 | ln_CD: 0.0630504 | CM: 0.00463431 | Top_Xtr: 0.0208234 | Bot_Xtr: 0.0240233 +Loss contributors: + s_lower_bl_H_31 : 0.0399681 + s_ln_CD : 0.0387494 + s_upper_bl_H_31 : 0.038128 + s_lower_bl_H_30 : 0.0346167 + s_lower_bl_H_5 : 0.0322125 + s_upper_bl_H_30 : 0.0321968 + s_lower_bl_H_29 : 0.0317142 + s_lower_bl_H_6 : 0.0304391 + s_lower_bl_H_4 : 0.0304198 + s_lower_bl_H_2 : 0.0302652 +Epoch: 284 | Train Loss: 2.09365 | Test Loss: 2.30743 | analysis_confidence: 0.217877 | CL: 0.027103 | ln_CD: 0.053091 | CM: 0.00477522 | Top_Xtr: 0.0191134 | Bot_Xtr: 0.0227535 +Loss contributors: + s_upper_bl_H_31 : 0.0377166 + s_lower_bl_H_31 : 0.0376788 + s_ln_CD : 0.0358279 + s_lower_bl_H_30 : 0.0336158 + s_upper_bl_H_30 : 0.0331896 + s_lower_bl_H_5 : 0.032185 + s_upper_bl_H_29 : 0.0312447 + s_lower_bl_H_4 : 0.031133 + s_lower_bl_H_3 : 0.0309674 + s_lower_bl_H_29 : 0.0309238 +Epoch: 285 | Train Loss: 2.09238 | Test Loss: 2.29951 | analysis_confidence: 0.219508 | CL: 0.0275719 | ln_CD: 0.0603119 | CM: 0.00471109 | Top_Xtr: 0.0183986 | Bot_Xtr: 0.0218255 +Loss contributors: + s_ln_CD : 0.0385106 + s_lower_bl_H_31 : 0.0365597 + s_upper_bl_H_31 : 0.0359435 + s_lower_bl_H_30 : 0.0318428 + s_lower_bl_H_5 : 0.0317114 + s_upper_bl_H_30 : 0.0309527 + s_lower_bl_H_4 : 0.0305119 + s_lower_bl_H_2 : 0.0303455 + s_lower_bl_H_3 : 0.0300705 + s_lower_bl_H_6 : 0.0299649 +Epoch: 286 | Train Loss: 2.09068 | Test Loss: 2.27686 | analysis_confidence: 0.218971 | CL: 0.0260479 | ln_CD: 0.0523724 | CM: 0.00456821 | Top_Xtr: 0.0185808 | Bot_Xtr: 0.0223957 +Loss contributors: + s_upper_bl_H_31 : 0.0377305 + s_lower_bl_H_31 : 0.036391 + s_ln_CD : 0.0357344 + s_lower_bl_H_5 : 0.0325252 + s_upper_bl_H_30 : 0.0320011 + s_lower_bl_H_30 : 0.0317483 + s_lower_bl_H_6 : 0.0305902 + s_lower_bl_H_2 : 0.030562 + s_lower_bl_H_4 : 0.0303741 + s_lower_bl_H_8 : 0.0303723 +Epoch: 287 | Train Loss: 2.08884 | Test Loss: 2.25653 | analysis_confidence: 0.218313 | CL: 0.0264584 | ln_CD: 0.0547138 | CM: 0.00470283 | Top_Xtr: 0.0186742 | Bot_Xtr: 0.0224542 +Loss contributors: + s_lower_bl_H_31 : 0.0366783 + s_upper_bl_H_31 : 0.036653 + s_ln_CD : 0.0358204 + s_lower_bl_H_5 : 0.0321937 + s_lower_bl_H_30 : 0.0319231 + s_upper_bl_H_30 : 0.0311173 + s_lower_bl_H_6 : 0.0307274 + s_lower_bl_H_4 : 0.0304155 + s_lower_bl_H_2 : 0.030194 + s_lower_bl_H_1 : 0.0301922 +Epoch: 288 | Train Loss: 2.08772 | Test Loss: 2.29558 | analysis_confidence: 0.219948 | CL: 0.0266125 | ln_CD: 0.0532864 | CM: 0.00471539 | Top_Xtr: 0.018729 | Bot_Xtr: 0.0222915 +Loss contributors: + s_upper_bl_H_31 : 0.0371992 + s_lower_bl_H_31 : 0.0367651 + s_ln_CD : 0.0359081 + s_lower_bl_H_5 : 0.0322403 + s_upper_bl_H_30 : 0.0318624 + s_lower_bl_H_30 : 0.0312842 + s_lower_bl_H_4 : 0.0310467 + s_lower_bl_H_3 : 0.0305638 + s_lower_bl_H_7 : 0.0305119 + s_lower_bl_H_6 : 0.0304928 +Epoch: 289 | Train Loss: 2.09042 | Test Loss: 2.24331 | analysis_confidence: 0.220722 | CL: 0.0262594 | ln_CD: 0.0529323 | CM: 0.00470394 | Top_Xtr: 0.0186109 | Bot_Xtr: 0.0216221 +Loss contributors: + s_upper_bl_H_31 : 0.0362152 + s_lower_bl_H_31 : 0.0358792 + s_ln_CD : 0.0346965 + s_lower_bl_H_30 : 0.0319311 + s_upper_bl_H_30 : 0.0316672 + s_lower_bl_H_5 : 0.0314921 + s_lower_bl_H_1 : 0.0299993 + s_lower_bl_H_4 : 0.0298239 + s_lower_bl_H_2 : 0.0297788 + s_lower_bl_H_6 : 0.0297576 +Epoch: 290 | Train Loss: 2.08757 | Test Loss: 2.28713 | analysis_confidence: 0.220295 | CL: 0.0280602 | ln_CD: 0.0557205 | CM: 0.00489251 | Top_Xtr: 0.0188704 | Bot_Xtr: 0.0228911 +Loss contributors: + s_lower_bl_H_31 : 0.0366252 + s_upper_bl_H_31 : 0.0364684 + s_ln_CD : 0.0354023 + s_lower_bl_H_5 : 0.0325312 + s_lower_bl_H_30 : 0.0318171 + s_lower_bl_H_4 : 0.0310574 + s_lower_bl_H_1 : 0.0309266 + s_upper_bl_H_30 : 0.0306529 + s_lower_bl_H_2 : 0.0305126 + s_lower_bl_H_6 : 0.0303967 +Epoch: 291 | Train Loss: 2.08521 | Test Loss: 2.32859 | analysis_confidence: 0.221094 | CL: 0.0290148 | ln_CD: 0.0558188 | CM: 0.00472612 | Top_Xtr: 0.021835 | Bot_Xtr: 0.0251852 +Loss contributors: + s_lower_bl_H_31 : 0.038374 + s_upper_bl_H_31 : 0.0380094 + s_ln_CD : 0.0369944 + s_lower_bl_H_30 : 0.0335087 + s_lower_bl_H_5 : 0.0325847 + s_upper_bl_H_30 : 0.0325373 + s_lower_bl_H_1 : 0.031113 + s_lower_bl_H_4 : 0.0309786 + s_lower_bl_H_6 : 0.0308727 + s_lower_bl_H_7 : 0.0306922 +Epoch: 292 | Train Loss: 2.08601 | Test Loss: 2.26076 | analysis_confidence: 0.217391 | CL: 0.0264339 | ln_CD: 0.0528925 | CM: 0.00493072 | Top_Xtr: 0.0178985 | Bot_Xtr: 0.0217913 +Loss contributors: + s_lower_bl_H_31 : 0.0373287 + s_upper_bl_H_31 : 0.0367066 + s_ln_CD : 0.0358708 + s_lower_bl_H_30 : 0.0318203 + s_upper_bl_H_30 : 0.0313774 + s_lower_bl_H_5 : 0.0312773 + s_lower_bl_H_1 : 0.0299111 + s_lower_bl_H_8 : 0.0297887 + s_lower_bl_H_10 : 0.0297464 + s_lower_bl_H_6 : 0.0296038 +Epoch: 293 | Train Loss: 2.08504 | Test Loss: 2.28924 | analysis_confidence: 0.220246 | CL: 0.0267476 | ln_CD: 0.0544614 | CM: 0.00466738 | Top_Xtr: 0.018874 | Bot_Xtr: 0.0221953 +Loss contributors: + s_ln_CD : 0.0385423 + s_lower_bl_H_31 : 0.036766 + s_upper_bl_H_31 : 0.0359136 + s_lower_bl_H_5 : 0.0326772 + s_lower_bl_H_30 : 0.0324001 + s_lower_bl_H_2 : 0.0309923 + s_lower_bl_H_6 : 0.0309806 + s_upper_bl_H_30 : 0.0309615 + s_lower_bl_H_4 : 0.030835 + s_lower_bl_H_3 : 0.0306736 +Epoch: 294 | Train Loss: 2.08105 | Test Loss: 2.27994 | analysis_confidence: 0.219407 | CL: 0.0261602 | ln_CD: 0.0559127 | CM: 0.00458794 | Top_Xtr: 0.0189527 | Bot_Xtr: 0.0228775 +Loss contributors: + s_ln_CD : 0.0379844 + s_lower_bl_H_31 : 0.0367287 + s_upper_bl_H_31 : 0.0363201 + s_lower_bl_H_30 : 0.03224 + s_lower_bl_H_5 : 0.0322029 + s_upper_bl_H_30 : 0.0314483 + s_lower_bl_H_4 : 0.0307212 + s_lower_bl_H_6 : 0.030566 + s_lower_bl_H_7 : 0.030442 + s_lower_bl_H_8 : 0.0302422 +Epoch: 295 | Train Loss: 2.0824 | Test Loss: 2.27806 | analysis_confidence: 0.22018 | CL: 0.0263197 | ln_CD: 0.0566694 | CM: 0.00464533 | Top_Xtr: 0.0183174 | Bot_Xtr: 0.0224397 +Loss contributors: + s_ln_CD : 0.0379711 + s_upper_bl_H_31 : 0.0363979 + s_lower_bl_H_31 : 0.0361926 + s_lower_bl_H_30 : 0.0319687 + s_lower_bl_H_5 : 0.031844 + s_upper_bl_H_30 : 0.0315548 + s_lower_bl_H_4 : 0.0301098 + s_lower_bl_H_6 : 0.0301034 + s_lower_bl_H_1 : 0.030007 + s_lower_bl_H_7 : 0.0299544 +Epoch: 296 | Train Loss: 2.07874 | Test Loss: 2.28314 | analysis_confidence: 0.216201 | CL: 0.0282853 | ln_CD: 0.0551694 | CM: 0.00511695 | Top_Xtr: 0.018305 | Bot_Xtr: 0.0218979 +Loss contributors: + s_lower_bl_H_31 : 0.0370311 + s_ln_CD : 0.0366236 + s_upper_bl_H_31 : 0.0363233 + s_lower_bl_H_5 : 0.0327843 + s_lower_bl_H_30 : 0.0324327 + s_upper_bl_H_30 : 0.0314181 + s_lower_bl_H_1 : 0.0309937 + s_lower_bl_H_4 : 0.0309933 + s_lower_bl_H_2 : 0.0307973 + s_lower_bl_H_6 : 0.0307763 +Epoch: 297 | Train Loss: 2.07863 | Test Loss: 2.32622 | analysis_confidence: 0.217499 | CL: 0.0278344 | ln_CD: 0.0552204 | CM: 0.00467516 | Top_Xtr: 0.0187954 | Bot_Xtr: 0.0218797 +Loss contributors: + s_ln_CD : 0.0377073 + s_lower_bl_H_31 : 0.0366666 + s_upper_bl_H_31 : 0.0364479 + s_lower_bl_H_5 : 0.0326973 + s_lower_bl_H_30 : 0.0322202 + s_lower_bl_H_2 : 0.0313996 + s_upper_bl_H_30 : 0.0312658 + s_lower_bl_H_4 : 0.0308724 + s_lower_bl_H_6 : 0.0308102 + s_lower_bl_H_1 : 0.030724 +Epoch: 298 | Train Loss: 2.07796 | Test Loss: 2.25162 | analysis_confidence: 0.217455 | CL: 0.0266131 | ln_CD: 0.0571559 | CM: 0.0046007 | Top_Xtr: 0.0179898 | Bot_Xtr: 0.0216334 +Loss contributors: + s_ln_CD : 0.0371082 + s_lower_bl_H_31 : 0.0367498 + s_upper_bl_H_31 : 0.036316 + s_lower_bl_H_5 : 0.0323445 + s_lower_bl_H_30 : 0.0323006 + s_upper_bl_H_30 : 0.0312314 + s_lower_bl_H_6 : 0.0308014 + s_lower_bl_H_3 : 0.0304246 + s_lower_bl_H_4 : 0.0302996 + s_lower_bl_H_8 : 0.0299925 +Epoch: 299 | Train Loss: 2.0763 | Test Loss: 2.31328 | analysis_confidence: 0.219976 | CL: 0.0271347 | ln_CD: 0.0565106 | CM: 0.00466616 | Top_Xtr: 0.0185202 | Bot_Xtr: 0.0222969 +Loss contributors: + s_ln_CD : 0.0392055 + s_lower_bl_H_31 : 0.0373013 + s_upper_bl_H_31 : 0.0371948 + s_lower_bl_H_5 : 0.032622 + s_lower_bl_H_30 : 0.0325295 + s_upper_bl_H_30 : 0.0315177 + s_lower_bl_H_6 : 0.0311735 + s_lower_bl_H_8 : 0.0308494 + s_lower_bl_H_4 : 0.0305112 + s_lower_bl_H_2 : 0.0303556 +Epoch: 300 | Train Loss: 2.07662 | Test Loss: 2.30082 | analysis_confidence: 0.218346 | CL: 0.0262907 | ln_CD: 0.0675066 | CM: 0.00460092 | Top_Xtr: 0.0189482 | Bot_Xtr: 0.0227351 +Loss contributors: + s_ln_CD : 0.0395989 + s_upper_bl_H_31 : 0.0366489 + s_lower_bl_H_31 : 0.0363538 + s_lower_bl_H_5 : 0.0326951 + s_lower_bl_H_30 : 0.0321229 + s_lower_bl_H_6 : 0.0318276 + s_upper_bl_H_30 : 0.0314465 + s_lower_bl_H_2 : 0.0310385 + s_lower_bl_H_4 : 0.0310195 + s_lower_bl_H_1 : 0.0306227 +Epoch: 301 | Train Loss: 2.07611 | Test Loss: 2.35718 | analysis_confidence: 0.222029 | CL: 0.0259993 | ln_CD: 0.0593074 | CM: 0.00465589 | Top_Xtr: 0.0203061 | Bot_Xtr: 0.0238514 +Loss contributors: + s_upper_bl_H_31 : 0.0367584 + s_ln_CD : 0.0366641 + s_lower_bl_H_31 : 0.0359622 + s_lower_bl_H_5 : 0.0335664 + s_lower_bl_H_8 : 0.0328075 + s_lower_bl_H_10 : 0.0323324 + s_lower_bl_H_7 : 0.0321542 + s_lower_bl_H_6 : 0.0320697 + s_lower_bl_H_9 : 0.0317005 + s_lower_bl_H_30 : 0.0315633 +Epoch: 302 | Train Loss: 2.07347 | Test Loss: 2.32837 | analysis_confidence: 0.222855 | CL: 0.0274377 | ln_CD: 0.0523413 | CM: 0.00455391 | Top_Xtr: 0.0182691 | Bot_Xtr: 0.022069 +Loss contributors: + s_lower_bl_H_31 : 0.0379559 + s_upper_bl_H_31 : 0.03779 + s_ln_CD : 0.0357255 + s_lower_bl_H_5 : 0.0329861 + s_lower_bl_H_30 : 0.0329559 + s_lower_bl_H_4 : 0.0321642 + s_upper_bl_H_30 : 0.0317901 + s_lower_bl_H_1 : 0.031648 + s_lower_bl_H_6 : 0.0312964 + s_lower_bl_H_3 : 0.0312366 +Epoch: 303 | Train Loss: 2.07353 | Test Loss: 2.25615 | analysis_confidence: 0.219701 | CL: 0.0260362 | ln_CD: 0.061954 | CM: 0.00459404 | Top_Xtr: 0.0190826 | Bot_Xtr: 0.0221855 +Loss contributors: + s_ln_CD : 0.0383226 + s_upper_bl_H_31 : 0.036457 + s_lower_bl_H_31 : 0.0359909 + s_lower_bl_H_30 : 0.0316189 + s_lower_bl_H_5 : 0.0316145 + s_lower_bl_H_1 : 0.0312597 + s_upper_bl_H_30 : 0.0310091 + s_lower_bl_H_6 : 0.029896 + s_lower_bl_H_4 : 0.029795 + s_lower_bl_H_2 : 0.0297339 +Epoch: 304 | Train Loss: 2.07207 | Test Loss: 2.36237 | analysis_confidence: 0.219899 | CL: 0.0278606 | ln_CD: 0.0543756 | CM: 0.00470612 | Top_Xtr: 0.0194417 | Bot_Xtr: 0.0234652 +Loss contributors: + s_lower_bl_H_31 : 0.0387662 + s_upper_bl_H_31 : 0.03739 + s_ln_CD : 0.0356794 + s_lower_bl_H_30 : 0.0336408 + s_lower_bl_H_5 : 0.032496 + s_upper_bl_H_30 : 0.0320119 + s_lower_bl_H_2 : 0.0312079 + s_lower_bl_H_4 : 0.0310393 + s_lower_bl_H_6 : 0.0307781 + s_lower_bl_H_1 : 0.0307312 +Epoch: 305 | Train Loss: 2.07142 | Test Loss: 2.27736 | analysis_confidence: 0.218279 | CL: 0.0260795 | ln_CD: 0.054807 | CM: 0.00458171 | Top_Xtr: 0.0194646 | Bot_Xtr: 0.0224834 +Loss contributors: + s_upper_bl_H_31 : 0.0363514 + s_lower_bl_H_31 : 0.0359891 + s_ln_CD : 0.0355417 + s_lower_bl_H_30 : 0.0320203 + s_upper_bl_H_30 : 0.0319527 + s_lower_bl_H_5 : 0.0317593 + s_lower_bl_H_6 : 0.0301702 + s_lower_bl_H_2 : 0.0301236 + s_lower_bl_H_1 : 0.0299465 + s_lower_bl_H_4 : 0.0299019 +Epoch: 306 | Train Loss: 2.07205 | Test Loss: 2.2597 | analysis_confidence: 0.21758 | CL: 0.0278037 | ln_CD: 0.0562355 | CM: 0.00469753 | Top_Xtr: 0.0196571 | Bot_Xtr: 0.0233138 +Loss contributors: + s_ln_CD : 0.0377237 + s_lower_bl_H_31 : 0.0366457 + s_upper_bl_H_31 : 0.0359985 + s_lower_bl_H_30 : 0.0322604 + s_lower_bl_H_5 : 0.0316404 + s_upper_bl_H_30 : 0.0307394 + s_lower_bl_H_1 : 0.0303934 + s_lower_bl_H_8 : 0.0303823 + s_lower_bl_H_7 : 0.0303315 + s_lower_bl_H_6 : 0.0300478 +Epoch: 307 | Train Loss: 2.0676 | Test Loss: 2.27006 | analysis_confidence: 0.219769 | CL: 0.0262544 | ln_CD: 0.0553456 | CM: 0.00464592 | Top_Xtr: 0.018603 | Bot_Xtr: 0.0224383 +Loss contributors: + s_ln_CD : 0.0376186 + s_lower_bl_H_31 : 0.0370519 + s_upper_bl_H_31 : 0.0356942 + s_lower_bl_H_30 : 0.0318364 + s_lower_bl_H_5 : 0.0313511 + s_upper_bl_H_30 : 0.0307078 + s_lower_bl_H_1 : 0.0306192 + s_lower_bl_H_2 : 0.0301436 + s_lower_bl_H_6 : 0.0298315 + s_lower_bl_H_4 : 0.0296556 +Epoch: 308 | Train Loss: 2.06669 | Test Loss: 2.2891 | analysis_confidence: 0.214428 | CL: 0.0262568 | ln_CD: 0.0533676 | CM: 0.00482238 | Top_Xtr: 0.0183684 | Bot_Xtr: 0.0215478 +Loss contributors: + s_lower_bl_H_31 : 0.0370638 + s_upper_bl_H_31 : 0.0368819 + s_ln_CD : 0.0364566 + s_lower_bl_H_5 : 0.0331048 + s_lower_bl_H_30 : 0.0324387 + s_upper_bl_H_30 : 0.0314166 + s_lower_bl_H_4 : 0.0312735 + s_lower_bl_H_6 : 0.0310646 + s_lower_bl_H_3 : 0.0306895 + s_lower_bl_H_7 : 0.0306362 +Epoch: 309 | Train Loss: 2.06691 | Test Loss: 2.32725 | analysis_confidence: 0.215717 | CL: 0.0270823 | ln_CD: 0.0533853 | CM: 0.00469926 | Top_Xtr: 0.0181746 | Bot_Xtr: 0.0218917 +Loss contributors: + s_ln_CD : 0.0383005 + s_upper_bl_H_31 : 0.0379909 + s_lower_bl_H_31 : 0.037852 + s_lower_bl_H_30 : 0.033463 + s_lower_bl_H_5 : 0.0326152 + s_upper_bl_H_30 : 0.0324453 + s_lower_bl_H_6 : 0.0312815 + s_lower_bl_H_4 : 0.0307443 + s_lower_bl_H_8 : 0.0305719 + s_lower_bl_H_7 : 0.0304724 +slurmstepd-d-10-4-2: error: *** JOB 25352886 ON d-10-4-2 CANCELLED AT 2024-03-09T00:55:12 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25352887 b/training/gen2_architecture/log.log-25352887 new file mode 100644 index 0000000..033d224 --- /dev/null +++ b/training/gen2_architecture/log.log-25352887 @@ -0,0 +1,3699 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 36.3582 | Test Loss: 11.5689 | analysis_confidence: 0.354559 | CL: 0.0588593 | ln_CD: 0.118244 | CM: 0.0104361 | Top_Xtr: 0.0618743 | Bot_Xtr: 0.0716993 +Loss contributors: + s_ln_CD : 0.305448 + s_CL : 0.300367 + s_upper_bl_H_31 : 0.224127 + s_lower_bl_H_31 : 0.207963 + s_CM : 0.198281 + s_upper_bl_H_30 : 0.191776 + s_upper_bl_H_29 : 0.175581 + s_lower_bl_H_0 : 0.171481 + s_lower_bl_H_30 : 0.166463 + s_upper_bl_H_28 : 0.165041 +Epoch: 1 | Train Loss: 9.71766 | Test Loss: 8.42097 | analysis_confidence: 0.313695 | CL: 0.0506017 | ln_CD: 0.0996291 | CM: 0.00883939 | Top_Xtr: 0.0523338 | Bot_Xtr: 0.0597725 +Loss contributors: + s_ln_CD : 0.2429 + s_CL : 0.230495 + s_upper_bl_H_31 : 0.155207 + s_lower_bl_H_31 : 0.151584 + s_CM : 0.148344 + s_upper_bl_H_30 : 0.128129 + s_lower_bl_H_30 : 0.119999 + s_upper_bl_H_29 : 0.116048 + s_lower_bl_H_0 : 0.114826 + s_upper_bl_H_21 : 0.113881 +Epoch: 2 | Train Loss: 7.60768 | Test Loss: 6.9595 | analysis_confidence: 0.286916 | CL: 0.0475754 | ln_CD: 0.0896364 | CM: 0.00813132 | Top_Xtr: 0.0466884 | Bot_Xtr: 0.0540862 +Loss contributors: + s_ln_CD : 0.211047 + s_CL : 0.199726 + s_upper_bl_H_31 : 0.130575 + s_lower_bl_H_31 : 0.128435 + s_CM : 0.127521 + s_upper_bl_H_30 : 0.106836 + s_lower_bl_H_30 : 0.100435 + s_upper_bl_H_29 : 0.0973995 + s_upper_bl_H_28 : 0.094807 + s_lower_bl_H_0 : 0.0941528 +Epoch: 3 | Train Loss: 6.51593 | Test Loss: 6.12739 | analysis_confidence: 0.270896 | CL: 0.0434549 | ln_CD: 0.0829307 | CM: 0.00764642 | Top_Xtr: 0.0430668 | Bot_Xtr: 0.049959 +Loss contributors: + s_ln_CD : 0.193922 + s_CL : 0.181331 + s_CM : 0.114835 + s_upper_bl_H_31 : 0.111975 + s_lower_bl_H_31 : 0.110455 + s_upper_bl_H_30 : 0.090969 + s_lower_bl_H_30 : 0.0859368 + s_upper_bl_H_29 : 0.0831382 + s_upper_bl_H_28 : 0.0812458 + s_lower_bl_H_0 : 0.0803543 +Epoch: 4 | Train Loss: 5.81053 | Test Loss: 5.49612 | analysis_confidence: 0.263196 | CL: 0.0415778 | ln_CD: 0.0798269 | CM: 0.00735918 | Top_Xtr: 0.0398855 | Bot_Xtr: 0.0466047 +Loss contributors: + s_ln_CD : 0.186722 + s_CL : 0.168833 + s_CM : 0.107389 + s_upper_bl_H_31 : 0.101591 + s_lower_bl_H_31 : 0.0983206 + s_upper_bl_H_30 : 0.0812671 + s_lower_bl_H_30 : 0.0779732 + s_upper_bl_H_29 : 0.0730118 + s_upper_bl_H_28 : 0.0708554 + s_upper_bl_H_27 : 0.0707154 +Epoch: 5 | Train Loss: 5.31151 | Test Loss: 5.10507 | analysis_confidence: 0.254153 | CL: 0.0396547 | ln_CD: 0.0771664 | CM: 0.00705967 | Top_Xtr: 0.0383407 | Bot_Xtr: 0.044201 +Loss contributors: + s_ln_CD : 0.180783 + s_CL : 0.157737 + s_CM : 0.099973 + s_upper_bl_H_31 : 0.0932434 + s_lower_bl_H_31 : 0.0909069 + s_upper_bl_H_30 : 0.0749415 + s_lower_bl_H_30 : 0.0720272 + s_upper_bl_H_29 : 0.0672457 + s_lower_bl_H_29 : 0.0652432 + s_upper_bl_H_28 : 0.0652415 +Epoch: 6 | Train Loss: 4.9522 | Test Loss: 4.84842 | analysis_confidence: 0.24945 | CL: 0.0392331 | ln_CD: 0.0727886 | CM: 0.00679713 | Top_Xtr: 0.038859 | Bot_Xtr: 0.0441253 +Loss contributors: + s_ln_CD : 0.170506 + s_CL : 0.152573 + s_CM : 0.0939994 + s_upper_bl_H_31 : 0.0861115 + s_lower_bl_H_31 : 0.0836189 + s_upper_bl_H_30 : 0.0695828 + s_lower_bl_H_30 : 0.0681288 + s_upper_bl_H_29 : 0.0619354 + s_lower_bl_H_29 : 0.0613884 + s_upper_bl_H_27 : 0.059855 +Epoch: 7 | Train Loss: 4.68594 | Test Loss: 4.5457 | analysis_confidence: 0.244776 | CL: 0.0385777 | ln_CD: 0.0710999 | CM: 0.00657622 | Top_Xtr: 0.0360506 | Bot_Xtr: 0.0413253 +Loss contributors: + s_ln_CD : 0.165598 + s_CL : 0.147498 + s_CM : 0.0888672 + s_upper_bl_H_31 : 0.0809284 + s_lower_bl_H_31 : 0.0785018 + s_upper_bl_H_30 : 0.0661717 + s_lower_bl_H_30 : 0.0647164 + s_upper_bl_H_29 : 0.058683 + s_lower_bl_H_29 : 0.057556 + s_lower_bl_H_3 : 0.0572373 +Epoch: 8 | Train Loss: 4.48047 | Test Loss: 4.48037 | analysis_confidence: 0.244117 | CL: 0.036602 | ln_CD: 0.0763168 | CM: 0.00643823 | Top_Xtr: 0.0359103 | Bot_Xtr: 0.0407017 +Loss contributors: + s_ln_CD : 0.16937 + s_CL : 0.140059 + s_CM : 0.0872033 + s_upper_bl_H_31 : 0.0760085 + s_lower_bl_H_31 : 0.0745335 + s_upper_bl_H_30 : 0.0624812 + s_lower_bl_H_30 : 0.0621176 + s_lower_bl_H_3 : 0.0587985 + s_lower_bl_H_2 : 0.0557584 + s_upper_bl_H_29 : 0.0554664 +Epoch: 9 | Train Loss: 4.31382 | Test Loss: 4.40415 | analysis_confidence: 0.238784 | CL: 0.0379956 | ln_CD: 0.0705518 | CM: 0.00637353 | Top_Xtr: 0.0357246 | Bot_Xtr: 0.0406465 +Loss contributors: + s_ln_CD : 0.163418 + s_CL : 0.142116 + s_CM : 0.0837753 + s_upper_bl_H_31 : 0.0765778 + s_lower_bl_H_31 : 0.0735219 + s_upper_bl_H_30 : 0.0632494 + s_lower_bl_H_30 : 0.0611032 + s_upper_bl_H_29 : 0.0566115 + s_lower_bl_H_3 : 0.055789 + s_upper_bl_H_27 : 0.0547077 +Epoch: 10 | Train Loss: 4.17831 | Test Loss: 4.14218 | analysis_confidence: 0.239898 | CL: 0.0353016 | ln_CD: 0.069146 | CM: 0.00617817 | Top_Xtr: 0.0341356 | Bot_Xtr: 0.0386719 +Loss contributors: + s_ln_CD : 0.162719 + s_CL : 0.132422 + s_CM : 0.0797238 + s_upper_bl_H_31 : 0.0697409 + s_lower_bl_H_31 : 0.0682956 + s_upper_bl_H_30 : 0.0582743 + s_lower_bl_H_30 : 0.0578659 + s_lower_bl_H_3 : 0.0543252 + s_upper_bl_H_29 : 0.0520186 + s_lower_bl_H_29 : 0.0513641 +Epoch: 11 | Train Loss: 4.06399 | Test Loss: 4.07979 | analysis_confidence: 0.237704 | CL: 0.0369382 | ln_CD: 0.0713862 | CM: 0.00627923 | Top_Xtr: 0.0335122 | Bot_Xtr: 0.0377209 +Loss contributors: + s_ln_CD : 0.161772 + s_CL : 0.13421 + s_CM : 0.0802836 + s_upper_bl_H_31 : 0.0699021 + s_lower_bl_H_31 : 0.069045 + s_upper_bl_H_30 : 0.0591485 + s_lower_bl_H_30 : 0.0580724 + s_lower_bl_H_3 : 0.0536616 + s_upper_bl_H_29 : 0.0530528 + s_lower_bl_H_29 : 0.0517467 +Epoch: 12 | Train Loss: 3.96487 | Test Loss: 3.90182 | analysis_confidence: 0.23542 | CL: 0.0341728 | ln_CD: 0.0716759 | CM: 0.00598916 | Top_Xtr: 0.0320877 | Bot_Xtr: 0.0363812 +Loss contributors: + s_ln_CD : 0.156001 + s_CL : 0.126791 + s_CM : 0.0763707 + s_upper_bl_H_31 : 0.0675935 + s_lower_bl_H_31 : 0.0651401 + s_upper_bl_H_30 : 0.0564136 + s_lower_bl_H_30 : 0.0548376 + s_lower_bl_H_3 : 0.0517922 + s_upper_bl_H_29 : 0.049377 + s_lower_bl_H_1 : 0.0489774 +Epoch: 13 | Train Loss: 3.87832 | Test Loss: 3.90074 | analysis_confidence: 0.233119 | CL: 0.0344554 | ln_CD: 0.0664116 | CM: 0.00620517 | Top_Xtr: 0.0324848 | Bot_Xtr: 0.0362672 +Loss contributors: + s_ln_CD : 0.154463 + s_CL : 0.127079 + s_CM : 0.0778348 + s_upper_bl_H_31 : 0.066935 + s_lower_bl_H_31 : 0.0643546 + s_upper_bl_H_30 : 0.0551419 + s_lower_bl_H_30 : 0.0545483 + s_lower_bl_H_3 : 0.0519313 + s_lower_bl_H_5 : 0.0488039 + s_lower_bl_H_29 : 0.0487495 +Epoch: 14 | Train Loss: 3.8037 | Test Loss: 3.73914 | analysis_confidence: 0.228607 | CL: 0.0331101 | ln_CD: 0.0634732 | CM: 0.00576322 | Top_Xtr: 0.0310296 | Bot_Xtr: 0.0352209 +Loss contributors: + s_ln_CD : 0.149206 + s_CL : 0.121846 + s_CM : 0.0723135 + s_upper_bl_H_31 : 0.0647692 + s_lower_bl_H_31 : 0.0615835 + s_upper_bl_H_30 : 0.0533093 + s_lower_bl_H_30 : 0.0513778 + s_lower_bl_H_3 : 0.0489936 + s_lower_bl_H_2 : 0.0468618 + s_lower_bl_H_1 : 0.0467523 +Epoch: 15 | Train Loss: 3.73679 | Test Loss: 3.69122 | analysis_confidence: 0.22656 | CL: 0.0326376 | ln_CD: 0.0630961 | CM: 0.00567638 | Top_Xtr: 0.0312142 | Bot_Xtr: 0.0355357 +Loss contributors: + s_ln_CD : 0.147412 + s_CL : 0.119498 + s_CM : 0.0712688 + s_upper_bl_H_31 : 0.0618185 + s_lower_bl_H_31 : 0.0602737 + s_upper_bl_H_30 : 0.0513293 + s_lower_bl_H_30 : 0.0502013 + s_lower_bl_H_3 : 0.0492615 + s_lower_bl_H_5 : 0.046596 + s_lower_bl_H_2 : 0.0457777 +Epoch: 16 | Train Loss: 3.67793 | Test Loss: 3.70861 | analysis_confidence: 0.224365 | CL: 0.0329869 | ln_CD: 0.0626227 | CM: 0.00576255 | Top_Xtr: 0.0326258 | Bot_Xtr: 0.0369169 +Loss contributors: + s_ln_CD : 0.146161 + s_CL : 0.119399 + s_CM : 0.0718737 + s_upper_bl_H_31 : 0.0617466 + s_lower_bl_H_31 : 0.0603045 + s_upper_bl_H_30 : 0.0517461 + s_lower_bl_H_30 : 0.0512915 + s_lower_bl_H_3 : 0.0503 + s_lower_bl_H_5 : 0.0470691 + s_lower_bl_H_2 : 0.0461357 +Epoch: 17 | Train Loss: 3.6201 | Test Loss: 3.61902 | analysis_confidence: 0.219429 | CL: 0.0320768 | ln_CD: 0.0661019 | CM: 0.00578905 | Top_Xtr: 0.0305897 | Bot_Xtr: 0.0349809 +Loss contributors: + s_ln_CD : 0.145532 + s_CL : 0.116533 + s_CM : 0.0714534 + s_upper_bl_H_31 : 0.0593582 + s_lower_bl_H_31 : 0.0593552 + s_upper_bl_H_30 : 0.0498217 + s_lower_bl_H_30 : 0.0496382 + s_lower_bl_H_3 : 0.0488733 + s_lower_bl_H_5 : 0.0459505 + s_lower_bl_H_1 : 0.0453311 +Epoch: 18 | Train Loss: 3.57035 | Test Loss: 3.54518 | analysis_confidence: 0.218569 | CL: 0.03283 | ln_CD: 0.0634866 | CM: 0.00548386 | Top_Xtr: 0.0297161 | Bot_Xtr: 0.0340353 +Loss contributors: + s_ln_CD : 0.143532 + s_CL : 0.117417 + s_CM : 0.0673446 + s_upper_bl_H_31 : 0.0589372 + s_lower_bl_H_31 : 0.0580965 + s_upper_bl_H_30 : 0.0499594 + s_lower_bl_H_30 : 0.0496933 + s_lower_bl_H_3 : 0.0484808 + s_lower_bl_H_2 : 0.0450075 + s_lower_bl_H_5 : 0.0448963 +Epoch: 19 | Train Loss: 3.52222 | Test Loss: 3.56408 | analysis_confidence: 0.21674 | CL: 0.032107 | ln_CD: 0.0680838 | CM: 0.00538393 | Top_Xtr: 0.0303079 | Bot_Xtr: 0.0346708 +Loss contributors: + s_ln_CD : 0.145271 + s_CL : 0.113999 + s_CM : 0.0656268 + s_upper_bl_H_31 : 0.0566716 + s_lower_bl_H_31 : 0.0563027 + s_upper_bl_H_30 : 0.0482229 + s_lower_bl_H_30 : 0.0480379 + s_lower_bl_H_3 : 0.0469069 + s_lower_bl_H_5 : 0.0443413 + s_lower_bl_H_1 : 0.0436031 +Epoch: 20 | Train Loss: 3.48034 | Test Loss: 3.5154 | analysis_confidence: 0.208109 | CL: 0.0322694 | ln_CD: 0.062798 | CM: 0.00547919 | Top_Xtr: 0.0296791 | Bot_Xtr: 0.033615 +Loss contributors: + s_ln_CD : 0.145582 + s_CL : 0.115709 + s_CM : 0.0672015 + s_lower_bl_H_31 : 0.0585338 + s_upper_bl_H_31 : 0.0584034 + s_lower_bl_H_30 : 0.0489088 + s_upper_bl_H_30 : 0.0487516 + s_lower_bl_H_3 : 0.04787 + s_lower_bl_H_5 : 0.0448492 + s_lower_bl_H_2 : 0.044026 +Epoch: 21 | Train Loss: 3.44004 | Test Loss: 3.53885 | analysis_confidence: 0.203327 | CL: 0.030844 | ln_CD: 0.0606512 | CM: 0.00552806 | Top_Xtr: 0.0293636 | Bot_Xtr: 0.0336107 +Loss contributors: + s_ln_CD : 0.141418 + s_CL : 0.112636 + s_CM : 0.0677166 + s_upper_bl_H_31 : 0.0587004 + s_lower_bl_H_31 : 0.0560874 + s_upper_bl_H_30 : 0.0505992 + s_lower_bl_H_30 : 0.0486571 + s_lower_bl_H_3 : 0.0480239 + s_upper_bl_H_29 : 0.045103 + s_lower_bl_H_5 : 0.0448801 +Epoch: 22 | Train Loss: 3.39956 | Test Loss: 3.38867 | analysis_confidence: 0.204373 | CL: 0.0310163 | ln_CD: 0.0631063 | CM: 0.0053989 | Top_Xtr: 0.0282849 | Bot_Xtr: 0.032356 +Loss contributors: + s_ln_CD : 0.14044 + s_CL : 0.111471 + s_CM : 0.065168 + s_upper_bl_H_31 : 0.0553753 + s_lower_bl_H_31 : 0.0537995 + s_upper_bl_H_30 : 0.045962 + s_lower_bl_H_3 : 0.0457465 + s_lower_bl_H_30 : 0.0453347 + s_lower_bl_H_1 : 0.0426985 + s_lower_bl_H_5 : 0.0426172 +Epoch: 23 | Train Loss: 3.36297 | Test Loss: 3.4023 | analysis_confidence: 0.20081 | CL: 0.0309958 | ln_CD: 0.0598417 | CM: 0.00524113 | Top_Xtr: 0.0282755 | Bot_Xtr: 0.0319601 +Loss contributors: + s_ln_CD : 0.139299 + s_CL : 0.112839 + s_CM : 0.0640334 + s_upper_bl_H_31 : 0.0553543 + s_lower_bl_H_31 : 0.0539126 + s_upper_bl_H_30 : 0.0466494 + s_lower_bl_H_3 : 0.0461249 + s_lower_bl_H_30 : 0.0456841 + s_lower_bl_H_5 : 0.0433547 + s_lower_bl_H_1 : 0.0429994 +Epoch: 24 | Train Loss: 3.32945 | Test Loss: 3.32474 | analysis_confidence: 0.197218 | CL: 0.0301661 | ln_CD: 0.0593518 | CM: 0.00525274 | Top_Xtr: 0.0313095 | Bot_Xtr: 0.0354527 +Loss contributors: + s_ln_CD : 0.134164 + s_CL : 0.107905 + s_CM : 0.0626108 + s_lower_bl_H_31 : 0.0560947 + s_upper_bl_H_31 : 0.0558078 + s_lower_bl_H_30 : 0.0470705 + s_upper_bl_H_30 : 0.0466907 + s_lower_bl_H_3 : 0.0447985 + s_lower_bl_H_5 : 0.0422596 + s_lower_bl_H_4 : 0.0416934 +Epoch: 25 | Train Loss: 3.30003 | Test Loss: 3.37103 | analysis_confidence: 0.192748 | CL: 0.030633 | ln_CD: 0.0643142 | CM: 0.00523296 | Top_Xtr: 0.0281923 | Bot_Xtr: 0.032598 +Loss contributors: + s_ln_CD : 0.143251 + s_CL : 0.110332 + s_CM : 0.0632871 + s_lower_bl_H_31 : 0.0536299 + s_upper_bl_H_31 : 0.0528465 + s_lower_bl_H_30 : 0.0456908 + s_lower_bl_H_3 : 0.0456742 + s_upper_bl_H_30 : 0.0443222 + s_lower_bl_H_2 : 0.0430903 + s_lower_bl_H_1 : 0.0426456 +Epoch: 26 | Train Loss: 3.26839 | Test Loss: 3.33789 | analysis_confidence: 0.192667 | CL: 0.0299436 | ln_CD: 0.0577857 | CM: 0.00529854 | Top_Xtr: 0.0274789 | Bot_Xtr: 0.0317158 +Loss contributors: + s_ln_CD : 0.132806 + s_CL : 0.108221 + s_CM : 0.0627803 + s_upper_bl_H_31 : 0.054047 + s_lower_bl_H_31 : 0.0535491 + s_upper_bl_H_30 : 0.0448637 + s_lower_bl_H_3 : 0.0446981 + s_lower_bl_H_30 : 0.0440068 + s_lower_bl_H_2 : 0.0429395 + s_lower_bl_H_5 : 0.0425724 +Epoch: 27 | Train Loss: 3.24084 | Test Loss: 3.23596 | analysis_confidence: 0.194053 | CL: 0.0296934 | ln_CD: 0.0596617 | CM: 0.00518132 | Top_Xtr: 0.0269828 | Bot_Xtr: 0.0310704 +Loss contributors: + s_ln_CD : 0.131142 + s_CL : 0.106453 + s_CM : 0.0627042 + s_lower_bl_H_31 : 0.0519995 + s_upper_bl_H_31 : 0.0517147 + s_lower_bl_H_30 : 0.0438251 + s_upper_bl_H_30 : 0.0429294 + s_lower_bl_H_3 : 0.0427834 + s_lower_bl_H_5 : 0.0410183 + s_lower_bl_H_4 : 0.0406131 +Epoch: 28 | Train Loss: 3.21682 | Test Loss: 3.30661 | analysis_confidence: 0.189934 | CL: 0.0308758 | ln_CD: 0.0626879 | CM: 0.00522998 | Top_Xtr: 0.0265932 | Bot_Xtr: 0.0304769 +Loss contributors: + s_ln_CD : 0.136248 + s_CL : 0.113766 + s_CM : 0.0620506 + s_upper_bl_H_31 : 0.0539621 + s_lower_bl_H_31 : 0.0519987 + s_upper_bl_H_30 : 0.0454286 + s_lower_bl_H_3 : 0.0451302 + s_lower_bl_H_30 : 0.0442681 + s_lower_bl_H_1 : 0.042598 + s_lower_bl_H_4 : 0.0424949 +Epoch: 29 | Train Loss: 3.19113 | Test Loss: 3.24079 | analysis_confidence: 0.189317 | CL: 0.0309576 | ln_CD: 0.0603547 | CM: 0.00507407 | Top_Xtr: 0.026237 | Bot_Xtr: 0.0304893 +Loss contributors: + s_ln_CD : 0.133202 + s_CL : 0.108558 + s_CM : 0.0605751 + s_upper_bl_H_31 : 0.051262 + s_lower_bl_H_31 : 0.0509655 + s_lower_bl_H_3 : 0.0438772 + s_upper_bl_H_30 : 0.0429014 + s_lower_bl_H_1 : 0.042471 + s_lower_bl_H_30 : 0.0421856 + s_lower_bl_H_5 : 0.0415754 +Epoch: 30 | Train Loss: 3.16466 | Test Loss: 3.22387 | analysis_confidence: 0.184036 | CL: 0.0301886 | ln_CD: 0.0581652 | CM: 0.00506579 | Top_Xtr: 0.0260078 | Bot_Xtr: 0.0299959 +Loss contributors: + s_ln_CD : 0.139222 + s_CL : 0.107914 + s_CM : 0.0600309 + s_lower_bl_H_31 : 0.0517333 + s_upper_bl_H_31 : 0.0508926 + s_lower_bl_H_30 : 0.0432088 + s_lower_bl_H_3 : 0.0426813 + s_upper_bl_H_30 : 0.0425227 + s_lower_bl_H_5 : 0.0413118 + s_lower_bl_H_1 : 0.0407019 +Epoch: 31 | Train Loss: 3.14181 | Test Loss: 3.17971 | analysis_confidence: 0.183807 | CL: 0.0348595 | ln_CD: 0.0589737 | CM: 0.00544425 | Top_Xtr: 0.0276249 | Bot_Xtr: 0.0309121 +Loss contributors: + s_ln_CD : 0.129471 + s_CL : 0.120575 + s_CM : 0.065463 + s_upper_bl_H_31 : 0.0492289 + s_lower_bl_H_31 : 0.0483082 + s_lower_bl_H_3 : 0.0441911 + s_upper_bl_H_30 : 0.0411771 + s_lower_bl_H_30 : 0.0408869 + s_lower_bl_H_4 : 0.0407489 + s_lower_bl_H_5 : 0.0403708 +Epoch: 32 | Train Loss: 3.12252 | Test Loss: 3.17825 | analysis_confidence: 0.180565 | CL: 0.0308694 | ln_CD: 0.0592564 | CM: 0.00514521 | Top_Xtr: 0.0261337 | Bot_Xtr: 0.0296794 +Loss contributors: + s_ln_CD : 0.130143 + s_CL : 0.109234 + s_CM : 0.0606633 + s_lower_bl_H_31 : 0.0525374 + s_upper_bl_H_31 : 0.0523437 + s_lower_bl_H_30 : 0.0438328 + s_upper_bl_H_30 : 0.0436718 + s_lower_bl_H_3 : 0.0424364 + s_lower_bl_H_5 : 0.0407082 + s_lower_bl_H_6 : 0.0406974 +Epoch: 33 | Train Loss: 3.10289 | Test Loss: 3.13756 | analysis_confidence: 0.183 | CL: 0.0298731 | ln_CD: 0.060332 | CM: 0.0052941 | Top_Xtr: 0.0266988 | Bot_Xtr: 0.0300967 +Loss contributors: + s_ln_CD : 0.134065 + s_CL : 0.105694 + s_CM : 0.0615178 + s_upper_bl_H_31 : 0.0499882 + s_lower_bl_H_31 : 0.0491986 + s_upper_bl_H_30 : 0.041983 + s_lower_bl_H_3 : 0.0412651 + s_lower_bl_H_30 : 0.0411864 + s_lower_bl_H_1 : 0.0403356 + s_lower_bl_H_5 : 0.0398072 +Epoch: 34 | Train Loss: 3.08241 | Test Loss: 3.12218 | analysis_confidence: 0.181677 | CL: 0.030146 | ln_CD: 0.0595983 | CM: 0.0050981 | Top_Xtr: 0.0261545 | Bot_Xtr: 0.0301826 +Loss contributors: + s_ln_CD : 0.134049 + s_CL : 0.105859 + s_CM : 0.0598732 + s_upper_bl_H_31 : 0.0491558 + s_lower_bl_H_31 : 0.0488014 + s_lower_bl_H_3 : 0.0424676 + s_upper_bl_H_30 : 0.041382 + s_lower_bl_H_30 : 0.040826 + s_lower_bl_H_5 : 0.0403182 + s_lower_bl_H_4 : 0.0398639 +Epoch: 35 | Train Loss: 3.06298 | Test Loss: 3.19256 | analysis_confidence: 0.178665 | CL: 0.0314084 | ln_CD: 0.0584764 | CM: 0.00504899 | Top_Xtr: 0.0276598 | Bot_Xtr: 0.0309957 +Loss contributors: + s_ln_CD : 0.132264 + s_CL : 0.108248 + s_CM : 0.0594811 + s_upper_bl_H_31 : 0.0497745 + s_lower_bl_H_31 : 0.0497297 + s_lower_bl_H_30 : 0.0422943 + s_upper_bl_H_30 : 0.0417158 + s_lower_bl_H_3 : 0.041505 + s_lower_bl_H_5 : 0.0400123 + s_lower_bl_H_1 : 0.0394444 +Epoch: 36 | Train Loss: 3.04769 | Test Loss: 3.08282 | analysis_confidence: 0.177097 | CL: 0.0286686 | ln_CD: 0.060401 | CM: 0.00493151 | Top_Xtr: 0.0248576 | Bot_Xtr: 0.0288229 +Loss contributors: + s_ln_CD : 0.133135 + s_CL : 0.103319 + s_CM : 0.058207 + s_upper_bl_H_31 : 0.0473486 + s_lower_bl_H_31 : 0.0470866 + s_lower_bl_H_3 : 0.042218 + s_upper_bl_H_30 : 0.0399352 + s_lower_bl_H_30 : 0.0398259 + s_lower_bl_H_2 : 0.0396075 + s_lower_bl_H_5 : 0.0395692 +Epoch: 37 | Train Loss: 3.03119 | Test Loss: 3.05871 | analysis_confidence: 0.175933 | CL: 0.0291046 | ln_CD: 0.0575566 | CM: 0.00503993 | Top_Xtr: 0.0247199 | Bot_Xtr: 0.0285018 +Loss contributors: + s_ln_CD : 0.127356 + s_CL : 0.102045 + s_CM : 0.0585068 + s_upper_bl_H_31 : 0.048917 + s_lower_bl_H_31 : 0.0477987 + s_upper_bl_H_30 : 0.0419701 + s_lower_bl_H_30 : 0.0408608 + s_lower_bl_H_3 : 0.0397296 + s_lower_bl_H_1 : 0.0384096 + s_lower_bl_H_5 : 0.0380479 +Epoch: 38 | Train Loss: 3.01524 | Test Loss: 3.10452 | analysis_confidence: 0.174021 | CL: 0.0294488 | ln_CD: 0.061648 | CM: 0.00506969 | Top_Xtr: 0.0256002 | Bot_Xtr: 0.0291261 +Loss contributors: + s_ln_CD : 0.132897 + s_CL : 0.105312 + s_CM : 0.0598614 + s_lower_bl_H_31 : 0.049089 + s_upper_bl_H_31 : 0.0488109 + s_lower_bl_H_30 : 0.0412136 + s_lower_bl_H_3 : 0.0408915 + s_upper_bl_H_30 : 0.0407003 + s_lower_bl_H_5 : 0.039406 + s_lower_bl_H_1 : 0.0392961 +Epoch: 39 | Train Loss: 3.00274 | Test Loss: 3.16633 | analysis_confidence: 0.170574 | CL: 0.0291508 | ln_CD: 0.0594642 | CM: 0.0049603 | Top_Xtr: 0.0257386 | Bot_Xtr: 0.029519 +Loss contributors: + s_ln_CD : 0.135089 + s_CL : 0.105705 + s_CM : 0.058256 + s_upper_bl_H_31 : 0.0487507 + s_lower_bl_H_31 : 0.0486277 + s_lower_bl_H_3 : 0.0447831 + s_lower_bl_H_4 : 0.0420678 + s_lower_bl_H_5 : 0.0419629 + s_lower_bl_H_1 : 0.0417609 + s_lower_bl_H_2 : 0.0414039 +Epoch: 40 | Train Loss: 2.98347 | Test Loss: 3.15341 | analysis_confidence: 0.17566 | CL: 0.0319343 | ln_CD: 0.0604103 | CM: 0.00501506 | Top_Xtr: 0.0244739 | Bot_Xtr: 0.0284465 +Loss contributors: + s_ln_CD : 0.134635 + s_CL : 0.111305 + s_CM : 0.0594907 + s_lower_bl_H_31 : 0.0491729 + s_upper_bl_H_31 : 0.0473462 + s_lower_bl_H_3 : 0.0441819 + s_lower_bl_H_5 : 0.0415847 + s_lower_bl_H_30 : 0.0413451 + s_lower_bl_H_1 : 0.0413119 + s_lower_bl_H_4 : 0.0411186 +Epoch: 41 | Train Loss: 2.96988 | Test Loss: 3.01365 | analysis_confidence: 0.176777 | CL: 0.0288479 | ln_CD: 0.0665008 | CM: 0.00482039 | Top_Xtr: 0.0250667 | Bot_Xtr: 0.0292685 +Loss contributors: + s_ln_CD : 0.137444 + s_CL : 0.102185 + s_CM : 0.0556705 + s_lower_bl_H_31 : 0.046883 + s_upper_bl_H_31 : 0.0463559 + s_lower_bl_H_30 : 0.0402612 + s_lower_bl_H_3 : 0.0396598 + s_upper_bl_H_30 : 0.039576 + s_lower_bl_H_4 : 0.0383241 + s_lower_bl_H_5 : 0.0382714 +Epoch: 42 | Train Loss: 2.95842 | Test Loss: 3.00951 | analysis_confidence: 0.17082 | CL: 0.0286264 | ln_CD: 0.0559123 | CM: 0.00501209 | Top_Xtr: 0.0243775 | Bot_Xtr: 0.02851 +Loss contributors: + s_ln_CD : 0.129229 + s_CL : 0.100996 + s_CM : 0.0584668 + s_lower_bl_H_31 : 0.0474013 + s_upper_bl_H_31 : 0.0468399 + s_lower_bl_H_3 : 0.0409023 + s_lower_bl_H_30 : 0.0399388 + s_upper_bl_H_30 : 0.0395415 + s_lower_bl_H_1 : 0.0389869 + s_lower_bl_H_4 : 0.0382315 +Epoch: 43 | Train Loss: 2.94305 | Test Loss: 2.9857 | analysis_confidence: 0.175542 | CL: 0.0303265 | ln_CD: 0.0538099 | CM: 0.00507252 | Top_Xtr: 0.0242621 | Bot_Xtr: 0.0278776 +Loss contributors: + s_ln_CD : 0.123739 + s_CL : 0.104059 + s_CM : 0.0586031 + s_lower_bl_H_31 : 0.049167 + s_upper_bl_H_31 : 0.0487596 + s_lower_bl_H_3 : 0.0409886 + s_lower_bl_H_30 : 0.0402059 + s_upper_bl_H_30 : 0.0396053 + s_lower_bl_H_4 : 0.0391522 + s_lower_bl_H_1 : 0.0387721 +Epoch: 44 | Train Loss: 2.93167 | Test Loss: 3.00916 | analysis_confidence: 0.173862 | CL: 0.0292807 | ln_CD: 0.055537 | CM: 0.00491148 | Top_Xtr: 0.0246274 | Bot_Xtr: 0.028783 +Loss contributors: + s_ln_CD : 0.129354 + s_CL : 0.102597 + s_CM : 0.0564357 + s_upper_bl_H_31 : 0.0490466 + s_lower_bl_H_31 : 0.0488255 + s_upper_bl_H_30 : 0.0412867 + s_lower_bl_H_30 : 0.0411264 + s_lower_bl_H_3 : 0.0403676 + s_lower_bl_H_1 : 0.0384281 + s_lower_bl_H_5 : 0.0378871 +Epoch: 45 | Train Loss: 2.91872 | Test Loss: 2.97302 | analysis_confidence: 0.174142 | CL: 0.0282971 | ln_CD: 0.0622884 | CM: 0.00495393 | Top_Xtr: 0.0259581 | Bot_Xtr: 0.0298788 +Loss contributors: + s_ln_CD : 0.13034 + s_CL : 0.100549 + s_CM : 0.056793 + s_upper_bl_H_31 : 0.0460761 + s_lower_bl_H_31 : 0.04563 + s_lower_bl_H_3 : 0.0396754 + s_upper_bl_H_30 : 0.0388228 + s_lower_bl_H_30 : 0.0383274 + s_lower_bl_H_1 : 0.0381272 + s_lower_bl_H_4 : 0.0373847 +Epoch: 46 | Train Loss: 2.90674 | Test Loss: 2.98479 | analysis_confidence: 0.169393 | CL: 0.0292326 | ln_CD: 0.0556204 | CM: 0.00487442 | Top_Xtr: 0.0248004 | Bot_Xtr: 0.0285623 +Loss contributors: + s_ln_CD : 0.122712 + s_CL : 0.103121 + s_CM : 0.0558714 + s_lower_bl_H_31 : 0.0472264 + s_upper_bl_H_31 : 0.0470859 + s_lower_bl_H_3 : 0.0396143 + s_upper_bl_H_30 : 0.0393364 + s_lower_bl_H_30 : 0.0393308 + s_lower_bl_H_1 : 0.0381984 + s_lower_bl_H_5 : 0.037598 +Epoch: 47 | Train Loss: 2.89603 | Test Loss: 2.98087 | analysis_confidence: 0.170473 | CL: 0.0291212 | ln_CD: 0.0583312 | CM: 0.0048504 | Top_Xtr: 0.0232427 | Bot_Xtr: 0.0269175 +Loss contributors: + s_ln_CD : 0.126657 + s_CL : 0.101225 + s_CM : 0.055803 + s_upper_bl_H_31 : 0.0464547 + s_lower_bl_H_31 : 0.0464433 + s_lower_bl_H_3 : 0.0405068 + s_lower_bl_H_30 : 0.0393329 + s_upper_bl_H_30 : 0.0389021 + s_lower_bl_H_1 : 0.0383512 + s_lower_bl_H_4 : 0.0376305 +Epoch: 48 | Train Loss: 2.88487 | Test Loss: 2.96281 | analysis_confidence: 0.166505 | CL: 0.0283058 | ln_CD: 0.0615526 | CM: 0.00471959 | Top_Xtr: 0.0239067 | Bot_Xtr: 0.0281634 +Loss contributors: + s_ln_CD : 0.128063 + s_CL : 0.101063 + s_CM : 0.0549026 + s_lower_bl_H_31 : 0.0462317 + s_upper_bl_H_31 : 0.0457759 + s_lower_bl_H_3 : 0.0413265 + s_lower_bl_H_4 : 0.0390496 + s_lower_bl_H_5 : 0.0388855 + s_lower_bl_H_30 : 0.038857 + s_upper_bl_H_30 : 0.0387626 +Epoch: 49 | Train Loss: 2.87691 | Test Loss: 2.94807 | analysis_confidence: 0.167658 | CL: 0.0293085 | ln_CD: 0.0599591 | CM: 0.00509593 | Top_Xtr: 0.0234884 | Bot_Xtr: 0.0272905 +Loss contributors: + s_ln_CD : 0.124691 + s_CL : 0.10071 + s_CM : 0.0567029 + s_upper_bl_H_31 : 0.045805 + s_lower_bl_H_31 : 0.0456912 + s_lower_bl_H_30 : 0.0386814 + s_upper_bl_H_30 : 0.0386759 + s_lower_bl_H_3 : 0.0381949 + s_lower_bl_H_1 : 0.0371728 + s_lower_bl_H_4 : 0.0363687 +Epoch: 50 | Train Loss: 2.86183 | Test Loss: 3.04054 | analysis_confidence: 0.168231 | CL: 0.0279761 | ln_CD: 0.0558535 | CM: 0.00482173 | Top_Xtr: 0.0233944 | Bot_Xtr: 0.0272006 +Loss contributors: + s_ln_CD : 0.125296 + s_CL : 0.100143 + s_CM : 0.0552428 + s_lower_bl_H_31 : 0.0465239 + s_upper_bl_H_31 : 0.0450254 + s_lower_bl_H_3 : 0.0408293 + s_lower_bl_H_4 : 0.0392453 + s_lower_bl_H_30 : 0.0389398 + s_lower_bl_H_5 : 0.0388241 + s_lower_bl_H_6 : 0.038647 +Epoch: 51 | Train Loss: 2.8538 | Test Loss: 2.93879 | analysis_confidence: 0.169586 | CL: 0.027713 | ln_CD: 0.0560461 | CM: 0.00470924 | Top_Xtr: 0.0234084 | Bot_Xtr: 0.0270985 +Loss contributors: + s_ln_CD : 0.123957 + s_CL : 0.0999594 + s_CM : 0.0539325 + s_lower_bl_H_31 : 0.0467738 + s_upper_bl_H_31 : 0.0457605 + s_lower_bl_H_3 : 0.0405157 + s_lower_bl_H_30 : 0.0398887 + s_lower_bl_H_4 : 0.0395149 + s_lower_bl_H_1 : 0.0390166 + s_upper_bl_H_30 : 0.0389343 +Epoch: 52 | Train Loss: 2.84283 | Test Loss: 2.99782 | analysis_confidence: 0.170942 | CL: 0.0279782 | ln_CD: 0.0578816 | CM: 0.00494946 | Top_Xtr: 0.0229948 | Bot_Xtr: 0.0267694 +Loss contributors: + s_ln_CD : 0.13799 + s_CL : 0.100175 + s_CM : 0.057205 + s_lower_bl_H_31 : 0.0474177 + s_upper_bl_H_31 : 0.046558 + s_lower_bl_H_30 : 0.0412099 + s_upper_bl_H_30 : 0.0405205 + s_lower_bl_H_3 : 0.0389652 + s_lower_bl_H_4 : 0.0375064 + s_lower_bl_H_5 : 0.0372635 +Epoch: 53 | Train Loss: 2.8314 | Test Loss: 2.97753 | analysis_confidence: 0.168975 | CL: 0.0278362 | ln_CD: 0.0580416 | CM: 0.00495916 | Top_Xtr: 0.0238562 | Bot_Xtr: 0.0276447 +Loss contributors: + s_ln_CD : 0.164444 + s_CL : 0.0995725 + s_CM : 0.0566543 + s_lower_bl_H_31 : 0.0446986 + s_upper_bl_H_31 : 0.0441821 + s_lower_bl_H_30 : 0.0389495 + s_lower_bl_H_3 : 0.0381852 + s_upper_bl_H_30 : 0.0377573 + s_lower_bl_H_1 : 0.0370426 + s_lower_bl_H_4 : 0.036974 +Epoch: 54 | Train Loss: 2.82309 | Test Loss: 2.8988 | analysis_confidence: 0.169168 | CL: 0.027939 | ln_CD: 0.0556337 | CM: 0.00469802 | Top_Xtr: 0.023981 | Bot_Xtr: 0.0271851 +Loss contributors: + s_ln_CD : 0.128584 + s_CL : 0.100813 + s_CM : 0.0541586 + s_upper_bl_H_31 : 0.0454611 + s_lower_bl_H_31 : 0.0442464 + s_lower_bl_H_3 : 0.0388972 + s_upper_bl_H_30 : 0.0384008 + s_lower_bl_H_4 : 0.0378041 + s_lower_bl_H_30 : 0.0377055 + s_lower_bl_H_5 : 0.0365776 +Epoch: 55 | Train Loss: 2.81553 | Test Loss: 2.87299 | analysis_confidence: 0.166241 | CL: 0.0286305 | ln_CD: 0.0557473 | CM: 0.00475533 | Top_Xtr: 0.0229275 | Bot_Xtr: 0.0269463 +Loss contributors: + s_ln_CD : 0.125979 + s_CL : 0.100729 + s_CM : 0.0536883 + s_lower_bl_H_31 : 0.0436631 + s_upper_bl_H_31 : 0.0434199 + s_lower_bl_H_3 : 0.0386186 + s_lower_bl_H_1 : 0.0377371 + s_lower_bl_H_4 : 0.0371251 + s_upper_bl_H_30 : 0.0370476 + s_lower_bl_H_30 : 0.0370167 +Epoch: 56 | Train Loss: 2.80396 | Test Loss: 2.94959 | analysis_confidence: 0.165045 | CL: 0.0291576 | ln_CD: 0.0605142 | CM: 0.00489859 | Top_Xtr: 0.0224677 | Bot_Xtr: 0.0260857 +Loss contributors: + s_ln_CD : 0.143674 + s_CL : 0.102604 + s_CM : 0.0564279 + s_lower_bl_H_31 : 0.0465688 + s_upper_bl_H_31 : 0.0461283 + s_lower_bl_H_3 : 0.0385838 + s_upper_bl_H_30 : 0.0384304 + s_lower_bl_H_30 : 0.0384 + s_lower_bl_H_1 : 0.0373754 + s_lower_bl_H_4 : 0.0372619 +Epoch: 57 | Train Loss: 2.79881 | Test Loss: 2.92174 | analysis_confidence: 0.164631 | CL: 0.0276411 | ln_CD: 0.057063 | CM: 0.00466511 | Top_Xtr: 0.0228232 | Bot_Xtr: 0.0264251 +Loss contributors: + s_ln_CD : 0.132423 + s_CL : 0.0980233 + s_CM : 0.0537085 + s_lower_bl_H_31 : 0.0448336 + s_upper_bl_H_31 : 0.0447837 + s_lower_bl_H_3 : 0.0390723 + s_lower_bl_H_4 : 0.0383669 + s_lower_bl_H_30 : 0.0378491 + s_upper_bl_H_30 : 0.0377839 + s_lower_bl_H_5 : 0.0375014 +Epoch: 58 | Train Loss: 2.7911 | Test Loss: 2.88475 | analysis_confidence: 0.167801 | CL: 0.0294053 | ln_CD: 0.053775 | CM: 0.00470226 | Top_Xtr: 0.0230387 | Bot_Xtr: 0.0266111 +Loss contributors: + s_ln_CD : 0.12048 + s_CL : 0.100594 + s_CM : 0.0535161 + s_lower_bl_H_31 : 0.0462399 + s_upper_bl_H_31 : 0.0453718 + s_lower_bl_H_3 : 0.0388808 + s_upper_bl_H_30 : 0.037955 + s_lower_bl_H_30 : 0.0376754 + s_lower_bl_H_4 : 0.0376164 + s_lower_bl_H_5 : 0.0370011 +Epoch: 59 | Train Loss: 2.78167 | Test Loss: 2.87838 | analysis_confidence: 0.161484 | CL: 0.0286587 | ln_CD: 0.0570462 | CM: 0.00490516 | Top_Xtr: 0.0222601 | Bot_Xtr: 0.0259359 +Loss contributors: + s_ln_CD : 0.124412 + s_CL : 0.0987722 + s_CM : 0.0547681 + s_lower_bl_H_31 : 0.0452712 + s_upper_bl_H_31 : 0.0448213 + s_upper_bl_H_30 : 0.037941 + s_lower_bl_H_30 : 0.0379362 + s_lower_bl_H_3 : 0.0376713 + s_lower_bl_H_1 : 0.0367162 + s_lower_bl_H_4 : 0.0359571 +Epoch: 60 | Train Loss: 2.7729 | Test Loss: 2.82505 | analysis_confidence: 0.164326 | CL: 0.0282628 | ln_CD: 0.0547291 | CM: 0.00463133 | Top_Xtr: 0.0228978 | Bot_Xtr: 0.0266646 +Loss contributors: + s_ln_CD : 0.118032 + s_CL : 0.0983687 + s_CM : 0.0524976 + s_lower_bl_H_31 : 0.0461787 + s_upper_bl_H_31 : 0.0454145 + s_lower_bl_H_30 : 0.0386777 + s_upper_bl_H_30 : 0.0382023 + s_lower_bl_H_3 : 0.0376563 + s_lower_bl_H_1 : 0.0365629 + s_lower_bl_H_5 : 0.0355492 +Epoch: 61 | Train Loss: 2.76632 | Test Loss: 2.90322 | analysis_confidence: 0.163804 | CL: 0.0275359 | ln_CD: 0.0545592 | CM: 0.00463223 | Top_Xtr: 0.0232025 | Bot_Xtr: 0.0260864 +Loss contributors: + s_ln_CD : 0.123589 + s_CL : 0.0968878 + s_CM : 0.0532286 + s_lower_bl_H_31 : 0.0438993 + s_upper_bl_H_31 : 0.0427423 + s_lower_bl_H_3 : 0.0392373 + s_lower_bl_H_4 : 0.0382564 + s_lower_bl_H_5 : 0.037964 + s_lower_bl_H_6 : 0.0374404 + s_lower_bl_H_30 : 0.0370966 +Epoch: 62 | Train Loss: 2.75638 | Test Loss: 2.83113 | analysis_confidence: 0.161946 | CL: 0.0279503 | ln_CD: 0.0543871 | CM: 0.00466554 | Top_Xtr: 0.0220261 | Bot_Xtr: 0.0257728 +Loss contributors: + s_ln_CD : 0.119589 + s_CL : 0.0986955 + s_CM : 0.0522586 + s_lower_bl_H_31 : 0.0444832 + s_upper_bl_H_31 : 0.0441595 + s_lower_bl_H_3 : 0.0376005 + s_lower_bl_H_30 : 0.0374094 + s_upper_bl_H_30 : 0.0372922 + s_lower_bl_H_4 : 0.0359171 + s_lower_bl_H_1 : 0.0355248 +Epoch: 63 | Train Loss: 2.75073 | Test Loss: 2.8331 | analysis_confidence: 0.162713 | CL: 0.0280546 | ln_CD: 0.0566758 | CM: 0.00478856 | Top_Xtr: 0.0230266 | Bot_Xtr: 0.0265517 +Loss contributors: + s_ln_CD : 0.125432 + s_CL : 0.0979997 + s_CM : 0.0540746 + s_lower_bl_H_31 : 0.0435241 + s_upper_bl_H_31 : 0.0424638 + s_lower_bl_H_30 : 0.0376466 + s_lower_bl_H_3 : 0.0372618 + s_upper_bl_H_30 : 0.0369717 + s_lower_bl_H_4 : 0.0362618 + s_lower_bl_H_1 : 0.0360334 +Epoch: 64 | Train Loss: 2.74223 | Test Loss: 2.77246 | analysis_confidence: 0.165674 | CL: 0.0277877 | ln_CD: 0.0531217 | CM: 0.00483924 | Top_Xtr: 0.0223025 | Bot_Xtr: 0.0264191 +Loss contributors: + s_ln_CD : 0.119366 + s_CL : 0.0958295 + s_CM : 0.0536364 + s_lower_bl_H_31 : 0.0438784 + s_upper_bl_H_31 : 0.0435992 + s_lower_bl_H_30 : 0.0380025 + s_upper_bl_H_30 : 0.0371435 + s_lower_bl_H_3 : 0.0364141 + s_lower_bl_H_1 : 0.0355446 + s_lower_bl_H_4 : 0.035375 +Epoch: 65 | Train Loss: 2.73786 | Test Loss: 2.80461 | analysis_confidence: 0.163704 | CL: 0.0269369 | ln_CD: 0.0540669 | CM: 0.00455268 | Top_Xtr: 0.0225329 | Bot_Xtr: 0.0258887 +Loss contributors: + s_ln_CD : 0.118563 + s_CL : 0.095168 + s_CM : 0.0517019 + s_lower_bl_H_31 : 0.0434888 + s_upper_bl_H_31 : 0.0423155 + s_lower_bl_H_3 : 0.0378572 + s_upper_bl_H_30 : 0.0368146 + s_lower_bl_H_30 : 0.036677 + s_lower_bl_H_1 : 0.0358906 + s_lower_bl_H_5 : 0.0354244 +Epoch: 66 | Train Loss: 2.72985 | Test Loss: 2.84936 | analysis_confidence: 0.170773 | CL: 0.0281176 | ln_CD: 0.0536555 | CM: 0.0047915 | Top_Xtr: 0.0220296 | Bot_Xtr: 0.0255053 +Loss contributors: + s_ln_CD : 0.122744 + s_CL : 0.0972081 + s_CM : 0.0537139 + s_lower_bl_H_31 : 0.0436872 + s_upper_bl_H_31 : 0.0435408 + s_lower_bl_H_3 : 0.0383308 + s_lower_bl_H_30 : 0.0372812 + s_upper_bl_H_30 : 0.0369644 + s_lower_bl_H_4 : 0.0366085 + s_lower_bl_H_1 : 0.0365874 +Epoch: 67 | Train Loss: 2.72329 | Test Loss: 2.84144 | analysis_confidence: 0.163489 | CL: 0.0273696 | ln_CD: 0.0641524 | CM: 0.00465535 | Top_Xtr: 0.0217099 | Bot_Xtr: 0.0255941 +Loss contributors: + s_ln_CD : 0.129846 + s_CL : 0.097216 + s_CM : 0.0525256 + s_lower_bl_H_31 : 0.0438656 + s_upper_bl_H_31 : 0.043612 + s_lower_bl_H_30 : 0.0369267 + s_lower_bl_H_3 : 0.0368407 + s_lower_bl_H_4 : 0.0367636 + s_upper_bl_H_30 : 0.0367 + s_lower_bl_H_6 : 0.0363414 +Epoch: 68 | Train Loss: 2.71682 | Test Loss: 2.89365 | analysis_confidence: 0.165492 | CL: 0.0326251 | ln_CD: 0.0581099 | CM: 0.00491304 | Top_Xtr: 0.0230735 | Bot_Xtr: 0.0266525 +Loss contributors: + s_ln_CD : 0.124168 + s_CL : 0.106391 + s_CM : 0.0541603 + s_upper_bl_H_31 : 0.0471943 + s_lower_bl_H_31 : 0.046414 + s_upper_bl_H_30 : 0.0404694 + s_lower_bl_H_30 : 0.0399061 + s_lower_bl_H_3 : 0.0374013 + s_lower_bl_H_6 : 0.0364659 + s_lower_bl_H_4 : 0.0363756 +Epoch: 69 | Train Loss: 2.70954 | Test Loss: 2.77373 | analysis_confidence: 0.167117 | CL: 0.0276144 | ln_CD: 0.0529397 | CM: 0.00459174 | Top_Xtr: 0.0220567 | Bot_Xtr: 0.0252747 +Loss contributors: + s_ln_CD : 0.127447 + s_CL : 0.0956324 + s_CM : 0.0513716 + s_lower_bl_H_31 : 0.0421845 + s_upper_bl_H_31 : 0.041565 + s_lower_bl_H_3 : 0.0373459 + s_lower_bl_H_4 : 0.0358821 + s_lower_bl_H_30 : 0.0358462 + s_lower_bl_H_1 : 0.0353804 + s_upper_bl_H_30 : 0.0350694 +Epoch: 70 | Train Loss: 2.70116 | Test Loss: 2.78348 | analysis_confidence: 0.16267 | CL: 0.0269323 | ln_CD: 0.0539909 | CM: 0.00483289 | Top_Xtr: 0.0215864 | Bot_Xtr: 0.0253344 +Loss contributors: + s_ln_CD : 0.118582 + s_CL : 0.0939025 + s_CM : 0.0535818 + s_lower_bl_H_31 : 0.0420074 + s_upper_bl_H_31 : 0.0414417 + s_lower_bl_H_3 : 0.0383705 + s_lower_bl_H_4 : 0.0371221 + s_lower_bl_H_6 : 0.0369829 + s_lower_bl_H_5 : 0.0362119 + s_lower_bl_H_2 : 0.0361068 +Epoch: 71 | Train Loss: 2.69832 | Test Loss: 2.77053 | analysis_confidence: 0.165799 | CL: 0.0273579 | ln_CD: 0.054419 | CM: 0.00457431 | Top_Xtr: 0.023243 | Bot_Xtr: 0.0272506 +Loss contributors: + s_ln_CD : 0.119027 + s_CL : 0.0937482 + s_CM : 0.0513683 + s_lower_bl_H_31 : 0.0433618 + s_upper_bl_H_31 : 0.0430006 + s_lower_bl_H_3 : 0.036489 + s_upper_bl_H_30 : 0.0363967 + s_lower_bl_H_30 : 0.0363924 + s_lower_bl_H_4 : 0.0361652 + s_lower_bl_H_1 : 0.0350749 +Epoch: 72 | Train Loss: 2.6878 | Test Loss: 2.74423 | analysis_confidence: 0.163517 | CL: 0.0283095 | ln_CD: 0.0537944 | CM: 0.00474189 | Top_Xtr: 0.0224176 | Bot_Xtr: 0.0256826 +Loss contributors: + s_ln_CD : 0.120815 + s_CL : 0.0968255 + s_CM : 0.0533419 + s_lower_bl_H_31 : 0.0427103 + s_upper_bl_H_31 : 0.041508 + s_lower_bl_H_3 : 0.0369614 + s_lower_bl_H_30 : 0.0363039 + s_lower_bl_H_1 : 0.0360082 + s_lower_bl_H_4 : 0.0356808 + s_upper_bl_H_30 : 0.0353192 +Epoch: 73 | Train Loss: 2.6833 | Test Loss: 2.7374 | analysis_confidence: 0.164872 | CL: 0.0265861 | ln_CD: 0.0512368 | CM: 0.00456825 | Top_Xtr: 0.0220073 | Bot_Xtr: 0.0254375 +Loss contributors: + s_ln_CD : 0.115819 + s_CL : 0.096564 + s_CM : 0.0514373 + s_upper_bl_H_31 : 0.0442623 + s_lower_bl_H_31 : 0.043727 + s_upper_bl_H_30 : 0.0379827 + s_lower_bl_H_30 : 0.0373206 + s_lower_bl_H_3 : 0.0367082 + s_lower_bl_H_1 : 0.0347005 + s_lower_bl_H_4 : 0.0346021 +Epoch: 74 | Train Loss: 2.67746 | Test Loss: 2.74616 | analysis_confidence: 0.165783 | CL: 0.026848 | ln_CD: 0.0573251 | CM: 0.00452457 | Top_Xtr: 0.0226059 | Bot_Xtr: 0.0259066 +Loss contributors: + s_ln_CD : 0.122284 + s_CL : 0.0954266 + s_CM : 0.0508804 + s_upper_bl_H_31 : 0.041839 + s_lower_bl_H_31 : 0.041817 + s_lower_bl_H_3 : 0.0363674 + s_upper_bl_H_30 : 0.0356298 + s_lower_bl_H_4 : 0.035239 + s_lower_bl_H_1 : 0.0351632 + s_lower_bl_H_30 : 0.0351388 +Epoch: 75 | Train Loss: 2.67337 | Test Loss: 2.77212 | analysis_confidence: 0.163967 | CL: 0.0287774 | ln_CD: 0.0575446 | CM: 0.00457217 | Top_Xtr: 0.0219074 | Bot_Xtr: 0.0253591 +Loss contributors: + s_ln_CD : 0.125619 + s_CL : 0.0977274 + s_CM : 0.0511327 + s_lower_bl_H_31 : 0.0428542 + s_upper_bl_H_31 : 0.0413953 + s_lower_bl_H_3 : 0.0370237 + s_lower_bl_H_30 : 0.0362754 + s_lower_bl_H_1 : 0.0356558 + s_upper_bl_H_30 : 0.0352088 + s_lower_bl_H_4 : 0.0349896 +Epoch: 76 | Train Loss: 2.66608 | Test Loss: 2.77334 | analysis_confidence: 0.161747 | CL: 0.0288398 | ln_CD: 0.0538125 | CM: 0.00456843 | Top_Xtr: 0.0222812 | Bot_Xtr: 0.0258617 +Loss contributors: + s_ln_CD : 0.117855 + s_CL : 0.0964704 + s_CM : 0.0511516 + s_lower_bl_H_31 : 0.0423186 + s_upper_bl_H_31 : 0.0421516 + s_lower_bl_H_4 : 0.0374242 + s_lower_bl_H_3 : 0.0372363 + s_lower_bl_H_30 : 0.0368102 + s_upper_bl_H_30 : 0.0364044 + s_lower_bl_H_6 : 0.0358321 +Epoch: 77 | Train Loss: 2.65975 | Test Loss: 2.76036 | analysis_confidence: 0.167181 | CL: 0.0264506 | ln_CD: 0.0551157 | CM: 0.00476832 | Top_Xtr: 0.0216466 | Bot_Xtr: 0.0253828 +Loss contributors: + s_ln_CD : 0.118528 + s_CL : 0.0928345 + s_CM : 0.0529472 + s_lower_bl_H_31 : 0.0420385 + s_upper_bl_H_31 : 0.0410819 + s_lower_bl_H_30 : 0.0372283 + s_lower_bl_H_3 : 0.0366028 + s_upper_bl_H_30 : 0.0360984 + s_lower_bl_H_1 : 0.0353204 + s_lower_bl_H_4 : 0.0350205 +Epoch: 78 | Train Loss: 2.65462 | Test Loss: 2.71169 | analysis_confidence: 0.159223 | CL: 0.0267829 | ln_CD: 0.0554692 | CM: 0.00463756 | Top_Xtr: 0.0215093 | Bot_Xtr: 0.0248747 +Loss contributors: + s_ln_CD : 0.116513 + s_CL : 0.0931567 + s_CM : 0.0515635 + s_lower_bl_H_31 : 0.0420842 + s_upper_bl_H_31 : 0.0413724 + s_lower_bl_H_3 : 0.0363325 + s_lower_bl_H_30 : 0.0360276 + s_upper_bl_H_30 : 0.0355792 + s_lower_bl_H_4 : 0.0353676 + s_lower_bl_H_1 : 0.0349913 +Epoch: 79 | Train Loss: 2.64947 | Test Loss: 2.73877 | analysis_confidence: 0.15862 | CL: 0.0277702 | ln_CD: 0.0527472 | CM: 0.00457667 | Top_Xtr: 0.0221975 | Bot_Xtr: 0.025459 +Loss contributors: + s_ln_CD : 0.116361 + s_CL : 0.0944975 + s_CM : 0.0509803 + s_lower_bl_H_31 : 0.041008 + s_upper_bl_H_31 : 0.040706 + s_lower_bl_H_3 : 0.0367921 + s_lower_bl_H_4 : 0.0360489 + s_lower_bl_H_1 : 0.0356158 + s_lower_bl_H_30 : 0.0354547 + s_upper_bl_H_30 : 0.0353356 +Epoch: 80 | Train Loss: 2.6427 | Test Loss: 2.71711 | analysis_confidence: 0.161211 | CL: 0.0278489 | ln_CD: 0.0564009 | CM: 0.00462783 | Top_Xtr: 0.0215415 | Bot_Xtr: 0.024977 +Loss contributors: + s_ln_CD : 0.125954 + s_CL : 0.0951021 + s_CM : 0.051222 + s_lower_bl_H_31 : 0.0411173 + s_upper_bl_H_31 : 0.0399615 + s_lower_bl_H_3 : 0.0355938 + s_lower_bl_H_1 : 0.0355097 + s_lower_bl_H_4 : 0.0354465 + s_lower_bl_H_30 : 0.035268 + s_lower_bl_H_6 : 0.034576 +Epoch: 81 | Train Loss: 2.6398 | Test Loss: 2.67564 | analysis_confidence: 0.161541 | CL: 0.027009 | ln_CD: 0.0532206 | CM: 0.00458598 | Top_Xtr: 0.0211659 | Bot_Xtr: 0.0247078 +Loss contributors: + s_ln_CD : 0.119716 + s_CL : 0.0926199 + s_CM : 0.0504396 + s_lower_bl_H_31 : 0.0404427 + s_upper_bl_H_31 : 0.0400051 + s_lower_bl_H_3 : 0.035613 + s_lower_bl_H_4 : 0.0349871 + s_lower_bl_H_30 : 0.0345877 + s_upper_bl_H_30 : 0.0341893 + s_lower_bl_H_6 : 0.034121 +Epoch: 82 | Train Loss: 2.6356 | Test Loss: 2.71648 | analysis_confidence: 0.166875 | CL: 0.0268843 | ln_CD: 0.0514427 | CM: 0.0045054 | Top_Xtr: 0.022044 | Bot_Xtr: 0.0256666 +Loss contributors: + s_ln_CD : 0.130028 + s_CL : 0.0943829 + s_CM : 0.0502371 + s_lower_bl_H_31 : 0.0414878 + s_upper_bl_H_31 : 0.0412763 + s_lower_bl_H_30 : 0.0356057 + s_lower_bl_H_3 : 0.0354653 + s_upper_bl_H_30 : 0.0351729 + s_lower_bl_H_4 : 0.0348178 + s_lower_bl_H_1 : 0.033901 +Epoch: 83 | Train Loss: 2.6265 | Test Loss: 2.86511 | analysis_confidence: 0.152848 | CL: 0.0277201 | ln_CD: 0.0641575 | CM: 0.00456996 | Top_Xtr: 0.0214732 | Bot_Xtr: 0.0249943 +Loss contributors: + s_ln_CD : 0.153983 + s_CL : 0.0977656 + s_CM : 0.0516317 + s_lower_bl_H_31 : 0.0453181 + s_upper_bl_H_31 : 0.0431083 + s_lower_bl_H_30 : 0.0379076 + s_upper_bl_H_30 : 0.0367429 + s_lower_bl_H_3 : 0.0366264 + s_lower_bl_H_1 : 0.0351768 + s_lower_bl_H_2 : 0.0344026 +Epoch: 84 | Train Loss: 2.62524 | Test Loss: 2.71231 | analysis_confidence: 0.162567 | CL: 0.0274853 | ln_CD: 0.0528433 | CM: 0.00456016 | Top_Xtr: 0.0217648 | Bot_Xtr: 0.0253487 +Loss contributors: + s_ln_CD : 0.114754 + s_CL : 0.094988 + s_CM : 0.0514349 + s_lower_bl_H_31 : 0.0411745 + s_upper_bl_H_31 : 0.0407817 + s_lower_bl_H_4 : 0.0354318 + s_lower_bl_H_3 : 0.0353118 + s_lower_bl_H_30 : 0.0350247 + s_lower_bl_H_1 : 0.034712 + s_lower_bl_H_6 : 0.0346911 +Epoch: 85 | Train Loss: 2.61857 | Test Loss: 2.66399 | analysis_confidence: 0.158314 | CL: 0.0266655 | ln_CD: 0.0502136 | CM: 0.00447527 | Top_Xtr: 0.0220601 | Bot_Xtr: 0.0259495 +Loss contributors: + s_ln_CD : 0.111818 + s_CL : 0.0917869 + s_CM : 0.0493229 + s_lower_bl_H_31 : 0.041651 + s_upper_bl_H_31 : 0.0398881 + s_lower_bl_H_30 : 0.0362064 + s_lower_bl_H_3 : 0.0354077 + s_lower_bl_H_4 : 0.0351334 + s_upper_bl_H_30 : 0.0345961 + s_lower_bl_H_1 : 0.0343729 +Epoch: 86 | Train Loss: 2.61256 | Test Loss: 2.68239 | analysis_confidence: 0.158171 | CL: 0.0268896 | ln_CD: 0.0537362 | CM: 0.00442452 | Top_Xtr: 0.0228853 | Bot_Xtr: 0.0260837 +Loss contributors: + s_ln_CD : 0.118089 + s_CL : 0.0935373 + s_CM : 0.0493062 + s_lower_bl_H_31 : 0.0407815 + s_upper_bl_H_31 : 0.0399996 + s_lower_bl_H_3 : 0.0353833 + s_lower_bl_H_30 : 0.0352335 + s_upper_bl_H_30 : 0.035083 + s_lower_bl_H_4 : 0.0345405 + s_lower_bl_H_5 : 0.0341872 +Epoch: 87 | Train Loss: 2.60856 | Test Loss: 2.68112 | analysis_confidence: 0.169473 | CL: 0.0268709 | ln_CD: 0.0540034 | CM: 0.00454661 | Top_Xtr: 0.0213543 | Bot_Xtr: 0.0250608 +Loss contributors: + s_ln_CD : 0.116156 + s_CL : 0.0930434 + s_CM : 0.0507134 + s_lower_bl_H_31 : 0.0402705 + s_upper_bl_H_31 : 0.0394923 + s_lower_bl_H_3 : 0.0355434 + s_lower_bl_H_4 : 0.0347681 + s_lower_bl_H_1 : 0.0343076 + s_lower_bl_H_6 : 0.0341948 + s_lower_bl_H_30 : 0.0341628 +Epoch: 88 | Train Loss: 2.60563 | Test Loss: 2.73237 | analysis_confidence: 0.159779 | CL: 0.0283208 | ln_CD: 0.0573882 | CM: 0.00477902 | Top_Xtr: 0.0212894 | Bot_Xtr: 0.0248449 +Loss contributors: + s_ln_CD : 0.118291 + s_CL : 0.09457 + s_CM : 0.0524671 + s_lower_bl_H_31 : 0.0421089 + s_upper_bl_H_31 : 0.0401903 + s_lower_bl_H_3 : 0.0367243 + s_lower_bl_H_4 : 0.0367121 + s_lower_bl_H_1 : 0.03613 + s_lower_bl_H_30 : 0.0356512 + s_lower_bl_H_6 : 0.0353851 +Epoch: 89 | Train Loss: 2.59855 | Test Loss: 2.7182 | analysis_confidence: 0.156962 | CL: 0.0264632 | ln_CD: 0.0513217 | CM: 0.00451594 | Top_Xtr: 0.0230115 | Bot_Xtr: 0.0262105 +Loss contributors: + s_ln_CD : 0.128583 + s_CL : 0.0933874 + s_CM : 0.0500559 + s_lower_bl_H_31 : 0.0407935 + s_upper_bl_H_31 : 0.0405655 + s_upper_bl_H_30 : 0.0359765 + s_lower_bl_H_30 : 0.0358538 + s_lower_bl_H_3 : 0.0350171 + s_lower_bl_H_1 : 0.0344415 + s_lower_bl_H_4 : 0.0338764 +Epoch: 90 | Train Loss: 2.59167 | Test Loss: 2.71036 | analysis_confidence: 0.160931 | CL: 0.0271039 | ln_CD: 0.0517664 | CM: 0.0046085 | Top_Xtr: 0.0219856 | Bot_Xtr: 0.0255404 +Loss contributors: + s_ln_CD : 0.12101 + s_CL : 0.0936556 + s_CM : 0.0506602 + s_lower_bl_H_31 : 0.0421666 + s_upper_bl_H_31 : 0.0419493 + s_lower_bl_H_3 : 0.0358341 + s_lower_bl_H_30 : 0.035686 + s_lower_bl_H_1 : 0.0353626 + s_lower_bl_H_4 : 0.0347298 + s_upper_bl_H_30 : 0.0345045 +Epoch: 91 | Train Loss: 2.58825 | Test Loss: 2.67532 | analysis_confidence: 0.160236 | CL: 0.0260971 | ln_CD: 0.0545854 | CM: 0.00452583 | Top_Xtr: 0.0208494 | Bot_Xtr: 0.024072 +Loss contributors: + s_ln_CD : 0.115463 + s_CL : 0.0929206 + s_CM : 0.0498781 + s_lower_bl_H_31 : 0.0408842 + s_upper_bl_H_31 : 0.0394888 + s_lower_bl_H_3 : 0.03555 + s_lower_bl_H_30 : 0.0350308 + s_lower_bl_H_4 : 0.0349231 + s_lower_bl_H_6 : 0.0348367 + s_upper_bl_H_30 : 0.0345587 +Epoch: 92 | Train Loss: 2.58218 | Test Loss: 2.65702 | analysis_confidence: 0.158937 | CL: 0.027048 | ln_CD: 0.0507575 | CM: 0.00451926 | Top_Xtr: 0.02253 | Bot_Xtr: 0.0252536 +Loss contributors: + s_ln_CD : 0.117883 + s_CL : 0.0925704 + s_CM : 0.0497489 + s_lower_bl_H_31 : 0.041249 + s_upper_bl_H_31 : 0.0403712 + s_lower_bl_H_3 : 0.0354337 + s_lower_bl_H_1 : 0.0349887 + s_lower_bl_H_30 : 0.0344997 + s_lower_bl_H_4 : 0.034383 + s_upper_bl_H_30 : 0.0337927 +Epoch: 93 | Train Loss: 2.57881 | Test Loss: 2.79265 | analysis_confidence: 0.160311 | CL: 0.0276417 | ln_CD: 0.0575427 | CM: 0.00460578 | Top_Xtr: 0.0223361 | Bot_Xtr: 0.0259242 +Loss contributors: + s_ln_CD : 0.124535 + s_CL : 0.0963637 + s_CM : 0.0515453 + s_lower_bl_H_31 : 0.0430988 + s_upper_bl_H_31 : 0.0395504 + s_lower_bl_H_4 : 0.0392649 + s_lower_bl_H_3 : 0.0389222 + s_lower_bl_H_6 : 0.038747 + s_lower_bl_H_1 : 0.0387243 + s_lower_bl_H_5 : 0.0383969 +Epoch: 94 | Train Loss: 2.57335 | Test Loss: 2.63307 | analysis_confidence: 0.160157 | CL: 0.027144 | ln_CD: 0.0535203 | CM: 0.00452523 | Top_Xtr: 0.0217476 | Bot_Xtr: 0.0247767 +Loss contributors: + s_ln_CD : 0.113249 + s_CL : 0.0936623 + s_CM : 0.0501592 + s_lower_bl_H_31 : 0.0409328 + s_upper_bl_H_31 : 0.040272 + s_lower_bl_H_30 : 0.0350682 + s_upper_bl_H_30 : 0.0345135 + s_lower_bl_H_3 : 0.0341678 + s_lower_bl_H_1 : 0.0339487 + s_lower_bl_H_4 : 0.0332413 +Epoch: 95 | Train Loss: 2.5705 | Test Loss: 2.65583 | analysis_confidence: 0.159973 | CL: 0.026544 | ln_CD: 0.0525983 | CM: 0.00448657 | Top_Xtr: 0.0209869 | Bot_Xtr: 0.0244305 +Loss contributors: + s_ln_CD : 0.118683 + s_CL : 0.0927233 + s_CM : 0.0493033 + s_lower_bl_H_31 : 0.040888 + s_upper_bl_H_31 : 0.0396382 + s_lower_bl_H_30 : 0.0349669 + s_lower_bl_H_4 : 0.0346901 + s_lower_bl_H_3 : 0.0345165 + s_lower_bl_H_1 : 0.0344463 + s_upper_bl_H_30 : 0.034141 +Epoch: 96 | Train Loss: 2.56603 | Test Loss: 2.66094 | analysis_confidence: 0.161691 | CL: 0.0264994 | ln_CD: 0.0520667 | CM: 0.0043829 | Top_Xtr: 0.0208375 | Bot_Xtr: 0.0239188 +Loss contributors: + s_ln_CD : 0.122768 + s_CL : 0.0916245 + s_CM : 0.0489384 + s_lower_bl_H_31 : 0.0402502 + s_upper_bl_H_31 : 0.0389305 + s_lower_bl_H_30 : 0.0345681 + s_lower_bl_H_3 : 0.0343835 + s_lower_bl_H_1 : 0.0343103 + s_lower_bl_H_5 : 0.0337698 + s_lower_bl_H_4 : 0.0337249 +Epoch: 97 | Train Loss: 2.56138 | Test Loss: 2.68593 | analysis_confidence: 0.159578 | CL: 0.0261769 | ln_CD: 0.0499674 | CM: 0.00451204 | Top_Xtr: 0.0207783 | Bot_Xtr: 0.0239389 +Loss contributors: + s_ln_CD : 0.117366 + s_CL : 0.0928837 + s_CM : 0.0506569 + s_lower_bl_H_31 : 0.0408558 + s_upper_bl_H_31 : 0.0407455 + s_lower_bl_H_30 : 0.0352089 + s_upper_bl_H_30 : 0.0351593 + s_lower_bl_H_1 : 0.035005 + s_lower_bl_H_3 : 0.034417 + s_lower_bl_H_4 : 0.0338028 +Epoch: 98 | Train Loss: 2.55653 | Test Loss: 2.79107 | analysis_confidence: 0.156728 | CL: 0.0284077 | ln_CD: 0.0556602 | CM: 0.00454575 | Top_Xtr: 0.0225779 | Bot_Xtr: 0.0254159 +Loss contributors: + s_ln_CD : 0.119475 + s_CL : 0.0987029 + s_CM : 0.0509944 + s_lower_bl_H_31 : 0.0421783 + s_upper_bl_H_31 : 0.03947 + s_lower_bl_H_4 : 0.0372295 + s_lower_bl_H_3 : 0.0371992 + s_lower_bl_H_5 : 0.0365316 + s_lower_bl_H_1 : 0.0364865 + s_lower_bl_H_30 : 0.0363633 +Epoch: 99 | Train Loss: 2.54974 | Test Loss: 2.68799 | analysis_confidence: 0.159064 | CL: 0.0288517 | ln_CD: 0.0611431 | CM: 0.00477635 | Top_Xtr: 0.0222523 | Bot_Xtr: 0.0252116 +Loss contributors: + s_ln_CD : 0.122012 + s_CL : 0.0970058 + s_CM : 0.0514634 + s_lower_bl_H_31 : 0.0429479 + s_upper_bl_H_31 : 0.0422174 + s_lower_bl_H_30 : 0.0370971 + s_upper_bl_H_30 : 0.0369916 + s_lower_bl_H_1 : 0.0339426 + s_lower_bl_H_5 : 0.0331162 + s_lower_bl_H_4 : 0.0331022 +Epoch: 100 | Train Loss: 2.54726 | Test Loss: 2.70495 | analysis_confidence: 0.160113 | CL: 0.0285108 | ln_CD: 0.0520908 | CM: 0.00511438 | Top_Xtr: 0.0209243 | Bot_Xtr: 0.0244993 +Loss contributors: + s_ln_CD : 0.115129 + s_CL : 0.100068 + s_CM : 0.0567578 + s_lower_bl_H_31 : 0.0403281 + s_upper_bl_H_31 : 0.0387215 + s_lower_bl_H_30 : 0.0355753 + s_lower_bl_H_4 : 0.0348282 + s_lower_bl_H_3 : 0.0345121 + s_lower_bl_H_5 : 0.0345039 + s_lower_bl_H_1 : 0.0343879 +Epoch: 101 | Train Loss: 2.54018 | Test Loss: 2.61864 | analysis_confidence: 0.158642 | CL: 0.0267663 | ln_CD: 0.0515246 | CM: 0.00485764 | Top_Xtr: 0.0210522 | Bot_Xtr: 0.0240687 +Loss contributors: + s_ln_CD : 0.113581 + s_CL : 0.0936042 + s_CM : 0.0535092 + s_upper_bl_H_31 : 0.0425598 + s_lower_bl_H_31 : 0.0418528 + s_upper_bl_H_30 : 0.0360673 + s_lower_bl_H_30 : 0.0359065 + s_lower_bl_H_1 : 0.0333786 + s_lower_bl_H_4 : 0.0327986 + s_lower_bl_H_5 : 0.0326392 +Epoch: 102 | Train Loss: 2.53752 | Test Loss: 2.60595 | analysis_confidence: 0.157092 | CL: 0.0260058 | ln_CD: 0.0595638 | CM: 0.00437874 | Top_Xtr: 0.0202443 | Bot_Xtr: 0.0236562 +Loss contributors: + s_ln_CD : 0.119723 + s_CL : 0.0909713 + s_CM : 0.0483653 + s_lower_bl_H_31 : 0.0409468 + s_upper_bl_H_31 : 0.0398939 + s_lower_bl_H_30 : 0.0346916 + s_upper_bl_H_30 : 0.033959 + s_lower_bl_H_1 : 0.0339477 + s_lower_bl_H_5 : 0.0326938 + s_lower_bl_H_3 : 0.0321054 +Epoch: 103 | Train Loss: 2.5326 | Test Loss: 2.61793 | analysis_confidence: 0.159804 | CL: 0.025564 | ln_CD: 0.0503876 | CM: 0.00438493 | Top_Xtr: 0.0206698 | Bot_Xtr: 0.0239772 +Loss contributors: + s_ln_CD : 0.111814 + s_CL : 0.0906368 + s_CM : 0.0483871 + s_lower_bl_H_31 : 0.0397906 + s_upper_bl_H_31 : 0.0379829 + s_lower_bl_H_30 : 0.0343405 + s_lower_bl_H_1 : 0.0338762 + s_lower_bl_H_5 : 0.0334462 + s_upper_bl_H_30 : 0.0331195 + s_lower_bl_H_4 : 0.0328638 +Epoch: 104 | Train Loss: 2.52469 | Test Loss: 2.69242 | analysis_confidence: 0.1588 | CL: 0.0258315 | ln_CD: 0.0531747 | CM: 0.0044557 | Top_Xtr: 0.0214554 | Bot_Xtr: 0.0246791 +Loss contributors: + s_ln_CD : 0.115919 + s_CL : 0.0917663 + s_CM : 0.0489521 + s_lower_bl_H_31 : 0.040388 + s_upper_bl_H_31 : 0.0393915 + s_lower_bl_H_30 : 0.0359697 + s_upper_bl_H_30 : 0.0353974 + s_lower_bl_H_1 : 0.0343431 + s_lower_bl_H_4 : 0.0335917 + s_lower_bl_H_3 : 0.0335508 +Epoch: 105 | Train Loss: 2.52381 | Test Loss: 2.60425 | analysis_confidence: 0.155514 | CL: 0.0257783 | ln_CD: 0.0528263 | CM: 0.00428684 | Top_Xtr: 0.0209968 | Bot_Xtr: 0.0239963 +Loss contributors: + s_ln_CD : 0.115683 + s_CL : 0.0899989 + s_CM : 0.0475053 + s_lower_bl_H_31 : 0.0388321 + s_upper_bl_H_31 : 0.0386882 + s_lower_bl_H_1 : 0.0343156 + s_lower_bl_H_30 : 0.034067 + s_lower_bl_H_5 : 0.0335252 + s_upper_bl_H_30 : 0.0333427 + s_lower_bl_H_4 : 0.0329545 +Epoch: 106 | Train Loss: 2.5197 | Test Loss: 2.66949 | analysis_confidence: 0.158804 | CL: 0.0257033 | ln_CD: 0.0543102 | CM: 0.00435239 | Top_Xtr: 0.0205183 | Bot_Xtr: 0.0234852 +Loss contributors: + s_ln_CD : 0.114954 + s_CL : 0.0914306 + s_CM : 0.0486506 + s_lower_bl_H_31 : 0.0411584 + s_upper_bl_H_31 : 0.0389955 + s_lower_bl_H_30 : 0.035387 + s_upper_bl_H_30 : 0.034456 + s_lower_bl_H_5 : 0.0343199 + s_lower_bl_H_1 : 0.0342577 + s_lower_bl_H_3 : 0.0339626 +Epoch: 107 | Train Loss: 2.51466 | Test Loss: 2.58865 | analysis_confidence: 0.158239 | CL: 0.0267938 | ln_CD: 0.0515059 | CM: 0.00450841 | Top_Xtr: 0.0218286 | Bot_Xtr: 0.0254466 +Loss contributors: + s_ln_CD : 0.111577 + s_CL : 0.0917882 + s_CM : 0.0497811 + s_lower_bl_H_31 : 0.0388055 + s_upper_bl_H_31 : 0.0384651 + s_lower_bl_H_1 : 0.0342176 + s_lower_bl_H_30 : 0.034016 + s_upper_bl_H_30 : 0.0339378 + s_lower_bl_H_5 : 0.0331261 + s_lower_bl_H_4 : 0.0325607 +Epoch: 108 | Train Loss: 2.51297 | Test Loss: 2.58682 | analysis_confidence: 0.158073 | CL: 0.025839 | ln_CD: 0.0535143 | CM: 0.00434855 | Top_Xtr: 0.0211414 | Bot_Xtr: 0.0240458 +Loss contributors: + s_ln_CD : 0.115683 + s_CL : 0.0901143 + s_CM : 0.0485681 + s_lower_bl_H_31 : 0.0400768 + s_upper_bl_H_31 : 0.0385763 + s_lower_bl_H_30 : 0.03411 + s_upper_bl_H_30 : 0.0335025 + s_lower_bl_H_1 : 0.0329234 + s_lower_bl_H_5 : 0.0327163 + s_lower_bl_H_4 : 0.0318404 +Epoch: 109 | Train Loss: 2.50808 | Test Loss: 2.64507 | analysis_confidence: 0.161284 | CL: 0.0270619 | ln_CD: 0.0513585 | CM: 0.00454168 | Top_Xtr: 0.0208217 | Bot_Xtr: 0.02413 +Loss contributors: + s_ln_CD : 0.11244 + s_CL : 0.0927722 + s_CM : 0.0500052 + s_lower_bl_H_31 : 0.0398238 + s_upper_bl_H_31 : 0.0376802 + s_lower_bl_H_1 : 0.0357373 + s_lower_bl_H_30 : 0.0351907 + s_lower_bl_H_5 : 0.0346459 + s_lower_bl_H_4 : 0.0338081 + s_upper_bl_H_30 : 0.0334575 +Epoch: 110 | Train Loss: 2.5036 | Test Loss: 2.65022 | analysis_confidence: 0.160874 | CL: 0.0279652 | ln_CD: 0.0558388 | CM: 0.00479975 | Top_Xtr: 0.0235681 | Bot_Xtr: 0.0262054 +Loss contributors: + s_ln_CD : 0.119391 + s_CL : 0.0941346 + s_CM : 0.0533421 + s_lower_bl_H_31 : 0.0399135 + s_upper_bl_H_31 : 0.0392492 + s_lower_bl_H_30 : 0.0351729 + s_lower_bl_H_1 : 0.0348843 + s_upper_bl_H_30 : 0.0345755 + s_lower_bl_H_2 : 0.0337066 + s_lower_bl_H_5 : 0.0335762 +Epoch: 111 | Train Loss: 2.50019 | Test Loss: 2.63093 | analysis_confidence: 0.157871 | CL: 0.0280107 | ln_CD: 0.0543501 | CM: 0.0045637 | Top_Xtr: 0.020145 | Bot_Xtr: 0.0234755 +Loss contributors: + s_ln_CD : 0.114274 + s_CL : 0.0927101 + s_CM : 0.0497184 + s_lower_bl_H_31 : 0.0406589 + s_upper_bl_H_31 : 0.0389532 + s_lower_bl_H_30 : 0.0345025 + s_upper_bl_H_30 : 0.0342514 + s_lower_bl_H_5 : 0.0330834 + s_lower_bl_H_1 : 0.0328823 + s_lower_bl_H_2 : 0.0321262 +Epoch: 112 | Train Loss: 2.49355 | Test Loss: 2.61612 | analysis_confidence: 0.160987 | CL: 0.0263842 | ln_CD: 0.0555254 | CM: 0.00448402 | Top_Xtr: 0.020935 | Bot_Xtr: 0.023931 +Loss contributors: + s_ln_CD : 0.128298 + s_CL : 0.0928798 + s_CM : 0.0496594 + s_lower_bl_H_31 : 0.0412704 + s_upper_bl_H_31 : 0.0386053 + s_lower_bl_H_30 : 0.0358675 + s_upper_bl_H_30 : 0.0339455 + s_lower_bl_H_1 : 0.033549 + s_lower_bl_H_5 : 0.0327296 + s_lower_bl_H_2 : 0.0322898 +Epoch: 113 | Train Loss: 2.49062 | Test Loss: 2.63808 | analysis_confidence: 0.16116 | CL: 0.0264652 | ln_CD: 0.0582812 | CM: 0.0047229 | Top_Xtr: 0.0213407 | Bot_Xtr: 0.0239827 +Loss contributors: + s_ln_CD : 0.117459 + s_CL : 0.0923693 + s_CM : 0.0516114 + s_upper_bl_H_31 : 0.0398114 + s_lower_bl_H_31 : 0.0396635 + s_upper_bl_H_30 : 0.0355791 + s_lower_bl_H_30 : 0.0355517 + s_lower_bl_H_1 : 0.0340613 + s_lower_bl_H_5 : 0.0332408 + s_lower_bl_H_3 : 0.0331244 +Epoch: 114 | Train Loss: 2.48867 | Test Loss: 2.5932 | analysis_confidence: 0.157013 | CL: 0.0257315 | ln_CD: 0.0527597 | CM: 0.00428323 | Top_Xtr: 0.0205558 | Bot_Xtr: 0.0236361 +Loss contributors: + s_ln_CD : 0.114022 + s_CL : 0.0899361 + s_CM : 0.0475388 + s_upper_bl_H_31 : 0.0391648 + s_lower_bl_H_31 : 0.0391006 + s_lower_bl_H_30 : 0.0339669 + s_upper_bl_H_30 : 0.033629 + s_lower_bl_H_1 : 0.0334104 + s_lower_bl_H_5 : 0.0328643 + s_lower_bl_H_4 : 0.0320232 +Epoch: 115 | Train Loss: 2.48298 | Test Loss: 2.56623 | analysis_confidence: 0.155278 | CL: 0.0254285 | ln_CD: 0.0508072 | CM: 0.0043468 | Top_Xtr: 0.0208409 | Bot_Xtr: 0.0240497 +Loss contributors: + s_ln_CD : 0.11715 + s_CL : 0.0899617 + s_CM : 0.0476244 + s_lower_bl_H_31 : 0.0384919 + s_upper_bl_H_31 : 0.037187 + s_lower_bl_H_30 : 0.0337877 + s_lower_bl_H_5 : 0.0330028 + s_lower_bl_H_1 : 0.032827 + s_upper_bl_H_30 : 0.0326978 + s_lower_bl_H_4 : 0.032332 +Epoch: 116 | Train Loss: 2.47808 | Test Loss: 2.61541 | analysis_confidence: 0.158144 | CL: 0.0257601 | ln_CD: 0.049276 | CM: 0.0043757 | Top_Xtr: 0.0201998 | Bot_Xtr: 0.0231678 +Loss contributors: + s_ln_CD : 0.111216 + s_CL : 0.0915442 + s_CM : 0.0485458 + s_lower_bl_H_31 : 0.0397462 + s_upper_bl_H_31 : 0.0393108 + s_lower_bl_H_30 : 0.0339733 + s_upper_bl_H_30 : 0.0338081 + s_lower_bl_H_5 : 0.0329399 + s_lower_bl_H_1 : 0.0328351 + s_lower_bl_H_4 : 0.0325761 +Epoch: 117 | Train Loss: 2.4776 | Test Loss: 2.63085 | analysis_confidence: 0.16329 | CL: 0.0266715 | ln_CD: 0.0529193 | CM: 0.00439813 | Top_Xtr: 0.0202998 | Bot_Xtr: 0.0233299 +Loss contributors: + s_ln_CD : 0.116852 + s_CL : 0.090515 + s_CM : 0.0484736 + s_lower_bl_H_31 : 0.0408507 + s_upper_bl_H_31 : 0.0388855 + s_lower_bl_H_30 : 0.0348684 + s_lower_bl_H_1 : 0.0342156 + s_upper_bl_H_30 : 0.0334066 + s_lower_bl_H_5 : 0.0326421 + s_lower_bl_H_6 : 0.0319188 +Epoch: 118 | Train Loss: 2.47368 | Test Loss: 2.6903 | analysis_confidence: 0.155336 | CL: 0.0266245 | ln_CD: 0.0524724 | CM: 0.00488179 | Top_Xtr: 0.0210627 | Bot_Xtr: 0.0238616 +Loss contributors: + s_ln_CD : 0.121587 + s_CL : 0.0932162 + s_CM : 0.0544144 + s_lower_bl_H_31 : 0.0401283 + s_upper_bl_H_31 : 0.0398934 + s_lower_bl_H_30 : 0.0352821 + s_lower_bl_H_5 : 0.0349138 + s_lower_bl_H_1 : 0.0348295 + s_upper_bl_H_30 : 0.0345856 + s_lower_bl_H_2 : 0.0339724 +Epoch: 119 | Train Loss: 2.47052 | Test Loss: 2.60412 | analysis_confidence: 0.159854 | CL: 0.0262216 | ln_CD: 0.0520041 | CM: 0.00432381 | Top_Xtr: 0.0227621 | Bot_Xtr: 0.0257111 +Loss contributors: + s_ln_CD : 0.118538 + s_CL : 0.0908667 + s_CM : 0.0475143 + s_lower_bl_H_31 : 0.0405667 + s_upper_bl_H_31 : 0.0390951 + s_lower_bl_H_30 : 0.0359379 + s_upper_bl_H_30 : 0.0348347 + s_lower_bl_H_1 : 0.0329613 + s_lower_bl_H_5 : 0.0326545 + s_lower_bl_H_2 : 0.0320252 +Epoch: 120 | Train Loss: 2.46604 | Test Loss: 2.60451 | analysis_confidence: 0.158986 | CL: 0.0310146 | ln_CD: 0.0538667 | CM: 0.00480296 | Top_Xtr: 0.0201598 | Bot_Xtr: 0.0235185 +Loss contributors: + s_ln_CD : 0.115096 + s_CL : 0.0986218 + s_CM : 0.0517301 + s_lower_bl_H_31 : 0.0384056 + s_upper_bl_H_31 : 0.0372651 + s_lower_bl_H_30 : 0.0345572 + s_lower_bl_H_5 : 0.0339581 + s_lower_bl_H_1 : 0.0337251 + s_upper_bl_H_30 : 0.0334572 + s_lower_bl_H_4 : 0.0329487 +Epoch: 121 | Train Loss: 2.46152 | Test Loss: 2.54446 | analysis_confidence: 0.159231 | CL: 0.0261447 | ln_CD: 0.0499794 | CM: 0.00433452 | Top_Xtr: 0.0204327 | Bot_Xtr: 0.023146 +Loss contributors: + s_ln_CD : 0.115862 + s_CL : 0.0894272 + s_CM : 0.0478002 + s_lower_bl_H_31 : 0.0383703 + s_upper_bl_H_31 : 0.0374917 + s_lower_bl_H_30 : 0.0343206 + s_upper_bl_H_30 : 0.0334764 + s_lower_bl_H_1 : 0.0325663 + s_lower_bl_H_5 : 0.0321741 + s_lower_bl_H_4 : 0.0311652 +Epoch: 122 | Train Loss: 2.45774 | Test Loss: 2.67885 | analysis_confidence: 0.156572 | CL: 0.0265077 | ln_CD: 0.0519144 | CM: 0.00469938 | Top_Xtr: 0.0221964 | Bot_Xtr: 0.0248546 +Loss contributors: + s_ln_CD : 0.116539 + s_CL : 0.0920857 + s_CM : 0.0505761 + s_upper_bl_H_31 : 0.0394242 + s_lower_bl_H_31 : 0.0391336 + s_lower_bl_H_1 : 0.0358101 + s_lower_bl_H_5 : 0.0352804 + s_upper_bl_H_30 : 0.0348423 + s_lower_bl_H_4 : 0.0347002 + s_lower_bl_H_30 : 0.0344532 +Epoch: 123 | Train Loss: 2.45431 | Test Loss: 2.53084 | analysis_confidence: 0.159895 | CL: 0.027718 | ln_CD: 0.0526847 | CM: 0.00433185 | Top_Xtr: 0.0198644 | Bot_Xtr: 0.0231993 +Loss contributors: + s_ln_CD : 0.112437 + s_CL : 0.0917126 + s_CM : 0.0471799 + s_lower_bl_H_31 : 0.0398132 + s_upper_bl_H_31 : 0.0382492 + s_lower_bl_H_30 : 0.0346181 + s_upper_bl_H_30 : 0.0332714 + s_lower_bl_H_1 : 0.0326513 + s_lower_bl_H_5 : 0.0323122 + s_lower_bl_H_4 : 0.031505 +Epoch: 124 | Train Loss: 2.45138 | Test Loss: 2.65363 | analysis_confidence: 0.163564 | CL: 0.0270553 | ln_CD: 0.0525322 | CM: 0.00453623 | Top_Xtr: 0.0213807 | Bot_Xtr: 0.0237044 +Loss contributors: + s_ln_CD : 0.114896 + s_CL : 0.0926599 + s_CM : 0.0510731 + s_lower_bl_H_31 : 0.0408469 + s_upper_bl_H_31 : 0.0380969 + s_lower_bl_H_30 : 0.0367006 + s_lower_bl_H_5 : 0.0346977 + s_lower_bl_H_1 : 0.0341134 + s_upper_bl_H_30 : 0.0340265 + s_lower_bl_H_4 : 0.0337644 +Epoch: 125 | Train Loss: 2.45097 | Test Loss: 2.57436 | analysis_confidence: 0.157163 | CL: 0.025704 | ln_CD: 0.0575109 | CM: 0.00428958 | Top_Xtr: 0.0220226 | Bot_Xtr: 0.0248734 +Loss contributors: + s_ln_CD : 0.116896 + s_CL : 0.0900733 + s_CM : 0.0472575 + s_lower_bl_H_31 : 0.0392838 + s_upper_bl_H_31 : 0.0379891 + s_lower_bl_H_30 : 0.0341321 + s_lower_bl_H_1 : 0.0335337 + s_upper_bl_H_30 : 0.0333345 + s_lower_bl_H_5 : 0.0330704 + s_lower_bl_H_6 : 0.0316997 +Epoch: 126 | Train Loss: 2.44596 | Test Loss: 2.51495 | analysis_confidence: 0.157723 | CL: 0.0275168 | ln_CD: 0.0529101 | CM: 0.00439719 | Top_Xtr: 0.0202273 | Bot_Xtr: 0.02325 +Loss contributors: + s_ln_CD : 0.112807 + s_CL : 0.0913771 + s_CM : 0.0477556 + s_lower_bl_H_31 : 0.0374699 + s_upper_bl_H_31 : 0.0360439 + s_lower_bl_H_30 : 0.0330214 + s_lower_bl_H_1 : 0.0327034 + s_upper_bl_H_30 : 0.032103 + s_lower_bl_H_5 : 0.0319325 + s_lower_bl_H_4 : 0.0310992 +Epoch: 127 | Train Loss: 2.44109 | Test Loss: 2.54133 | analysis_confidence: 0.155943 | CL: 0.0251383 | ln_CD: 0.0497376 | CM: 0.00423829 | Top_Xtr: 0.0206105 | Bot_Xtr: 0.0237761 +Loss contributors: + s_ln_CD : 0.109689 + s_CL : 0.0880405 + s_CM : 0.0465257 + s_lower_bl_H_31 : 0.0375311 + s_upper_bl_H_31 : 0.0363385 + s_lower_bl_H_30 : 0.0331055 + s_lower_bl_H_1 : 0.0329309 + s_upper_bl_H_30 : 0.0327192 + s_lower_bl_H_5 : 0.0323277 + s_lower_bl_H_4 : 0.0314876 +Epoch: 128 | Train Loss: 2.43742 | Test Loss: 2.56414 | analysis_confidence: 0.159224 | CL: 0.0252832 | ln_CD: 0.0500686 | CM: 0.00437447 | Top_Xtr: 0.0211636 | Bot_Xtr: 0.024225 +Loss contributors: + s_ln_CD : 0.112084 + s_CL : 0.0892448 + s_CM : 0.047593 + s_lower_bl_H_31 : 0.0385482 + s_upper_bl_H_31 : 0.037204 + s_lower_bl_H_30 : 0.0338251 + s_lower_bl_H_1 : 0.0333741 + s_lower_bl_H_5 : 0.0330478 + s_upper_bl_H_30 : 0.032945 + s_lower_bl_H_3 : 0.0322087 +Epoch: 129 | Train Loss: 2.43399 | Test Loss: 2.5474 | analysis_confidence: 0.158012 | CL: 0.0259495 | ln_CD: 0.0522417 | CM: 0.00439542 | Top_Xtr: 0.0211894 | Bot_Xtr: 0.0246939 +Loss contributors: + s_ln_CD : 0.111649 + s_CL : 0.0898248 + s_CM : 0.0472625 + s_lower_bl_H_31 : 0.0376977 + s_upper_bl_H_31 : 0.0366521 + s_lower_bl_H_30 : 0.0331238 + s_lower_bl_H_1 : 0.03273 + s_upper_bl_H_30 : 0.0325052 + s_lower_bl_H_5 : 0.0324059 + s_lower_bl_H_6 : 0.0320584 +Epoch: 130 | Train Loss: 2.43236 | Test Loss: 2.52628 | analysis_confidence: 0.160164 | CL: 0.0252362 | ln_CD: 0.051867 | CM: 0.00457873 | Top_Xtr: 0.0200245 | Bot_Xtr: 0.0238064 +Loss contributors: + s_ln_CD : 0.113116 + s_CL : 0.0883634 + s_CM : 0.0494693 + s_lower_bl_H_31 : 0.0376295 + s_upper_bl_H_31 : 0.0367339 + s_lower_bl_H_30 : 0.0338021 + s_upper_bl_H_30 : 0.0332236 + s_lower_bl_H_1 : 0.0325103 + s_lower_bl_H_5 : 0.0318435 + s_lower_bl_H_2 : 0.0311006 +Epoch: 131 | Train Loss: 2.42794 | Test Loss: 2.51575 | analysis_confidence: 0.158126 | CL: 0.026007 | ln_CD: 0.057683 | CM: 0.00432904 | Top_Xtr: 0.0198313 | Bot_Xtr: 0.0228948 +Loss contributors: + s_ln_CD : 0.115884 + s_CL : 0.0889863 + s_CM : 0.0470755 + s_lower_bl_H_31 : 0.0382928 + s_upper_bl_H_31 : 0.036564 + s_lower_bl_H_30 : 0.0335355 + s_lower_bl_H_1 : 0.0329193 + s_lower_bl_H_5 : 0.0323334 + s_upper_bl_H_30 : 0.0321955 + s_lower_bl_H_4 : 0.0313606 +Epoch: 132 | Train Loss: 2.42561 | Test Loss: 2.58944 | analysis_confidence: 0.159362 | CL: 0.0261381 | ln_CD: 0.0521452 | CM: 0.00438307 | Top_Xtr: 0.0214162 | Bot_Xtr: 0.0244965 +Loss contributors: + s_ln_CD : 0.113384 + s_CL : 0.0908326 + s_CM : 0.0478614 + s_lower_bl_H_31 : 0.0378942 + s_upper_bl_H_31 : 0.0371446 + s_lower_bl_H_30 : 0.0339353 + s_upper_bl_H_30 : 0.0337692 + s_lower_bl_H_1 : 0.0334085 + s_lower_bl_H_5 : 0.0331742 + s_lower_bl_H_4 : 0.0318302 +Epoch: 133 | Train Loss: 2.42165 | Test Loss: 2.58076 | analysis_confidence: 0.160855 | CL: 0.0272431 | ln_CD: 0.0499713 | CM: 0.00450224 | Top_Xtr: 0.0206212 | Bot_Xtr: 0.0234309 +Loss contributors: + s_ln_CD : 0.112515 + s_CL : 0.095413 + s_CM : 0.0503886 + s_lower_bl_H_31 : 0.039267 + s_upper_bl_H_31 : 0.0377623 + s_lower_bl_H_30 : 0.0353278 + s_upper_bl_H_30 : 0.0342028 + s_lower_bl_H_1 : 0.0325514 + s_lower_bl_H_5 : 0.0324277 + s_lower_bl_H_4 : 0.0314809 +Epoch: 134 | Train Loss: 2.41883 | Test Loss: 2.52479 | analysis_confidence: 0.15954 | CL: 0.0256571 | ln_CD: 0.0491713 | CM: 0.00458158 | Top_Xtr: 0.0197422 | Bot_Xtr: 0.022823 +Loss contributors: + s_ln_CD : 0.110085 + s_CL : 0.0882131 + s_CM : 0.0491134 + s_lower_bl_H_31 : 0.0383052 + s_upper_bl_H_31 : 0.0380679 + s_lower_bl_H_30 : 0.0336665 + s_upper_bl_H_30 : 0.0335273 + s_lower_bl_H_1 : 0.0329526 + s_lower_bl_H_5 : 0.0323721 + s_lower_bl_H_2 : 0.0314689 +Epoch: 135 | Train Loss: 2.41585 | Test Loss: 2.57682 | analysis_confidence: 0.15968 | CL: 0.0284421 | ln_CD: 0.0554475 | CM: 0.00433269 | Top_Xtr: 0.0200145 | Bot_Xtr: 0.0231677 +Loss contributors: + s_ln_CD : 0.125147 + s_CL : 0.0928597 + s_CM : 0.047527 + s_lower_bl_H_31 : 0.0381232 + s_upper_bl_H_31 : 0.0372622 + s_lower_bl_H_30 : 0.0338724 + s_lower_bl_H_1 : 0.0330678 + s_upper_bl_H_30 : 0.0328223 + s_lower_bl_H_5 : 0.0326174 + s_lower_bl_H_2 : 0.0316358 +Epoch: 136 | Train Loss: 2.41292 | Test Loss: 2.65149 | analysis_confidence: 0.156077 | CL: 0.0261584 | ln_CD: 0.0570296 | CM: 0.00439049 | Top_Xtr: 0.0206436 | Bot_Xtr: 0.0237366 +Loss contributors: + s_ln_CD : 0.11968 + s_CL : 0.0917728 + s_CM : 0.047563 + s_lower_bl_H_31 : 0.0410728 + s_upper_bl_H_31 : 0.0384796 + s_lower_bl_H_30 : 0.0353192 + s_upper_bl_H_30 : 0.0336728 + s_lower_bl_H_1 : 0.0332798 + s_lower_bl_H_5 : 0.0332239 + s_lower_bl_H_4 : 0.032088 +Epoch: 137 | Train Loss: 2.40856 | Test Loss: 2.53581 | analysis_confidence: 0.156717 | CL: 0.0263663 | ln_CD: 0.05042 | CM: 0.00435629 | Top_Xtr: 0.0196104 | Bot_Xtr: 0.0226123 +Loss contributors: + s_ln_CD : 0.11357 + s_CL : 0.0901653 + s_CM : 0.0473606 + s_lower_bl_H_31 : 0.0379285 + s_upper_bl_H_31 : 0.0370337 + s_lower_bl_H_30 : 0.0334492 + s_upper_bl_H_30 : 0.0334172 + s_lower_bl_H_5 : 0.0325421 + s_lower_bl_H_1 : 0.0325042 + s_lower_bl_H_4 : 0.0316188 +Epoch: 138 | Train Loss: 2.40911 | Test Loss: 2.55151 | analysis_confidence: 0.154996 | CL: 0.0264244 | ln_CD: 0.0494265 | CM: 0.00436588 | Top_Xtr: 0.0227565 | Bot_Xtr: 0.0260136 +Loss contributors: + s_ln_CD : 0.111146 + s_CL : 0.0895331 + s_CM : 0.0474481 + s_lower_bl_H_31 : 0.0379519 + s_upper_bl_H_31 : 0.0373144 + s_lower_bl_H_30 : 0.0339701 + s_upper_bl_H_30 : 0.0333413 + s_lower_bl_H_5 : 0.0325484 + s_lower_bl_H_1 : 0.0324974 + s_lower_bl_H_6 : 0.031431 +Epoch: 139 | Train Loss: 2.40461 | Test Loss: 2.57312 | analysis_confidence: 0.156299 | CL: 0.0287921 | ln_CD: 0.0531239 | CM: 0.00444375 | Top_Xtr: 0.0200288 | Bot_Xtr: 0.0232706 +Loss contributors: + s_ln_CD : 0.112127 + s_CL : 0.0930345 + s_CM : 0.0480124 + s_lower_bl_H_31 : 0.0387307 + s_upper_bl_H_31 : 0.037864 + s_lower_bl_H_30 : 0.034351 + s_upper_bl_H_30 : 0.0338151 + s_lower_bl_H_5 : 0.0334048 + s_lower_bl_H_1 : 0.0332686 + s_lower_bl_H_6 : 0.0318834 +Epoch: 140 | Train Loss: 2.40058 | Test Loss: 2.63935 | analysis_confidence: 0.158456 | CL: 0.0293107 | ln_CD: 0.0584289 | CM: 0.00431664 | Top_Xtr: 0.0208188 | Bot_Xtr: 0.0237789 +Loss contributors: + s_ln_CD : 0.1181 + s_CL : 0.0978964 + s_CM : 0.0473107 + s_lower_bl_H_31 : 0.0379506 + s_upper_bl_H_31 : 0.0366547 + s_lower_bl_H_5 : 0.0352633 + s_lower_bl_H_30 : 0.0342339 + s_lower_bl_H_2 : 0.034187 + s_lower_bl_H_1 : 0.0341219 + s_lower_bl_H_4 : 0.033892 +Epoch: 141 | Train Loss: 2.39891 | Test Loss: 2.59678 | analysis_confidence: 0.153383 | CL: 0.0273492 | ln_CD: 0.0555063 | CM: 0.00458537 | Top_Xtr: 0.0213845 | Bot_Xtr: 0.0235185 +Loss contributors: + s_ln_CD : 0.118275 + s_CL : 0.0911189 + s_CM : 0.0495409 + s_lower_bl_H_31 : 0.0383603 + s_upper_bl_H_31 : 0.0368049 + s_lower_bl_H_30 : 0.0343934 + s_upper_bl_H_30 : 0.0330433 + s_lower_bl_H_5 : 0.0327798 + s_lower_bl_H_1 : 0.0323889 + s_lower_bl_H_6 : 0.0315428 +Epoch: 142 | Train Loss: 2.39419 | Test Loss: 2.50515 | analysis_confidence: 0.156188 | CL: 0.0270734 | ln_CD: 0.0498353 | CM: 0.00470992 | Top_Xtr: 0.0195745 | Bot_Xtr: 0.0226786 +Loss contributors: + s_ln_CD : 0.110344 + s_CL : 0.0898494 + s_CM : 0.0507668 + s_lower_bl_H_31 : 0.0377099 + s_upper_bl_H_31 : 0.0360967 + s_lower_bl_H_30 : 0.0337618 + s_upper_bl_H_30 : 0.0324086 + s_lower_bl_H_5 : 0.032115 + s_lower_bl_H_1 : 0.0318078 + s_lower_bl_H_4 : 0.0308609 +Epoch: 143 | Train Loss: 2.39265 | Test Loss: 2.50847 | analysis_confidence: 0.156501 | CL: 0.026926 | ln_CD: 0.0497555 | CM: 0.0047805 | Top_Xtr: 0.0192954 | Bot_Xtr: 0.0220282 +Loss contributors: + s_ln_CD : 0.113806 + s_CL : 0.0900517 + s_CM : 0.0502018 + s_lower_bl_H_31 : 0.0379613 + s_upper_bl_H_31 : 0.0359401 + s_lower_bl_H_30 : 0.0335223 + s_lower_bl_H_1 : 0.0333609 + s_lower_bl_H_5 : 0.0324119 + s_upper_bl_H_30 : 0.0318943 + s_lower_bl_H_4 : 0.031557 +Epoch: 144 | Train Loss: 2.39001 | Test Loss: 2.48071 | analysis_confidence: 0.155989 | CL: 0.0252609 | ln_CD: 0.0493449 | CM: 0.00428624 | Top_Xtr: 0.01989 | Bot_Xtr: 0.0228579 +Loss contributors: + s_ln_CD : 0.110278 + s_CL : 0.0884978 + s_CM : 0.046219 + s_lower_bl_H_31 : 0.0367015 + s_upper_bl_H_31 : 0.0353479 + s_lower_bl_H_1 : 0.0333441 + s_lower_bl_H_30 : 0.0326371 + s_lower_bl_H_5 : 0.0319247 + s_upper_bl_H_30 : 0.0317651 + s_lower_bl_H_2 : 0.0311133 +Epoch: 145 | Train Loss: 2.38569 | Test Loss: 2.58288 | analysis_confidence: 0.157385 | CL: 0.026138 | ln_CD: 0.0516802 | CM: 0.00442485 | Top_Xtr: 0.0194369 | Bot_Xtr: 0.0226974 +Loss contributors: + s_ln_CD : 0.119493 + s_CL : 0.0905168 + s_CM : 0.0491343 + s_lower_bl_H_31 : 0.0385841 + s_upper_bl_H_31 : 0.0373262 + s_lower_bl_H_30 : 0.0346226 + s_upper_bl_H_30 : 0.0332045 + s_lower_bl_H_5 : 0.0324127 + s_lower_bl_H_1 : 0.0323427 + s_lower_bl_H_11 : 0.0311479 +Epoch: 146 | Train Loss: 2.38435 | Test Loss: 2.53225 | analysis_confidence: 0.158385 | CL: 0.0251439 | ln_CD: 0.053579 | CM: 0.00440522 | Top_Xtr: 0.0198435 | Bot_Xtr: 0.0225448 +Loss contributors: + s_ln_CD : 0.11172 + s_CL : 0.08708 + s_CM : 0.047933 + s_lower_bl_H_31 : 0.0381122 + s_upper_bl_H_31 : 0.0368934 + s_lower_bl_H_5 : 0.0334488 + s_lower_bl_H_30 : 0.0333138 + s_lower_bl_H_1 : 0.0328895 + s_upper_bl_H_30 : 0.0320636 + s_lower_bl_H_6 : 0.032025 +Epoch: 147 | Train Loss: 2.3785 | Test Loss: 2.56543 | analysis_confidence: 0.15735 | CL: 0.026132 | ln_CD: 0.0507403 | CM: 0.00420203 | Top_Xtr: 0.0241904 | Bot_Xtr: 0.0272548 +Loss contributors: + s_ln_CD : 0.11036 + s_CL : 0.0909777 + s_CM : 0.0463272 + s_lower_bl_H_31 : 0.038132 + s_upper_bl_H_31 : 0.0373813 + s_upper_bl_H_30 : 0.033478 + s_lower_bl_H_30 : 0.0332359 + s_lower_bl_H_5 : 0.0325962 + s_lower_bl_H_1 : 0.032349 + s_lower_bl_H_4 : 0.0317833 +Epoch: 148 | Train Loss: 2.37625 | Test Loss: 2.52193 | analysis_confidence: 0.15447 | CL: 0.025259 | ln_CD: 0.0487603 | CM: 0.00430091 | Top_Xtr: 0.0206867 | Bot_Xtr: 0.0238293 +Loss contributors: + s_ln_CD : 0.110065 + s_CL : 0.0879394 + s_CM : 0.0473487 + s_lower_bl_H_31 : 0.037485 + s_upper_bl_H_31 : 0.0355211 + s_lower_bl_H_30 : 0.03357 + s_lower_bl_H_1 : 0.0333737 + s_lower_bl_H_5 : 0.0331278 + s_lower_bl_H_4 : 0.0321852 + s_upper_bl_H_30 : 0.0320473 +Epoch: 149 | Train Loss: 2.37507 | Test Loss: 2.53085 | analysis_confidence: 0.15149 | CL: 0.0257502 | ln_CD: 0.0549288 | CM: 0.00454171 | Top_Xtr: 0.0193958 | Bot_Xtr: 0.0223435 +Loss contributors: + s_ln_CD : 0.114754 + s_CL : 0.0897392 + s_CM : 0.0511088 + s_lower_bl_H_31 : 0.0372371 + s_upper_bl_H_31 : 0.0354942 + s_lower_bl_H_30 : 0.0330021 + s_lower_bl_H_5 : 0.0324342 + s_lower_bl_H_1 : 0.0322472 + s_upper_bl_H_30 : 0.0317831 + s_lower_bl_H_6 : 0.0311729 +Epoch: 150 | Train Loss: 2.37201 | Test Loss: 2.52503 | analysis_confidence: 0.154025 | CL: 0.0278892 | ln_CD: 0.0504163 | CM: 0.00435405 | Top_Xtr: 0.0212526 | Bot_Xtr: 0.0240361 +Loss contributors: + s_ln_CD : 0.111594 + s_CL : 0.0927254 + s_CM : 0.0467809 + s_lower_bl_H_31 : 0.0383766 + s_upper_bl_H_31 : 0.036483 + s_lower_bl_H_30 : 0.0352834 + s_upper_bl_H_30 : 0.0337982 + s_lower_bl_H_1 : 0.03292 + s_lower_bl_H_5 : 0.0322998 + s_lower_bl_H_4 : 0.0312885 +Epoch: 151 | Train Loss: 2.36968 | Test Loss: 2.45999 | analysis_confidence: 0.152338 | CL: 0.0255955 | ln_CD: 0.0488818 | CM: 0.00429249 | Top_Xtr: 0.0192457 | Bot_Xtr: 0.0221654 +Loss contributors: + s_ln_CD : 0.109147 + s_CL : 0.0893684 + s_CM : 0.0469592 + s_lower_bl_H_31 : 0.0362831 + s_upper_bl_H_31 : 0.0350422 + s_lower_bl_H_30 : 0.0328052 + s_lower_bl_H_5 : 0.0326343 + s_upper_bl_H_30 : 0.0319057 + s_lower_bl_H_1 : 0.0318018 + s_lower_bl_H_4 : 0.0310097 +Epoch: 152 | Train Loss: 2.36601 | Test Loss: 2.52402 | analysis_confidence: 0.15084 | CL: 0.0248462 | ln_CD: 0.0589977 | CM: 0.00422393 | Top_Xtr: 0.0211748 | Bot_Xtr: 0.0239328 +Loss contributors: + s_ln_CD : 0.118287 + s_CL : 0.0886766 + s_CM : 0.0465646 + s_lower_bl_H_31 : 0.0389721 + s_upper_bl_H_31 : 0.037832 + s_lower_bl_H_30 : 0.033377 + s_upper_bl_H_30 : 0.0331757 + s_lower_bl_H_1 : 0.0329178 + s_lower_bl_H_5 : 0.0318897 + s_lower_bl_H_4 : 0.031278 +Epoch: 153 | Train Loss: 2.36359 | Test Loss: 2.51381 | analysis_confidence: 0.152388 | CL: 0.0251633 | ln_CD: 0.0553684 | CM: 0.00424715 | Top_Xtr: 0.0197584 | Bot_Xtr: 0.0227498 +Loss contributors: + s_ln_CD : 0.114648 + s_CL : 0.0879527 + s_CM : 0.0472664 + s_lower_bl_H_31 : 0.038181 + s_upper_bl_H_31 : 0.0381447 + s_upper_bl_H_30 : 0.0342021 + s_lower_bl_H_30 : 0.0341246 + s_lower_bl_H_5 : 0.0326948 + s_lower_bl_H_4 : 0.0320521 + s_lower_bl_H_1 : 0.0318551 +Epoch: 154 | Train Loss: 2.36043 | Test Loss: 2.46283 | analysis_confidence: 0.153949 | CL: 0.0252965 | ln_CD: 0.0494849 | CM: 0.00447626 | Top_Xtr: 0.0198744 | Bot_Xtr: 0.0232441 +Loss contributors: + s_ln_CD : 0.108675 + s_CL : 0.0866472 + s_CM : 0.0478483 + s_lower_bl_H_31 : 0.036725 + s_upper_bl_H_31 : 0.035309 + s_lower_bl_H_30 : 0.033056 + s_lower_bl_H_1 : 0.0317307 + s_upper_bl_H_30 : 0.0316551 + s_lower_bl_H_5 : 0.0315625 + s_lower_bl_H_6 : 0.0303639 +Epoch: 155 | Train Loss: 2.35827 | Test Loss: 2.52409 | analysis_confidence: 0.161313 | CL: 0.0269456 | ln_CD: 0.0605443 | CM: 0.00463702 | Top_Xtr: 0.0191169 | Bot_Xtr: 0.0219349 +Loss contributors: + s_ln_CD : 0.119122 + s_CL : 0.0924155 + s_CM : 0.0500287 + s_upper_bl_H_31 : 0.0370285 + s_lower_bl_H_31 : 0.0369487 + s_lower_bl_H_30 : 0.0328992 + s_upper_bl_H_30 : 0.0327722 + s_lower_bl_H_5 : 0.032463 + s_lower_bl_H_1 : 0.0319491 + s_lower_bl_H_4 : 0.0312878 +Epoch: 156 | Train Loss: 2.35469 | Test Loss: 2.48388 | analysis_confidence: 0.15273 | CL: 0.0284265 | ln_CD: 0.0505513 | CM: 0.00450232 | Top_Xtr: 0.0208782 | Bot_Xtr: 0.0235922 +Loss contributors: + s_ln_CD : 0.110548 + s_CL : 0.092105 + s_CM : 0.047912 + s_lower_bl_H_31 : 0.0367877 + s_upper_bl_H_31 : 0.0356485 + s_lower_bl_H_30 : 0.0326581 + s_upper_bl_H_30 : 0.0318509 + s_lower_bl_H_1 : 0.0317852 + s_lower_bl_H_5 : 0.0317522 + s_lower_bl_H_4 : 0.0307049 +Epoch: 157 | Train Loss: 2.35382 | Test Loss: 2.52825 | analysis_confidence: 0.156169 | CL: 0.0249268 | ln_CD: 0.0552513 | CM: 0.00427905 | Top_Xtr: 0.0204906 | Bot_Xtr: 0.0230046 +Loss contributors: + s_ln_CD : 0.117016 + s_CL : 0.0890888 + s_CM : 0.0467569 + s_lower_bl_H_31 : 0.0384399 + s_upper_bl_H_31 : 0.0367895 + s_lower_bl_H_5 : 0.034756 + s_lower_bl_H_30 : 0.0335498 + s_lower_bl_H_6 : 0.0334649 + s_upper_bl_H_30 : 0.0324516 + s_lower_bl_H_1 : 0.032361 +Epoch: 158 | Train Loss: 2.34998 | Test Loss: 2.47942 | analysis_confidence: 0.153207 | CL: 0.0263243 | ln_CD: 0.0538205 | CM: 0.00435518 | Top_Xtr: 0.0195705 | Bot_Xtr: 0.0229125 +Loss contributors: + s_ln_CD : 0.116085 + s_CL : 0.0884243 + s_CM : 0.0467686 + s_lower_bl_H_31 : 0.0362269 + s_upper_bl_H_31 : 0.0351224 + s_lower_bl_H_30 : 0.0329801 + s_lower_bl_H_1 : 0.0321888 + s_upper_bl_H_30 : 0.0317559 + s_lower_bl_H_5 : 0.0317021 + s_lower_bl_H_2 : 0.0311918 +Epoch: 159 | Train Loss: 2.34767 | Test Loss: 2.49864 | analysis_confidence: 0.152462 | CL: 0.0289576 | ln_CD: 0.0496287 | CM: 0.00476842 | Top_Xtr: 0.0195812 | Bot_Xtr: 0.023077 +Loss contributors: + s_ln_CD : 0.109599 + s_CL : 0.0936996 + s_CM : 0.050278 + s_lower_bl_H_31 : 0.0368192 + s_upper_bl_H_31 : 0.0353038 + s_lower_bl_H_30 : 0.0327178 + s_lower_bl_H_1 : 0.0324421 + s_lower_bl_H_5 : 0.0321872 + s_upper_bl_H_30 : 0.0313818 + s_lower_bl_H_4 : 0.0306481 +Epoch: 160 | Train Loss: 2.34657 | Test Loss: 2.46677 | analysis_confidence: 0.152554 | CL: 0.0268369 | ln_CD: 0.0503635 | CM: 0.00431571 | Top_Xtr: 0.0193006 | Bot_Xtr: 0.0222623 +Loss contributors: + s_ln_CD : 0.109767 + s_CL : 0.0894022 + s_CM : 0.0464795 + s_lower_bl_H_31 : 0.0362645 + s_upper_bl_H_31 : 0.0347826 + s_lower_bl_H_30 : 0.0327741 + s_lower_bl_H_1 : 0.0320358 + s_lower_bl_H_5 : 0.031929 + s_upper_bl_H_30 : 0.0315726 + s_lower_bl_H_6 : 0.0307445 +Epoch: 161 | Train Loss: 2.34053 | Test Loss: 2.43485 | analysis_confidence: 0.153227 | CL: 0.0248553 | ln_CD: 0.0492433 | CM: 0.00420242 | Top_Xtr: 0.0204672 | Bot_Xtr: 0.0229085 +Loss contributors: + s_ln_CD : 0.110867 + s_CL : 0.0852813 + s_CM : 0.0453521 + s_lower_bl_H_31 : 0.0358951 + s_upper_bl_H_31 : 0.0349843 + s_lower_bl_H_30 : 0.0322362 + s_lower_bl_H_5 : 0.0319948 + s_lower_bl_H_1 : 0.0317082 + s_upper_bl_H_30 : 0.0315163 + s_lower_bl_H_6 : 0.0307569 +Epoch: 162 | Train Loss: 2.34035 | Test Loss: 2.47696 | analysis_confidence: 0.155237 | CL: 0.0257336 | ln_CD: 0.0488287 | CM: 0.00428947 | Top_Xtr: 0.0189239 | Bot_Xtr: 0.0217866 +Loss contributors: + s_ln_CD : 0.107448 + s_CL : 0.0872621 + s_CM : 0.0466774 + s_lower_bl_H_31 : 0.0365652 + s_upper_bl_H_31 : 0.0345768 + s_lower_bl_H_30 : 0.0329914 + s_lower_bl_H_1 : 0.0326245 + s_lower_bl_H_5 : 0.031806 + s_upper_bl_H_30 : 0.0310265 + s_lower_bl_H_4 : 0.031013 +Epoch: 163 | Train Loss: 2.33829 | Test Loss: 2.50067 | analysis_confidence: 0.154982 | CL: 0.0254977 | ln_CD: 0.0505178 | CM: 0.00424672 | Top_Xtr: 0.0190536 | Bot_Xtr: 0.0215307 +Loss contributors: + s_ln_CD : 0.111814 + s_CL : 0.0896739 + s_CM : 0.0467741 + s_lower_bl_H_31 : 0.036381 + s_upper_bl_H_31 : 0.0357801 + s_lower_bl_H_5 : 0.0327657 + s_lower_bl_H_30 : 0.0321262 + s_upper_bl_H_30 : 0.0319234 + s_lower_bl_H_1 : 0.0317063 + s_lower_bl_H_4 : 0.0316883 +Epoch: 164 | Train Loss: 2.33634 | Test Loss: 2.52362 | analysis_confidence: 0.153764 | CL: 0.0276216 | ln_CD: 0.054491 | CM: 0.00454635 | Top_Xtr: 0.0200988 | Bot_Xtr: 0.0224769 +Loss contributors: + s_ln_CD : 0.113373 + s_CL : 0.0919756 + s_CM : 0.0485365 + s_lower_bl_H_31 : 0.0374395 + s_upper_bl_H_31 : 0.0354822 + s_lower_bl_H_30 : 0.0330014 + s_lower_bl_H_1 : 0.0326477 + s_lower_bl_H_5 : 0.0324417 + s_upper_bl_H_30 : 0.0315349 + s_lower_bl_H_4 : 0.0314207 +Epoch: 165 | Train Loss: 2.3317 | Test Loss: 2.53936 | analysis_confidence: 0.155395 | CL: 0.025886 | ln_CD: 0.051559 | CM: 0.00423395 | Top_Xtr: 0.0193917 | Bot_Xtr: 0.0224784 +Loss contributors: + s_ln_CD : 0.112355 + s_CL : 0.0894089 + s_CM : 0.0469624 + s_lower_bl_H_31 : 0.0364592 + s_upper_bl_H_31 : 0.0352829 + s_lower_bl_H_30 : 0.0326461 + s_lower_bl_H_1 : 0.0324251 + s_lower_bl_H_5 : 0.0323092 + s_upper_bl_H_30 : 0.0318225 + s_lower_bl_H_4 : 0.0316375 +Epoch: 166 | Train Loss: 2.33096 | Test Loss: 2.46481 | analysis_confidence: 0.156424 | CL: 0.0255856 | ln_CD: 0.0496496 | CM: 0.00427837 | Top_Xtr: 0.0189156 | Bot_Xtr: 0.0217292 +Loss contributors: + s_ln_CD : 0.110402 + s_CL : 0.0889204 + s_CM : 0.0463525 + s_lower_bl_H_31 : 0.0361964 + s_upper_bl_H_31 : 0.0352829 + s_lower_bl_H_30 : 0.032832 + s_upper_bl_H_30 : 0.0319489 + s_lower_bl_H_1 : 0.0319345 + s_lower_bl_H_5 : 0.0319293 + s_lower_bl_H_4 : 0.0308908 +Epoch: 167 | Train Loss: 2.3287 | Test Loss: 2.49676 | analysis_confidence: 0.1538 | CL: 0.0262388 | ln_CD: 0.0487845 | CM: 0.00433743 | Top_Xtr: 0.0202695 | Bot_Xtr: 0.0224007 +Loss contributors: + s_ln_CD : 0.112122 + s_CL : 0.0892523 + s_CM : 0.0477084 + s_lower_bl_H_31 : 0.0360335 + s_lower_bl_H_5 : 0.0346979 + s_upper_bl_H_31 : 0.0338691 + s_lower_bl_H_4 : 0.0333309 + s_lower_bl_H_6 : 0.0329711 + s_lower_bl_H_30 : 0.0326301 + s_lower_bl_H_1 : 0.0325747 +Epoch: 168 | Train Loss: 2.32612 | Test Loss: 2.49071 | analysis_confidence: 0.153562 | CL: 0.0270737 | ln_CD: 0.0481542 | CM: 0.00444018 | Top_Xtr: 0.019981 | Bot_Xtr: 0.0222685 +Loss contributors: + s_ln_CD : 0.106541 + s_CL : 0.0928056 + s_CM : 0.0478195 + s_lower_bl_H_31 : 0.0384962 + s_upper_bl_H_31 : 0.0371841 + s_lower_bl_H_30 : 0.0345883 + s_upper_bl_H_30 : 0.0338954 + s_lower_bl_H_1 : 0.0321557 + s_lower_bl_H_5 : 0.0314144 + s_lower_bl_H_2 : 0.0308497 +Epoch: 169 | Train Loss: 2.32307 | Test Loss: 2.48623 | analysis_confidence: 0.153016 | CL: 0.0248489 | ln_CD: 0.0497964 | CM: 0.00421757 | Top_Xtr: 0.0193335 | Bot_Xtr: 0.0220138 +Loss contributors: + s_ln_CD : 0.111406 + s_CL : 0.0868522 + s_CM : 0.0455941 + s_lower_bl_H_31 : 0.036892 + s_upper_bl_H_31 : 0.0347575 + s_lower_bl_H_30 : 0.0328844 + s_lower_bl_H_5 : 0.0324909 + s_lower_bl_H_1 : 0.0318064 + s_lower_bl_H_9 : 0.0314028 + s_upper_bl_H_30 : 0.031311 +Epoch: 170 | Train Loss: 2.32045 | Test Loss: 2.46392 | analysis_confidence: 0.151167 | CL: 0.0249051 | ln_CD: 0.0513366 | CM: 0.00424992 | Top_Xtr: 0.0198191 | Bot_Xtr: 0.02295 +Loss contributors: + s_ln_CD : 0.113262 + s_CL : 0.0889185 + s_CM : 0.045956 + s_lower_bl_H_31 : 0.0357946 + s_upper_bl_H_31 : 0.0351466 + s_lower_bl_H_1 : 0.0322786 + s_lower_bl_H_30 : 0.032146 + s_upper_bl_H_30 : 0.031874 + s_lower_bl_H_5 : 0.0314264 + s_lower_bl_H_4 : 0.0302739 +Epoch: 171 | Train Loss: 2.31928 | Test Loss: 2.4265 | analysis_confidence: 0.153688 | CL: 0.0249486 | ln_CD: 0.0497796 | CM: 0.00417335 | Top_Xtr: 0.01867 | Bot_Xtr: 0.0215542 +Loss contributors: + s_ln_CD : 0.108183 + s_CL : 0.0861037 + s_CM : 0.0454088 + s_lower_bl_H_31 : 0.0360162 + s_upper_bl_H_31 : 0.0353393 + s_lower_bl_H_30 : 0.032211 + s_lower_bl_H_5 : 0.0315831 + s_upper_bl_H_30 : 0.0313993 + s_lower_bl_H_1 : 0.0311353 + s_lower_bl_H_6 : 0.030447 +Epoch: 172 | Train Loss: 2.31682 | Test Loss: 2.46703 | analysis_confidence: 0.155819 | CL: 0.0259072 | ln_CD: 0.0499603 | CM: 0.00416459 | Top_Xtr: 0.021503 | Bot_Xtr: 0.0242195 +Loss contributors: + s_ln_CD : 0.108999 + s_CL : 0.0875073 + s_CM : 0.0452427 + s_lower_bl_H_31 : 0.0356691 + s_upper_bl_H_31 : 0.0347456 + s_lower_bl_H_30 : 0.0323201 + s_upper_bl_H_30 : 0.0317053 + s_lower_bl_H_5 : 0.0316166 + s_lower_bl_H_1 : 0.0313852 + s_lower_bl_H_6 : 0.0303939 +Epoch: 173 | Train Loss: 2.31607 | Test Loss: 2.49158 | analysis_confidence: 0.152513 | CL: 0.0254109 | ln_CD: 0.0507516 | CM: 0.00464747 | Top_Xtr: 0.0217187 | Bot_Xtr: 0.0240255 +Loss contributors: + s_ln_CD : 0.116173 + s_CL : 0.0881064 + s_CM : 0.0500386 + s_lower_bl_H_31 : 0.0400893 + s_upper_bl_H_31 : 0.0379035 + s_lower_bl_H_30 : 0.0328698 + s_upper_bl_H_30 : 0.0324711 + s_lower_bl_H_5 : 0.032008 + s_lower_bl_H_1 : 0.0314851 + s_lower_bl_H_6 : 0.0304534 +Epoch: 174 | Train Loss: 2.31497 | Test Loss: 2.45718 | analysis_confidence: 0.157216 | CL: 0.0278559 | ln_CD: 0.0522179 | CM: 0.00475828 | Top_Xtr: 0.0193871 | Bot_Xtr: 0.0225858 +Loss contributors: + s_ln_CD : 0.113188 + s_CL : 0.0905717 + s_CM : 0.0510014 + s_lower_bl_H_31 : 0.036397 + s_upper_bl_H_31 : 0.0344521 + s_lower_bl_H_1 : 0.0330699 + s_lower_bl_H_30 : 0.0326751 + s_lower_bl_H_5 : 0.0325504 + s_lower_bl_H_4 : 0.0314881 + s_lower_bl_H_2 : 0.0314309 +Epoch: 175 | Train Loss: 2.30934 | Test Loss: 2.46096 | analysis_confidence: 0.154344 | CL: 0.0258929 | ln_CD: 0.0506898 | CM: 0.0045205 | Top_Xtr: 0.01844 | Bot_Xtr: 0.0211875 +Loss contributors: + s_ln_CD : 0.115889 + s_CL : 0.0884327 + s_CM : 0.0483706 + s_lower_bl_H_31 : 0.0381308 + s_upper_bl_H_31 : 0.0367728 + s_lower_bl_H_30 : 0.0338569 + s_upper_bl_H_30 : 0.033135 + s_lower_bl_H_5 : 0.0318606 + s_lower_bl_H_1 : 0.0318096 + s_lower_bl_H_2 : 0.0307091 +Epoch: 176 | Train Loss: 2.3092 | Test Loss: 2.45622 | analysis_confidence: 0.148062 | CL: 0.0250768 | ln_CD: 0.051088 | CM: 0.00413755 | Top_Xtr: 0.0202655 | Bot_Xtr: 0.0230434 +Loss contributors: + s_ln_CD : 0.111894 + s_CL : 0.0874331 + s_CM : 0.0450392 + s_lower_bl_H_31 : 0.0361329 + s_upper_bl_H_31 : 0.0348017 + s_lower_bl_H_1 : 0.0332478 + s_lower_bl_H_5 : 0.0322425 + s_lower_bl_H_30 : 0.032012 + s_lower_bl_H_2 : 0.031431 + s_lower_bl_H_4 : 0.0311813 +Epoch: 177 | Train Loss: 2.30625 | Test Loss: 2.45597 | analysis_confidence: 0.153159 | CL: 0.0254702 | ln_CD: 0.0486343 | CM: 0.00423844 | Top_Xtr: 0.0193351 | Bot_Xtr: 0.0221785 +Loss contributors: + s_ln_CD : 0.108927 + s_CL : 0.0897979 + s_CM : 0.046275 + s_lower_bl_H_31 : 0.0361521 + s_upper_bl_H_31 : 0.0346362 + s_lower_bl_H_30 : 0.0320943 + s_lower_bl_H_1 : 0.0320139 + s_lower_bl_H_5 : 0.0317971 + s_upper_bl_H_30 : 0.0310508 + s_lower_bl_H_6 : 0.0306667 +Epoch: 178 | Train Loss: 2.30171 | Test Loss: 2.48018 | analysis_confidence: 0.152332 | CL: 0.0258496 | ln_CD: 0.0482616 | CM: 0.00429872 | Top_Xtr: 0.0203553 | Bot_Xtr: 0.0228846 +Loss contributors: + s_ln_CD : 0.107194 + s_CL : 0.0870785 + s_CM : 0.0463986 + s_lower_bl_H_31 : 0.0372336 + s_upper_bl_H_31 : 0.0354459 + s_lower_bl_H_30 : 0.0330678 + s_lower_bl_H_5 : 0.0327693 + s_lower_bl_H_3 : 0.0321649 + s_lower_bl_H_1 : 0.0320573 + s_lower_bl_H_4 : 0.0316644 +Epoch: 179 | Train Loss: 2.3012 | Test Loss: 2.47479 | analysis_confidence: 0.155487 | CL: 0.0244751 | ln_CD: 0.0530235 | CM: 0.00416768 | Top_Xtr: 0.0197615 | Bot_Xtr: 0.0226902 +Loss contributors: + s_ln_CD : 0.113421 + s_CL : 0.0854998 + s_CM : 0.045382 + s_lower_bl_H_31 : 0.0357483 + s_upper_bl_H_31 : 0.0342291 + s_lower_bl_H_1 : 0.0327504 + s_lower_bl_H_5 : 0.0325073 + s_lower_bl_H_30 : 0.0323966 + s_lower_bl_H_2 : 0.0315039 + s_lower_bl_H_6 : 0.0309299 +Epoch: 180 | Train Loss: 2.30014 | Test Loss: 2.43026 | analysis_confidence: 0.150862 | CL: 0.025834 | ln_CD: 0.0482688 | CM: 0.00423746 | Top_Xtr: 0.01971 | Bot_Xtr: 0.02287 +Loss contributors: + s_ln_CD : 0.109289 + s_CL : 0.0884832 + s_CM : 0.0455536 + s_lower_bl_H_31 : 0.0349118 + s_upper_bl_H_31 : 0.033995 + s_lower_bl_H_30 : 0.031683 + s_lower_bl_H_5 : 0.0314132 + s_lower_bl_H_1 : 0.031199 + s_upper_bl_H_30 : 0.0306739 + s_lower_bl_H_4 : 0.0301052 +Epoch: 181 | Train Loss: 2.29826 | Test Loss: 2.48717 | analysis_confidence: 0.15056 | CL: 0.0262098 | ln_CD: 0.0515973 | CM: 0.00432446 | Top_Xtr: 0.0193246 | Bot_Xtr: 0.0217506 +Loss contributors: + s_ln_CD : 0.11616 + s_CL : 0.0890812 + s_CM : 0.0471941 + s_lower_bl_H_31 : 0.0372389 + s_upper_bl_H_31 : 0.0358122 + s_lower_bl_H_30 : 0.0328545 + s_lower_bl_H_5 : 0.0326056 + s_lower_bl_H_1 : 0.0323425 + s_upper_bl_H_30 : 0.0316706 + s_lower_bl_H_4 : 0.0313914 +Epoch: 182 | Train Loss: 2.2935 | Test Loss: 2.43939 | analysis_confidence: 0.152068 | CL: 0.024827 | ln_CD: 0.0466957 | CM: 0.0045037 | Top_Xtr: 0.0196569 | Bot_Xtr: 0.0229111 +Loss contributors: + s_ln_CD : 0.109479 + s_CL : 0.0861331 + s_CM : 0.0477142 + s_lower_bl_H_31 : 0.0377257 + s_upper_bl_H_31 : 0.0364524 + s_lower_bl_H_5 : 0.0327025 + s_lower_bl_H_30 : 0.0325524 + s_lower_bl_H_1 : 0.031648 + s_upper_bl_H_30 : 0.0314238 + s_lower_bl_H_6 : 0.0313425 +Epoch: 183 | Train Loss: 2.29405 | Test Loss: 2.44599 | analysis_confidence: 0.153739 | CL: 0.0246338 | ln_CD: 0.047046 | CM: 0.00437318 | Top_Xtr: 0.0184812 | Bot_Xtr: 0.0213874 +Loss contributors: + s_ln_CD : 0.10538 + s_CL : 0.0866161 + s_CM : 0.0474467 + s_lower_bl_H_31 : 0.0361339 + s_upper_bl_H_31 : 0.0338476 + s_lower_bl_H_30 : 0.0332438 + s_lower_bl_H_5 : 0.0329259 + s_lower_bl_H_1 : 0.0322561 + s_lower_bl_H_4 : 0.0321338 + s_lower_bl_H_6 : 0.0309619 +Epoch: 184 | Train Loss: 2.28984 | Test Loss: 2.43436 | analysis_confidence: 0.151399 | CL: 0.0255642 | ln_CD: 0.0482442 | CM: 0.00422823 | Top_Xtr: 0.0186782 | Bot_Xtr: 0.0214608 +Loss contributors: + s_ln_CD : 0.1084 + s_CL : 0.0878099 + s_CM : 0.0462217 + s_lower_bl_H_31 : 0.0352458 + s_upper_bl_H_31 : 0.0350325 + s_lower_bl_H_5 : 0.0321878 + s_lower_bl_H_30 : 0.0314654 + s_lower_bl_H_1 : 0.0314189 + s_lower_bl_H_4 : 0.0310111 + s_upper_bl_H_30 : 0.0307011 +Epoch: 185 | Train Loss: 2.28893 | Test Loss: 2.41919 | analysis_confidence: 0.153112 | CL: 0.0246098 | ln_CD: 0.0529348 | CM: 0.00419956 | Top_Xtr: 0.0185386 | Bot_Xtr: 0.0212891 +Loss contributors: + s_ln_CD : 0.110722 + s_CL : 0.0864428 + s_CM : 0.0457887 + s_lower_bl_H_31 : 0.0362373 + s_upper_bl_H_31 : 0.0348391 + s_lower_bl_H_5 : 0.0324247 + s_lower_bl_H_30 : 0.0321755 + s_lower_bl_H_6 : 0.0316093 + s_lower_bl_H_1 : 0.0314036 + s_upper_bl_H_30 : 0.0307927 +Epoch: 186 | Train Loss: 2.28711 | Test Loss: 2.39669 | analysis_confidence: 0.153145 | CL: 0.0248964 | ln_CD: 0.0471463 | CM: 0.00446755 | Top_Xtr: 0.0187456 | Bot_Xtr: 0.0214106 +Loss contributors: + s_ln_CD : 0.105818 + s_CL : 0.0848725 + s_CM : 0.047205 + s_lower_bl_H_31 : 0.0357477 + s_upper_bl_H_31 : 0.0339474 + s_lower_bl_H_30 : 0.0320453 + s_lower_bl_H_1 : 0.0316598 + s_lower_bl_H_5 : 0.0316138 + s_upper_bl_H_30 : 0.0306596 + s_lower_bl_H_4 : 0.0306094 +Epoch: 187 | Train Loss: 2.28527 | Test Loss: 2.3984 | analysis_confidence: 0.148777 | CL: 0.0245027 | ln_CD: 0.0485861 | CM: 0.00418111 | Top_Xtr: 0.0185433 | Bot_Xtr: 0.02128 +Loss contributors: + s_ln_CD : 0.109424 + s_CL : 0.0852935 + s_CM : 0.0457576 + s_lower_bl_H_31 : 0.0357042 + s_upper_bl_H_31 : 0.0345884 + s_lower_bl_H_30 : 0.0320398 + s_lower_bl_H_5 : 0.0314491 + s_lower_bl_H_1 : 0.0309505 + s_upper_bl_H_30 : 0.0305506 + s_lower_bl_H_4 : 0.0301558 +Epoch: 188 | Train Loss: 2.2816 | Test Loss: 2.44007 | analysis_confidence: 0.146791 | CL: 0.0245393 | ln_CD: 0.0506782 | CM: 0.00414654 | Top_Xtr: 0.0186237 | Bot_Xtr: 0.0209418 +Loss contributors: + s_ln_CD : 0.114713 + s_CL : 0.0868471 + s_CM : 0.0452319 + s_lower_bl_H_31 : 0.0366482 + s_upper_bl_H_31 : 0.0353576 + s_lower_bl_H_30 : 0.032176 + s_lower_bl_H_5 : 0.0314498 + s_upper_bl_H_30 : 0.031102 + s_lower_bl_H_1 : 0.0310756 + s_lower_bl_H_4 : 0.0301871 +Epoch: 189 | Train Loss: 2.28194 | Test Loss: 2.42921 | analysis_confidence: 0.149203 | CL: 0.0245571 | ln_CD: 0.0589288 | CM: 0.00412662 | Top_Xtr: 0.0189668 | Bot_Xtr: 0.0220309 +Loss contributors: + s_ln_CD : 0.115012 + s_CL : 0.0864114 + s_CM : 0.0451288 + s_lower_bl_H_31 : 0.0369253 + s_upper_bl_H_31 : 0.035462 + s_lower_bl_H_30 : 0.0327797 + s_lower_bl_H_5 : 0.031607 + s_lower_bl_H_1 : 0.0312948 + s_upper_bl_H_30 : 0.0312315 + s_lower_bl_H_4 : 0.0303474 +Epoch: 190 | Train Loss: 2.27685 | Test Loss: 2.45652 | analysis_confidence: 0.150604 | CL: 0.0250732 | ln_CD: 0.0473843 | CM: 0.00414996 | Top_Xtr: 0.0207326 | Bot_Xtr: 0.0241385 +Loss contributors: + s_ln_CD : 0.111125 + s_CL : 0.0868085 + s_CM : 0.0449848 + s_lower_bl_H_31 : 0.0362637 + s_upper_bl_H_31 : 0.0340102 + s_lower_bl_H_30 : 0.033166 + s_lower_bl_H_5 : 0.032546 + s_lower_bl_H_1 : 0.03133 + s_lower_bl_H_4 : 0.0311082 + s_lower_bl_H_7 : 0.0309859 +Epoch: 191 | Train Loss: 2.27633 | Test Loss: 2.47455 | analysis_confidence: 0.152417 | CL: 0.0252854 | ln_CD: 0.0632491 | CM: 0.00426697 | Top_Xtr: 0.0203919 | Bot_Xtr: 0.0226775 +Loss contributors: + s_ln_CD : 0.119675 + s_CL : 0.087045 + s_CM : 0.0455976 + s_lower_bl_H_31 : 0.036257 + s_upper_bl_H_31 : 0.0353798 + s_lower_bl_H_5 : 0.0326917 + s_lower_bl_H_30 : 0.0325004 + s_lower_bl_H_1 : 0.0321943 + s_lower_bl_H_2 : 0.0316641 + s_lower_bl_H_4 : 0.0313108 +Epoch: 192 | Train Loss: 2.27359 | Test Loss: 2.41505 | analysis_confidence: 0.15141 | CL: 0.0244789 | ln_CD: 0.0521325 | CM: 0.00450714 | Top_Xtr: 0.0185371 | Bot_Xtr: 0.0211886 +Loss contributors: + s_ln_CD : 0.109508 + s_CL : 0.086198 + s_CM : 0.0488561 + s_lower_bl_H_31 : 0.0367836 + s_upper_bl_H_31 : 0.0355632 + s_lower_bl_H_30 : 0.0335105 + s_upper_bl_H_30 : 0.0325254 + s_lower_bl_H_1 : 0.0316751 + s_lower_bl_H_5 : 0.0313101 + s_lower_bl_H_4 : 0.0303738 +Epoch: 193 | Train Loss: 2.27183 | Test Loss: 2.41146 | analysis_confidence: 0.154074 | CL: 0.0252759 | ln_CD: 0.0513258 | CM: 0.00428214 | Top_Xtr: 0.018592 | Bot_Xtr: 0.0215613 +Loss contributors: + s_ln_CD : 0.109121 + s_CL : 0.0865526 + s_CM : 0.0454863 + s_lower_bl_H_31 : 0.0356449 + s_upper_bl_H_31 : 0.0345017 + s_lower_bl_H_30 : 0.0335526 + s_upper_bl_H_30 : 0.0322453 + s_lower_bl_H_5 : 0.0314957 + s_lower_bl_H_1 : 0.0314936 + s_lower_bl_H_4 : 0.0303511 +Epoch: 194 | Train Loss: 2.2684 | Test Loss: 2.44666 | analysis_confidence: 0.148528 | CL: 0.0263229 | ln_CD: 0.0482672 | CM: 0.00423705 | Top_Xtr: 0.0186442 | Bot_Xtr: 0.0210383 +Loss contributors: + s_ln_CD : 0.106699 + s_CL : 0.0900126 + s_CM : 0.0458726 + s_lower_bl_H_31 : 0.0357189 + s_upper_bl_H_31 : 0.0350464 + s_lower_bl_H_30 : 0.0324986 + s_upper_bl_H_30 : 0.0314282 + s_lower_bl_H_5 : 0.031202 + s_lower_bl_H_1 : 0.030702 + s_lower_bl_H_4 : 0.0300473 +Epoch: 195 | Train Loss: 2.26836 | Test Loss: 2.44553 | analysis_confidence: 0.153417 | CL: 0.0267231 | ln_CD: 0.0510081 | CM: 0.00430053 | Top_Xtr: 0.01898 | Bot_Xtr: 0.0217571 +Loss contributors: + s_ln_CD : 0.109321 + s_CL : 0.0915861 + s_CM : 0.0470721 + s_lower_bl_H_31 : 0.0370709 + s_upper_bl_H_31 : 0.0359393 + s_lower_bl_H_30 : 0.0333379 + s_lower_bl_H_5 : 0.0325628 + s_upper_bl_H_30 : 0.0322911 + s_lower_bl_H_4 : 0.0316971 + s_lower_bl_H_1 : 0.0314975 +Epoch: 196 | Train Loss: 2.26732 | Test Loss: 2.4518 | analysis_confidence: 0.151737 | CL: 0.0246539 | ln_CD: 0.0535309 | CM: 0.0042283 | Top_Xtr: 0.0185966 | Bot_Xtr: 0.0212828 +Loss contributors: + s_ln_CD : 0.110333 + s_CL : 0.0858431 + s_CM : 0.045427 + s_lower_bl_H_31 : 0.0349143 + s_upper_bl_H_31 : 0.0345262 + s_lower_bl_H_5 : 0.0318902 + s_lower_bl_H_30 : 0.0317471 + s_lower_bl_H_1 : 0.0314722 + s_upper_bl_H_30 : 0.0309881 + s_lower_bl_H_2 : 0.0308149 +Epoch: 197 | Train Loss: 2.26506 | Test Loss: 2.415 | analysis_confidence: 0.151134 | CL: 0.0243597 | ln_CD: 0.0495552 | CM: 0.00424431 | Top_Xtr: 0.0184634 | Bot_Xtr: 0.021411 +Loss contributors: + s_ln_CD : 0.108416 + s_CL : 0.0851068 + s_CM : 0.045174 + s_lower_bl_H_31 : 0.038961 + s_upper_bl_H_31 : 0.0353557 + s_lower_bl_H_30 : 0.0329783 + s_lower_bl_H_5 : 0.0321571 + s_lower_bl_H_1 : 0.0307762 + s_upper_bl_H_30 : 0.0307176 + s_lower_bl_H_4 : 0.0303807 +Epoch: 198 | Train Loss: 2.26241 | Test Loss: 2.39639 | analysis_confidence: 0.152286 | CL: 0.0245732 | ln_CD: 0.0485459 | CM: 0.00412837 | Top_Xtr: 0.0198823 | Bot_Xtr: 0.0224813 +Loss contributors: + s_ln_CD : 0.108526 + s_CL : 0.0858381 + s_CM : 0.0445949 + s_lower_bl_H_31 : 0.0358511 + s_upper_bl_H_31 : 0.0346116 + s_lower_bl_H_30 : 0.0317879 + s_lower_bl_H_1 : 0.0310037 + s_lower_bl_H_5 : 0.0308337 + s_upper_bl_H_30 : 0.0305591 + s_lower_bl_H_2 : 0.0295652 +Epoch: 199 | Train Loss: 2.25942 | Test Loss: 2.43991 | analysis_confidence: 0.152846 | CL: 0.0245088 | ln_CD: 0.0574315 | CM: 0.00447954 | Top_Xtr: 0.0181655 | Bot_Xtr: 0.0211052 +Loss contributors: + s_ln_CD : 0.112586 + s_CL : 0.0854979 + s_CM : 0.0470557 + s_lower_bl_H_31 : 0.0355491 + s_upper_bl_H_31 : 0.0346308 + s_lower_bl_H_30 : 0.0316131 + s_lower_bl_H_5 : 0.0311454 + s_lower_bl_H_1 : 0.0310755 + s_lower_bl_H_2 : 0.0303931 + s_upper_bl_H_30 : 0.0303778 +Epoch: 200 | Train Loss: 2.25875 | Test Loss: 2.42122 | analysis_confidence: 0.151437 | CL: 0.0248524 | ln_CD: 0.0483119 | CM: 0.00425339 | Top_Xtr: 0.0190384 | Bot_Xtr: 0.0221512 +Loss contributors: + s_ln_CD : 0.109899 + s_CL : 0.0880063 + s_CM : 0.0454332 + s_lower_bl_H_31 : 0.0354477 + s_upper_bl_H_31 : 0.0350363 + s_lower_bl_H_30 : 0.0319574 + s_lower_bl_H_1 : 0.0317903 + s_upper_bl_H_30 : 0.0312725 + s_lower_bl_H_5 : 0.031105 + s_lower_bl_H_4 : 0.030407 +Epoch: 201 | Train Loss: 2.25757 | Test Loss: 2.44727 | analysis_confidence: 0.157225 | CL: 0.0254701 | ln_CD: 0.0500562 | CM: 0.00428283 | Top_Xtr: 0.0196295 | Bot_Xtr: 0.0219185 +Loss contributors: + s_ln_CD : 0.10914 + s_CL : 0.0874939 + s_CM : 0.045899 + s_lower_bl_H_31 : 0.036738 + s_upper_bl_H_31 : 0.0345515 + s_lower_bl_H_30 : 0.0331635 + s_lower_bl_H_5 : 0.0327161 + s_lower_bl_H_1 : 0.0315279 + s_lower_bl_H_6 : 0.031326 + s_upper_bl_H_30 : 0.0307022 +Epoch: 202 | Train Loss: 2.25527 | Test Loss: 2.47335 | analysis_confidence: 0.153648 | CL: 0.0272847 | ln_CD: 0.0544017 | CM: 0.004258 | Top_Xtr: 0.0194866 | Bot_Xtr: 0.0223168 +Loss contributors: + s_ln_CD : 0.117924 + s_CL : 0.0897323 + s_CM : 0.0452588 + s_lower_bl_H_31 : 0.0351974 + s_upper_bl_H_31 : 0.0336254 + s_lower_bl_H_30 : 0.0320199 + s_lower_bl_H_5 : 0.0317804 + s_lower_bl_H_1 : 0.0308922 + s_upper_bl_H_30 : 0.0303949 + s_lower_bl_H_8 : 0.0302248 +Epoch: 203 | Train Loss: 2.24928 | Test Loss: 2.49381 | analysis_confidence: 0.152304 | CL: 0.0254101 | ln_CD: 0.0519352 | CM: 0.00422469 | Top_Xtr: 0.0185495 | Bot_Xtr: 0.0213827 +Loss contributors: + s_ln_CD : 0.12255 + s_CL : 0.0894513 + s_CM : 0.0458145 + s_lower_bl_H_31 : 0.0353787 + s_upper_bl_H_31 : 0.0338607 + s_lower_bl_H_1 : 0.032714 + s_lower_bl_H_5 : 0.0322486 + s_lower_bl_H_30 : 0.0320268 + s_lower_bl_H_4 : 0.0313096 + s_lower_bl_H_2 : 0.0308676 +Epoch: 204 | Train Loss: 2.25193 | Test Loss: 2.41182 | analysis_confidence: 0.147784 | CL: 0.0251134 | ln_CD: 0.0490474 | CM: 0.00413246 | Top_Xtr: 0.018139 | Bot_Xtr: 0.0209416 +Loss contributors: + s_ln_CD : 0.106951 + s_CL : 0.0856211 + s_CM : 0.0444019 + s_lower_bl_H_31 : 0.0362792 + s_upper_bl_H_31 : 0.0351081 + s_lower_bl_H_30 : 0.032852 + s_lower_bl_H_1 : 0.0318829 + s_upper_bl_H_30 : 0.031414 + s_lower_bl_H_5 : 0.0313402 + s_lower_bl_H_2 : 0.0299484 +Epoch: 205 | Train Loss: 2.24858 | Test Loss: 2.42705 | analysis_confidence: 0.152783 | CL: 0.024568 | ln_CD: 0.0531899 | CM: 0.00413539 | Top_Xtr: 0.0186482 | Bot_Xtr: 0.0213248 +Loss contributors: + s_ln_CD : 0.110908 + s_CL : 0.0857276 + s_CM : 0.0446738 + s_lower_bl_H_31 : 0.0356865 + s_upper_bl_H_31 : 0.0343158 + s_lower_bl_H_30 : 0.0325394 + s_lower_bl_H_5 : 0.0314621 + s_lower_bl_H_1 : 0.0308596 + s_upper_bl_H_30 : 0.0305384 + s_lower_bl_H_2 : 0.0301957 +Epoch: 206 | Train Loss: 2.24492 | Test Loss: 2.4256 | analysis_confidence: 0.151759 | CL: 0.0246736 | ln_CD: 0.0475995 | CM: 0.00426951 | Top_Xtr: 0.0187537 | Bot_Xtr: 0.021832 +Loss contributors: + s_ln_CD : 0.115167 + s_CL : 0.0858714 + s_CM : 0.0458775 + s_lower_bl_H_31 : 0.0358907 + s_upper_bl_H_31 : 0.0345477 + s_lower_bl_H_1 : 0.0327317 + s_lower_bl_H_30 : 0.031842 + s_lower_bl_H_5 : 0.0313587 + s_lower_bl_H_2 : 0.0313162 + s_lower_bl_H_3 : 0.0312553 +Epoch: 207 | Train Loss: 2.2453 | Test Loss: 2.39545 | analysis_confidence: 0.149255 | CL: 0.0249712 | ln_CD: 0.0463217 | CM: 0.0042216 | Top_Xtr: 0.0194911 | Bot_Xtr: 0.0222726 +Loss contributors: + s_ln_CD : 0.106797 + s_CL : 0.0856844 + s_CM : 0.044503 + s_lower_bl_H_31 : 0.0355223 + s_upper_bl_H_31 : 0.0336862 + s_lower_bl_H_30 : 0.0319408 + s_lower_bl_H_5 : 0.0315302 + s_lower_bl_H_1 : 0.0307909 + s_upper_bl_H_30 : 0.0304793 + s_lower_bl_H_4 : 0.0302523 +Epoch: 208 | Train Loss: 2.24368 | Test Loss: 2.4067 | analysis_confidence: 0.152101 | CL: 0.0254094 | ln_CD: 0.0471617 | CM: 0.00426654 | Top_Xtr: 0.0184832 | Bot_Xtr: 0.021887 +Loss contributors: + s_ln_CD : 0.10888 + s_CL : 0.0863197 + s_CM : 0.0451972 + s_lower_bl_H_31 : 0.0356778 + s_upper_bl_H_31 : 0.0336844 + s_lower_bl_H_30 : 0.0325963 + s_lower_bl_H_5 : 0.031728 + s_lower_bl_H_1 : 0.0315462 + s_lower_bl_H_2 : 0.0309803 + s_lower_bl_H_4 : 0.0304501 +Epoch: 209 | Train Loss: 2.24277 | Test Loss: 2.39395 | analysis_confidence: 0.151744 | CL: 0.025216 | ln_CD: 0.052928 | CM: 0.00422108 | Top_Xtr: 0.018504 | Bot_Xtr: 0.0214513 +Loss contributors: + s_ln_CD : 0.110315 + s_CL : 0.0869878 + s_CM : 0.0454132 + s_lower_bl_H_31 : 0.0351766 + s_upper_bl_H_31 : 0.0340976 + s_lower_bl_H_5 : 0.0315149 + s_lower_bl_H_30 : 0.0314565 + s_lower_bl_H_1 : 0.0313361 + s_upper_bl_H_30 : 0.0306042 + s_lower_bl_H_4 : 0.0302441 +Epoch: 210 | Train Loss: 2.24008 | Test Loss: 2.45278 | analysis_confidence: 0.151502 | CL: 0.024628 | ln_CD: 0.0540606 | CM: 0.00415126 | Top_Xtr: 0.0192938 | Bot_Xtr: 0.0218146 +Loss contributors: + s_ln_CD : 0.114862 + s_CL : 0.0869406 + s_CM : 0.04448 + s_lower_bl_H_31 : 0.0352785 + s_upper_bl_H_31 : 0.034372 + s_lower_bl_H_5 : 0.0320137 + s_lower_bl_H_30 : 0.0318022 + s_lower_bl_H_1 : 0.0312955 + s_upper_bl_H_30 : 0.0308766 + s_lower_bl_H_4 : 0.0308615 +Epoch: 211 | Train Loss: 2.23735 | Test Loss: 2.4556 | analysis_confidence: 0.152347 | CL: 0.0250061 | ln_CD: 0.048359 | CM: 0.00423635 | Top_Xtr: 0.0192246 | Bot_Xtr: 0.0229872 +Loss contributors: + s_ln_CD : 0.104763 + s_CL : 0.0873272 + s_CM : 0.0458517 + s_lower_bl_H_31 : 0.0366272 + s_upper_bl_H_31 : 0.0349546 + s_lower_bl_H_5 : 0.0327776 + s_lower_bl_H_30 : 0.0322832 + s_lower_bl_H_1 : 0.0320068 + s_lower_bl_H_4 : 0.031898 + s_upper_bl_H_30 : 0.0315566 +Epoch: 212 | Train Loss: 2.23471 | Test Loss: 2.43832 | analysis_confidence: 0.148711 | CL: 0.02468 | ln_CD: 0.0467862 | CM: 0.00414305 | Top_Xtr: 0.0181163 | Bot_Xtr: 0.0210078 +Loss contributors: + s_ln_CD : 0.107928 + s_CL : 0.0861242 + s_CM : 0.0442023 + s_lower_bl_H_31 : 0.0370087 + s_upper_bl_H_31 : 0.0354277 + s_lower_bl_H_30 : 0.0322901 + s_lower_bl_H_5 : 0.0315213 + s_upper_bl_H_30 : 0.0310358 + s_lower_bl_H_1 : 0.0310017 + s_lower_bl_H_6 : 0.0305708 +Epoch: 213 | Train Loss: 2.23357 | Test Loss: 2.38055 | analysis_confidence: 0.150369 | CL: 0.0243416 | ln_CD: 0.0481516 | CM: 0.00406411 | Top_Xtr: 0.0178589 | Bot_Xtr: 0.0206779 +Loss contributors: + s_ln_CD : 0.108374 + s_CL : 0.084594 + s_CM : 0.0442762 + s_lower_bl_H_31 : 0.0357317 + s_upper_bl_H_31 : 0.0348183 + s_lower_bl_H_30 : 0.0319487 + s_lower_bl_H_5 : 0.0313529 + s_lower_bl_H_1 : 0.030798 + s_upper_bl_H_30 : 0.0306713 + s_lower_bl_H_6 : 0.0301152 +Epoch: 214 | Train Loss: 2.23252 | Test Loss: 2.43717 | analysis_confidence: 0.151565 | CL: 0.0245025 | ln_CD: 0.0484994 | CM: 0.00412669 | Top_Xtr: 0.0209947 | Bot_Xtr: 0.0238971 +Loss contributors: + s_ln_CD : 0.114638 + s_CL : 0.086815 + s_CM : 0.0444022 + s_lower_bl_H_31 : 0.0352845 + s_upper_bl_H_31 : 0.0338536 + s_lower_bl_H_30 : 0.0320304 + s_lower_bl_H_5 : 0.0316061 + s_lower_bl_H_1 : 0.0313337 + s_lower_bl_H_4 : 0.0306887 + s_lower_bl_H_2 : 0.0305404 +Epoch: 215 | Train Loss: 2.23225 | Test Loss: 2.41719 | analysis_confidence: 0.15895 | CL: 0.0278993 | ln_CD: 0.0471634 | CM: 0.00437455 | Top_Xtr: 0.0188338 | Bot_Xtr: 0.0211676 +Loss contributors: + s_ln_CD : 0.111466 + s_CL : 0.0917013 + s_CM : 0.0467674 + s_lower_bl_H_31 : 0.0350566 + s_upper_bl_H_31 : 0.0342205 + s_lower_bl_H_5 : 0.031689 + s_lower_bl_H_30 : 0.0316108 + s_lower_bl_H_1 : 0.0313659 + s_lower_bl_H_2 : 0.0308217 + s_lower_bl_H_4 : 0.0307085 +Epoch: 216 | Train Loss: 2.22937 | Test Loss: 2.35824 | analysis_confidence: 0.151067 | CL: 0.0245543 | ln_CD: 0.049283 | CM: 0.00413815 | Top_Xtr: 0.0216541 | Bot_Xtr: 0.0241664 +Loss contributors: + s_ln_CD : 0.107841 + s_CL : 0.0846082 + s_CM : 0.0440668 + s_lower_bl_H_31 : 0.0354859 + s_upper_bl_H_31 : 0.0347743 + s_lower_bl_H_30 : 0.0307168 + s_lower_bl_H_5 : 0.0307017 + s_lower_bl_H_1 : 0.0302883 + s_upper_bl_H_30 : 0.0297475 + s_lower_bl_H_6 : 0.0292914 +Epoch: 217 | Train Loss: 2.2293 | Test Loss: 2.40405 | analysis_confidence: 0.150072 | CL: 0.0263029 | ln_CD: 0.0510595 | CM: 0.00416414 | Top_Xtr: 0.0185942 | Bot_Xtr: 0.021063 +Loss contributors: + s_ln_CD : 0.109339 + s_CL : 0.0878029 + s_CM : 0.0451124 + s_lower_bl_H_31 : 0.0353862 + s_upper_bl_H_31 : 0.0340726 + s_lower_bl_H_30 : 0.0318318 + s_lower_bl_H_1 : 0.0314934 + s_lower_bl_H_5 : 0.0309089 + s_upper_bl_H_30 : 0.030684 + s_lower_bl_H_2 : 0.0299224 +Epoch: 218 | Train Loss: 2.22746 | Test Loss: 2.495 | analysis_confidence: 0.14802 | CL: 0.0257254 | ln_CD: 0.0517407 | CM: 0.00419961 | Top_Xtr: 0.0186555 | Bot_Xtr: 0.0212844 +Loss contributors: + s_ln_CD : 0.117588 + s_CL : 0.0874178 + s_CM : 0.0452018 + s_lower_bl_H_31 : 0.0360879 + s_upper_bl_H_31 : 0.0355889 + s_lower_bl_H_30 : 0.0327983 + s_upper_bl_H_30 : 0.0319115 + s_lower_bl_H_5 : 0.0317139 + s_lower_bl_H_1 : 0.0315198 + s_lower_bl_H_2 : 0.0311205 +Epoch: 219 | Train Loss: 2.22289 | Test Loss: 2.41081 | analysis_confidence: 0.149364 | CL: 0.0240785 | ln_CD: 0.0476308 | CM: 0.00406438 | Top_Xtr: 0.0180752 | Bot_Xtr: 0.0207714 +Loss contributors: + s_ln_CD : 0.107697 + s_CL : 0.0842654 + s_CM : 0.0436687 + s_lower_bl_H_31 : 0.0347623 + s_upper_bl_H_31 : 0.0341673 + s_lower_bl_H_5 : 0.0316369 + s_lower_bl_H_30 : 0.0310302 + s_lower_bl_H_1 : 0.030691 + s_lower_bl_H_4 : 0.0302747 + s_upper_bl_H_30 : 0.0302186 +Epoch: 220 | Train Loss: 2.22204 | Test Loss: 2.39063 | analysis_confidence: 0.152872 | CL: 0.0236645 | ln_CD: 0.0459635 | CM: 0.00417388 | Top_Xtr: 0.0179427 | Bot_Xtr: 0.0208001 +Loss contributors: + s_ln_CD : 0.107151 + s_CL : 0.0855089 + s_CM : 0.0447463 + s_lower_bl_H_31 : 0.0355456 + s_upper_bl_H_31 : 0.0335277 + s_lower_bl_H_5 : 0.0318117 + s_lower_bl_H_30 : 0.0311911 + s_lower_bl_H_1 : 0.0310547 + s_lower_bl_H_6 : 0.0302124 + s_lower_bl_H_4 : 0.0301776 +Epoch: 221 | Train Loss: 2.22338 | Test Loss: 2.40735 | analysis_confidence: 0.156018 | CL: 0.0259068 | ln_CD: 0.0519078 | CM: 0.0042336 | Top_Xtr: 0.018393 | Bot_Xtr: 0.0214342 +Loss contributors: + s_ln_CD : 0.109062 + s_CL : 0.0862669 + s_CM : 0.0451029 + s_lower_bl_H_31 : 0.0353304 + s_upper_bl_H_31 : 0.0334745 + s_lower_bl_H_30 : 0.0320244 + s_lower_bl_H_5 : 0.0318232 + s_lower_bl_H_1 : 0.0316055 + s_lower_bl_H_3 : 0.0308729 + s_lower_bl_H_4 : 0.0305661 +Epoch: 222 | Train Loss: 2.22008 | Test Loss: 2.41462 | analysis_confidence: 0.146736 | CL: 0.0250093 | ln_CD: 0.0477564 | CM: 0.0042022 | Top_Xtr: 0.0209491 | Bot_Xtr: 0.0233714 +Loss contributors: + s_ln_CD : 0.105461 + s_CL : 0.0854702 + s_CM : 0.0453933 + s_lower_bl_H_31 : 0.0361677 + s_upper_bl_H_31 : 0.0350286 + s_lower_bl_H_5 : 0.0320572 + s_lower_bl_H_30 : 0.0320162 + s_lower_bl_H_1 : 0.0319178 + s_lower_bl_H_6 : 0.0309928 + s_lower_bl_H_4 : 0.0303917 +Epoch: 223 | Train Loss: 2.21853 | Test Loss: 2.36223 | analysis_confidence: 0.15421 | CL: 0.0253003 | ln_CD: 0.0475467 | CM: 0.00408021 | Top_Xtr: 0.0182849 | Bot_Xtr: 0.0205276 +Loss contributors: + s_ln_CD : 0.10731 + s_CL : 0.0866359 + s_CM : 0.0437616 + s_lower_bl_H_31 : 0.0344664 + s_upper_bl_H_31 : 0.0334549 + s_lower_bl_H_30 : 0.0310608 + s_lower_bl_H_5 : 0.0307428 + s_lower_bl_H_1 : 0.0302079 + s_upper_bl_H_30 : 0.029806 + s_lower_bl_H_6 : 0.0293992 +Epoch: 224 | Train Loss: 2.21709 | Test Loss: 2.3585 | analysis_confidence: 0.149643 | CL: 0.0240973 | ln_CD: 0.0485103 | CM: 0.00404988 | Top_Xtr: 0.0180917 | Bot_Xtr: 0.020892 +Loss contributors: + s_ln_CD : 0.107995 + s_CL : 0.0840464 + s_CM : 0.0440271 + s_lower_bl_H_31 : 0.0348849 + s_upper_bl_H_31 : 0.033931 + s_lower_bl_H_30 : 0.0312565 + s_lower_bl_H_5 : 0.0306874 + s_lower_bl_H_1 : 0.0305881 + s_upper_bl_H_30 : 0.0298242 + s_lower_bl_H_4 : 0.0294781 +Epoch: 225 | Train Loss: 2.21711 | Test Loss: 2.3935 | analysis_confidence: 0.150147 | CL: 0.026217 | ln_CD: 0.0465719 | CM: 0.00420908 | Top_Xtr: 0.0180911 | Bot_Xtr: 0.0209448 +Loss contributors: + s_ln_CD : 0.108114 + s_CL : 0.088224 + s_CM : 0.0449919 + s_lower_bl_H_31 : 0.0345801 + s_upper_bl_H_31 : 0.033188 + s_lower_bl_H_1 : 0.0315042 + s_lower_bl_H_5 : 0.0310169 + s_lower_bl_H_30 : 0.030951 + s_lower_bl_H_4 : 0.0301006 + s_lower_bl_H_2 : 0.0298746 +Epoch: 226 | Train Loss: 2.21484 | Test Loss: 2.44112 | analysis_confidence: 0.147982 | CL: 0.0245678 | ln_CD: 0.0495402 | CM: 0.00407823 | Top_Xtr: 0.0182318 | Bot_Xtr: 0.0211715 +Loss contributors: + s_ln_CD : 0.108989 + s_CL : 0.0862432 + s_CM : 0.0443678 + s_lower_bl_H_31 : 0.0352057 + s_upper_bl_H_31 : 0.0335022 + s_lower_bl_H_30 : 0.0319192 + s_lower_bl_H_5 : 0.0318934 + s_lower_bl_H_1 : 0.0313805 + s_lower_bl_H_4 : 0.0305121 + s_lower_bl_H_8 : 0.0303476 +Epoch: 227 | Train Loss: 2.21157 | Test Loss: 2.36185 | analysis_confidence: 0.147573 | CL: 0.0252332 | ln_CD: 0.0483345 | CM: 0.00406583 | Top_Xtr: 0.0175816 | Bot_Xtr: 0.0204879 +Loss contributors: + s_ln_CD : 0.109994 + s_CL : 0.0858762 + s_CM : 0.043545 + s_lower_bl_H_31 : 0.0339106 + s_upper_bl_H_31 : 0.0329731 + s_lower_bl_H_1 : 0.0313032 + s_lower_bl_H_5 : 0.0310927 + s_lower_bl_H_30 : 0.0306152 + s_lower_bl_H_4 : 0.0296126 + s_lower_bl_H_2 : 0.0295128 +Epoch: 228 | Train Loss: 2.21095 | Test Loss: 2.41874 | analysis_confidence: 0.151355 | CL: 0.0253678 | ln_CD: 0.0493905 | CM: 0.0041077 | Top_Xtr: 0.018239 | Bot_Xtr: 0.0207095 +Loss contributors: + s_ln_CD : 0.114194 + s_CL : 0.0895958 + s_CM : 0.0445913 + s_lower_bl_H_31 : 0.0341229 + s_upper_bl_H_31 : 0.0330806 + s_lower_bl_H_30 : 0.0313184 + s_lower_bl_H_1 : 0.0307933 + s_lower_bl_H_5 : 0.0303546 + s_upper_bl_H_30 : 0.029798 + s_lower_bl_H_2 : 0.0294062 +Epoch: 229 | Train Loss: 2.20715 | Test Loss: 2.42401 | analysis_confidence: 0.14845 | CL: 0.0250065 | ln_CD: 0.0489384 | CM: 0.00411343 | Top_Xtr: 0.0190516 | Bot_Xtr: 0.0218801 +Loss contributors: + s_ln_CD : 0.109557 + s_CL : 0.0864406 + s_CM : 0.0444407 + s_lower_bl_H_31 : 0.036789 + s_upper_bl_H_31 : 0.0349207 + s_lower_bl_H_30 : 0.0327843 + s_lower_bl_H_5 : 0.0323586 + s_lower_bl_H_1 : 0.0311706 + s_lower_bl_H_4 : 0.0310115 + s_lower_bl_H_6 : 0.0307839 +Epoch: 230 | Train Loss: 2.20837 | Test Loss: 2.34827 | analysis_confidence: 0.149119 | CL: 0.0239283 | ln_CD: 0.0517469 | CM: 0.00429882 | Top_Xtr: 0.0176988 | Bot_Xtr: 0.0202949 +Loss contributors: + s_ln_CD : 0.110113 + s_CL : 0.0835152 + s_CM : 0.0453275 + s_lower_bl_H_31 : 0.0345152 + s_upper_bl_H_31 : 0.0331577 + s_lower_bl_H_1 : 0.0311041 + s_lower_bl_H_5 : 0.0309318 + s_lower_bl_H_30 : 0.0306294 + s_lower_bl_H_2 : 0.0301633 + s_lower_bl_H_4 : 0.0298104 +Epoch: 231 | Train Loss: 2.20708 | Test Loss: 2.36988 | analysis_confidence: 0.147099 | CL: 0.0239902 | ln_CD: 0.0467271 | CM: 0.00407443 | Top_Xtr: 0.0179009 | Bot_Xtr: 0.0204583 +Loss contributors: + s_ln_CD : 0.107714 + s_CL : 0.084116 + s_CM : 0.0438214 + s_lower_bl_H_31 : 0.0352799 + s_upper_bl_H_31 : 0.0341231 + s_lower_bl_H_5 : 0.0311502 + s_lower_bl_H_30 : 0.0310185 + s_lower_bl_H_1 : 0.0301592 + s_lower_bl_H_6 : 0.0301186 + s_upper_bl_H_30 : 0.0299911 +Epoch: 232 | Train Loss: 2.20319 | Test Loss: 2.34774 | analysis_confidence: 0.147672 | CL: 0.0250673 | ln_CD: 0.0502348 | CM: 0.00433347 | Top_Xtr: 0.0185104 | Bot_Xtr: 0.0216336 +Loss contributors: + s_ln_CD : 0.109161 + s_CL : 0.0853588 + s_CM : 0.0455454 + s_lower_bl_H_31 : 0.0349198 + s_upper_bl_H_31 : 0.0338341 + s_lower_bl_H_30 : 0.0313167 + s_lower_bl_H_5 : 0.030528 + s_lower_bl_H_1 : 0.0301617 + s_upper_bl_H_30 : 0.029624 + s_lower_bl_H_4 : 0.0293789 +Epoch: 233 | Train Loss: 2.20387 | Test Loss: 2.40169 | analysis_confidence: 0.150097 | CL: 0.0249479 | ln_CD: 0.0476107 | CM: 0.00411403 | Top_Xtr: 0.0183446 | Bot_Xtr: 0.0207289 +Loss contributors: + s_ln_CD : 0.10658 + s_CL : 0.0867299 + s_CM : 0.0439793 + s_lower_bl_H_31 : 0.0361333 + s_upper_bl_H_31 : 0.0352624 + s_lower_bl_H_30 : 0.0320932 + s_lower_bl_H_5 : 0.0309828 + s_upper_bl_H_30 : 0.0307803 + s_lower_bl_H_1 : 0.0303436 + s_lower_bl_H_6 : 0.0297666 +Epoch: 234 | Train Loss: 2.2005 | Test Loss: 2.43218 | analysis_confidence: 0.146069 | CL: 0.0248726 | ln_CD: 0.0481933 | CM: 0.00412874 | Top_Xtr: 0.0186613 | Bot_Xtr: 0.0216628 +Loss contributors: + s_ln_CD : 0.128652 + s_CL : 0.0870041 + s_CM : 0.0443715 + s_lower_bl_H_31 : 0.03575 + s_upper_bl_H_31 : 0.0344964 + s_lower_bl_H_30 : 0.0319295 + s_lower_bl_H_5 : 0.0316317 + s_lower_bl_H_1 : 0.0303928 + s_upper_bl_H_30 : 0.03027 + s_lower_bl_H_6 : 0.0302601 +Epoch: 235 | Train Loss: 2.19826 | Test Loss: 2.36933 | analysis_confidence: 0.145489 | CL: 0.0252974 | ln_CD: 0.0471519 | CM: 0.0043202 | Top_Xtr: 0.018382 | Bot_Xtr: 0.0211063 +Loss contributors: + s_ln_CD : 0.107021 + s_CL : 0.086423 + s_CM : 0.045642 + s_lower_bl_H_31 : 0.035949 + s_upper_bl_H_31 : 0.0338053 + s_lower_bl_H_30 : 0.0321715 + s_lower_bl_H_5 : 0.0312495 + s_lower_bl_H_1 : 0.0305793 + s_lower_bl_H_4 : 0.0299123 + s_upper_bl_H_30 : 0.029909 +Epoch: 236 | Train Loss: 2.20127 | Test Loss: 2.41516 | analysis_confidence: 0.15021 | CL: 0.0261111 | ln_CD: 0.0486155 | CM: 0.00434189 | Top_Xtr: 0.0185339 | Bot_Xtr: 0.0211259 +Loss contributors: + s_ln_CD : 0.110688 + s_CL : 0.0875619 + s_CM : 0.0458443 + s_lower_bl_H_31 : 0.0358329 + s_upper_bl_H_31 : 0.0353064 + s_lower_bl_H_5 : 0.0313721 + s_lower_bl_H_30 : 0.0313084 + s_lower_bl_H_1 : 0.0308285 + s_lower_bl_H_6 : 0.0306044 + s_upper_bl_H_30 : 0.0304031 +Epoch: 237 | Train Loss: 2.1939 | Test Loss: 2.48487 | analysis_confidence: 0.150634 | CL: 0.0274446 | ln_CD: 0.0473559 | CM: 0.00408652 | Top_Xtr: 0.0177643 | Bot_Xtr: 0.0208142 +Loss contributors: + s_ln_CD : 0.109183 + s_CL : 0.0900748 + s_CM : 0.0441539 + s_lower_bl_H_31 : 0.0355289 + s_upper_bl_H_31 : 0.0349673 + s_lower_bl_H_5 : 0.0332775 + s_lower_bl_H_6 : 0.0327517 + s_lower_bl_H_30 : 0.0316414 + s_lower_bl_H_3 : 0.0314308 + s_lower_bl_H_9 : 0.0311647 +Epoch: 238 | Train Loss: 2.19593 | Test Loss: 2.42513 | analysis_confidence: 0.15043 | CL: 0.0253832 | ln_CD: 0.0476777 | CM: 0.00445339 | Top_Xtr: 0.0175706 | Bot_Xtr: 0.020546 +Loss contributors: + s_ln_CD : 0.10894 + s_CL : 0.086176 + s_CM : 0.0463903 + s_lower_bl_H_31 : 0.035154 + s_upper_bl_H_31 : 0.0335873 + s_lower_bl_H_5 : 0.031953 + s_lower_bl_H_30 : 0.0314734 + s_lower_bl_H_4 : 0.0308582 + s_lower_bl_H_1 : 0.0306755 + s_lower_bl_H_6 : 0.0305198 +Epoch: 239 | Train Loss: 2.1945 | Test Loss: 2.41631 | analysis_confidence: 0.15145 | CL: 0.0245074 | ln_CD: 0.0493938 | CM: 0.00412455 | Top_Xtr: 0.0176427 | Bot_Xtr: 0.0204426 +Loss contributors: + s_ln_CD : 0.109394 + s_CL : 0.086519 + s_CM : 0.0445328 + s_lower_bl_H_31 : 0.0347965 + s_upper_bl_H_31 : 0.0340552 + s_lower_bl_H_5 : 0.0315371 + s_lower_bl_H_30 : 0.0311893 + s_lower_bl_H_1 : 0.0311485 + s_lower_bl_H_4 : 0.0309938 + s_lower_bl_H_2 : 0.0306139 +Epoch: 240 | Train Loss: 2.19111 | Test Loss: 2.37091 | analysis_confidence: 0.150636 | CL: 0.024122 | ln_CD: 0.0493698 | CM: 0.00402784 | Top_Xtr: 0.0176499 | Bot_Xtr: 0.0202644 +Loss contributors: + s_ln_CD : 0.108677 + s_CL : 0.0850709 + s_CM : 0.0438904 + s_lower_bl_H_31 : 0.0350283 + s_upper_bl_H_31 : 0.0343025 + s_lower_bl_H_30 : 0.0308472 + s_lower_bl_H_5 : 0.030714 + s_lower_bl_H_1 : 0.0302966 + s_lower_bl_H_4 : 0.0296088 + s_upper_bl_H_30 : 0.0294788 +Epoch: 241 | Train Loss: 2.19098 | Test Loss: 2.43889 | analysis_confidence: 0.154585 | CL: 0.0272095 | ln_CD: 0.0497036 | CM: 0.00418591 | Top_Xtr: 0.017607 | Bot_Xtr: 0.0201826 +Loss contributors: + s_ln_CD : 0.110229 + s_CL : 0.0902026 + s_CM : 0.0451183 + s_lower_bl_H_31 : 0.0354667 + s_upper_bl_H_31 : 0.0343928 + s_lower_bl_H_30 : 0.0315926 + s_lower_bl_H_5 : 0.0303842 + s_lower_bl_H_1 : 0.0301619 + s_upper_bl_H_30 : 0.0300938 + s_lower_bl_H_2 : 0.0293042 +Epoch: 242 | Train Loss: 2.18933 | Test Loss: 2.36349 | analysis_confidence: 0.150132 | CL: 0.0240853 | ln_CD: 0.0473576 | CM: 0.00409657 | Top_Xtr: 0.0182916 | Bot_Xtr: 0.0212957 +Loss contributors: + s_ln_CD : 0.109985 + s_CL : 0.0850827 + s_CM : 0.0441677 + s_lower_bl_H_31 : 0.0355906 + s_upper_bl_H_31 : 0.0342414 + s_lower_bl_H_5 : 0.0308656 + s_lower_bl_H_30 : 0.0307547 + s_lower_bl_H_1 : 0.0304122 + s_lower_bl_H_6 : 0.029359 + s_lower_bl_H_4 : 0.0293231 +Epoch: 243 | Train Loss: 2.18719 | Test Loss: 2.38315 | analysis_confidence: 0.150568 | CL: 0.0247754 | ln_CD: 0.0483277 | CM: 0.00440495 | Top_Xtr: 0.0187236 | Bot_Xtr: 0.0212613 +Loss contributors: + s_ln_CD : 0.114141 + s_CL : 0.0855076 + s_CM : 0.0461324 + s_lower_bl_H_31 : 0.0343398 + s_upper_bl_H_31 : 0.0334404 + s_lower_bl_H_1 : 0.0313352 + s_lower_bl_H_5 : 0.0310011 + s_lower_bl_H_30 : 0.0303476 + s_lower_bl_H_2 : 0.0303168 + s_lower_bl_H_4 : 0.0297422 +Epoch: 244 | Train Loss: 2.18783 | Test Loss: 2.38193 | analysis_confidence: 0.145929 | CL: 0.0250306 | ln_CD: 0.0485692 | CM: 0.00427465 | Top_Xtr: 0.017471 | Bot_Xtr: 0.0205881 +Loss contributors: + s_ln_CD : 0.110317 + s_CL : 0.0856645 + s_CM : 0.0460597 + s_lower_bl_H_31 : 0.0343166 + s_upper_bl_H_31 : 0.0342379 + s_lower_bl_H_5 : 0.0308217 + s_lower_bl_H_30 : 0.0304782 + s_lower_bl_H_1 : 0.0299356 + s_upper_bl_H_30 : 0.0297968 + s_lower_bl_H_6 : 0.0296431 +Epoch: 245 | Train Loss: 2.18409 | Test Loss: 2.38478 | analysis_confidence: 0.157624 | CL: 0.0250872 | ln_CD: 0.047505 | CM: 0.00419872 | Top_Xtr: 0.0176892 | Bot_Xtr: 0.0207123 +Loss contributors: + s_ln_CD : 0.111458 + s_CL : 0.085805 + s_CM : 0.0449728 + s_lower_bl_H_31 : 0.0353183 + s_upper_bl_H_31 : 0.0337237 + s_lower_bl_H_30 : 0.031335 + s_lower_bl_H_5 : 0.0309656 + s_lower_bl_H_1 : 0.0307556 + s_lower_bl_H_6 : 0.0302039 + s_lower_bl_H_2 : 0.0297003 +Epoch: 246 | Train Loss: 2.18399 | Test Loss: 2.32886 | analysis_confidence: 0.15065 | CL: 0.0244461 | ln_CD: 0.0507921 | CM: 0.00411247 | Top_Xtr: 0.017962 | Bot_Xtr: 0.0213069 +Loss contributors: + s_ln_CD : 0.111214 + s_CL : 0.0845931 + s_CM : 0.0442597 + s_lower_bl_H_31 : 0.0338503 + s_upper_bl_H_31 : 0.0324381 + s_lower_bl_H_1 : 0.0305626 + s_lower_bl_H_5 : 0.0305612 + s_lower_bl_H_30 : 0.0301775 + s_lower_bl_H_2 : 0.0294977 + s_lower_bl_H_4 : 0.0293513 +Epoch: 247 | Train Loss: 2.18224 | Test Loss: 2.38244 | analysis_confidence: 0.149772 | CL: 0.0242947 | ln_CD: 0.0479546 | CM: 0.00402645 | Top_Xtr: 0.0209352 | Bot_Xtr: 0.0235011 +Loss contributors: + s_ln_CD : 0.109014 + s_CL : 0.0856379 + s_CM : 0.0437506 + s_lower_bl_H_31 : 0.035189 + s_upper_bl_H_31 : 0.0347608 + s_lower_bl_H_5 : 0.031236 + s_lower_bl_H_30 : 0.0311962 + s_lower_bl_H_1 : 0.0308322 + s_upper_bl_H_30 : 0.0300456 + s_lower_bl_H_6 : 0.0299603 +Epoch: 248 | Train Loss: 2.18156 | Test Loss: 2.38094 | analysis_confidence: 0.149512 | CL: 0.0247514 | ln_CD: 0.0518264 | CM: 0.00407372 | Top_Xtr: 0.0180249 | Bot_Xtr: 0.0207397 +Loss contributors: + s_ln_CD : 0.110237 + s_CL : 0.0861793 + s_CM : 0.0438591 + s_lower_bl_H_31 : 0.035905 + s_upper_bl_H_31 : 0.034413 + s_lower_bl_H_30 : 0.032419 + s_lower_bl_H_5 : 0.0307131 + s_upper_bl_H_30 : 0.0304798 + s_lower_bl_H_1 : 0.0300797 + s_lower_bl_H_4 : 0.0295432 +Epoch: 249 | Train Loss: 2.18015 | Test Loss: 2.35105 | analysis_confidence: 0.15137 | CL: 0.0246164 | ln_CD: 0.0481532 | CM: 0.00418548 | Top_Xtr: 0.0181111 | Bot_Xtr: 0.0208424 +Loss contributors: + s_ln_CD : 0.108426 + s_CL : 0.0854695 + s_CM : 0.0453431 + s_lower_bl_H_31 : 0.0343744 + s_upper_bl_H_31 : 0.0337588 + s_lower_bl_H_5 : 0.0309939 + s_lower_bl_H_30 : 0.0303916 + s_lower_bl_H_1 : 0.0301688 + s_lower_bl_H_6 : 0.0297219 + s_lower_bl_H_4 : 0.029429 +Epoch: 250 | Train Loss: 2.17787 | Test Loss: 2.3615 | analysis_confidence: 0.147108 | CL: 0.0242684 | ln_CD: 0.0519978 | CM: 0.00428621 | Top_Xtr: 0.0184943 | Bot_Xtr: 0.0208282 +Loss contributors: + s_ln_CD : 0.108334 + s_CL : 0.0844733 + s_CM : 0.0449896 + s_lower_bl_H_31 : 0.0342559 + s_upper_bl_H_31 : 0.0335838 + s_lower_bl_H_30 : 0.0307613 + s_lower_bl_H_5 : 0.030432 + s_lower_bl_H_1 : 0.0303778 + s_upper_bl_H_30 : 0.0296205 + s_lower_bl_H_4 : 0.0290311 +Epoch: 251 | Train Loss: 2.1783 | Test Loss: 2.33753 | analysis_confidence: 0.14846 | CL: 0.0246223 | ln_CD: 0.0453375 | CM: 0.00403554 | Top_Xtr: 0.0179864 | Bot_Xtr: 0.0209729 +Loss contributors: + s_ln_CD : 0.109988 + s_CL : 0.0845488 + s_CM : 0.0434304 + s_lower_bl_H_31 : 0.0341495 + s_upper_bl_H_31 : 0.0332131 + s_lower_bl_H_5 : 0.030929 + s_lower_bl_H_1 : 0.0303711 + s_lower_bl_H_30 : 0.0300767 + s_lower_bl_H_6 : 0.0295062 + s_lower_bl_H_4 : 0.0294083 +Epoch: 252 | Train Loss: 2.17613 | Test Loss: 2.39064 | analysis_confidence: 0.148983 | CL: 0.024137 | ln_CD: 0.0483235 | CM: 0.00414896 | Top_Xtr: 0.0182117 | Bot_Xtr: 0.0210191 +Loss contributors: + s_ln_CD : 0.110462 + s_CL : 0.0853249 + s_CM : 0.0441308 + s_lower_bl_H_31 : 0.0348898 + s_upper_bl_H_31 : 0.0345108 + s_lower_bl_H_5 : 0.0314144 + s_lower_bl_H_30 : 0.0310749 + s_lower_bl_H_1 : 0.0309103 + s_lower_bl_H_2 : 0.03037 + s_lower_bl_H_4 : 0.030207 +Epoch: 253 | Train Loss: 2.17464 | Test Loss: 2.51028 | analysis_confidence: 0.147211 | CL: 0.0244293 | ln_CD: 0.0488545 | CM: 0.00409133 | Top_Xtr: 0.018369 | Bot_Xtr: 0.0211482 +Loss contributors: + s_ln_CD : 0.112446 + s_CL : 0.0866731 + s_CM : 0.044228 + s_lower_bl_H_31 : 0.0370882 + s_upper_bl_H_31 : 0.0356582 + s_lower_bl_H_5 : 0.033411 + s_lower_bl_H_30 : 0.0327573 + s_lower_bl_H_6 : 0.0322227 + s_lower_bl_H_8 : 0.0320502 + s_lower_bl_H_4 : 0.0320474 +Epoch: 254 | Train Loss: 2.1744 | Test Loss: 2.44043 | analysis_confidence: 0.151649 | CL: 0.0250604 | ln_CD: 0.0478002 | CM: 0.00419311 | Top_Xtr: 0.0177131 | Bot_Xtr: 0.0205714 +Loss contributors: + s_ln_CD : 0.116444 + s_CL : 0.0871964 + s_CM : 0.0444914 + s_lower_bl_H_31 : 0.0354054 + s_upper_bl_H_31 : 0.034787 + s_lower_bl_H_1 : 0.0324133 + s_lower_bl_H_5 : 0.0316444 + s_lower_bl_H_30 : 0.0312815 + s_lower_bl_H_2 : 0.0306688 + s_lower_bl_H_4 : 0.0306555 +Epoch: 255 | Train Loss: 2.17182 | Test Loss: 2.40986 | analysis_confidence: 0.150863 | CL: 0.0250874 | ln_CD: 0.0509991 | CM: 0.00443565 | Top_Xtr: 0.0180272 | Bot_Xtr: 0.0207515 +Loss contributors: + s_ln_CD : 0.109372 + s_CL : 0.0871826 + s_CM : 0.0472757 + s_lower_bl_H_31 : 0.03832 + s_upper_bl_H_31 : 0.0370441 + s_lower_bl_H_30 : 0.0346841 + s_upper_bl_H_30 : 0.0335147 + s_lower_bl_H_5 : 0.030811 + s_lower_bl_H_1 : 0.0303936 + s_lower_bl_H_29 : 0.0303095 +Epoch: 256 | Train Loss: 2.16996 | Test Loss: 2.42137 | analysis_confidence: 0.150365 | CL: 0.0253342 | ln_CD: 0.0474936 | CM: 0.00414194 | Top_Xtr: 0.0171199 | Bot_Xtr: 0.0195886 +Loss contributors: + s_ln_CD : 0.120087 + s_CL : 0.0886787 + s_CM : 0.0441699 + s_lower_bl_H_31 : 0.0350362 + s_upper_bl_H_31 : 0.0348397 + s_lower_bl_H_30 : 0.0310664 + s_lower_bl_H_5 : 0.0310524 + s_upper_bl_H_30 : 0.0302515 + s_lower_bl_H_1 : 0.03023 + s_lower_bl_H_4 : 0.0298709 +Epoch: 257 | Train Loss: 2.16913 | Test Loss: 2.38423 | analysis_confidence: 0.153501 | CL: 0.0245433 | ln_CD: 0.0482273 | CM: 0.00409662 | Top_Xtr: 0.0179303 | Bot_Xtr: 0.0208439 +Loss contributors: + s_ln_CD : 0.111675 + s_CL : 0.0855177 + s_CM : 0.0441529 + s_lower_bl_H_31 : 0.0347514 + s_upper_bl_H_31 : 0.0332893 + s_lower_bl_H_1 : 0.0322498 + s_lower_bl_H_5 : 0.0317652 + s_lower_bl_H_2 : 0.0314959 + s_lower_bl_H_30 : 0.0313403 + s_lower_bl_H_4 : 0.0305288 +Epoch: 258 | Train Loss: 2.16795 | Test Loss: 2.406 | analysis_confidence: 0.145732 | CL: 0.0246222 | ln_CD: 0.0482921 | CM: 0.00410431 | Top_Xtr: 0.018085 | Bot_Xtr: 0.0205321 +Loss contributors: + s_ln_CD : 0.109996 + s_CL : 0.0861457 + s_CM : 0.0440155 + s_lower_bl_H_31 : 0.0355064 + s_upper_bl_H_31 : 0.0344147 + s_lower_bl_H_1 : 0.0313888 + s_lower_bl_H_5 : 0.0312486 + s_lower_bl_H_2 : 0.0306664 + s_lower_bl_H_30 : 0.0304962 + s_lower_bl_H_4 : 0.0302116 +Epoch: 259 | Train Loss: 2.16751 | Test Loss: 2.35615 | analysis_confidence: 0.147175 | CL: 0.0242282 | ln_CD: 0.0465591 | CM: 0.00408269 | Top_Xtr: 0.0180927 | Bot_Xtr: 0.0206955 +Loss contributors: + s_ln_CD : 0.10958 + s_CL : 0.0866662 + s_CM : 0.0436305 + s_lower_bl_H_31 : 0.033825 + s_upper_bl_H_31 : 0.0334766 + s_lower_bl_H_5 : 0.0305363 + s_lower_bl_H_30 : 0.0303833 + s_lower_bl_H_1 : 0.0296961 + s_upper_bl_H_30 : 0.0295137 + s_lower_bl_H_4 : 0.0290334 +Epoch: 260 | Train Loss: 2.16297 | Test Loss: 2.3626 | analysis_confidence: 0.152236 | CL: 0.0251917 | ln_CD: 0.0599561 | CM: 0.00412699 | Top_Xtr: 0.0175033 | Bot_Xtr: 0.0203237 +Loss contributors: + s_ln_CD : 0.118984 + s_CL : 0.0850032 + s_CM : 0.0442105 + s_lower_bl_H_31 : 0.0345431 + s_upper_bl_H_31 : 0.0330712 + s_lower_bl_H_5 : 0.0310122 + s_lower_bl_H_30 : 0.0306453 + s_lower_bl_H_2 : 0.0303292 + s_lower_bl_H_1 : 0.0300628 + s_lower_bl_H_6 : 0.0299605 +Epoch: 261 | Train Loss: 2.16356 | Test Loss: 2.39271 | analysis_confidence: 0.14917 | CL: 0.0257097 | ln_CD: 0.0486966 | CM: 0.0041337 | Top_Xtr: 0.0177255 | Bot_Xtr: 0.0201429 +Loss contributors: + s_ln_CD : 0.110501 + s_CL : 0.0890658 + s_CM : 0.0440523 + s_upper_bl_H_31 : 0.0351495 + s_lower_bl_H_31 : 0.0350221 + s_lower_bl_H_30 : 0.0315476 + s_upper_bl_H_30 : 0.031064 + s_lower_bl_H_5 : 0.0304259 + s_lower_bl_H_1 : 0.0298655 + s_lower_bl_H_6 : 0.0294373 +Epoch: 262 | Train Loss: 2.16066 | Test Loss: 2.35425 | analysis_confidence: 0.150892 | CL: 0.0245009 | ln_CD: 0.0527446 | CM: 0.00398057 | Top_Xtr: 0.0174582 | Bot_Xtr: 0.0202753 +Loss contributors: + s_ln_CD : 0.11254 + s_CL : 0.0867314 + s_CM : 0.0427559 + s_lower_bl_H_31 : 0.0343573 + s_upper_bl_H_31 : 0.0334981 + s_lower_bl_H_5 : 0.0311059 + s_lower_bl_H_30 : 0.0304581 + s_lower_bl_H_6 : 0.0299406 + s_lower_bl_H_2 : 0.0297521 + s_lower_bl_H_4 : 0.0296908 +Epoch: 263 | Train Loss: 2.16149 | Test Loss: 2.3675 | analysis_confidence: 0.148643 | CL: 0.0253056 | ln_CD: 0.0489809 | CM: 0.00406768 | Top_Xtr: 0.0182556 | Bot_Xtr: 0.0210369 +Loss contributors: + s_ln_CD : 0.109046 + s_CL : 0.0869811 + s_CM : 0.0442119 + s_lower_bl_H_31 : 0.034948 + s_upper_bl_H_31 : 0.0339265 + s_lower_bl_H_5 : 0.0311321 + s_lower_bl_H_30 : 0.0307204 + s_lower_bl_H_1 : 0.0301864 + s_lower_bl_H_6 : 0.0300184 + s_lower_bl_H_8 : 0.0294465 +Epoch: 264 | Train Loss: 2.1602 | Test Loss: 2.35499 | analysis_confidence: 0.146853 | CL: 0.0238721 | ln_CD: 0.0520804 | CM: 0.0040375 | Top_Xtr: 0.0179017 | Bot_Xtr: 0.020802 +Loss contributors: + s_ln_CD : 0.116536 + s_CL : 0.0834316 + s_CM : 0.0428995 + s_lower_bl_H_31 : 0.0343936 + s_upper_bl_H_31 : 0.0340537 + s_lower_bl_H_30 : 0.0304204 + s_lower_bl_H_5 : 0.0303413 + s_lower_bl_H_1 : 0.0294161 + s_lower_bl_H_2 : 0.0291787 + s_upper_bl_H_30 : 0.0291539 +Epoch: 265 | Train Loss: 2.15822 | Test Loss: 2.35626 | analysis_confidence: 0.143783 | CL: 0.0251566 | ln_CD: 0.0478046 | CM: 0.00417387 | Top_Xtr: 0.0183351 | Bot_Xtr: 0.0205732 +Loss contributors: + s_ln_CD : 0.108154 + s_CL : 0.0855778 + s_CM : 0.0443917 + s_lower_bl_H_31 : 0.0342876 + s_upper_bl_H_31 : 0.0337132 + s_lower_bl_H_5 : 0.0312779 + s_lower_bl_H_30 : 0.0312491 + s_lower_bl_H_2 : 0.0309698 + s_lower_bl_H_1 : 0.0303366 + s_lower_bl_H_6 : 0.0301551 +Epoch: 266 | Train Loss: 2.15587 | Test Loss: 2.32889 | analysis_confidence: 0.146832 | CL: 0.0247479 | ln_CD: 0.0467696 | CM: 0.00406955 | Top_Xtr: 0.0171391 | Bot_Xtr: 0.0199803 +Loss contributors: + s_ln_CD : 0.104666 + s_CL : 0.0846716 + s_CM : 0.0433498 + s_lower_bl_H_31 : 0.0342426 + s_upper_bl_H_31 : 0.0336875 + s_lower_bl_H_30 : 0.0303561 + s_lower_bl_H_5 : 0.0299909 + s_lower_bl_H_1 : 0.0295502 + s_upper_bl_H_30 : 0.0290876 + s_lower_bl_H_2 : 0.0289078 +Epoch: 267 | Train Loss: 2.15474 | Test Loss: 2.35488 | analysis_confidence: 0.15014 | CL: 0.0249702 | ln_CD: 0.0540098 | CM: 0.00416769 | Top_Xtr: 0.0174149 | Bot_Xtr: 0.0199826 +Loss contributors: + s_ln_CD : 0.114825 + s_CL : 0.0854862 + s_CM : 0.0447254 + s_lower_bl_H_31 : 0.0355485 + s_upper_bl_H_31 : 0.0337585 + s_lower_bl_H_5 : 0.0309222 + s_lower_bl_H_1 : 0.0305891 + s_lower_bl_H_30 : 0.0300381 + s_lower_bl_H_6 : 0.029343 + s_lower_bl_H_4 : 0.0291446 +Epoch: 268 | Train Loss: 2.15308 | Test Loss: 2.35137 | analysis_confidence: 0.150458 | CL: 0.0248815 | ln_CD: 0.0476392 | CM: 0.00418059 | Top_Xtr: 0.0176495 | Bot_Xtr: 0.020123 +Loss contributors: + s_ln_CD : 0.109827 + s_CL : 0.0855653 + s_CM : 0.0443704 + s_lower_bl_H_31 : 0.0348153 + s_upper_bl_H_31 : 0.0331584 + s_lower_bl_H_30 : 0.0303774 + s_lower_bl_H_5 : 0.0303054 + s_lower_bl_H_1 : 0.0301847 + s_lower_bl_H_6 : 0.0295406 + s_lower_bl_H_2 : 0.0294954 +Epoch: 269 | Train Loss: 2.15237 | Test Loss: 2.36443 | analysis_confidence: 0.146484 | CL: 0.0241218 | ln_CD: 0.0463424 | CM: 0.00412599 | Top_Xtr: 0.0191915 | Bot_Xtr: 0.022698 +Loss contributors: + s_ln_CD : 0.117034 + s_CL : 0.0844782 + s_CM : 0.0444406 + s_lower_bl_H_31 : 0.0340964 + s_upper_bl_H_31 : 0.033511 + s_lower_bl_H_5 : 0.0310271 + s_lower_bl_H_30 : 0.0301868 + s_lower_bl_H_6 : 0.0300914 + s_lower_bl_H_1 : 0.029861 + s_lower_bl_H_4 : 0.0294183 +Epoch: 270 | Train Loss: 2.15025 | Test Loss: 2.36183 | analysis_confidence: 0.146882 | CL: 0.0237421 | ln_CD: 0.0470987 | CM: 0.0042986 | Top_Xtr: 0.0174395 | Bot_Xtr: 0.0200877 +Loss contributors: + s_ln_CD : 0.108699 + s_CL : 0.0845788 + s_CM : 0.0455155 + s_lower_bl_H_31 : 0.0343741 + s_upper_bl_H_31 : 0.0335489 + s_lower_bl_H_5 : 0.0314766 + s_lower_bl_H_30 : 0.0302291 + s_lower_bl_H_1 : 0.0301903 + s_lower_bl_H_6 : 0.0301532 + s_lower_bl_H_4 : 0.0298243 +Epoch: 271 | Train Loss: 2.15144 | Test Loss: 2.38076 | analysis_confidence: 0.150972 | CL: 0.0241899 | ln_CD: 0.0524221 | CM: 0.0040961 | Top_Xtr: 0.0173524 | Bot_Xtr: 0.0200585 +Loss contributors: + s_ln_CD : 0.117022 + s_CL : 0.0848649 + s_CM : 0.0444768 + s_lower_bl_H_31 : 0.0355304 + s_upper_bl_H_31 : 0.0346884 + s_lower_bl_H_5 : 0.0311868 + s_lower_bl_H_30 : 0.0306881 + s_lower_bl_H_6 : 0.0302642 + s_lower_bl_H_4 : 0.0300166 + s_lower_bl_H_1 : 0.0299851 +Epoch: 272 | Train Loss: 2.15117 | Test Loss: 2.34166 | analysis_confidence: 0.15214 | CL: 0.024504 | ln_CD: 0.0464571 | CM: 0.00411974 | Top_Xtr: 0.0170606 | Bot_Xtr: 0.0198223 +Loss contributors: + s_ln_CD : 0.107576 + s_CL : 0.0857439 + s_CM : 0.0442344 + s_lower_bl_H_31 : 0.0359544 + s_upper_bl_H_31 : 0.0340029 + s_lower_bl_H_30 : 0.0313655 + s_lower_bl_H_1 : 0.0308053 + s_lower_bl_H_5 : 0.0305281 + s_lower_bl_H_2 : 0.0302888 + s_lower_bl_H_4 : 0.0292475 +Epoch: 273 | Train Loss: 2.14821 | Test Loss: 2.35927 | analysis_confidence: 0.151472 | CL: 0.0240121 | ln_CD: 0.0502269 | CM: 0.00406406 | Top_Xtr: 0.0170332 | Bot_Xtr: 0.0200572 +Loss contributors: + s_ln_CD : 0.110977 + s_CL : 0.0847597 + s_CM : 0.0435763 + s_lower_bl_H_31 : 0.0339393 + s_upper_bl_H_31 : 0.0338772 + s_lower_bl_H_5 : 0.03073 + s_lower_bl_H_1 : 0.030183 + s_lower_bl_H_2 : 0.0301377 + s_lower_bl_H_30 : 0.0299053 + s_lower_bl_H_4 : 0.029738 +Epoch: 274 | Train Loss: 2.14693 | Test Loss: 2.32889 | analysis_confidence: 0.148294 | CL: 0.0247205 | ln_CD: 0.0491195 | CM: 0.00408408 | Top_Xtr: 0.0191987 | Bot_Xtr: 0.0220727 +Loss contributors: + s_ln_CD : 0.109494 + s_CL : 0.084218 + s_CM : 0.0437432 + s_lower_bl_H_31 : 0.0345735 + s_upper_bl_H_31 : 0.0338087 + s_lower_bl_H_1 : 0.0307493 + s_lower_bl_H_30 : 0.030543 + s_lower_bl_H_5 : 0.0300267 + s_lower_bl_H_2 : 0.0293581 + s_upper_bl_H_30 : 0.0288618 +Epoch: 275 | Train Loss: 2.14664 | Test Loss: 2.3912 | analysis_confidence: 0.152706 | CL: 0.0237204 | ln_CD: 0.0502117 | CM: 0.00407232 | Top_Xtr: 0.0184932 | Bot_Xtr: 0.0202419 +Loss contributors: + s_ln_CD : 0.111915 + s_CL : 0.0854141 + s_CM : 0.0440164 + s_lower_bl_H_31 : 0.035792 + s_upper_bl_H_31 : 0.0337154 + s_lower_bl_H_30 : 0.0316663 + s_lower_bl_H_5 : 0.0305709 + s_lower_bl_H_1 : 0.0302595 + s_lower_bl_H_8 : 0.0296691 + s_lower_bl_H_7 : 0.0295358 +Epoch: 276 | Train Loss: 2.14524 | Test Loss: 2.35191 | analysis_confidence: 0.150347 | CL: 0.0263407 | ln_CD: 0.0462057 | CM: 0.00422689 | Top_Xtr: 0.0173071 | Bot_Xtr: 0.0201748 +Loss contributors: + s_ln_CD : 0.107125 + s_CL : 0.0882152 + s_CM : 0.0448142 + s_lower_bl_H_31 : 0.0347125 + s_upper_bl_H_31 : 0.0337845 + s_lower_bl_H_30 : 0.0303515 + s_lower_bl_H_1 : 0.0303486 + s_lower_bl_H_5 : 0.0301738 + s_lower_bl_H_4 : 0.0293167 + s_lower_bl_H_6 : 0.0293075 +Epoch: 277 | Train Loss: 2.14306 | Test Loss: 2.43643 | analysis_confidence: 0.145758 | CL: 0.0249953 | ln_CD: 0.0512779 | CM: 0.00413312 | Top_Xtr: 0.0175919 | Bot_Xtr: 0.0208614 +Loss contributors: + s_ln_CD : 0.11452 + s_CL : 0.0863406 + s_CM : 0.0444893 + s_lower_bl_H_31 : 0.0363529 + s_upper_bl_H_31 : 0.0350328 + s_lower_bl_H_5 : 0.0322508 + s_lower_bl_H_30 : 0.0316963 + s_lower_bl_H_4 : 0.0309498 + s_lower_bl_H_6 : 0.0308074 + s_lower_bl_H_1 : 0.0305431 +Epoch: 278 | Train Loss: 2.14339 | Test Loss: 2.43529 | analysis_confidence: 0.151002 | CL: 0.0255382 | ln_CD: 0.0541895 | CM: 0.00462666 | Top_Xtr: 0.018384 | Bot_Xtr: 0.0216046 +Loss contributors: + s_ln_CD : 0.120512 + s_CL : 0.088009 + s_CM : 0.0489863 + s_upper_bl_H_31 : 0.0356564 + s_lower_bl_H_31 : 0.0353163 + s_lower_bl_H_5 : 0.0317362 + s_lower_bl_H_30 : 0.0310331 + s_upper_bl_H_30 : 0.0309845 + s_lower_bl_H_4 : 0.0307419 + s_lower_bl_H_1 : 0.0304071 +Epoch: 279 | Train Loss: 2.14052 | Test Loss: 2.33632 | analysis_confidence: 0.146513 | CL: 0.0235508 | ln_CD: 0.0619797 | CM: 0.00398979 | Top_Xtr: 0.0168207 | Bot_Xtr: 0.0195386 +Loss contributors: + s_ln_CD : 0.121342 + s_CL : 0.0831833 + s_CM : 0.0430047 + s_lower_bl_H_31 : 0.0332519 + s_upper_bl_H_31 : 0.032646 + s_lower_bl_H_5 : 0.0306661 + s_lower_bl_H_30 : 0.0295687 + s_lower_bl_H_1 : 0.0294869 + s_lower_bl_H_6 : 0.0294286 + s_lower_bl_H_4 : 0.0292589 +Epoch: 280 | Train Loss: 2.1393 | Test Loss: 2.33934 | analysis_confidence: 0.151254 | CL: 0.0243479 | ln_CD: 0.0499765 | CM: 0.00434235 | Top_Xtr: 0.0175724 | Bot_Xtr: 0.0206759 +Loss contributors: + s_ln_CD : 0.109324 + s_CL : 0.0843581 + s_CM : 0.0457586 + s_lower_bl_H_31 : 0.0342256 + s_upper_bl_H_31 : 0.0334043 + s_lower_bl_H_5 : 0.0308818 + s_lower_bl_H_6 : 0.0302808 + s_lower_bl_H_1 : 0.029825 + s_lower_bl_H_30 : 0.0297222 + s_lower_bl_H_8 : 0.0292492 +Epoch: 281 | Train Loss: 2.13672 | Test Loss: 2.35848 | analysis_confidence: 0.147805 | CL: 0.024855 | ln_CD: 0.0478281 | CM: 0.00424914 | Top_Xtr: 0.0169002 | Bot_Xtr: 0.019577 +Loss contributors: + s_ln_CD : 0.108701 + s_CL : 0.0882876 + s_CM : 0.045428 + s_upper_bl_H_31 : 0.0346313 + s_lower_bl_H_31 : 0.0339225 + s_lower_bl_H_1 : 0.0315728 + s_lower_bl_H_5 : 0.0311747 + s_lower_bl_H_2 : 0.0305236 + s_lower_bl_H_30 : 0.0302488 + s_upper_bl_H_30 : 0.0299454 +Epoch: 282 | Train Loss: 2.13657 | Test Loss: 2.36666 | analysis_confidence: 0.146514 | CL: 0.0257014 | ln_CD: 0.0527369 | CM: 0.00418401 | Top_Xtr: 0.0183577 | Bot_Xtr: 0.0212493 +Loss contributors: + s_ln_CD : 0.111145 + s_CL : 0.0867964 + s_CM : 0.0442783 + s_lower_bl_H_31 : 0.035457 + s_upper_bl_H_31 : 0.0335395 + s_lower_bl_H_30 : 0.0311388 + s_lower_bl_H_5 : 0.0306038 + s_lower_bl_H_1 : 0.029482 + s_lower_bl_H_6 : 0.0291994 + s_upper_bl_H_30 : 0.0290768 +Epoch: 283 | Train Loss: 2.13656 | Test Loss: 2.31802 | analysis_confidence: 0.146986 | CL: 0.0245902 | ln_CD: 0.0469299 | CM: 0.00403195 | Top_Xtr: 0.0175308 | Bot_Xtr: 0.0201067 +Loss contributors: + s_ln_CD : 0.107957 + s_CL : 0.0842594 + s_CM : 0.0431289 + s_lower_bl_H_31 : 0.0342115 + s_upper_bl_H_31 : 0.0329755 + s_lower_bl_H_30 : 0.0305323 + s_lower_bl_H_1 : 0.0302383 + s_lower_bl_H_5 : 0.030166 + s_lower_bl_H_6 : 0.0289531 + s_lower_bl_H_2 : 0.0289004 +Epoch: 284 | Train Loss: 2.13311 | Test Loss: 2.39158 | analysis_confidence: 0.151347 | CL: 0.026334 | ln_CD: 0.0487102 | CM: 0.00429215 | Top_Xtr: 0.0176944 | Bot_Xtr: 0.0200431 +Loss contributors: + s_ln_CD : 0.11059 + s_CL : 0.0880276 + s_CM : 0.0451628 + s_lower_bl_H_31 : 0.035511 + s_upper_bl_H_31 : 0.0332651 + s_lower_bl_H_30 : 0.0316723 + s_lower_bl_H_5 : 0.0315713 + s_lower_bl_H_4 : 0.030623 + s_lower_bl_H_3 : 0.030166 + s_lower_bl_H_2 : 0.0300466 +Epoch: 285 | Train Loss: 2.13259 | Test Loss: 2.30767 | analysis_confidence: 0.148487 | CL: 0.0240242 | ln_CD: 0.0494944 | CM: 0.00404797 | Top_Xtr: 0.0167025 | Bot_Xtr: 0.0192538 +Loss contributors: + s_ln_CD : 0.109794 + s_CL : 0.0839576 + s_CM : 0.0431384 + s_lower_bl_H_31 : 0.0344332 + s_upper_bl_H_31 : 0.0325069 + s_lower_bl_H_5 : 0.0296649 + s_lower_bl_H_30 : 0.0296646 + s_lower_bl_H_1 : 0.0295434 + s_lower_bl_H_2 : 0.0287187 + s_lower_bl_H_4 : 0.0284886 +Epoch: 286 | Train Loss: 2.13202 | Test Loss: 2.36375 | analysis_confidence: 0.147995 | CL: 0.0251212 | ln_CD: 0.0534016 | CM: 0.00418448 | Top_Xtr: 0.0175408 | Bot_Xtr: 0.0204841 +Loss contributors: + s_ln_CD : 0.111671 + s_CL : 0.0863462 + s_CM : 0.0451365 + s_lower_bl_H_31 : 0.0358811 + s_upper_bl_H_31 : 0.0353506 + s_lower_bl_H_30 : 0.0313503 + s_upper_bl_H_30 : 0.0302849 + s_lower_bl_H_5 : 0.0302334 + s_lower_bl_H_1 : 0.02925 + s_lower_bl_H_6 : 0.0289162 +Epoch: 287 | Train Loss: 2.131 | Test Loss: 2.35087 | analysis_confidence: 0.147617 | CL: 0.0233873 | ln_CD: 0.0508247 | CM: 0.00399158 | Top_Xtr: 0.017037 | Bot_Xtr: 0.0199 +Loss contributors: + s_ln_CD : 0.1247 + s_CL : 0.0845688 + s_CM : 0.0430641 + s_lower_bl_H_31 : 0.0335759 + s_upper_bl_H_31 : 0.0325428 + s_lower_bl_H_30 : 0.0299776 + s_lower_bl_H_5 : 0.0299508 + s_lower_bl_H_1 : 0.0299477 + s_lower_bl_H_2 : 0.0297613 + s_lower_bl_H_3 : 0.0286918 +Epoch: 288 | Train Loss: 2.12924 | Test Loss: 2.34866 | analysis_confidence: 0.144888 | CL: 0.0248737 | ln_CD: 0.0470371 | CM: 0.00409039 | Top_Xtr: 0.0182404 | Bot_Xtr: 0.0206864 +Loss contributors: + s_ln_CD : 0.108854 + s_CL : 0.0852583 + s_CM : 0.0437709 + s_lower_bl_H_31 : 0.0340549 + s_upper_bl_H_31 : 0.0329185 + s_lower_bl_H_5 : 0.0314304 + s_lower_bl_H_1 : 0.0304322 + s_lower_bl_H_4 : 0.0302083 + s_lower_bl_H_3 : 0.0300783 + s_lower_bl_H_6 : 0.0300686 +Epoch: 289 | Train Loss: 2.12878 | Test Loss: 2.33376 | analysis_confidence: 0.150583 | CL: 0.0236809 | ln_CD: 0.0473187 | CM: 0.00405718 | Top_Xtr: 0.017279 | Bot_Xtr: 0.0199535 +Loss contributors: + s_ln_CD : 0.109023 + s_CL : 0.0829995 + s_CM : 0.0432952 + s_lower_bl_H_31 : 0.033797 + s_upper_bl_H_31 : 0.0330538 + s_lower_bl_H_5 : 0.0306122 + s_lower_bl_H_1 : 0.0298141 + s_lower_bl_H_6 : 0.0297533 + s_lower_bl_H_30 : 0.0295101 + s_lower_bl_H_8 : 0.0293869 +Epoch: 290 | Train Loss: 2.13094 | Test Loss: 2.34355 | analysis_confidence: 0.150024 | CL: 0.0261723 | ln_CD: 0.0491167 | CM: 0.0040676 | Top_Xtr: 0.0164408 | Bot_Xtr: 0.0193316 +Loss contributors: + s_ln_CD : 0.111487 + s_CL : 0.0870333 + s_CM : 0.0440569 + s_lower_bl_H_31 : 0.0335524 + s_upper_bl_H_31 : 0.0328103 + s_lower_bl_H_5 : 0.03057 + s_lower_bl_H_1 : 0.0297865 + s_lower_bl_H_30 : 0.0297582 + s_lower_bl_H_6 : 0.0293031 + s_lower_bl_H_2 : 0.0291121 +Epoch: 291 | Train Loss: 2.12904 | Test Loss: 2.34666 | analysis_confidence: 0.148262 | CL: 0.0240599 | ln_CD: 0.050253 | CM: 0.00409177 | Top_Xtr: 0.0166299 | Bot_Xtr: 0.0193711 +Loss contributors: + s_ln_CD : 0.112998 + s_CL : 0.0846023 + s_CM : 0.0432677 + s_lower_bl_H_31 : 0.0351787 + s_upper_bl_H_31 : 0.0337256 + s_lower_bl_H_30 : 0.0308163 + s_lower_bl_H_5 : 0.0303394 + s_lower_bl_H_1 : 0.0298639 + s_upper_bl_H_30 : 0.0293882 + s_lower_bl_H_6 : 0.0291245 +Epoch: 292 | Train Loss: 2.12674 | Test Loss: 2.36022 | analysis_confidence: 0.152537 | CL: 0.026144 | ln_CD: 0.0460259 | CM: 0.004386 | Top_Xtr: 0.0170283 | Bot_Xtr: 0.019762 +Loss contributors: + s_ln_CD : 0.112393 + s_CL : 0.087884 + s_CM : 0.0465498 + s_lower_bl_H_31 : 0.03531 + s_upper_bl_H_31 : 0.0348118 + s_lower_bl_H_5 : 0.0311169 + s_lower_bl_H_30 : 0.0305787 + s_lower_bl_H_1 : 0.0305063 + s_lower_bl_H_2 : 0.0299721 + s_upper_bl_H_30 : 0.0296659 +Epoch: 293 | Train Loss: 2.12478 | Test Loss: 2.38894 | analysis_confidence: 0.147946 | CL: 0.0246531 | ln_CD: 0.0474588 | CM: 0.00400833 | Top_Xtr: 0.0179596 | Bot_Xtr: 0.0202761 +Loss contributors: + s_ln_CD : 0.110798 + s_CL : 0.0853269 + s_CM : 0.0432298 + s_lower_bl_H_31 : 0.0353222 + s_upper_bl_H_31 : 0.0347535 + s_lower_bl_H_5 : 0.0308913 + s_lower_bl_H_30 : 0.0305842 + s_lower_bl_H_6 : 0.029863 + s_lower_bl_H_1 : 0.0298603 + s_lower_bl_H_4 : 0.0296163 +Epoch: 294 | Train Loss: 2.12512 | Test Loss: 2.36988 | analysis_confidence: 0.152609 | CL: 0.0241671 | ln_CD: 0.0466143 | CM: 0.00405905 | Top_Xtr: 0.0167376 | Bot_Xtr: 0.0196382 +Loss contributors: + s_ln_CD : 0.123243 + s_CL : 0.0849772 + s_CM : 0.0439348 + s_lower_bl_H_31 : 0.0340812 + s_upper_bl_H_31 : 0.0327673 + s_lower_bl_H_5 : 0.0309883 + s_lower_bl_H_30 : 0.0302126 + s_lower_bl_H_1 : 0.0299452 + s_lower_bl_H_6 : 0.0297352 + s_lower_bl_H_4 : 0.0291828 +Epoch: 295 | Train Loss: 2.12076 | Test Loss: 2.37229 | analysis_confidence: 0.149429 | CL: 0.0236993 | ln_CD: 0.0521352 | CM: 0.00406332 | Top_Xtr: 0.0171643 | Bot_Xtr: 0.0195671 +Loss contributors: + s_ln_CD : 0.111465 + s_CL : 0.0840836 + s_CM : 0.0433055 + s_lower_bl_H_31 : 0.0349357 + s_upper_bl_H_31 : 0.0334959 + s_lower_bl_H_5 : 0.0314736 + s_lower_bl_H_6 : 0.0310395 + s_lower_bl_H_8 : 0.0307137 + s_lower_bl_H_9 : 0.0305944 + s_lower_bl_H_7 : 0.0302674 +Epoch: 296 | Train Loss: 2.12378 | Test Loss: 2.36055 | analysis_confidence: 0.152479 | CL: 0.0247815 | ln_CD: 0.0456067 | CM: 0.00405313 | Top_Xtr: 0.0180412 | Bot_Xtr: 0.020555 +Loss contributors: + s_ln_CD : 0.107729 + s_CL : 0.0863082 + s_CM : 0.0437863 + s_lower_bl_H_31 : 0.03474 + s_upper_bl_H_31 : 0.0342265 + s_lower_bl_H_30 : 0.0306127 + s_lower_bl_H_5 : 0.030409 + s_lower_bl_H_1 : 0.0297283 + s_upper_bl_H_30 : 0.0293404 + s_lower_bl_H_9 : 0.0292001 +Epoch: 297 | Train Loss: 2.12086 | Test Loss: 2.38229 | analysis_confidence: 0.147361 | CL: 0.0245964 | ln_CD: 0.0486569 | CM: 0.00436513 | Top_Xtr: 0.0175361 | Bot_Xtr: 0.0199298 +Loss contributors: + s_ln_CD : 0.108111 + s_CL : 0.0849534 + s_CM : 0.045921 + s_lower_bl_H_31 : 0.0342022 + s_upper_bl_H_31 : 0.0328321 + s_lower_bl_H_5 : 0.0321565 + s_lower_bl_H_4 : 0.0309776 + s_lower_bl_H_2 : 0.030876 + s_lower_bl_H_6 : 0.0306695 + s_lower_bl_H_1 : 0.0304802 +Epoch: 298 | Train Loss: 2.12034 | Test Loss: 2.38942 | analysis_confidence: 0.152021 | CL: 0.0239181 | ln_CD: 0.0471626 | CM: 0.00422042 | Top_Xtr: 0.0167528 | Bot_Xtr: 0.019734 +Loss contributors: + s_ln_CD : 0.123678 + s_CL : 0.0872371 + s_CM : 0.0448156 + s_upper_bl_H_31 : 0.0349873 + s_lower_bl_H_31 : 0.0344113 + s_lower_bl_H_5 : 0.0305267 + s_lower_bl_H_30 : 0.0299365 + s_upper_bl_H_30 : 0.029831 + s_lower_bl_H_1 : 0.0293926 + s_lower_bl_H_6 : 0.0291952 +Epoch: 299 | Train Loss: 2.11817 | Test Loss: 2.35851 | analysis_confidence: 0.15 | CL: 0.0258031 | ln_CD: 0.0482916 | CM: 0.00401859 | Top_Xtr: 0.0163791 | Bot_Xtr: 0.0192995 +Loss contributors: + s_ln_CD : 0.111963 + s_CL : 0.0856805 + s_CM : 0.0435374 + s_lower_bl_H_31 : 0.0336212 + s_upper_bl_H_31 : 0.032346 + s_lower_bl_H_5 : 0.031552 + s_lower_bl_H_6 : 0.0303905 + s_lower_bl_H_1 : 0.0302993 + s_lower_bl_H_30 : 0.0298357 + s_lower_bl_H_4 : 0.0297095 +Epoch: 300 | Train Loss: 2.11851 | Test Loss: 2.33122 | analysis_confidence: 0.144654 | CL: 0.0248199 | ln_CD: 0.0495228 | CM: 0.00413179 | Top_Xtr: 0.0165938 | Bot_Xtr: 0.0193663 +Loss contributors: + s_ln_CD : 0.106729 + s_CL : 0.0841204 + s_CM : 0.0440298 + s_lower_bl_H_31 : 0.0352639 + s_upper_bl_H_31 : 0.0340534 + s_lower_bl_H_30 : 0.0306302 + s_lower_bl_H_5 : 0.0304141 + s_lower_bl_H_1 : 0.0303281 + s_lower_bl_H_2 : 0.0295406 + s_lower_bl_H_4 : 0.0293781 +Epoch: 301 | Train Loss: 2.11604 | Test Loss: 2.30979 | analysis_confidence: 0.147021 | CL: 0.0246794 | ln_CD: 0.0469396 | CM: 0.00439486 | Top_Xtr: 0.0175829 | Bot_Xtr: 0.0201199 +Loss contributors: + s_ln_CD : 0.109566 + s_CL : 0.0838665 + s_CM : 0.0456207 + s_lower_bl_H_31 : 0.0336564 + s_upper_bl_H_31 : 0.0333126 + s_lower_bl_H_5 : 0.0300822 + s_lower_bl_H_30 : 0.0298765 + s_lower_bl_H_6 : 0.029439 + s_lower_bl_H_1 : 0.0293331 + s_lower_bl_H_4 : 0.0287781 +Epoch: 302 | Train Loss: 2.11364 | Test Loss: 2.37481 | analysis_confidence: 0.147022 | CL: 0.0241774 | ln_CD: 0.0473111 | CM: 0.00422208 | Top_Xtr: 0.0171938 | Bot_Xtr: 0.0199883 +Loss contributors: + s_ln_CD : 0.110555 + s_CL : 0.0848812 + s_CM : 0.0460503 + s_lower_bl_H_31 : 0.0346069 + s_upper_bl_H_31 : 0.0345879 + s_lower_bl_H_30 : 0.0310499 + s_upper_bl_H_30 : 0.0304652 + s_lower_bl_H_5 : 0.0304316 + s_lower_bl_H_6 : 0.0297886 + s_lower_bl_H_1 : 0.0297639 +slurmstepd-d-10-4-2: error: *** JOB 25352887 ON d-10-4-2 CANCELLED AT 2024-03-09T00:55:12 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25352888 b/training/gen2_architecture/log.log-25352888 new file mode 100644 index 0000000..6886317 --- /dev/null +++ b/training/gen2_architecture/log.log-25352888 @@ -0,0 +1,3807 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 35.0792 | Test Loss: 11.6051 | analysis_confidence: 0.321315 | CL: 0.0560133 | ln_CD: 0.113424 | CM: 0.00954105 | Top_Xtr: 0.0588515 | Bot_Xtr: 0.0670233 +Loss contributors: + s_ln_CD : 0.75365 + s_CL : 0.708408 + s_CM : 0.447182 + s_upper_bl_H_31 : 0.196269 + s_lower_bl_H_31 : 0.183743 + s_upper_bl_H_30 : 0.168449 + s_lower_bl_H_0 : 0.155958 + s_upper_bl_H_29 : 0.152879 + s_lower_bl_H_30 : 0.147259 + s_upper_bl_H_28 : 0.144828 +Epoch: 1 | Train Loss: 9.8203 | Test Loss: 8.59768 | analysis_confidence: 0.270855 | CL: 0.048864 | ln_CD: 0.0921016 | CM: 0.0081273 | Top_Xtr: 0.047156 | Bot_Xtr: 0.054865 +Loss contributors: + s_ln_CD : 0.586039 + s_CL : 0.564526 + s_CM : 0.338833 + s_upper_bl_H_31 : 0.135761 + s_lower_bl_H_31 : 0.132668 + s_upper_bl_H_30 : 0.114789 + s_lower_bl_H_30 : 0.108099 + s_lower_bl_H_0 : 0.104236 + s_upper_bl_H_29 : 0.103443 + s_upper_bl_H_21 : 0.0997102 +Epoch: 2 | Train Loss: 7.71448 | Test Loss: 6.99921 | analysis_confidence: 0.254022 | CL: 0.042994 | ln_CD: 0.0840045 | CM: 0.00740247 | Top_Xtr: 0.0422084 | Bot_Xtr: 0.0484177 +Loss contributors: + s_ln_CD : 0.524955 + s_CL : 0.46873 + s_CM : 0.285248 + s_upper_bl_H_31 : 0.108866 + s_lower_bl_H_31 : 0.10829 + s_upper_bl_H_30 : 0.0918676 + s_lower_bl_H_30 : 0.0888913 + s_upper_bl_H_29 : 0.0834302 + s_analysis_confidence : 0.082559 + s_lower_bl_H_0 : 0.0823608 +Epoch: 3 | Train Loss: 6.65061 | Test Loss: 6.24039 | 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0.0550452 | CM: 0.00486473 | Top_Xtr: 0.0230558 | Bot_Xtr: 0.0268333 +Loss contributors: + s_ln_CD : 0.34204 + s_CL : 0.269879 + s_CM : 0.147007 + s_analysis_confidence : 0.0590506 + s_upper_bl_H_31 : 0.0505323 + s_lower_bl_H_31 : 0.0504777 + s_upper_bl_H_30 : 0.041463 + s_lower_bl_H_3 : 0.0414455 + s_lower_bl_H_30 : 0.0413862 + s_lower_bl_H_5 : 0.0388158 +Epoch: 23 | Train Loss: 3.52672 | Test Loss: 3.55947 | analysis_confidence: 0.170318 | CL: 0.0295771 | ln_CD: 0.0561615 | CM: 0.00484083 | Top_Xtr: 0.0231134 | Bot_Xtr: 0.0270165 +Loss contributors: + s_ln_CD : 0.333651 + s_CL : 0.272837 + s_CM : 0.145903 + s_analysis_confidence : 0.0584646 + s_lower_bl_H_31 : 0.0502183 + s_upper_bl_H_31 : 0.0500688 + s_lower_bl_H_3 : 0.0433693 + s_lower_bl_H_30 : 0.0418957 + s_upper_bl_H_30 : 0.0415686 + s_lower_bl_H_5 : 0.0399609 +Epoch: 24 | Train Loss: 3.49435 | Test Loss: 3.55163 | analysis_confidence: 0.167866 | CL: 0.0292275 | ln_CD: 0.0562002 | CM: 0.00493828 | Top_Xtr: 0.0226714 | Bot_Xtr: 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0.0459021 + s_lower_bl_H_3 : 0.0400757 + s_lower_bl_H_30 : 0.0379991 + s_upper_bl_H_30 : 0.0378862 + s_lower_bl_H_5 : 0.0370733 +Epoch: 31 | Train Loss: 3.31476 | Test Loss: 3.35672 | analysis_confidence: 0.159059 | CL: 0.0286928 | ln_CD: 0.052469 | CM: 0.00458586 | Top_Xtr: 0.0206727 | Bot_Xtr: 0.0244032 +Loss contributors: + s_ln_CD : 0.348497 + s_CL : 0.259783 + s_CM : 0.135572 + s_analysis_confidence : 0.0554375 + s_lower_bl_H_31 : 0.0461264 + s_upper_bl_H_31 : 0.0454493 + s_lower_bl_H_3 : 0.0388553 + s_lower_bl_H_30 : 0.0383877 + s_upper_bl_H_30 : 0.0378191 + s_lower_bl_H_5 : 0.0362849 +Epoch: 32 | Train Loss: 3.29385 | Test Loss: 3.32155 | analysis_confidence: 0.158691 | CL: 0.0299641 | ln_CD: 0.0525571 | CM: 0.00451281 | Top_Xtr: 0.0207943 | Bot_Xtr: 0.02465 +Loss contributors: + s_ln_CD : 0.311412 + s_CL : 0.264986 + s_CM : 0.132831 + s_analysis_confidence : 0.055088 + s_lower_bl_H_31 : 0.0451713 + s_upper_bl_H_31 : 0.0445459 + s_lower_bl_H_3 : 0.0391149 + s_lower_bl_H_30 : 0.0372588 + s_lower_bl_H_5 : 0.0370151 + s_upper_bl_H_30 : 0.0367846 +Epoch: 33 | Train Loss: 3.27415 | Test Loss: 3.35854 | analysis_confidence: 0.157995 | CL: 0.026803 | ln_CD: 0.05252 | CM: 0.00446507 | Top_Xtr: 0.0227977 | Bot_Xtr: 0.026201 +Loss contributors: + s_ln_CD : 0.314877 + s_CL : 0.254455 + s_CM : 0.132594 + s_analysis_confidence : 0.054841 + s_lower_bl_H_31 : 0.0447413 + s_upper_bl_H_31 : 0.0441631 + s_lower_bl_H_3 : 0.0401748 + s_lower_bl_H_2 : 0.0384035 + s_lower_bl_H_1 : 0.0378744 + s_lower_bl_H_30 : 0.037786 +Epoch: 34 | Train Loss: 3.25572 | Test Loss: 3.3715 | analysis_confidence: 0.153525 | CL: 0.0282613 | ln_CD: 0.0634042 | CM: 0.00480979 | Top_Xtr: 0.0207741 | Bot_Xtr: 0.0246002 +Loss contributors: + s_ln_CD : 0.336013 + s_CL : 0.261521 + s_CM : 0.1427 + s_analysis_confidence : 0.0547404 + s_lower_bl_H_31 : 0.0442786 + s_upper_bl_H_31 : 0.0441503 + s_lower_bl_H_3 : 0.0398267 + s_upper_bl_H_30 : 0.0375657 + s_lower_bl_H_30 : 0.0369762 + s_lower_bl_H_5 : 0.0369154 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analysis_confidence: 0.155611 | CL: 0.0267088 | ln_CD: 0.0514216 | CM: 0.00440051 | Top_Xtr: 0.0202706 | Bot_Xtr: 0.0237948 +Loss contributors: + s_ln_CD : 0.314761 + s_CL : 0.252173 + s_CM : 0.130212 + s_analysis_confidence : 0.0539153 + s_lower_bl_H_31 : 0.0440737 + s_upper_bl_H_31 : 0.0438499 + s_lower_bl_H_3 : 0.0382978 + s_lower_bl_H_30 : 0.0362575 + s_upper_bl_H_30 : 0.0361835 + s_lower_bl_H_5 : 0.0357952 +Epoch: 38 | Train Loss: 3.19008 | Test Loss: 3.19656 | analysis_confidence: 0.152959 | CL: 0.0265035 | ln_CD: 0.0493737 | CM: 0.00447948 | Top_Xtr: 0.0220882 | Bot_Xtr: 0.0258576 +Loss contributors: + s_ln_CD : 0.301252 + s_CL : 0.246189 + s_CM : 0.129984 + s_analysis_confidence : 0.0536979 + s_lower_bl_H_31 : 0.0439031 + s_upper_bl_H_31 : 0.0435733 + s_lower_bl_H_3 : 0.0376409 + s_lower_bl_H_30 : 0.0366714 + s_upper_bl_H_30 : 0.036171 + s_lower_bl_H_5 : 0.0348095 +Epoch: 39 | Train Loss: 3.17056 | Test Loss: 3.17229 | analysis_confidence: 0.153402 | CL: 0.0263099 | ln_CD: 0.0537353 | CM: 0.00438631 | Top_Xtr: 0.0207226 | Bot_Xtr: 0.0241674 +Loss contributors: + s_ln_CD : 0.312687 + s_CL : 0.24203 + s_CM : 0.127192 + s_analysis_confidence : 0.0536181 + s_lower_bl_H_31 : 0.0432816 + s_upper_bl_H_31 : 0.0428071 + s_lower_bl_H_3 : 0.0380804 + s_lower_bl_H_30 : 0.036995 + s_upper_bl_H_30 : 0.0359153 + s_lower_bl_H_5 : 0.034941 +Epoch: 40 | Train Loss: 3.15721 | Test Loss: 3.18281 | analysis_confidence: 0.154627 | CL: 0.0263666 | ln_CD: 0.0523157 | CM: 0.00442768 | Top_Xtr: 0.0221508 | Bot_Xtr: 0.0251144 +Loss contributors: + s_ln_CD : 0.307125 + s_CL : 0.242833 + s_CM : 0.128265 + s_analysis_confidence : 0.053398 + s_lower_bl_H_31 : 0.044135 + s_upper_bl_H_31 : 0.0431536 + s_lower_bl_H_3 : 0.0386499 + s_lower_bl_H_30 : 0.0368437 + s_upper_bl_H_30 : 0.036125 + s_lower_bl_H_5 : 0.034846 +Epoch: 41 | Train Loss: 3.14449 | Test Loss: 3.16633 | analysis_confidence: 0.151629 | CL: 0.0258667 | ln_CD: 0.0518813 | CM: 0.00436838 | Top_Xtr: 0.02011 | Bot_Xtr: 0.0240191 +Loss contributors: + s_ln_CD : 0.310315 + s_CL : 0.24351 + s_CM : 0.127953 + s_analysis_confidence : 0.0532683 + s_lower_bl_H_31 : 0.0431465 + s_upper_bl_H_31 : 0.0416955 + s_lower_bl_H_3 : 0.0371269 + s_lower_bl_H_30 : 0.0363622 + s_upper_bl_H_30 : 0.0350625 + s_lower_bl_H_5 : 0.0349681 +Epoch: 42 | Train Loss: 3.12842 | Test Loss: 3.15818 | analysis_confidence: 0.149397 | CL: 0.0272316 | ln_CD: 0.0503552 | CM: 0.00433974 | Top_Xtr: 0.0206866 | Bot_Xtr: 0.0239651 +Loss contributors: + s_ln_CD : 0.298026 + s_CL : 0.246552 + s_CM : 0.12638 + s_analysis_confidence : 0.0530603 + s_lower_bl_H_31 : 0.0424648 + s_upper_bl_H_31 : 0.0419824 + s_lower_bl_H_3 : 0.0383244 + s_lower_bl_H_30 : 0.0353235 + s_upper_bl_H_30 : 0.0352802 + s_lower_bl_H_5 : 0.0350701 +Epoch: 43 | Train Loss: 3.11319 | Test Loss: 3.19123 | analysis_confidence: 0.152266 | CL: 0.0280909 | ln_CD: 0.0507566 | CM: 0.00451989 | Top_Xtr: 0.0208194 | Bot_Xtr: 0.0245394 +Loss contributors: + s_ln_CD : 0.306184 + s_CL : 0.253166 + s_CM : 0.131196 + s_analysis_confidence : 0.0531242 + s_lower_bl_H_31 : 0.0421926 + s_upper_bl_H_31 : 0.04199 + s_lower_bl_H_3 : 0.0387437 + s_lower_bl_H_30 : 0.0361661 + s_lower_bl_H_5 : 0.0359803 + s_upper_bl_H_30 : 0.035742 +Epoch: 44 | Train Loss: 3.10069 | Test Loss: 3.19035 | analysis_confidence: 0.150064 | CL: 0.0274819 | ln_CD: 0.0577392 | CM: 0.00464507 | Top_Xtr: 0.0210047 | Bot_Xtr: 0.0245699 +Loss contributors: + s_ln_CD : 0.317978 + s_CL : 0.252267 + s_CM : 0.132208 + s_analysis_confidence : 0.0527759 + s_upper_bl_H_31 : 0.0435889 + s_lower_bl_H_31 : 0.0422643 + s_lower_bl_H_3 : 0.0374247 + s_upper_bl_H_30 : 0.036114 + s_lower_bl_H_30 : 0.0353989 + s_lower_bl_H_5 : 0.0351542 +Epoch: 45 | Train Loss: 3.08849 | Test Loss: 3.14269 | analysis_confidence: 0.15021 | CL: 0.0266658 | ln_CD: 0.0566765 | CM: 0.00439538 | Top_Xtr: 0.0209081 | Bot_Xtr: 0.0244062 +Loss contributors: + s_ln_CD : 0.309986 + s_CL : 0.248137 + s_CM : 0.127061 + s_analysis_confidence : 0.0526935 + s_lower_bl_H_31 : 0.0412789 + s_upper_bl_H_31 : 0.040652 + s_lower_bl_H_3 : 0.0390852 + s_lower_bl_H_2 : 0.0351363 + s_lower_bl_H_5 : 0.0349507 + s_lower_bl_H_30 : 0.0347994 +Epoch: 46 | Train Loss: 3.07551 | Test Loss: 3.14224 | analysis_confidence: 0.146592 | CL: 0.0258048 | ln_CD: 0.053028 | CM: 0.00431024 | Top_Xtr: 0.0198869 | Bot_Xtr: 0.0233177 +Loss contributors: + s_ln_CD : 0.314606 + s_CL : 0.240978 + s_CM : 0.125962 + s_analysis_confidence : 0.052653 + s_lower_bl_H_31 : 0.0413045 + s_upper_bl_H_31 : 0.0410128 + s_lower_bl_H_3 : 0.0371717 + s_lower_bl_H_5 : 0.0350446 + s_lower_bl_H_30 : 0.0342893 + s_lower_bl_H_2 : 0.0341654 +Epoch: 47 | Train Loss: 3.06263 | Test Loss: 3.07898 | analysis_confidence: 0.150189 | CL: 0.0258354 | ln_CD: 0.0527179 | CM: 0.0043279 | Top_Xtr: 0.0199615 | Bot_Xtr: 0.0236249 +Loss contributors: + s_ln_CD : 0.302732 + s_CL : 0.240308 + s_CM : 0.125601 + s_analysis_confidence : 0.052322 + s_lower_bl_H_31 : 0.0407739 + s_upper_bl_H_31 : 0.0402355 + s_lower_bl_H_3 : 0.0368189 + s_lower_bl_H_30 : 0.0341161 + s_upper_bl_H_30 : 0.0339981 + s_lower_bl_H_5 : 0.0338942 +Epoch: 48 | Train Loss: 3.05198 | Test Loss: 3.06659 | analysis_confidence: 0.150062 | CL: 0.0255247 | ln_CD: 0.0488188 | CM: 0.00430021 | Top_Xtr: 0.0203098 | Bot_Xtr: 0.024008 +Loss contributors: + s_ln_CD : 0.296439 + s_CL : 0.237117 + s_CM : 0.124727 + s_analysis_confidence : 0.0523092 + s_lower_bl_H_31 : 0.0406269 + s_upper_bl_H_31 : 0.039969 + s_lower_bl_H_3 : 0.0368842 + s_lower_bl_H_5 : 0.0345754 + s_lower_bl_H_2 : 0.0342252 + s_lower_bl_H_30 : 0.0341503 +Epoch: 49 | Train Loss: 3.03773 | Test Loss: 3.20864 | analysis_confidence: 0.149808 | CL: 0.0257862 | ln_CD: 0.0526503 | CM: 0.00452806 | Top_Xtr: 0.0205742 | Bot_Xtr: 0.0246839 +Loss contributors: + s_ln_CD : 0.343538 + s_CL : 0.247154 + s_CM : 0.130147 + s_analysis_confidence : 0.0522801 + s_lower_bl_H_31 : 0.0413326 + s_upper_bl_H_31 : 0.0403411 + s_lower_bl_H_3 : 0.0385178 + s_lower_bl_H_5 : 0.0356825 + s_lower_bl_H_2 : 0.0351947 + s_lower_bl_H_30 : 0.0347739 +Epoch: 50 | Train Loss: 3.0265 | Test Loss: 3.07099 | analysis_confidence: 0.149637 | CL: 0.0259445 | ln_CD: 0.0503469 | CM: 0.00427102 | Top_Xtr: 0.0210232 | Bot_Xtr: 0.0239372 +Loss contributors: + s_ln_CD : 0.305047 + s_CL : 0.237042 + s_CM : 0.122765 + s_analysis_confidence : 0.0523769 + s_upper_bl_H_31 : 0.0402736 + s_lower_bl_H_31 : 0.0393816 + s_lower_bl_H_3 : 0.0363385 + s_lower_bl_H_5 : 0.0337465 + s_upper_bl_H_30 : 0.0335952 + s_lower_bl_H_30 : 0.0330964 +Epoch: 51 | Train Loss: 3.01414 | Test Loss: 3.05746 | analysis_confidence: 0.145263 | CL: 0.0258948 | ln_CD: 0.0517239 | CM: 0.00423235 | Top_Xtr: 0.0194753 | Bot_Xtr: 0.0236272 +Loss contributors: + s_ln_CD : 0.304863 + s_CL : 0.240984 + s_CM : 0.122601 + s_analysis_confidence : 0.0521232 + s_lower_bl_H_31 : 0.0404449 + s_upper_bl_H_31 : 0.0393465 + s_lower_bl_H_3 : 0.0359272 + s_lower_bl_H_5 : 0.0339987 + s_lower_bl_H_30 : 0.0339405 + s_upper_bl_H_30 : 0.0332722 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analysis_confidence: 0.14937 | CL: 0.0255163 | ln_CD: 0.0486267 | CM: 0.00429118 | Top_Xtr: 0.020349 | Bot_Xtr: 0.023659 +Loss contributors: + s_ln_CD : 0.294692 + s_CL : 0.234681 + s_CM : 0.122562 + s_analysis_confidence : 0.051812 + s_lower_bl_H_31 : 0.0394834 + s_upper_bl_H_31 : 0.039077 + s_lower_bl_H_3 : 0.0359689 + s_lower_bl_H_30 : 0.0335654 + s_lower_bl_H_5 : 0.033272 + s_upper_bl_H_30 : 0.0331594 +Epoch: 55 | Train Loss: 2.96855 | Test Loss: 3.03998 | analysis_confidence: 0.144321 | CL: 0.0269751 | ln_CD: 0.049944 | CM: 0.00433718 | Top_Xtr: 0.0221851 | Bot_Xtr: 0.0256314 +Loss contributors: + s_ln_CD : 0.29168 + s_CL : 0.240191 + s_CM : 0.122898 + s_analysis_confidence : 0.0518194 + s_upper_bl_H_31 : 0.0402244 + s_lower_bl_H_31 : 0.0397096 + s_lower_bl_H_3 : 0.036516 + s_lower_bl_H_30 : 0.0337329 + s_upper_bl_H_30 : 0.0336637 + s_lower_bl_H_5 : 0.0333112 +Epoch: 56 | Train Loss: 2.95778 | Test Loss: 3.03154 | analysis_confidence: 0.147293 | CL: 0.0256552 | ln_CD: 0.0489729 | CM: 0.00418938 | Top_Xtr: 0.019649 | Bot_Xtr: 0.0235911 +Loss contributors: + s_ln_CD : 0.302553 + s_CL : 0.236191 + s_CM : 0.120452 + s_analysis_confidence : 0.0516154 + s_lower_bl_H_31 : 0.0401277 + s_upper_bl_H_31 : 0.0399479 + s_lower_bl_H_3 : 0.0357264 + s_lower_bl_H_5 : 0.0338847 + s_lower_bl_H_30 : 0.0337549 + s_upper_bl_H_30 : 0.0335716 +Epoch: 57 | Train Loss: 2.94733 | Test Loss: 3.03921 | analysis_confidence: 0.145987 | CL: 0.0250048 | ln_CD: 0.0500929 | CM: 0.00421733 | Top_Xtr: 0.0196691 | Bot_Xtr: 0.023444 +Loss contributors: + s_ln_CD : 0.293916 + s_CL : 0.233911 + s_CM : 0.121268 + s_analysis_confidence : 0.05164 + s_upper_bl_H_31 : 0.0385306 + s_lower_bl_H_31 : 0.0384781 + s_lower_bl_H_3 : 0.0353133 + s_lower_bl_H_5 : 0.0336454 + s_lower_bl_H_30 : 0.0335599 + s_upper_bl_H_30 : 0.0330788 +Epoch: 58 | Train Loss: 2.93617 | Test Loss: 3.04675 | analysis_confidence: 0.145961 | CL: 0.0255037 | ln_CD: 0.055247 | CM: 0.00420759 | Top_Xtr: 0.0200344 | Bot_Xtr: 0.0232349 +Loss contributors: + s_ln_CD : 0.303833 + s_CL : 0.240952 + s_CM : 0.11947 + s_analysis_confidence : 0.051314 + s_lower_bl_H_31 : 0.03879 + s_upper_bl_H_31 : 0.0387631 + s_lower_bl_H_3 : 0.0353926 + s_lower_bl_H_5 : 0.0332779 + s_lower_bl_H_30 : 0.0331666 + s_upper_bl_H_30 : 0.0328304 +Epoch: 59 | Train Loss: 2.93057 | Test Loss: 3.02473 | analysis_confidence: 0.145515 | CL: 0.0267511 | ln_CD: 0.0520969 | CM: 0.00435633 | Top_Xtr: 0.0189225 | Bot_Xtr: 0.0224376 +Loss contributors: + s_ln_CD : 0.304876 + s_CL : 0.241604 + s_CM : 0.127162 + s_analysis_confidence : 0.0515743 + s_lower_bl_H_31 : 0.0409898 + s_upper_bl_H_31 : 0.0392543 + s_lower_bl_H_3 : 0.0351337 + s_lower_bl_H_30 : 0.0340018 + s_lower_bl_H_5 : 0.0330585 + s_upper_bl_H_30 : 0.0329572 +Epoch: 60 | Train Loss: 2.91563 | Test Loss: 3.06127 | analysis_confidence: 0.143992 | CL: 0.0254054 | ln_CD: 0.0497861 | CM: 0.00423998 | Top_Xtr: 0.0194176 | Bot_Xtr: 0.0230521 +Loss contributors: + s_ln_CD : 0.295666 + s_CL : 0.240289 + s_CM : 0.122373 + s_analysis_confidence : 0.0513848 + s_lower_bl_H_31 : 0.039443 + s_upper_bl_H_31 : 0.0383561 + s_lower_bl_H_3 : 0.0381252 + s_lower_bl_H_5 : 0.0350625 + s_lower_bl_H_1 : 0.0345741 + s_lower_bl_H_4 : 0.0341712 +Epoch: 61 | Train Loss: 2.90931 | Test Loss: 3.02901 | analysis_confidence: 0.147266 | CL: 0.0284804 | ln_CD: 0.0552889 | CM: 0.00476418 | Top_Xtr: 0.0192561 | Bot_Xtr: 0.0224887 +Loss contributors: + s_ln_CD : 0.310428 + s_CL : 0.246854 + s_CM : 0.13508 + s_analysis_confidence : 0.05152 + s_lower_bl_H_31 : 0.039357 + s_upper_bl_H_31 : 0.0392862 + s_lower_bl_H_3 : 0.0353514 + s_lower_bl_H_30 : 0.033774 + s_upper_bl_H_30 : 0.0335675 + s_lower_bl_H_5 : 0.0333588 +Epoch: 62 | Train Loss: 2.89948 | Test Loss: 3.00728 | analysis_confidence: 0.145801 | CL: 0.0268808 | ln_CD: 0.0514511 | CM: 0.00438301 | Top_Xtr: 0.0206039 | Bot_Xtr: 0.0235069 +Loss contributors: + s_ln_CD : 0.291846 + s_CL : 0.245232 + s_CM : 0.127436 + s_analysis_confidence : 0.0512738 + s_lower_bl_H_31 : 0.0392082 + s_upper_bl_H_31 : 0.038179 + s_lower_bl_H_3 : 0.0343071 + s_lower_bl_H_30 : 0.0330747 + s_lower_bl_H_5 : 0.0330195 + s_upper_bl_H_30 : 0.03224 +Epoch: 63 | Train Loss: 2.88656 | Test Loss: 2.93954 | analysis_confidence: 0.14738 | CL: 0.0271929 | ln_CD: 0.049132 | CM: 0.0041871 | Top_Xtr: 0.0191363 | Bot_Xtr: 0.0223221 +Loss contributors: + s_ln_CD : 0.283809 + s_CL : 0.241132 + s_CM : 0.118711 + s_analysis_confidence : 0.0510824 + s_lower_bl_H_31 : 0.0388922 + s_upper_bl_H_31 : 0.0384619 + s_lower_bl_H_3 : 0.0339685 + s_lower_bl_H_30 : 0.0330313 + s_lower_bl_H_1 : 0.0323754 + s_upper_bl_H_30 : 0.0322343 +Epoch: 64 | Train Loss: 2.88031 | Test Loss: 3.0234 | analysis_confidence: 0.147692 | CL: 0.0257328 | ln_CD: 0.0484117 | CM: 0.00415084 | Top_Xtr: 0.0212931 | Bot_Xtr: 0.0245261 +Loss contributors: + s_ln_CD : 0.292174 + s_CL : 0.237204 + s_CM : 0.119476 + s_analysis_confidence : 0.0513121 + s_lower_bl_H_31 : 0.040013 + s_upper_bl_H_31 : 0.0398026 + s_lower_bl_H_30 : 0.0342973 + s_lower_bl_H_3 : 0.0339446 + s_upper_bl_H_30 : 0.033895 + s_lower_bl_H_5 : 0.0324258 +Epoch: 65 | Train Loss: 2.87129 | Test Loss: 2.98377 | analysis_confidence: 0.142895 | CL: 0.0256076 | ln_CD: 0.0504723 | CM: 0.00435454 | Top_Xtr: 0.0188828 | Bot_Xtr: 0.0224773 +Loss contributors: + s_ln_CD : 0.296125 + s_CL : 0.234474 + s_CM : 0.121199 + s_analysis_confidence : 0.0512545 + s_lower_bl_H_31 : 0.0382949 + s_upper_bl_H_31 : 0.0379092 + s_lower_bl_H_30 : 0.0338109 + s_lower_bl_H_3 : 0.0337228 + s_upper_bl_H_30 : 0.0333078 + s_lower_bl_H_1 : 0.0328563 +Epoch: 66 | Train Loss: 2.86035 | Test Loss: 2.93813 | analysis_confidence: 0.145334 | CL: 0.0261553 | ln_CD: 0.0494897 | CM: 0.00420973 | Top_Xtr: 0.019763 | Bot_Xtr: 0.0229114 +Loss contributors: + s_ln_CD : 0.290375 + s_CL : 0.239466 + s_CM : 0.120085 + s_analysis_confidence : 0.051047 + s_upper_bl_H_31 : 0.0373243 + s_lower_bl_H_31 : 0.0371707 + s_lower_bl_H_3 : 0.0330695 + s_lower_bl_H_1 : 0.0326243 + s_lower_bl_H_5 : 0.0317175 + s_lower_bl_H_30 : 0.0315933 +Epoch: 67 | Train Loss: 2.85079 | Test Loss: 2.98416 | analysis_confidence: 0.147359 | CL: 0.0265215 | ln_CD: 0.0555097 | CM: 0.00444297 | Top_Xtr: 0.0205365 | Bot_Xtr: 0.0232304 +Loss contributors: + s_ln_CD : 0.293459 + s_CL : 0.235409 + s_CM : 0.123827 + s_analysis_confidence : 0.0509019 + s_lower_bl_H_31 : 0.038183 + s_upper_bl_H_31 : 0.0376302 + s_lower_bl_H_3 : 0.0336867 + s_lower_bl_H_5 : 0.0334335 + s_lower_bl_H_30 : 0.0326712 + s_upper_bl_H_30 : 0.0323687 +Epoch: 68 | Train Loss: 2.84533 | Test Loss: 3.04175 | analysis_confidence: 0.144043 | CL: 0.0257956 | ln_CD: 0.0628406 | CM: 0.00420456 | Top_Xtr: 0.0200354 | Bot_Xtr: 0.0232768 +Loss contributors: + s_ln_CD : 0.360038 + s_CL : 0.239552 + s_CM : 0.123469 + s_analysis_confidence : 0.0513387 + s_lower_bl_H_31 : 0.0399791 + s_upper_bl_H_31 : 0.0394673 + s_upper_bl_H_30 : 0.0337434 + s_lower_bl_H_30 : 0.0337431 + s_lower_bl_H_3 : 0.0324117 + s_lower_bl_H_1 : 0.032024 +Epoch: 69 | Train Loss: 2.8391 | Test Loss: 2.93846 | analysis_confidence: 0.143717 | CL: 0.0247145 | ln_CD: 0.0470851 | CM: 0.00408074 | Top_Xtr: 0.0222667 | Bot_Xtr: 0.0265265 +Loss contributors: + s_ln_CD : 0.285722 + s_CL : 0.237129 + s_CM : 0.118559 + s_analysis_confidence : 0.0508394 + s_lower_bl_H_31 : 0.0379856 + s_upper_bl_H_31 : 0.0374159 + s_lower_bl_H_3 : 0.0334824 + s_lower_bl_H_5 : 0.0321398 + s_lower_bl_H_30 : 0.0321124 + s_lower_bl_H_1 : 0.0320854 +Epoch: 70 | Train Loss: 2.82701 | Test Loss: 2.89663 | analysis_confidence: 0.145093 | CL: 0.0252252 | ln_CD: 0.0497262 | CM: 0.00413796 | Top_Xtr: 0.0194479 | Bot_Xtr: 0.0229285 +Loss contributors: + s_ln_CD : 0.294248 + s_CL : 0.227905 + s_CM : 0.120545 + s_analysis_confidence : 0.0511438 + s_lower_bl_H_31 : 0.0381606 + s_upper_bl_H_31 : 0.0375318 + s_lower_bl_H_30 : 0.0325362 + s_lower_bl_H_1 : 0.0323142 + s_upper_bl_H_30 : 0.0323121 + s_lower_bl_H_3 : 0.0321974 +Epoch: 71 | Train Loss: 2.81556 | Test Loss: 2.98512 | analysis_confidence: 0.145605 | CL: 0.0256163 | ln_CD: 0.050253 | CM: 0.00420389 | Top_Xtr: 0.0202154 | Bot_Xtr: 0.0233977 +Loss contributors: + s_ln_CD : 0.311421 + s_CL : 0.240426 + s_CM : 0.119084 + s_analysis_confidence : 0.0508554 + s_upper_bl_H_31 : 0.0380363 + s_lower_bl_H_31 : 0.0375652 + s_lower_bl_H_1 : 0.0331033 + s_upper_bl_H_30 : 0.0325674 + s_lower_bl_H_3 : 0.0323577 + s_lower_bl_H_30 : 0.032077 +Epoch: 72 | Train Loss: 2.81256 | Test Loss: 2.90691 | analysis_confidence: 0.14491 | CL: 0.0257086 | ln_CD: 0.0468751 | CM: 0.00426075 | Top_Xtr: 0.0193196 | Bot_Xtr: 0.0229682 +Loss contributors: + s_ln_CD : 0.299918 + s_CL : 0.233836 + s_CM : 0.119594 + s_analysis_confidence : 0.0507276 + s_upper_bl_H_31 : 0.0383128 + s_lower_bl_H_31 : 0.0380295 + s_lower_bl_H_30 : 0.0328364 + s_upper_bl_H_30 : 0.0327776 + s_lower_bl_H_1 : 0.031123 + s_lower_bl_H_3 : 0.0310709 +Epoch: 73 | Train Loss: 2.80776 | Test Loss: 2.92619 | analysis_confidence: 0.146475 | CL: 0.0260277 | ln_CD: 0.0490492 | CM: 0.00436958 | Top_Xtr: 0.0202352 | Bot_Xtr: 0.0228837 +Loss contributors: + s_ln_CD : 0.283545 + s_CL : 0.231545 + s_CM : 0.122713 + s_analysis_confidence : 0.0506445 + s_upper_bl_H_31 : 0.0369613 + s_lower_bl_H_31 : 0.0366367 + s_upper_bl_H_30 : 0.031681 + s_lower_bl_H_30 : 0.0316157 + s_lower_bl_H_5 : 0.0315904 + s_lower_bl_H_3 : 0.0314486 +Epoch: 74 | Train Loss: 2.79673 | Test Loss: 2.88798 | analysis_confidence: 0.144765 | CL: 0.026871 | ln_CD: 0.0521345 | CM: 0.00422464 | Top_Xtr: 0.0187624 | Bot_Xtr: 0.0220002 +Loss contributors: + s_ln_CD : 0.288927 + s_CL : 0.238828 + s_CM : 0.118418 + s_analysis_confidence : 0.0511331 + s_lower_bl_H_31 : 0.0369671 + s_upper_bl_H_31 : 0.036924 + s_upper_bl_H_30 : 0.0315819 + s_lower_bl_H_30 : 0.0315058 + s_lower_bl_H_5 : 0.0310422 + s_lower_bl_H_1 : 0.0309818 +Epoch: 75 | Train Loss: 2.78954 | Test Loss: 2.91401 | analysis_confidence: 0.148532 | CL: 0.02599 | ln_CD: 0.0467957 | CM: 0.00413351 | Top_Xtr: 0.018497 | Bot_Xtr: 0.0219091 +Loss contributors: + s_ln_CD : 0.293822 + s_CL : 0.239396 + s_CM : 0.117514 + s_analysis_confidence : 0.0507901 + s_lower_bl_H_31 : 0.0367004 + s_upper_bl_H_31 : 0.036377 + s_lower_bl_H_1 : 0.032529 + s_lower_bl_H_3 : 0.0315046 + s_lower_bl_H_5 : 0.0314591 + s_lower_bl_H_30 : 0.0312991 +Epoch: 76 | Train Loss: 2.78567 | Test Loss: 2.8456 | analysis_confidence: 0.142772 | CL: 0.0252636 | ln_CD: 0.0520679 | CM: 0.00401204 | Top_Xtr: 0.0188613 | Bot_Xtr: 0.021912 +Loss contributors: + s_ln_CD : 0.290553 + s_CL : 0.233301 + s_CM : 0.114073 + s_analysis_confidence : 0.050588 + s_upper_bl_H_31 : 0.0361399 + s_lower_bl_H_31 : 0.036007 + s_lower_bl_H_1 : 0.0318456 + s_lower_bl_H_5 : 0.0313218 + s_lower_bl_H_3 : 0.0313168 + s_upper_bl_H_30 : 0.0306592 +Epoch: 77 | Train Loss: 2.77608 | Test Loss: 2.84005 | analysis_confidence: 0.14514 | CL: 0.0248558 | ln_CD: 0.0471696 | CM: 0.0040799 | Top_Xtr: 0.0190917 | Bot_Xtr: 0.0222496 +Loss contributors: + s_ln_CD : 0.28199 + s_CL : 0.230821 + s_CM : 0.116268 + s_analysis_confidence : 0.0507232 + s_lower_bl_H_31 : 0.0372524 + s_upper_bl_H_31 : 0.0367934 + s_lower_bl_H_30 : 0.0318002 + s_lower_bl_H_5 : 0.0312703 + s_upper_bl_H_30 : 0.031084 + s_lower_bl_H_1 : 0.0304654 +Epoch: 78 | Train Loss: 2.77012 | Test Loss: 2.85039 | analysis_confidence: 0.144409 | CL: 0.0250313 | ln_CD: 0.0470013 | CM: 0.00401087 | Top_Xtr: 0.0185383 | Bot_Xtr: 0.0215153 +Loss contributors: + s_ln_CD : 0.279681 + s_CL : 0.232129 + s_CM : 0.113887 + s_analysis_confidence : 0.0504743 + s_upper_bl_H_31 : 0.0371846 + s_lower_bl_H_31 : 0.0370875 + s_lower_bl_H_30 : 0.031996 + s_upper_bl_H_30 : 0.0317593 + s_lower_bl_H_1 : 0.0305674 + s_lower_bl_H_5 : 0.0300897 +Epoch: 79 | Train Loss: 2.76286 | Test Loss: 2.83957 | analysis_confidence: 0.142379 | CL: 0.0247766 | ln_CD: 0.0495574 | CM: 0.0041692 | Top_Xtr: 0.0185071 | Bot_Xtr: 0.0215836 +Loss contributors: + s_ln_CD : 0.281854 + s_CL : 0.225139 + s_CM : 0.115999 + s_analysis_confidence : 0.0503822 + s_upper_bl_H_31 : 0.0377895 + s_lower_bl_H_31 : 0.037496 + s_lower_bl_H_30 : 0.0317861 + s_upper_bl_H_30 : 0.0317381 + s_lower_bl_H_1 : 0.0313374 + s_lower_bl_H_4 : 0.0312533 +Epoch: 80 | Train Loss: 2.75836 | Test Loss: 2.92454 | analysis_confidence: 0.141811 | CL: 0.0247837 | ln_CD: 0.0488786 | CM: 0.00407551 | Top_Xtr: 0.0205973 | Bot_Xtr: 0.0233415 +Loss contributors: + s_ln_CD : 0.287413 + s_CL : 0.23192 + s_CM : 0.11625 + s_analysis_confidence : 0.0503629 + s_lower_bl_H_31 : 0.0380783 + s_upper_bl_H_31 : 0.0364629 + s_lower_bl_H_30 : 0.0328395 + s_lower_bl_H_1 : 0.0321942 + s_lower_bl_H_5 : 0.0317545 + s_lower_bl_H_3 : 0.0312627 +Epoch: 81 | Train Loss: 2.75406 | Test Loss: 2.8763 | analysis_confidence: 0.142874 | CL: 0.0251379 | ln_CD: 0.0507286 | CM: 0.0040912 | Top_Xtr: 0.0188032 | Bot_Xtr: 0.022113 +Loss contributors: + s_ln_CD : 0.296802 + s_CL : 0.229804 + s_CM : 0.115815 + s_analysis_confidence : 0.0501287 + s_lower_bl_H_31 : 0.037055 + s_upper_bl_H_31 : 0.0364633 + s_lower_bl_H_1 : 0.0326781 + s_lower_bl_H_30 : 0.0316106 + s_lower_bl_H_5 : 0.0311819 + s_lower_bl_H_4 : 0.0311508 +Epoch: 82 | Train Loss: 2.74522 | Test Loss: 2.86724 | analysis_confidence: 0.141448 | CL: 0.0270745 | ln_CD: 0.0473767 | CM: 0.00468522 | Top_Xtr: 0.0195859 | Bot_Xtr: 0.0220157 +Loss contributors: + s_ln_CD : 0.295699 + s_CL : 0.238333 + s_CM : 0.130933 + s_analysis_confidence : 0.0500132 + s_lower_bl_H_31 : 0.0365329 + s_upper_bl_H_31 : 0.0360718 + s_lower_bl_H_1 : 0.0311276 + s_lower_bl_H_30 : 0.0307623 + s_lower_bl_H_5 : 0.0304905 + s_upper_bl_H_30 : 0.0302436 +Epoch: 83 | Train Loss: 2.73966 | Test Loss: 2.7974 | analysis_confidence: 0.141842 | CL: 0.0238888 | ln_CD: 0.0467029 | CM: 0.00399281 | Top_Xtr: 0.0188648 | Bot_Xtr: 0.0223923 +Loss contributors: + s_ln_CD : 0.278529 + s_CL : 0.222787 + s_CM : 0.112749 + s_analysis_confidence : 0.0501372 + s_lower_bl_H_31 : 0.0369245 + s_upper_bl_H_31 : 0.0354826 + s_lower_bl_H_30 : 0.0321637 + s_lower_bl_H_1 : 0.030708 + s_upper_bl_H_30 : 0.0305657 + s_lower_bl_H_5 : 0.030113 +Epoch: 84 | Train Loss: 2.73321 | Test Loss: 2.83613 | analysis_confidence: 0.142865 | CL: 0.0247511 | ln_CD: 0.0496204 | CM: 0.00403288 | Top_Xtr: 0.0188622 | Bot_Xtr: 0.0219107 +Loss contributors: + s_ln_CD : 0.282578 + s_CL : 0.227169 + s_CM : 0.113588 + s_analysis_confidence : 0.0498625 + s_upper_bl_H_31 : 0.037154 + s_lower_bl_H_31 : 0.0368424 + s_lower_bl_H_1 : 0.0320101 + s_lower_bl_H_30 : 0.0312538 + s_upper_bl_H_30 : 0.0307469 + s_lower_bl_H_5 : 0.0303566 +Epoch: 85 | Train Loss: 2.72753 | Test Loss: 2.84347 | analysis_confidence: 0.140527 | CL: 0.0254744 | ln_CD: 0.0472329 | CM: 0.00418682 | Top_Xtr: 0.0217145 | Bot_Xtr: 0.0254143 +Loss contributors: + s_ln_CD : 0.27707 + s_CL : 0.229873 + s_CM : 0.11841 + s_analysis_confidence : 0.0498592 + s_lower_bl_H_31 : 0.0365592 + s_upper_bl_H_31 : 0.0363861 + s_lower_bl_H_30 : 0.0311209 + s_lower_bl_H_5 : 0.0305103 + s_upper_bl_H_30 : 0.0304075 + s_lower_bl_H_1 : 0.0302681 +Epoch: 86 | Train Loss: 2.72189 | Test Loss: 2.80613 | analysis_confidence: 0.141565 | CL: 0.0246528 | ln_CD: 0.0580159 | CM: 0.00404262 | Top_Xtr: 0.0186851 | Bot_Xtr: 0.0215693 +Loss contributors: + s_ln_CD : 0.301224 + s_CL : 0.223834 + s_CM : 0.114469 + s_analysis_confidence : 0.0499998 + s_upper_bl_H_31 : 0.0358112 + s_lower_bl_H_31 : 0.0358005 + s_lower_bl_H_5 : 0.0309135 + s_lower_bl_H_1 : 0.030812 + s_lower_bl_H_30 : 0.0303606 + s_lower_bl_H_4 : 0.0300872 +Epoch: 87 | Train Loss: 2.71658 | Test Loss: 2.81162 | analysis_confidence: 0.140952 | CL: 0.0237348 | ln_CD: 0.0589794 | CM: 0.00389564 | Top_Xtr: 0.0182126 | Bot_Xtr: 0.0215463 +Loss contributors: + s_ln_CD : 0.298523 + s_CL : 0.224168 + s_CM : 0.112744 + s_analysis_confidence : 0.0500603 + s_lower_bl_H_31 : 0.0363337 + s_upper_bl_H_31 : 0.035445 + s_lower_bl_H_30 : 0.0308442 + s_lower_bl_H_1 : 0.0305985 + s_lower_bl_H_5 : 0.030041 + s_lower_bl_H_4 : 0.0299942 +Epoch: 88 | Train Loss: 2.70933 | Test Loss: 2.8528 | analysis_confidence: 0.142577 | CL: 0.0251007 | ln_CD: 0.0546728 | CM: 0.00404766 | Top_Xtr: 0.018483 | Bot_Xtr: 0.0216606 +Loss contributors: + s_ln_CD : 0.293256 + s_CL : 0.228711 + s_CM : 0.115474 + s_analysis_confidence : 0.0498435 + s_lower_bl_H_31 : 0.0360813 + s_upper_bl_H_31 : 0.0350854 + s_lower_bl_H_1 : 0.0310904 + s_lower_bl_H_5 : 0.0310448 + s_lower_bl_H_30 : 0.0306824 + s_lower_bl_H_4 : 0.0305996 +Epoch: 89 | Train Loss: 2.70397 | Test Loss: 2.79184 | analysis_confidence: 0.142377 | CL: 0.024724 | ln_CD: 0.0462922 | CM: 0.00389086 | Top_Xtr: 0.0185001 | Bot_Xtr: 0.0211229 +Loss contributors: + s_ln_CD : 0.280864 + s_CL : 0.227208 + s_CM : 0.111058 + s_analysis_confidence : 0.0503736 + s_lower_bl_H_31 : 0.0358196 + s_upper_bl_H_31 : 0.0353966 + s_lower_bl_H_30 : 0.0308443 + s_lower_bl_H_5 : 0.03058 + s_upper_bl_H_30 : 0.0304332 + s_lower_bl_H_1 : 0.0304314 +Epoch: 90 | Train Loss: 2.70091 | Test Loss: 2.94097 | analysis_confidence: 0.141486 | CL: 0.0254469 | ln_CD: 0.0523011 | CM: 0.00401202 | Top_Xtr: 0.0198563 | Bot_Xtr: 0.0235549 +Loss contributors: + s_ln_CD : 0.313072 + s_CL : 0.240003 + s_CM : 0.115124 + s_analysis_confidence : 0.0498649 + s_lower_bl_H_31 : 0.0381112 + s_upper_bl_H_31 : 0.0360926 + s_lower_bl_H_30 : 0.032681 + s_lower_bl_H_5 : 0.0323526 + s_lower_bl_H_4 : 0.0320238 + s_lower_bl_H_1 : 0.0314057 +Epoch: 91 | Train Loss: 2.6948 | Test Loss: 2.8364 | analysis_confidence: 0.142696 | CL: 0.0244521 | ln_CD: 0.0518222 | CM: 0.00405685 | Top_Xtr: 0.0189843 | Bot_Xtr: 0.0218841 +Loss contributors: + s_ln_CD : 0.309924 + s_CL : 0.226928 + s_CM : 0.116124 + s_analysis_confidence : 0.0496939 + s_lower_bl_H_31 : 0.0361698 + s_upper_bl_H_31 : 0.0347821 + s_lower_bl_H_5 : 0.0317585 + s_lower_bl_H_1 : 0.0315051 + s_lower_bl_H_30 : 0.0311553 + s_lower_bl_H_4 : 0.0308406 +Epoch: 92 | Train Loss: 2.68887 | Test Loss: 2.80917 | analysis_confidence: 0.142439 | CL: 0.0248852 | ln_CD: 0.0478962 | CM: 0.00399096 | Top_Xtr: 0.0199436 | Bot_Xtr: 0.0232723 +Loss contributors: + s_ln_CD : 0.288436 + s_CL : 0.227634 + s_CM : 0.112101 + s_analysis_confidence : 0.0499525 + s_lower_bl_H_31 : 0.0357668 + s_upper_bl_H_31 : 0.0352683 + s_lower_bl_H_1 : 0.030577 + s_lower_bl_H_30 : 0.0302792 + s_upper_bl_H_30 : 0.0301874 + s_lower_bl_H_5 : 0.02961 +Epoch: 93 | Train Loss: 2.68502 | Test Loss: 2.78523 | analysis_confidence: 0.138742 | CL: 0.0248081 | ln_CD: 0.0463327 | CM: 0.00391532 | Top_Xtr: 0.0183805 | Bot_Xtr: 0.0213471 +Loss contributors: + s_ln_CD : 0.27675 + s_CL : 0.22583 + s_CM : 0.111115 + s_analysis_confidence : 0.0496713 + s_lower_bl_H_31 : 0.0355576 + s_upper_bl_H_31 : 0.0355449 + s_upper_bl_H_30 : 0.0306684 + s_lower_bl_H_30 : 0.030425 + s_lower_bl_H_1 : 0.0303263 + s_lower_bl_H_5 : 0.0302277 +Epoch: 94 | Train Loss: 2.67982 | Test Loss: 2.87663 | analysis_confidence: 0.142018 | CL: 0.0247618 | ln_CD: 0.0485216 | CM: 0.004072 | Top_Xtr: 0.018859 | Bot_Xtr: 0.0223058 +Loss contributors: + s_ln_CD : 0.3134 + s_CL : 0.225414 + s_CM : 0.114011 + s_analysis_confidence : 0.0495578 + s_lower_bl_H_31 : 0.0360127 + s_upper_bl_H_31 : 0.0350781 + s_lower_bl_H_1 : 0.0320866 + s_lower_bl_H_5 : 0.0310127 + s_lower_bl_H_30 : 0.0306224 + s_lower_bl_H_4 : 0.0305548 +Epoch: 95 | Train Loss: 2.67472 | Test Loss: 2.80873 | analysis_confidence: 0.143653 | CL: 0.0239264 | ln_CD: 0.0464812 | CM: 0.00394171 | Top_Xtr: 0.0185823 | Bot_Xtr: 0.0221788 +Loss contributors: + s_ln_CD : 0.284034 + s_CL : 0.22524 + s_CM : 0.112467 + s_analysis_confidence : 0.0496443 + s_lower_bl_H_31 : 0.0360432 + s_upper_bl_H_31 : 0.0359269 + s_lower_bl_H_30 : 0.0307401 + s_upper_bl_H_30 : 0.0303138 + s_lower_bl_H_1 : 0.0301956 + s_lower_bl_H_5 : 0.0297876 +Epoch: 96 | Train Loss: 2.6687 | Test Loss: 2.79031 | analysis_confidence: 0.140216 | CL: 0.0239171 | ln_CD: 0.0571747 | CM: 0.00393927 | Top_Xtr: 0.0188956 | Bot_Xtr: 0.0219554 +Loss contributors: + s_ln_CD : 0.300236 + s_CL : 0.222948 + s_CM : 0.11183 + s_analysis_confidence : 0.0493372 + s_lower_bl_H_31 : 0.0357643 + s_upper_bl_H_31 : 0.0357563 + s_lower_bl_H_30 : 0.0304475 + s_upper_bl_H_30 : 0.0302198 + s_lower_bl_H_1 : 0.0299007 + s_lower_bl_H_5 : 0.0293149 +Epoch: 97 | Train Loss: 2.66564 | Test Loss: 2.77548 | analysis_confidence: 0.139091 | CL: 0.0258226 | ln_CD: 0.045768 | CM: 0.00420477 | Top_Xtr: 0.0178191 | Bot_Xtr: 0.0210885 +Loss contributors: + s_ln_CD : 0.27268 + s_CL : 0.230214 + s_CM : 0.116487 + s_analysis_confidence : 0.0494753 + s_lower_bl_H_31 : 0.035262 + s_upper_bl_H_31 : 0.0351123 + s_lower_bl_H_30 : 0.0302581 + s_lower_bl_H_1 : 0.0300789 + s_upper_bl_H_30 : 0.0299746 + s_lower_bl_H_5 : 0.0295521 +Epoch: 98 | Train Loss: 2.6611 | Test Loss: 2.78896 | analysis_confidence: 0.140896 | CL: 0.0243131 | ln_CD: 0.0496225 | CM: 0.00402377 | Top_Xtr: 0.0180179 | Bot_Xtr: 0.0209379 +Loss contributors: + s_ln_CD : 0.30362 + s_CL : 0.225138 + s_CM : 0.113219 + s_analysis_confidence : 0.0495392 + s_lower_bl_H_31 : 0.0354039 + s_upper_bl_H_31 : 0.0347011 + s_lower_bl_H_5 : 0.030206 + s_lower_bl_H_30 : 0.02997 + s_lower_bl_H_4 : 0.029887 + s_lower_bl_H_1 : 0.0298554 +Epoch: 99 | Train Loss: 2.65658 | Test Loss: 2.81178 | analysis_confidence: 0.141388 | CL: 0.0258403 | ln_CD: 0.0458036 | CM: 0.00413517 | Top_Xtr: 0.0185541 | Bot_Xtr: 0.0215257 +Loss contributors: + s_ln_CD : 0.281268 + s_CL : 0.227074 + s_CM : 0.114491 + s_analysis_confidence : 0.0495477 + s_lower_bl_H_31 : 0.0353276 + s_upper_bl_H_31 : 0.0351894 + s_lower_bl_H_5 : 0.0310728 + s_lower_bl_H_4 : 0.0307332 + s_lower_bl_H_1 : 0.0303957 + s_upper_bl_H_30 : 0.0303686 +Epoch: 100 | Train Loss: 2.65113 | Test Loss: 2.78019 | analysis_confidence: 0.139496 | CL: 0.025882 | ln_CD: 0.0574281 | CM: 0.0041107 | Top_Xtr: 0.0208263 | Bot_Xtr: 0.0239738 +Loss contributors: + s_ln_CD : 0.289821 + s_CL : 0.229626 + s_CM : 0.115332 + s_analysis_confidence : 0.0493577 + s_lower_bl_H_31 : 0.0360235 + s_upper_bl_H_31 : 0.0355301 + s_lower_bl_H_30 : 0.0304557 + s_lower_bl_H_1 : 0.0303975 + s_upper_bl_H_30 : 0.0297901 + s_lower_bl_H_5 : 0.0294347 +Epoch: 101 | Train Loss: 2.65017 | Test Loss: 2.92529 | analysis_confidence: 0.141114 | CL: 0.0274277 | ln_CD: 0.0623785 | CM: 0.00441167 | Top_Xtr: 0.021049 | Bot_Xtr: 0.0239585 +Loss contributors: + s_ln_CD : 0.336736 + s_CL : 0.239583 + s_CM : 0.120955 + s_analysis_confidence : 0.0499563 + s_lower_bl_H_31 : 0.0360673 + s_upper_bl_H_31 : 0.0357653 + s_lower_bl_H_1 : 0.0308723 + s_upper_bl_H_30 : 0.0307146 + s_lower_bl_H_30 : 0.0306787 + s_upper_bl_H_25 : 0.0301343 +Epoch: 102 | Train Loss: 2.64388 | Test Loss: 2.73184 | analysis_confidence: 0.141502 | CL: 0.0253092 | ln_CD: 0.0498157 | CM: 0.00405421 | Top_Xtr: 0.0200897 | Bot_Xtr: 0.0225163 +Loss contributors: + s_ln_CD : 0.279004 + s_CL : 0.223756 + s_CM : 0.112468 + s_analysis_confidence : 0.0492376 + s_upper_bl_H_31 : 0.0352401 + s_lower_bl_H_31 : 0.0348864 + s_lower_bl_H_1 : 0.0301947 + s_lower_bl_H_30 : 0.0298331 + s_lower_bl_H_5 : 0.0297075 + s_upper_bl_H_30 : 0.0294273 +Epoch: 103 | Train Loss: 2.63709 | Test Loss: 2.73051 | analysis_confidence: 0.137173 | CL: 0.0239729 | ln_CD: 0.0458816 | CM: 0.00405791 | Top_Xtr: 0.0179372 | Bot_Xtr: 0.0209655 +Loss contributors: + s_ln_CD : 0.293214 + s_CL : 0.222811 + s_CM : 0.11324 + s_analysis_confidence : 0.0493414 + s_lower_bl_H_31 : 0.03476 + s_upper_bl_H_31 : 0.0346525 + s_lower_bl_H_1 : 0.0296263 + s_lower_bl_H_5 : 0.0294297 + s_lower_bl_H_30 : 0.0292474 + s_upper_bl_H_30 : 0.0290262 +Epoch: 104 | Train Loss: 2.63375 | Test Loss: 2.75945 | analysis_confidence: 0.140251 | CL: 0.0244597 | ln_CD: 0.0453972 | CM: 0.00407745 | Top_Xtr: 0.0205463 | Bot_Xtr: 0.0231948 +Loss contributors: + s_ln_CD : 0.280055 + s_CL : 0.224167 + s_CM : 0.114363 + s_analysis_confidence : 0.0492174 + s_lower_bl_H_31 : 0.0361945 + s_upper_bl_H_31 : 0.035785 + s_lower_bl_H_30 : 0.0305649 + s_lower_bl_H_5 : 0.0302437 + s_upper_bl_H_30 : 0.0299934 + s_lower_bl_H_1 : 0.0296772 +Epoch: 105 | Train Loss: 2.63035 | Test Loss: 2.77152 | analysis_confidence: 0.14501 | CL: 0.0244325 | ln_CD: 0.0489545 | CM: 0.00405911 | Top_Xtr: 0.0192334 | Bot_Xtr: 0.0223341 +Loss contributors: + s_ln_CD : 0.303939 + s_CL : 0.229576 + s_CM : 0.115261 + s_analysis_confidence : 0.0496571 + s_upper_bl_H_31 : 0.034892 + s_lower_bl_H_31 : 0.0344961 + s_lower_bl_H_30 : 0.0294912 + s_upper_bl_H_30 : 0.0294476 + s_lower_bl_H_4 : 0.0294271 + s_lower_bl_H_1 : 0.0293979 +Epoch: 106 | Train Loss: 2.6288 | Test Loss: 2.71216 | analysis_confidence: 0.139582 | CL: 0.0233677 | ln_CD: 0.0462954 | CM: 0.00388793 | Top_Xtr: 0.0179524 | Bot_Xtr: 0.021049 +Loss contributors: + s_ln_CD : 0.277816 + s_CL : 0.218983 + s_CM : 0.111232 + s_analysis_confidence : 0.049141 + s_lower_bl_H_31 : 0.0345061 + s_upper_bl_H_31 : 0.0340919 + s_lower_bl_H_1 : 0.029735 + s_lower_bl_H_5 : 0.0296087 + s_lower_bl_H_30 : 0.0294904 + s_lower_bl_H_4 : 0.0292273 +Epoch: 107 | Train Loss: 2.62344 | Test Loss: 2.78154 | analysis_confidence: 0.140068 | CL: 0.0249677 | ln_CD: 0.0468408 | CM: 0.00466592 | Top_Xtr: 0.0180153 | Bot_Xtr: 0.0212307 +Loss contributors: + s_ln_CD : 0.292864 + s_CL : 0.222517 + s_CM : 0.124455 + s_analysis_confidence : 0.0491373 + s_lower_bl_H_31 : 0.0348266 + s_upper_bl_H_31 : 0.0338794 + s_lower_bl_H_30 : 0.0301772 + s_lower_bl_H_4 : 0.0301499 + s_lower_bl_H_5 : 0.0299149 + s_lower_bl_H_1 : 0.0295943 +Epoch: 108 | Train Loss: 2.61833 | Test Loss: 2.70808 | analysis_confidence: 0.139955 | CL: 0.0243268 | ln_CD: 0.0454369 | CM: 0.00393044 | Top_Xtr: 0.0190641 | Bot_Xtr: 0.0220047 +Loss contributors: + s_ln_CD : 0.280934 + s_CL : 0.226062 + s_CM : 0.110866 + s_analysis_confidence : 0.0494582 + s_upper_bl_H_31 : 0.0342872 + s_lower_bl_H_31 : 0.0342092 + s_lower_bl_H_1 : 0.0293289 + s_upper_bl_H_30 : 0.0292664 + s_lower_bl_H_30 : 0.0292219 + s_lower_bl_H_4 : 0.0289602 +Epoch: 109 | Train Loss: 2.61434 | Test Loss: 2.82526 | analysis_confidence: 0.139408 | CL: 0.0239575 | ln_CD: 0.0560052 | CM: 0.00396349 | Top_Xtr: 0.0181149 | Bot_Xtr: 0.0207342 +Loss contributors: + s_ln_CD : 0.300665 + s_CL : 0.220231 + s_CM : 0.110668 + s_analysis_confidence : 0.0490258 + s_lower_bl_H_31 : 0.0352441 + s_upper_bl_H_31 : 0.0351698 + s_lower_bl_H_30 : 0.0300373 + s_lower_bl_H_1 : 0.0300166 + s_upper_bl_H_30 : 0.0297786 + s_lower_bl_H_4 : 0.0294527 +Epoch: 110 | Train Loss: 2.61039 | Test Loss: 2.82733 | analysis_confidence: 0.14106 | CL: 0.0240473 | ln_CD: 0.0452901 | CM: 0.00384821 | Top_Xtr: 0.019834 | Bot_Xtr: 0.0233572 +Loss contributors: + s_ln_CD : 0.287935 + s_CL : 0.226506 + s_CM : 0.108686 + s_analysis_confidence : 0.0492757 + s_lower_bl_H_31 : 0.0357315 + s_upper_bl_H_31 : 0.0348031 + s_lower_bl_H_4 : 0.0312233 + s_lower_bl_H_30 : 0.0310146 + s_lower_bl_H_5 : 0.0309535 + s_upper_bl_H_30 : 0.0301773 +Epoch: 111 | Train Loss: 2.60762 | Test Loss: 2.75016 | analysis_confidence: 0.138439 | CL: 0.0247424 | ln_CD: 0.0476154 | CM: 0.00385006 | Top_Xtr: 0.0191508 | Bot_Xtr: 0.0221891 +Loss contributors: + s_ln_CD : 0.273082 + s_CL : 0.221933 + s_CM : 0.109029 + s_analysis_confidence : 0.0490888 + s_upper_bl_H_31 : 0.0345712 + s_lower_bl_H_31 : 0.034426 + s_lower_bl_H_1 : 0.0306977 + s_lower_bl_H_4 : 0.0303798 + s_lower_bl_H_3 : 0.0298542 + s_lower_bl_H_5 : 0.0298121 +Epoch: 112 | Train Loss: 2.60355 | Test Loss: 2.69094 | analysis_confidence: 0.13919 | CL: 0.0234381 | ln_CD: 0.0443638 | CM: 0.00378347 | Top_Xtr: 0.0183583 | Bot_Xtr: 0.021315 +Loss contributors: + s_ln_CD : 0.275893 + s_CL : 0.219572 + s_CM : 0.108263 + s_analysis_confidence : 0.0491119 + s_lower_bl_H_31 : 0.0343599 + s_upper_bl_H_31 : 0.0338064 + s_lower_bl_H_30 : 0.029802 + s_lower_bl_H_1 : 0.0293059 + s_upper_bl_H_30 : 0.0292654 + s_lower_bl_H_4 : 0.0291504 +Epoch: 113 | Train Loss: 2.59887 | Test Loss: 2.72126 | analysis_confidence: 0.13708 | CL: 0.0241143 | ln_CD: 0.0464525 | CM: 0.00402822 | Top_Xtr: 0.0178721 | Bot_Xtr: 0.0207034 +Loss contributors: + s_ln_CD : 0.280095 + s_CL : 0.226329 + s_CM : 0.112072 + s_analysis_confidence : 0.0493813 + s_lower_bl_H_31 : 0.035244 + s_upper_bl_H_31 : 0.0342795 + s_lower_bl_H_30 : 0.030571 + s_lower_bl_H_1 : 0.0298314 + s_upper_bl_H_30 : 0.029715 + s_lower_bl_H_4 : 0.02922 +Epoch: 114 | Train Loss: 2.59442 | Test Loss: 2.72637 | analysis_confidence: 0.13821 | CL: 0.0261939 | ln_CD: 0.0451795 | CM: 0.00392551 | Top_Xtr: 0.0177936 | Bot_Xtr: 0.0205816 +Loss contributors: + s_ln_CD : 0.269833 + s_CL : 0.230113 + s_CM : 0.111121 + s_analysis_confidence : 0.0489305 + s_lower_bl_H_31 : 0.0354405 + s_upper_bl_H_31 : 0.034945 + s_lower_bl_H_30 : 0.0308705 + s_upper_bl_H_30 : 0.0301519 + s_lower_bl_H_1 : 0.0290469 + s_lower_bl_H_5 : 0.0287442 +Epoch: 115 | Train Loss: 2.5926 | Test Loss: 2.73887 | analysis_confidence: 0.135213 | CL: 0.0244779 | ln_CD: 0.0451673 | CM: 0.00387163 | Top_Xtr: 0.0187815 | Bot_Xtr: 0.0219087 +Loss contributors: + s_ln_CD : 0.271333 + s_CL : 0.219526 + s_CM : 0.109032 + s_analysis_confidence : 0.0493774 + s_lower_bl_H_31 : 0.0354265 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+ s_lower_bl_H_1 : 0.0292756 + s_upper_bl_H_30 : 0.0291131 + s_lower_bl_H_4 : 0.0290633 +Epoch: 118 | Train Loss: 2.58164 | Test Loss: 2.78237 | analysis_confidence: 0.139031 | CL: 0.0241971 | ln_CD: 0.0496636 | CM: 0.00396425 | Top_Xtr: 0.0176823 | Bot_Xtr: 0.020776 +Loss contributors: + s_ln_CD : 0.297864 + s_CL : 0.22121 + s_CM : 0.111461 + s_analysis_confidence : 0.0489158 + s_lower_bl_H_31 : 0.0357319 + s_upper_bl_H_31 : 0.0349475 + s_lower_bl_H_30 : 0.0304859 + s_lower_bl_H_5 : 0.0299834 + s_lower_bl_H_4 : 0.0299704 + s_lower_bl_H_1 : 0.0299153 +Epoch: 119 | Train Loss: 2.57509 | Test Loss: 2.70001 | analysis_confidence: 0.13764 | CL: 0.0239419 | ln_CD: 0.0478145 | CM: 0.00388615 | Top_Xtr: 0.0172894 | Bot_Xtr: 0.0201598 +Loss contributors: + s_ln_CD : 0.27439 + s_CL : 0.220927 + s_CM : 0.110424 + s_analysis_confidence : 0.0492259 + s_lower_bl_H_31 : 0.0343423 + s_upper_bl_H_31 : 0.0334797 + s_lower_bl_H_1 : 0.0297112 + s_lower_bl_H_4 : 0.0293255 + s_lower_bl_H_30 : 0.0292967 + s_lower_bl_H_5 : 0.0291851 +Epoch: 120 | Train Loss: 2.57408 | Test Loss: 2.69824 | analysis_confidence: 0.141431 | CL: 0.0247869 | ln_CD: 0.0481353 | CM: 0.00402191 | Top_Xtr: 0.0175309 | Bot_Xtr: 0.0206639 +Loss contributors: + s_ln_CD : 0.275795 + s_CL : 0.222358 + s_CM : 0.112909 + s_analysis_confidence : 0.0491202 + s_lower_bl_H_31 : 0.03471 + s_upper_bl_H_31 : 0.0335799 + s_lower_bl_H_30 : 0.0301466 + s_lower_bl_H_5 : 0.0292111 + s_lower_bl_H_4 : 0.0291733 + s_upper_bl_H_30 : 0.029015 +Epoch: 121 | Train Loss: 2.56847 | Test Loss: 2.75692 | analysis_confidence: 0.140281 | CL: 0.0248203 | ln_CD: 0.0488562 | CM: 0.00414652 | Top_Xtr: 0.0180594 | Bot_Xtr: 0.0207292 +Loss contributors: + s_ln_CD : 0.286902 + s_CL : 0.22666 + s_CM : 0.115363 + s_analysis_confidence : 0.0492361 + s_upper_bl_H_31 : 0.0352766 + s_lower_bl_H_31 : 0.0348995 + s_lower_bl_H_1 : 0.0310722 + s_lower_bl_H_4 : 0.0306542 + s_lower_bl_H_5 : 0.0300839 + s_lower_bl_H_3 : 0.0296622 +Epoch: 122 | Train Loss: 2.56528 | Test Loss: 2.69988 | analysis_confidence: 0.137911 | CL: 0.0250878 | ln_CD: 0.0567301 | CM: 0.00389486 | Top_Xtr: 0.0184836 | Bot_Xtr: 0.0209487 +Loss contributors: + s_ln_CD : 0.291647 + s_CL : 0.220474 + s_CM : 0.108273 + s_analysis_confidence : 0.0490767 + s_lower_bl_H_31 : 0.0339674 + s_upper_bl_H_31 : 0.0331911 + s_lower_bl_H_30 : 0.0291464 + s_lower_bl_H_4 : 0.0289767 + s_lower_bl_H_1 : 0.0288235 + s_lower_bl_H_5 : 0.0287565 +Epoch: 123 | Train Loss: 2.55893 | Test Loss: 2.71155 | analysis_confidence: 0.138986 | CL: 0.0234944 | ln_CD: 0.0554982 | CM: 0.00387191 | Top_Xtr: 0.0182272 | Bot_Xtr: 0.0207705 +Loss contributors: + s_ln_CD : 0.299521 + s_CL : 0.216743 + s_CM : 0.108112 + s_analysis_confidence : 0.0488364 + s_lower_bl_H_31 : 0.0333915 + s_upper_bl_H_31 : 0.0333516 + s_lower_bl_H_1 : 0.0295583 + s_lower_bl_H_30 : 0.0293234 + s_lower_bl_H_4 : 0.0290948 + s_lower_bl_H_5 : 0.0287771 +Epoch: 124 | Train Loss: 2.5603 | Test Loss: 2.65854 | analysis_confidence: 0.141801 | CL: 0.0246312 | ln_CD: 0.0459744 | CM: 0.00408528 | Top_Xtr: 0.0174156 | Bot_Xtr: 0.0200876 +Loss contributors: + s_ln_CD : 0.2723 + s_CL : 0.221261 + s_CM : 0.112058 + s_analysis_confidence : 0.0490424 + s_lower_bl_H_31 : 0.0343331 + s_upper_bl_H_31 : 0.033766 + s_lower_bl_H_1 : 0.0291629 + s_lower_bl_H_30 : 0.0291298 + s_lower_bl_H_4 : 0.0291287 + s_lower_bl_H_5 : 0.0290731 +Epoch: 125 | Train Loss: 2.55422 | Test Loss: 2.75854 | analysis_confidence: 0.138068 | CL: 0.0247032 | ln_CD: 0.0496866 | CM: 0.00388282 | Top_Xtr: 0.0190134 | Bot_Xtr: 0.0212529 +Loss contributors: + s_ln_CD : 0.300456 + s_CL : 0.227041 + s_CM : 0.109287 + s_analysis_confidence : 0.0490058 + s_lower_bl_H_31 : 0.0354742 + s_upper_bl_H_31 : 0.0343249 + s_lower_bl_H_30 : 0.0305668 + s_upper_bl_H_30 : 0.0293094 + s_lower_bl_H_1 : 0.0290171 + s_lower_bl_H_4 : 0.0288727 +Epoch: 126 | Train Loss: 2.55401 | Test Loss: 2.70848 | analysis_confidence: 0.141516 | CL: 0.0244446 | ln_CD: 0.0443251 | CM: 0.00399911 | Top_Xtr: 0.0178677 | Bot_Xtr: 0.0205094 +Loss contributors: + s_ln_CD : 0.277759 + s_CL : 0.222198 + s_CM : 0.111974 + s_analysis_confidence : 0.0489742 + s_lower_bl_H_31 : 0.0340074 + s_upper_bl_H_31 : 0.0335646 + s_lower_bl_H_1 : 0.0302746 + s_lower_bl_H_30 : 0.0294306 + s_lower_bl_H_5 : 0.0290163 + s_lower_bl_H_4 : 0.0287328 +Epoch: 127 | Train Loss: 2.54892 | Test Loss: 2.75183 | analysis_confidence: 0.140515 | CL: 0.0257127 | ln_CD: 0.0459936 | CM: 0.00386916 | Top_Xtr: 0.0178598 | Bot_Xtr: 0.0208169 +Loss contributors: + s_ln_CD : 0.278766 + s_CL : 0.229505 + s_CM : 0.109309 + s_analysis_confidence : 0.0489987 + s_lower_bl_H_31 : 0.0341574 + s_upper_bl_H_31 : 0.0333881 + s_lower_bl_H_5 : 0.0305048 + s_lower_bl_H_1 : 0.0301287 + s_lower_bl_H_4 : 0.030113 + s_lower_bl_H_30 : 0.0293476 +Epoch: 128 | Train Loss: 2.54407 | Test Loss: 2.74689 | analysis_confidence: 0.139434 | CL: 0.0233895 | ln_CD: 0.0454975 | CM: 0.00379515 | Top_Xtr: 0.0184138 | Bot_Xtr: 0.0212652 +Loss contributors: + s_ln_CD : 0.273634 + s_CL : 0.222028 + s_CM : 0.107405 + s_analysis_confidence : 0.0488977 + s_lower_bl_H_31 : 0.0343956 + s_upper_bl_H_31 : 0.0342305 + s_lower_bl_H_1 : 0.0299095 + s_lower_bl_H_4 : 0.0297929 + s_lower_bl_H_30 : 0.0293835 + s_lower_bl_H_5 : 0.0292978 +Epoch: 129 | Train Loss: 2.54277 | Test Loss: 2.70461 | analysis_confidence: 0.138243 | CL: 0.0239714 | ln_CD: 0.0476831 | CM: 0.00400837 | Top_Xtr: 0.0179856 | Bot_Xtr: 0.0205766 +Loss contributors: + s_ln_CD : 0.275378 + s_CL : 0.222246 + s_CM : 0.111058 + s_analysis_confidence : 0.0487951 + s_lower_bl_H_31 : 0.0332949 + s_upper_bl_H_31 : 0.0330078 + s_lower_bl_H_4 : 0.0289553 + s_lower_bl_H_5 : 0.0287836 + s_lower_bl_H_1 : 0.0287165 + s_lower_bl_H_30 : 0.0282118 +Epoch: 130 | Train Loss: 2.53915 | Test Loss: 2.64918 | analysis_confidence: 0.138103 | CL: 0.0236306 | ln_CD: 0.0502927 | CM: 0.00378764 | Top_Xtr: 0.0191701 | Bot_Xtr: 0.0216507 +Loss contributors: + s_ln_CD : 0.278033 + s_CL : 0.220729 + s_CM : 0.108522 + s_analysis_confidence : 0.0486739 + s_lower_bl_H_31 : 0.0332188 + s_upper_bl_H_31 : 0.0330321 + s_lower_bl_H_1 : 0.0295974 + s_lower_bl_H_4 : 0.0286692 + s_lower_bl_H_5 : 0.0284865 + s_lower_bl_H_30 : 0.0282875 +Epoch: 131 | Train Loss: 2.53757 | Test Loss: 2.72786 | analysis_confidence: 0.141956 | CL: 0.0238834 | ln_CD: 0.0499674 | CM: 0.00392313 | Top_Xtr: 0.0172517 | Bot_Xtr: 0.0201893 +Loss contributors: + s_ln_CD : 0.305751 + s_CL : 0.222844 + s_CM : 0.109857 + s_analysis_confidence : 0.0489146 + s_lower_bl_H_31 : 0.033648 + s_upper_bl_H_31 : 0.0331861 + s_lower_bl_H_1 : 0.030345 + s_lower_bl_H_4 : 0.0296359 + s_lower_bl_H_30 : 0.0291904 + s_upper_bl_H_30 : 0.0289518 +Epoch: 132 | Train Loss: 2.53333 | Test Loss: 2.65418 | analysis_confidence: 0.138208 | CL: 0.0251749 | ln_CD: 0.0454742 | CM: 0.00403063 | Top_Xtr: 0.0180237 | Bot_Xtr: 0.0202321 +Loss contributors: + s_ln_CD : 0.267093 + s_CL : 0.223113 + s_CM : 0.11175 + s_analysis_confidence : 0.0487401 + s_upper_bl_H_31 : 0.0338554 + s_lower_bl_H_31 : 0.0338315 + s_lower_bl_H_1 : 0.0288796 + s_lower_bl_H_30 : 0.0288329 + s_lower_bl_H_4 : 0.0285599 + s_lower_bl_H_5 : 0.0284821 +Epoch: 133 | Train Loss: 2.52949 | Test Loss: 2.69152 | analysis_confidence: 0.140349 | CL: 0.0250548 | ln_CD: 0.0554306 | CM: 0.00409639 | Top_Xtr: 0.0179664 | Bot_Xtr: 0.0208078 +Loss contributors: + s_ln_CD : 0.296095 + s_CL : 0.222849 + s_CM : 0.111682 + s_analysis_confidence : 0.0488798 + s_lower_bl_H_31 : 0.033462 + s_upper_bl_H_31 : 0.0327363 + s_lower_bl_H_1 : 0.0295091 + s_lower_bl_H_4 : 0.0292221 + s_lower_bl_H_30 : 0.0290906 + s_lower_bl_H_5 : 0.0289324 +Epoch: 134 | Train Loss: 2.52665 | Test Loss: 2.65899 | analysis_confidence: 0.139329 | CL: 0.0235871 | ln_CD: 0.0470663 | CM: 0.00396665 | Top_Xtr: 0.0172188 | Bot_Xtr: 0.0200186 +Loss contributors: + s_ln_CD : 0.270604 + s_CL : 0.218816 + s_CM : 0.109804 + s_analysis_confidence : 0.0487663 + s_lower_bl_H_31 : 0.0340123 + s_upper_bl_H_31 : 0.0332255 + s_lower_bl_H_30 : 0.0289241 + s_lower_bl_H_4 : 0.0287552 + s_lower_bl_H_1 : 0.0285696 + s_lower_bl_H_5 : 0.0283748 +Epoch: 135 | Train Loss: 2.52505 | Test Loss: 2.66915 | analysis_confidence: 0.136208 | CL: 0.0233775 | ln_CD: 0.0497851 | CM: 0.00383557 | Top_Xtr: 0.0182461 | Bot_Xtr: 0.0206668 +Loss contributors: + s_ln_CD : 0.279972 + s_CL : 0.220541 + s_CM : 0.10754 + s_analysis_confidence : 0.0487479 + s_lower_bl_H_31 : 0.0341747 + s_upper_bl_H_31 : 0.0330924 + s_lower_bl_H_5 : 0.0300181 + s_lower_bl_H_30 : 0.0296533 + s_lower_bl_H_4 : 0.0292288 + s_lower_bl_H_7 : 0.0289035 +Epoch: 136 | Train Loss: 2.52135 | Test Loss: 2.71596 | analysis_confidence: 0.138737 | CL: 0.0245231 | ln_CD: 0.0461955 | CM: 0.00392627 | Top_Xtr: 0.0180692 | Bot_Xtr: 0.0207557 +Loss contributors: + s_ln_CD : 0.287547 + s_CL : 0.221901 + s_CM : 0.110366 + s_analysis_confidence : 0.0489145 + s_lower_bl_H_31 : 0.0341114 + s_upper_bl_H_31 : 0.0340415 + s_lower_bl_H_30 : 0.0296615 + s_upper_bl_H_30 : 0.0290174 + s_lower_bl_H_1 : 0.0288494 + s_lower_bl_H_4 : 0.0288234 +Epoch: 137 | Train Loss: 2.51576 | Test Loss: 2.69169 | analysis_confidence: 0.137037 | CL: 0.0234251 | ln_CD: 0.0489728 | CM: 0.00390558 | Top_Xtr: 0.0170133 | Bot_Xtr: 0.0196478 +Loss contributors: + s_ln_CD : 0.288821 + s_CL : 0.216748 + s_CM : 0.10772 + s_analysis_confidence : 0.0487899 + s_lower_bl_H_31 : 0.0332972 + s_upper_bl_H_31 : 0.0331006 + s_lower_bl_H_1 : 0.0296574 + s_lower_bl_H_4 : 0.0296434 + s_lower_bl_H_5 : 0.0291404 + s_lower_bl_H_30 : 0.0286369 +Epoch: 138 | Train Loss: 2.51359 | Test Loss: 2.74244 | analysis_confidence: 0.137108 | CL: 0.0243168 | ln_CD: 0.0550388 | CM: 0.00399672 | Top_Xtr: 0.0182531 | Bot_Xtr: 0.0208829 +Loss contributors: + s_ln_CD : 0.292921 + s_CL : 0.223426 + s_CM : 0.110926 + s_analysis_confidence : 0.0486686 + s_lower_bl_H_31 : 0.0335543 + s_upper_bl_H_31 : 0.0329555 + s_lower_bl_H_1 : 0.0307524 + s_lower_bl_H_4 : 0.0296659 + s_lower_bl_H_2 : 0.0296624 + s_lower_bl_H_5 : 0.0293576 +Epoch: 139 | Train Loss: 2.51117 | Test Loss: 2.71327 | analysis_confidence: 0.141347 | CL: 0.0251454 | ln_CD: 0.049729 | CM: 0.00412137 | Top_Xtr: 0.0175186 | Bot_Xtr: 0.0198395 +Loss contributors: + s_ln_CD : 0.298267 + s_CL : 0.221954 + s_CM : 0.11125 + s_analysis_confidence : 0.0488202 + s_lower_bl_H_31 : 0.0337015 + s_upper_bl_H_31 : 0.0326493 + s_lower_bl_H_1 : 0.0295817 + s_lower_bl_H_30 : 0.0292639 + s_lower_bl_H_4 : 0.0292636 + s_lower_bl_H_5 : 0.0291426 +Epoch: 140 | Train Loss: 2.50554 | Test Loss: 2.67809 | analysis_confidence: 0.14091 | CL: 0.0256804 | ln_CD: 0.0468327 | CM: 0.00378781 | Top_Xtr: 0.0183285 | Bot_Xtr: 0.021153 +Loss contributors: + s_ln_CD : 0.28162 + s_CL : 0.228482 + s_CM : 0.107329 + s_analysis_confidence : 0.0492495 + s_lower_bl_H_31 : 0.0327436 + s_upper_bl_H_31 : 0.0326377 + s_lower_bl_H_1 : 0.0299821 + s_lower_bl_H_5 : 0.0293647 + s_lower_bl_H_4 : 0.0291592 + s_lower_bl_H_2 : 0.0286667 +Epoch: 141 | Train Loss: 2.5052 | Test Loss: 2.70992 | analysis_confidence: 0.136491 | CL: 0.0243794 | ln_CD: 0.0473949 | CM: 0.00376059 | Top_Xtr: 0.0179255 | Bot_Xtr: 0.0199354 +Loss contributors: + s_ln_CD : 0.299854 + s_CL : 0.22152 + s_CM : 0.105233 + s_analysis_confidence : 0.0486738 + s_lower_bl_H_31 : 0.0330741 + s_upper_bl_H_31 : 0.032669 + s_lower_bl_H_5 : 0.0296936 + s_lower_bl_H_4 : 0.0295226 + s_lower_bl_H_1 : 0.0289046 + s_lower_bl_H_3 : 0.0286809 +Epoch: 142 | Train Loss: 2.50306 | Test Loss: 2.74172 | analysis_confidence: 0.140471 | CL: 0.0238668 | ln_CD: 0.0504654 | CM: 0.00394509 | Top_Xtr: 0.0191459 | Bot_Xtr: 0.0210756 +Loss contributors: + s_ln_CD : 0.299457 + s_CL : 0.220776 + s_CM : 0.109911 + s_analysis_confidence : 0.0486241 + s_lower_bl_H_31 : 0.0336089 + s_upper_bl_H_31 : 0.0335762 + s_lower_bl_H_1 : 0.0297847 + s_upper_bl_H_30 : 0.0295186 + s_lower_bl_H_4 : 0.0293918 + s_lower_bl_H_30 : 0.0292698 +Epoch: 143 | Train Loss: 2.49868 | Test Loss: 2.66178 | analysis_confidence: 0.138282 | CL: 0.0244388 | ln_CD: 0.0465878 | CM: 0.00381585 | Top_Xtr: 0.0172639 | Bot_Xtr: 0.0201566 +Loss contributors: + s_ln_CD : 0.277 + s_CL : 0.223914 + s_CM : 0.107046 + s_analysis_confidence : 0.0485837 + s_lower_bl_H_31 : 0.0341541 + s_upper_bl_H_31 : 0.0323859 + s_lower_bl_H_30 : 0.0292355 + s_lower_bl_H_1 : 0.0288887 + s_lower_bl_H_4 : 0.0285946 + s_lower_bl_H_5 : 0.0285846 +Epoch: 144 | Train Loss: 2.49621 | Test Loss: 2.63287 | analysis_confidence: 0.137144 | CL: 0.0236704 | ln_CD: 0.0470623 | CM: 0.0041362 | Top_Xtr: 0.0180669 | Bot_Xtr: 0.0210405 +Loss contributors: + s_ln_CD : 0.270794 + s_CL : 0.215436 + s_CM : 0.112539 + s_analysis_confidence : 0.0487418 + s_lower_bl_H_31 : 0.0334707 + s_upper_bl_H_31 : 0.0330473 + s_lower_bl_H_30 : 0.0290806 + s_lower_bl_H_1 : 0.0287626 + s_upper_bl_H_30 : 0.0284015 + s_lower_bl_H_4 : 0.0283913 +Epoch: 145 | Train Loss: 2.49166 | Test Loss: 2.65901 | analysis_confidence: 0.141098 | CL: 0.0240601 | ln_CD: 0.0516349 | CM: 0.00398128 | Top_Xtr: 0.017365 | Bot_Xtr: 0.0198033 +Loss contributors: 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s_analysis_confidence : 0.0484919 + s_lower_bl_H_31 : 0.0343347 + s_upper_bl_H_31 : 0.0335258 + s_lower_bl_H_30 : 0.0307097 + s_upper_bl_H_30 : 0.0297556 + s_lower_bl_H_5 : 0.0288426 + s_lower_bl_H_1 : 0.0285739 +Epoch: 148 | Train Loss: 2.48623 | Test Loss: 2.77278 | analysis_confidence: 0.135824 | CL: 0.0240422 | ln_CD: 0.0469107 | CM: 0.00396716 | Top_Xtr: 0.0185618 | Bot_Xtr: 0.0215778 +Loss contributors: + s_ln_CD : 0.302247 + s_CL : 0.225216 + s_CM : 0.110731 + s_analysis_confidence : 0.0486015 + s_lower_bl_H_31 : 0.0357447 + s_upper_bl_H_31 : 0.0352921 + s_lower_bl_H_1 : 0.0314035 + s_lower_bl_H_4 : 0.0304087 + s_lower_bl_H_30 : 0.0303655 + s_lower_bl_H_2 : 0.030105 +Epoch: 149 | Train Loss: 2.48152 | Test Loss: 2.64266 | analysis_confidence: 0.139938 | CL: 0.0232218 | ln_CD: 0.0451639 | CM: 0.00382812 | Top_Xtr: 0.0170946 | Bot_Xtr: 0.0195922 +Loss contributors: + s_ln_CD : 0.283622 + s_CL : 0.212585 + s_CM : 0.105965 + s_analysis_confidence : 0.0487511 + s_upper_bl_H_31 : 0.033097 + s_lower_bl_H_31 : 0.0330935 + s_lower_bl_H_4 : 0.0293045 + s_lower_bl_H_1 : 0.0289526 + s_lower_bl_H_5 : 0.0288385 + s_lower_bl_H_30 : 0.0285534 +Epoch: 150 | Train Loss: 2.47838 | Test Loss: 2.69615 | analysis_confidence: 0.137775 | CL: 0.0238624 | ln_CD: 0.0464454 | CM: 0.00393954 | Top_Xtr: 0.0170762 | Bot_Xtr: 0.0197304 +Loss contributors: + s_ln_CD : 0.291579 + s_CL : 0.220956 + s_CM : 0.10881 + s_analysis_confidence : 0.0485472 + s_upper_bl_H_31 : 0.034575 + s_lower_bl_H_31 : 0.0344435 + s_lower_bl_H_30 : 0.0293581 + s_lower_bl_H_1 : 0.0292843 + s_upper_bl_H_30 : 0.0289974 + s_lower_bl_H_4 : 0.0286324 +Epoch: 151 | Train Loss: 2.47787 | Test Loss: 2.64824 | analysis_confidence: 0.13808 | CL: 0.0234042 | ln_CD: 0.0442731 | CM: 0.00408046 | Top_Xtr: 0.021448 | Bot_Xtr: 0.0247123 +Loss contributors: + s_ln_CD : 0.293859 + s_CL : 0.215275 + s_CM : 0.112106 + s_analysis_confidence : 0.0484775 + s_lower_bl_H_31 : 0.0342738 + s_upper_bl_H_31 : 0.0324556 + s_lower_bl_H_30 : 0.0287266 + s_lower_bl_H_4 : 0.0282796 + s_lower_bl_H_1 : 0.0281559 + s_lower_bl_H_5 : 0.0281117 +Epoch: 152 | Train Loss: 2.47564 | Test Loss: 2.66551 | analysis_confidence: 0.139578 | CL: 0.0240814 | ln_CD: 0.0443652 | CM: 0.0039504 | Top_Xtr: 0.0167437 | Bot_Xtr: 0.019212 +Loss contributors: + s_ln_CD : 0.306056 + s_CL : 0.218994 + s_CM : 0.10923 + s_analysis_confidence : 0.0485728 + s_lower_bl_H_31 : 0.0326988 + s_upper_bl_H_31 : 0.0324688 + s_lower_bl_H_4 : 0.0286595 + s_lower_bl_H_30 : 0.0284657 + s_lower_bl_H_5 : 0.0284556 + s_lower_bl_H_1 : 0.0284489 +Epoch: 153 | Train Loss: 2.47104 | Test Loss: 2.61045 | analysis_confidence: 0.13757 | CL: 0.0234911 | ln_CD: 0.0447499 | CM: 0.00370946 | Top_Xtr: 0.0178724 | Bot_Xtr: 0.0207515 +Loss contributors: + s_ln_CD : 0.267346 + s_CL : 0.216324 + s_CM : 0.105319 + s_analysis_confidence : 0.0484702 + s_lower_bl_H_31 : 0.0338653 + s_upper_bl_H_31 : 0.0326089 + s_lower_bl_H_30 : 0.0292528 + s_lower_bl_H_4 : 0.0283384 + s_upper_bl_H_30 : 0.027959 + s_lower_bl_H_5 : 0.0279463 +Epoch: 154 | Train Loss: 2.46911 | Test Loss: 2.62825 | analysis_confidence: 0.141642 | CL: 0.0228229 | ln_CD: 0.0460844 | CM: 0.00385607 | Top_Xtr: 0.018414 | Bot_Xtr: 0.0211416 +Loss contributors: + s_ln_CD : 0.27616 + s_CL : 0.213772 + s_CM : 0.107196 + s_analysis_confidence : 0.0490182 + s_lower_bl_H_31 : 0.0331126 + s_upper_bl_H_31 : 0.0328836 + s_lower_bl_H_4 : 0.0284997 + s_lower_bl_H_1 : 0.0284301 + s_lower_bl_H_30 : 0.0284267 + s_upper_bl_H_30 : 0.028345 +Epoch: 155 | Train Loss: 2.46343 | Test Loss: 2.69994 | analysis_confidence: 0.139111 | CL: 0.0228032 | ln_CD: 0.0454905 | CM: 0.00392591 | Top_Xtr: 0.0188157 | Bot_Xtr: 0.0214211 +Loss contributors: + s_ln_CD : 0.296072 + s_CL : 0.217322 + s_CM : 0.108275 + s_analysis_confidence : 0.0485603 + s_lower_bl_H_31 : 0.0328702 + s_upper_bl_H_31 : 0.0321276 + s_lower_bl_H_1 : 0.0297349 + s_lower_bl_H_4 : 0.0293013 + s_lower_bl_H_5 : 0.0290984 + s_lower_bl_H_7 : 0.0285691 +Epoch: 156 | Train Loss: 2.46209 | Test Loss: 2.68097 | analysis_confidence: 0.139271 | CL: 0.023627 | ln_CD: 0.0455832 | CM: 0.00384338 | Top_Xtr: 0.0171442 | Bot_Xtr: 0.0201936 +Loss contributors: + s_ln_CD : 0.276098 + s_CL : 0.216557 + s_CM : 0.108879 + s_analysis_confidence : 0.0486177 + s_lower_bl_H_31 : 0.0338025 + s_upper_bl_H_31 : 0.0329943 + s_lower_bl_H_5 : 0.0289892 + s_lower_bl_H_4 : 0.0286783 + s_lower_bl_H_7 : 0.0286358 + s_lower_bl_H_30 : 0.0284538 +Epoch: 157 | Train Loss: 2.4614 | Test Loss: 2.6384 | analysis_confidence: 0.137718 | CL: 0.0229301 | ln_CD: 0.0460043 | CM: 0.00377083 | Top_Xtr: 0.0183988 | Bot_Xtr: 0.0205327 +Loss contributors: + s_ln_CD : 0.281377 + s_CL : 0.213424 + s_CM : 0.105585 + s_analysis_confidence : 0.0484523 + s_lower_bl_H_31 : 0.0335005 + s_upper_bl_H_31 : 0.0332766 + s_lower_bl_H_1 : 0.0293972 + s_lower_bl_H_5 : 0.0291231 + s_lower_bl_H_4 : 0.028614 + s_lower_bl_H_30 : 0.0285931 +Epoch: 158 | Train Loss: 2.45557 | Test Loss: 2.58137 | analysis_confidence: 0.140207 | CL: 0.0231889 | ln_CD: 0.0452874 | CM: 0.00405684 | Top_Xtr: 0.0180371 | Bot_Xtr: 0.0206712 +Loss contributors: + s_ln_CD : 0.271283 + s_CL : 0.212374 + s_CM : 0.109841 + s_analysis_confidence : 0.048509 + s_lower_bl_H_31 : 0.0319394 + s_upper_bl_H_31 : 0.0313113 + s_lower_bl_H_1 : 0.0286189 + s_lower_bl_H_4 : 0.027993 + s_lower_bl_H_30 : 0.0278681 + s_lower_bl_H_5 : 0.0278648 +Epoch: 159 | Train Loss: 2.4548 | Test Loss: 2.63824 | analysis_confidence: 0.141124 | CL: 0.0235741 | ln_CD: 0.0461172 | CM: 0.00393736 | Top_Xtr: 0.0176655 | Bot_Xtr: 0.0205275 +Loss contributors: + s_ln_CD : 0.273029 + s_CL : 0.215447 + s_CM : 0.10866 + s_analysis_confidence : 0.048546 + s_lower_bl_H_31 : 0.0346626 + s_upper_bl_H_31 : 0.0337944 + s_lower_bl_H_30 : 0.0291062 + s_lower_bl_H_1 : 0.0288079 + s_lower_bl_H_4 : 0.0283541 + s_lower_bl_H_5 : 0.0283335 +Epoch: 160 | Train Loss: 2.45154 | Test Loss: 2.59736 | analysis_confidence: 0.140621 | CL: 0.0237823 | ln_CD: 0.0448758 | CM: 0.00388201 | Top_Xtr: 0.0168845 | Bot_Xtr: 0.0193982 +Loss contributors: + s_ln_CD : 0.270426 + s_CL : 0.219353 + s_CM : 0.108954 + s_analysis_confidence : 0.0485986 + s_lower_bl_H_31 : 0.032561 + s_upper_bl_H_31 : 0.0318208 + s_lower_bl_H_4 : 0.0287847 + s_lower_bl_H_30 : 0.0281597 + s_lower_bl_H_1 : 0.0281165 + s_lower_bl_H_5 : 0.0280983 +Epoch: 161 | Train Loss: 2.44782 | Test Loss: 2.60725 | analysis_confidence: 0.136827 | CL: 0.0247603 | ln_CD: 0.0460183 | CM: 0.00389241 | Top_Xtr: 0.0186452 | Bot_Xtr: 0.0211744 +Loss contributors: + s_ln_CD : 0.268987 + s_CL : 0.216489 + s_CM : 0.106146 + s_analysis_confidence : 0.0486972 + s_lower_bl_H_31 : 0.0323387 + s_upper_bl_H_31 : 0.032263 + s_lower_bl_H_1 : 0.0294811 + s_lower_bl_H_30 : 0.0289462 + s_lower_bl_H_4 : 0.0284708 + s_upper_bl_H_30 : 0.028388 +Epoch: 162 | Train Loss: 2.44747 | Test Loss: 2.62545 | analysis_confidence: 0.135412 | CL: 0.0238138 | ln_CD: 0.0490855 | CM: 0.00465284 | Top_Xtr: 0.0173479 | Bot_Xtr: 0.019759 +Loss contributors: + s_ln_CD : 0.274611 + s_CL : 0.216813 + s_CM : 0.123777 + s_analysis_confidence : 0.048452 + s_lower_bl_H_31 : 0.0331758 + s_upper_bl_H_31 : 0.0324616 + s_lower_bl_H_30 : 0.0284178 + s_lower_bl_H_4 : 0.0283417 + s_lower_bl_H_1 : 0.0282502 + s_lower_bl_H_5 : 0.0279223 +Epoch: 163 | Train Loss: 2.44418 | Test Loss: 2.59827 | analysis_confidence: 0.136856 | CL: 0.0234156 | ln_CD: 0.0445626 | CM: 0.00391301 | Top_Xtr: 0.0168174 | Bot_Xtr: 0.0194689 +Loss contributors: + s_ln_CD : 0.275481 + s_CL : 0.214483 + s_CM : 0.108003 + s_analysis_confidence : 0.0485139 + s_lower_bl_H_31 : 0.0333098 + s_upper_bl_H_31 : 0.0326584 + s_lower_bl_H_30 : 0.028484 + s_lower_bl_H_4 : 0.0281639 + s_lower_bl_H_5 : 0.0280648 + s_lower_bl_H_1 : 0.0279061 +Epoch: 164 | Train Loss: 2.43905 | Test Loss: 2.65654 | analysis_confidence: 0.137723 | CL: 0.0235941 | ln_CD: 0.0513938 | CM: 0.00392638 | Top_Xtr: 0.0189371 | Bot_Xtr: 0.0217802 +Loss contributors: + s_ln_CD : 0.285349 + s_CL : 0.215718 + s_CM : 0.108212 + s_analysis_confidence : 0.0483586 + s_lower_bl_H_31 : 0.0345097 + s_upper_bl_H_31 : 0.0343987 + s_lower_bl_H_5 : 0.0295586 + s_lower_bl_H_4 : 0.0293189 + s_lower_bl_H_1 : 0.0290764 + s_lower_bl_H_30 : 0.0290532 +Epoch: 165 | Train Loss: 2.44098 | Test Loss: 2.58974 | analysis_confidence: 0.13692 | CL: 0.0232742 | ln_CD: 0.0452623 | CM: 0.00376744 | Top_Xtr: 0.0178156 | Bot_Xtr: 0.0201876 +Loss contributors: + s_ln_CD : 0.275444 + s_CL : 0.211586 + s_CM : 0.105895 + s_analysis_confidence : 0.0484967 + s_lower_bl_H_31 : 0.033106 + s_upper_bl_H_31 : 0.0324882 + s_lower_bl_H_30 : 0.0281274 + s_lower_bl_H_1 : 0.0281238 + s_lower_bl_H_4 : 0.0278864 + s_lower_bl_H_5 : 0.0277993 +Epoch: 166 | Train Loss: 2.44072 | Test Loss: 2.5919 | analysis_confidence: 0.135571 | CL: 0.0232503 | ln_CD: 0.0448353 | CM: 0.00381765 | Top_Xtr: 0.0180361 | Bot_Xtr: 0.0205979 +Loss contributors: + s_ln_CD : 0.269084 + s_CL : 0.213629 + s_CM : 0.106164 + s_analysis_confidence : 0.0489608 + s_lower_bl_H_31 : 0.0326817 + s_upper_bl_H_31 : 0.0316453 + s_lower_bl_H_30 : 0.0285011 + s_lower_bl_H_4 : 0.0282279 + s_lower_bl_H_5 : 0.0281949 + s_lower_bl_H_1 : 0.0280481 +Epoch: 167 | Train Loss: 2.43402 | Test Loss: 2.68687 | analysis_confidence: 0.136458 | CL: 0.0229629 | ln_CD: 0.0505936 | CM: 0.0037799 | Top_Xtr: 0.0174321 | Bot_Xtr: 0.0198378 +Loss contributors: + s_ln_CD : 0.315508 + s_CL : 0.214885 + s_CM : 0.10722 + s_analysis_confidence : 0.0484225 + s_upper_bl_H_31 : 0.0340784 + s_lower_bl_H_31 : 0.0334577 + s_lower_bl_H_30 : 0.0286534 + s_upper_bl_H_30 : 0.0285852 + s_lower_bl_H_1 : 0.0279399 + s_lower_bl_H_4 : 0.0279165 +Epoch: 168 | Train Loss: 2.43455 | Test Loss: 2.58073 | analysis_confidence: 0.137019 | CL: 0.0232237 | ln_CD: 0.0454223 | CM: 0.00405527 | Top_Xtr: 0.0189667 | Bot_Xtr: 0.0217362 +Loss contributors: + s_ln_CD : 0.270775 + s_CL : 0.21228 + s_CM : 0.108838 + s_analysis_confidence : 0.0484324 + s_lower_bl_H_31 : 0.0323471 + s_upper_bl_H_31 : 0.0322611 + s_lower_bl_H_4 : 0.0286617 + s_lower_bl_H_5 : 0.028561 + s_lower_bl_H_1 : 0.0281614 + s_lower_bl_H_30 : 0.0278228 +Epoch: 169 | Train Loss: 2.43124 | Test Loss: 2.64736 | analysis_confidence: 0.13875 | CL: 0.0226915 | ln_CD: 0.0454489 | CM: 0.0037121 | Top_Xtr: 0.0181377 | Bot_Xtr: 0.0210821 +Loss contributors: + s_ln_CD : 0.281542 + s_CL : 0.216181 + s_CM : 0.105514 + s_analysis_confidence : 0.0485089 + s_lower_bl_H_31 : 0.0327506 + s_upper_bl_H_31 : 0.0323672 + s_lower_bl_H_1 : 0.0290752 + s_lower_bl_H_4 : 0.028822 + s_lower_bl_H_5 : 0.0286253 + s_lower_bl_H_30 : 0.0282116 +Epoch: 170 | Train Loss: 2.43003 | Test Loss: 2.63398 | analysis_confidence: 0.138112 | CL: 0.0237429 | ln_CD: 0.0465385 | CM: 0.00439493 | Top_Xtr: 0.016512 | Bot_Xtr: 0.0192842 +Loss contributors: + s_ln_CD : 0.263541 + s_CL : 0.218204 + s_CM : 0.120195 + s_analysis_confidence : 0.048654 + s_lower_bl_H_31 : 0.0337747 + s_upper_bl_H_31 : 0.0323449 + s_lower_bl_H_30 : 0.0291317 + s_lower_bl_H_1 : 0.0288407 + s_lower_bl_H_4 : 0.0285564 + s_lower_bl_H_5 : 0.0281404 +Epoch: 171 | Train Loss: 2.42771 | Test Loss: 2.59119 | analysis_confidence: 0.136879 | CL: 0.0241378 | ln_CD: 0.0435596 | CM: 0.00385181 | Top_Xtr: 0.0179279 | Bot_Xtr: 0.0200314 +Loss contributors: + s_ln_CD : 0.273285 + s_CL : 0.217897 + s_CM : 0.106403 + s_analysis_confidence : 0.0483885 + s_lower_bl_H_31 : 0.0324925 + s_upper_bl_H_31 : 0.0323687 + s_lower_bl_H_4 : 0.0282894 + s_lower_bl_H_30 : 0.0280337 + s_lower_bl_H_5 : 0.0278945 + s_lower_bl_H_1 : 0.0276687 +Epoch: 172 | Train Loss: 2.42071 | Test Loss: 2.63363 | analysis_confidence: 0.137075 | CL: 0.0232308 | ln_CD: 0.0446399 | CM: 0.00404929 | Top_Xtr: 0.0169654 | Bot_Xtr: 0.0193875 +Loss contributors: + s_ln_CD : 0.281164 + s_CL : 0.220534 + s_CM : 0.110115 + s_analysis_confidence : 0.048543 + s_lower_bl_H_31 : 0.0331178 + s_upper_bl_H_31 : 0.032789 + s_lower_bl_H_5 : 0.0287692 + s_lower_bl_H_4 : 0.0287506 + s_lower_bl_H_1 : 0.0286969 + s_lower_bl_H_30 : 0.0285374 +Epoch: 173 | Train Loss: 2.41856 | Test Loss: 2.72988 | analysis_confidence: 0.136113 | CL: 0.0241775 | ln_CD: 0.0474171 | CM: 0.00402612 | Top_Xtr: 0.0176432 | Bot_Xtr: 0.0197933 +Loss contributors: + s_ln_CD : 0.312764 + s_CL : 0.224954 + s_CM : 0.110699 + s_analysis_confidence : 0.0485063 + s_lower_bl_H_31 : 0.0344283 + s_upper_bl_H_31 : 0.0335345 + s_lower_bl_H_4 : 0.0297946 + s_lower_bl_H_5 : 0.0297865 + s_lower_bl_H_30 : 0.0288766 + s_lower_bl_H_3 : 0.0287879 +Epoch: 174 | Train Loss: 2.41678 | Test Loss: 2.62636 | analysis_confidence: 0.142538 | CL: 0.0245624 | ln_CD: 0.0456663 | CM: 0.00394884 | Top_Xtr: 0.0177792 | Bot_Xtr: 0.0199639 +Loss contributors: + s_ln_CD : 0.274334 + s_CL : 0.224651 + s_CM : 0.110624 + s_analysis_confidence : 0.0486694 + s_lower_bl_H_31 : 0.0326129 + s_upper_bl_H_31 : 0.0316318 + s_lower_bl_H_30 : 0.0286471 + s_lower_bl_H_4 : 0.0284844 + s_lower_bl_H_1 : 0.0283494 + s_lower_bl_H_7 : 0.0281057 +Epoch: 175 | Train Loss: 2.41287 | Test Loss: 2.56679 | analysis_confidence: 0.140999 | CL: 0.0226139 | ln_CD: 0.0441062 | CM: 0.00397443 | Top_Xtr: 0.0171797 | Bot_Xtr: 0.0197283 +Loss contributors: + s_ln_CD : 0.268934 + s_CL : 0.211256 + s_CM : 0.107442 + s_analysis_confidence : 0.0484568 + s_lower_bl_H_31 : 0.0321024 + s_upper_bl_H_31 : 0.031564 + s_lower_bl_H_4 : 0.0283127 + s_lower_bl_H_1 : 0.027885 + s_lower_bl_H_5 : 0.0277274 + s_lower_bl_H_2 : 0.0273545 +Epoch: 176 | Train Loss: 2.41542 | Test Loss: 2.67008 | analysis_confidence: 0.137891 | CL: 0.0236642 | ln_CD: 0.0441709 | CM: 0.00376982 | Top_Xtr: 0.0172138 | Bot_Xtr: 0.0199797 +Loss contributors: + s_ln_CD : 0.274456 + s_CL : 0.220693 + s_CM : 0.105815 + s_analysis_confidence : 0.0484747 + s_lower_bl_H_31 : 0.0336391 + s_upper_bl_H_31 : 0.032294 + s_lower_bl_H_1 : 0.0293972 + s_lower_bl_H_5 : 0.0289731 + s_lower_bl_H_4 : 0.0288748 + s_lower_bl_H_30 : 0.0287723 +Epoch: 177 | Train Loss: 2.41418 | Test Loss: 2.67122 | analysis_confidence: 0.137595 | CL: 0.0238113 | ln_CD: 0.0502533 | CM: 0.00376921 | Top_Xtr: 0.0167701 | Bot_Xtr: 0.0200421 +Loss contributors: + s_ln_CD : 0.304924 + s_CL : 0.220116 + s_CM : 0.106285 + s_analysis_confidence : 0.0494632 + s_lower_bl_H_31 : 0.0327222 + s_upper_bl_H_31 : 0.032674 + s_lower_bl_H_5 : 0.0298099 + s_lower_bl_H_4 : 0.0295253 + s_lower_bl_H_6 : 0.0286944 + s_lower_bl_H_7 : 0.0286518 +Epoch: 178 | Train Loss: 2.40987 | Test Loss: 2.64057 | analysis_confidence: 0.137172 | CL: 0.0242379 | ln_CD: 0.049327 | CM: 0.00372287 | Top_Xtr: 0.0185019 | Bot_Xtr: 0.0208671 +Loss contributors: + s_ln_CD : 0.289289 + s_CL : 0.223354 + s_CM : 0.104823 + s_analysis_confidence : 0.0483703 + s_lower_bl_H_31 : 0.0322853 + s_upper_bl_H_31 : 0.0318349 + s_lower_bl_H_4 : 0.0286953 + s_lower_bl_H_5 : 0.0286105 + s_lower_bl_H_30 : 0.0282626 + s_lower_bl_H_1 : 0.028198 +Epoch: 179 | Train Loss: 2.40803 | Test Loss: 2.62653 | analysis_confidence: 0.137393 | CL: 0.0232302 | ln_CD: 0.049804 | CM: 0.00376785 | Top_Xtr: 0.0179099 | Bot_Xtr: 0.0202694 +Loss contributors: + s_ln_CD : 0.286747 + s_CL : 0.215221 + s_CM : 0.105038 + s_analysis_confidence : 0.0484847 + s_lower_bl_H_31 : 0.0322539 + s_upper_bl_H_31 : 0.0319805 + s_lower_bl_H_1 : 0.0287248 + s_lower_bl_H_4 : 0.0286945 + s_lower_bl_H_3 : 0.0284169 + s_lower_bl_H_2 : 0.0282342 +Epoch: 180 | Train Loss: 2.40622 | Test Loss: 2.70823 | analysis_confidence: 0.139067 | CL: 0.0240807 | ln_CD: 0.0493218 | CM: 0.00388926 | Top_Xtr: 0.0167783 | Bot_Xtr: 0.0196056 +Loss contributors: + s_ln_CD : 0.313312 + s_CL : 0.224643 + s_CM : 0.108836 + s_analysis_confidence : 0.0484955 + s_lower_bl_H_31 : 0.0331554 + s_upper_bl_H_31 : 0.0325532 + s_lower_bl_H_5 : 0.0294308 + s_lower_bl_H_4 : 0.0293859 + s_lower_bl_H_7 : 0.0285507 + s_lower_bl_H_30 : 0.0283793 +Epoch: 181 | Train Loss: 2.40249 | Test Loss: 2.61051 | analysis_confidence: 0.142263 | CL: 0.0235617 | ln_CD: 0.0498199 | CM: 0.0038841 | Top_Xtr: 0.0175926 | Bot_Xtr: 0.0198049 +Loss contributors: + s_ln_CD : 0.283209 + s_CL : 0.214968 + s_CM : 0.107948 + s_analysis_confidence : 0.0490288 + s_lower_bl_H_31 : 0.0326994 + s_upper_bl_H_31 : 0.032195 + s_lower_bl_H_4 : 0.028556 + s_lower_bl_H_30 : 0.028131 + s_lower_bl_H_5 : 0.0281208 + s_upper_bl_H_30 : 0.0273806 +Epoch: 182 | Train Loss: 2.39675 | Test Loss: 2.60738 | analysis_confidence: 0.137687 | CL: 0.0242367 | ln_CD: 0.0443022 | CM: 0.00397225 | Top_Xtr: 0.0173916 | Bot_Xtr: 0.0197304 +Loss contributors: + s_ln_CD : 0.272421 + s_CL : 0.215577 + s_CM : 0.10767 + s_analysis_confidence : 0.0486731 + s_lower_bl_H_31 : 0.0323445 + s_upper_bl_H_31 : 0.0311369 + s_lower_bl_H_4 : 0.0286164 + s_lower_bl_H_5 : 0.0281989 + s_lower_bl_H_1 : 0.0280464 + s_lower_bl_H_7 : 0.0280138 +Epoch: 183 | Train Loss: 2.39945 | Test Loss: 2.61625 | analysis_confidence: 0.137725 | CL: 0.0243074 | ln_CD: 0.044764 | CM: 0.00388802 | Top_Xtr: 0.01705 | Bot_Xtr: 0.0192999 +Loss contributors: + s_ln_CD : 0.275163 + s_CL : 0.218552 + s_CM : 0.107357 + s_analysis_confidence : 0.0483316 + s_lower_bl_H_31 : 0.0339783 + s_upper_bl_H_31 : 0.0324876 + s_lower_bl_H_30 : 0.0291292 + s_upper_bl_H_30 : 0.0280899 + s_lower_bl_H_4 : 0.0280674 + s_lower_bl_H_5 : 0.0279281 +Epoch: 184 | Train Loss: 2.39474 | Test Loss: 2.6147 | analysis_confidence: 0.137292 | CL: 0.022855 | ln_CD: 0.0433595 | CM: 0.00372599 | Top_Xtr: 0.016754 | Bot_Xtr: 0.0192334 +Loss contributors: + s_ln_CD : 0.28844 + s_CL : 0.211621 + s_CM : 0.105347 + s_analysis_confidence : 0.0484216 + s_lower_bl_H_31 : 0.0322735 + s_upper_bl_H_31 : 0.0316628 + s_lower_bl_H_30 : 0.0280745 + s_lower_bl_H_5 : 0.0278718 + s_lower_bl_H_4 : 0.0278 + s_lower_bl_H_1 : 0.0272485 +Epoch: 185 | Train Loss: 2.39512 | Test Loss: 2.60479 | analysis_confidence: 0.134456 | CL: 0.0242966 | ln_CD: 0.0447545 | CM: 0.00390118 | Top_Xtr: 0.0174172 | Bot_Xtr: 0.0199179 +Loss contributors: + s_ln_CD : 0.270223 + s_CL : 0.222556 + s_CM : 0.110038 + s_analysis_confidence : 0.0484098 + s_upper_bl_H_31 : 0.0329919 + s_lower_bl_H_31 : 0.0328199 + s_lower_bl_H_4 : 0.0286647 + s_lower_bl_H_30 : 0.0285833 + s_upper_bl_H_30 : 0.0283889 + s_lower_bl_H_3 : 0.0279745 +Epoch: 186 | Train Loss: 2.3924 | Test Loss: 2.56116 | analysis_confidence: 0.136256 | CL: 0.0231011 | ln_CD: 0.0441533 | CM: 0.00385375 | Top_Xtr: 0.0172846 | Bot_Xtr: 0.0200048 +Loss contributors: + s_ln_CD : 0.263754 + s_CL : 0.211228 + s_CM : 0.108456 + s_analysis_confidence : 0.048461 + s_upper_bl_H_31 : 0.0334479 + s_lower_bl_H_31 : 0.0327509 + s_upper_bl_H_30 : 0.0286532 + s_lower_bl_H_30 : 0.0281515 + s_lower_bl_H_4 : 0.0276673 + s_lower_bl_H_5 : 0.0275546 +Epoch: 187 | Train Loss: 2.39143 | Test Loss: 2.60279 | analysis_confidence: 0.136772 | CL: 0.0241676 | ln_CD: 0.0439242 | CM: 0.00377057 | Top_Xtr: 0.0179853 | Bot_Xtr: 0.0203002 +Loss contributors: + s_ln_CD : 0.27821 + s_CL : 0.220067 + s_CM : 0.106166 + s_analysis_confidence : 0.0483949 + s_lower_bl_H_31 : 0.0316906 + s_upper_bl_H_31 : 0.0315273 + s_lower_bl_H_4 : 0.0282625 + s_lower_bl_H_5 : 0.0279007 + s_lower_bl_H_1 : 0.0276398 + s_lower_bl_H_30 : 0.0272021 +Epoch: 188 | Train Loss: 2.38623 | Test Loss: 2.57485 | analysis_confidence: 0.136341 | CL: 0.0234708 | ln_CD: 0.0442852 | CM: 0.00379371 | Top_Xtr: 0.0171504 | Bot_Xtr: 0.0196226 +Loss contributors: + s_ln_CD : 0.266596 + s_CL : 0.211806 + s_CM : 0.105795 + s_analysis_confidence : 0.0484106 + s_upper_bl_H_31 : 0.0323422 + s_lower_bl_H_31 : 0.032136 + s_lower_bl_H_30 : 0.0275212 + s_lower_bl_H_1 : 0.0274652 + s_lower_bl_H_5 : 0.0274564 + s_lower_bl_H_4 : 0.0274359 +Epoch: 189 | Train Loss: 2.38653 | Test Loss: 2.66 | analysis_confidence: 0.138244 | CL: 0.0237906 | ln_CD: 0.0613839 | CM: 0.00391213 | Top_Xtr: 0.017602 | Bot_Xtr: 0.0198791 +Loss contributors: + s_ln_CD : 0.316306 + s_CL : 0.218513 + s_CM : 0.107179 + s_analysis_confidence : 0.0484824 + s_upper_bl_H_31 : 0.0320791 + s_lower_bl_H_31 : 0.0317467 + s_upper_bl_H_30 : 0.0287629 + s_lower_bl_H_30 : 0.0285133 + s_lower_bl_H_4 : 0.028371 + s_lower_bl_H_5 : 0.0278927 +Epoch: 190 | Train Loss: 2.3808 | Test Loss: 2.58894 | analysis_confidence: 0.137436 | CL: 0.0234228 | ln_CD: 0.0453364 | CM: 0.00374992 | Top_Xtr: 0.0168308 | Bot_Xtr: 0.019123 +Loss contributors: + s_ln_CD : 0.270333 + s_CL : 0.21522 + s_CM : 0.104778 + s_analysis_confidence : 0.0482783 + s_lower_bl_H_31 : 0.0324179 + s_upper_bl_H_31 : 0.0322523 + s_lower_bl_H_4 : 0.0284473 + s_lower_bl_H_5 : 0.0281167 + s_lower_bl_H_30 : 0.0280044 + s_upper_bl_H_30 : 0.0279125 +Epoch: 191 | Train Loss: 2.38229 | Test Loss: 2.62083 | analysis_confidence: 0.13837 | CL: 0.0236009 | ln_CD: 0.0438484 | CM: 0.0038903 | Top_Xtr: 0.0167808 | Bot_Xtr: 0.0193068 +Loss contributors: + s_ln_CD : 0.272795 + s_CL : 0.217112 + s_CM : 0.107647 + s_analysis_confidence : 0.0484939 + s_lower_bl_H_31 : 0.0323902 + s_upper_bl_H_31 : 0.0315684 + s_lower_bl_H_4 : 0.0292248 + s_lower_bl_H_5 : 0.0290804 + s_lower_bl_H_3 : 0.0279448 + s_lower_bl_H_1 : 0.0278133 +Epoch: 192 | Train Loss: 2.37665 | Test Loss: 2.57099 | analysis_confidence: 0.135386 | CL: 0.0229255 | ln_CD: 0.0482953 | CM: 0.00375218 | Top_Xtr: 0.0167479 | Bot_Xtr: 0.0192208 +Loss contributors: + s_ln_CD : 0.277922 + s_CL : 0.215189 + s_CM : 0.105417 + s_analysis_confidence : 0.0483097 + s_lower_bl_H_31 : 0.0323336 + s_upper_bl_H_31 : 0.0315585 + s_lower_bl_H_30 : 0.0279713 + s_lower_bl_H_4 : 0.0279596 + s_lower_bl_H_5 : 0.0277697 + s_lower_bl_H_1 : 0.0276348 +Epoch: 193 | Train Loss: 2.37729 | Test Loss: 2.59583 | analysis_confidence: 0.134316 | CL: 0.022839 | ln_CD: 0.0453221 | CM: 0.003684 | Top_Xtr: 0.0169214 | Bot_Xtr: 0.0193257 +Loss contributors: + s_ln_CD : 0.288195 + s_CL : 0.21536 + s_CM : 0.103135 + s_analysis_confidence : 0.0483843 + s_lower_bl_H_31 : 0.0321329 + s_upper_bl_H_31 : 0.0320056 + s_lower_bl_H_4 : 0.0284702 + s_lower_bl_H_5 : 0.0282875 + s_lower_bl_H_1 : 0.0277599 + s_lower_bl_H_30 : 0.0276242 +Epoch: 194 | Train Loss: 2.37334 | Test Loss: 2.63928 | analysis_confidence: 0.140574 | CL: 0.0261146 | ln_CD: 0.045494 | CM: 0.00373873 | Top_Xtr: 0.0173235 | Bot_Xtr: 0.0196097 +Loss contributors: + s_ln_CD : 0.285394 + s_CL : 0.230593 + s_CM : 0.103861 + s_analysis_confidence : 0.0483617 + s_lower_bl_H_31 : 0.0321837 + s_upper_bl_H_31 : 0.0317656 + s_lower_bl_H_1 : 0.0280632 + s_lower_bl_H_4 : 0.0277704 + s_lower_bl_H_30 : 0.0276192 + s_lower_bl_H_5 : 0.0273675 +Epoch: 195 | Train Loss: 2.37185 | Test Loss: 2.54989 | analysis_confidence: 0.136552 | CL: 0.0230956 | ln_CD: 0.04438 | CM: 0.00390995 | Top_Xtr: 0.0190656 | Bot_Xtr: 0.0218597 +Loss contributors: + s_ln_CD : 0.276997 + s_CL : 0.210968 + s_CM : 0.107747 + s_analysis_confidence : 0.0482427 + s_lower_bl_H_31 : 0.0326497 + s_upper_bl_H_31 : 0.0321548 + s_lower_bl_H_4 : 0.0280317 + s_lower_bl_H_5 : 0.0279266 + s_lower_bl_H_1 : 0.0277922 + s_lower_bl_H_30 : 0.0275175 +Epoch: 196 | Train Loss: 2.37029 | Test Loss: 2.60109 | analysis_confidence: 0.138996 | CL: 0.0241588 | ln_CD: 0.0453501 | CM: 0.0037592 | Top_Xtr: 0.0172124 | Bot_Xtr: 0.0198275 +Loss contributors: + s_ln_CD : 0.274864 + s_CL : 0.22083 + s_CM : 0.105493 + s_analysis_confidence : 0.0482708 + s_lower_bl_H_31 : 0.0322059 + s_upper_bl_H_31 : 0.0313812 + s_lower_bl_H_5 : 0.0289495 + s_lower_bl_H_4 : 0.0288147 + s_lower_bl_H_3 : 0.0281298 + s_lower_bl_H_30 : 0.0280359 +Epoch: 197 | Train Loss: 2.36967 | Test Loss: 2.63622 | analysis_confidence: 0.139163 | CL: 0.0246882 | ln_CD: 0.0449373 | CM: 0.00389975 | Top_Xtr: 0.0168595 | Bot_Xtr: 0.0193411 +Loss contributors: + s_ln_CD : 0.278734 + s_CL : 0.222099 + s_CM : 0.106571 + s_analysis_confidence : 0.0483415 + s_upper_bl_H_31 : 0.032695 + s_lower_bl_H_31 : 0.0326329 + s_lower_bl_H_4 : 0.0284624 + s_lower_bl_H_5 : 0.0283315 + s_lower_bl_H_30 : 0.0282204 + s_upper_bl_H_30 : 0.0275917 +Epoch: 198 | Train Loss: 2.36648 | Test Loss: 2.56525 | analysis_confidence: 0.139097 | CL: 0.0236008 | ln_CD: 0.0500116 | CM: 0.00375134 | Top_Xtr: 0.0164437 | Bot_Xtr: 0.0188282 +Loss contributors: + s_ln_CD : 0.284481 + s_CL : 0.213026 + s_CM : 0.10392 + s_analysis_confidence : 0.0483127 + s_lower_bl_H_31 : 0.0315458 + s_upper_bl_H_31 : 0.0312741 + s_lower_bl_H_1 : 0.0276503 + s_lower_bl_H_5 : 0.0274384 + s_lower_bl_H_4 : 0.0273984 + s_lower_bl_H_30 : 0.0272493 +Epoch: 199 | Train Loss: 2.36657 | Test Loss: 2.5901 | analysis_confidence: 0.137349 | CL: 0.0236981 | ln_CD: 0.0507751 | CM: 0.00388508 | Top_Xtr: 0.0172708 | Bot_Xtr: 0.0193418 +Loss contributors: + s_ln_CD : 0.279352 + s_CL : 0.215802 + s_CM : 0.107247 + s_analysis_confidence : 0.0485537 + s_upper_bl_H_31 : 0.0321805 + s_lower_bl_H_31 : 0.0319219 + s_lower_bl_H_4 : 0.0285508 + s_lower_bl_H_5 : 0.0283541 + s_lower_bl_H_1 : 0.0278221 + s_lower_bl_H_3 : 0.0276842 +Epoch: 200 | Train Loss: 2.36485 | Test Loss: 2.64778 | analysis_confidence: 0.136069 | CL: 0.0236871 | ln_CD: 0.0455349 | CM: 0.00394874 | Top_Xtr: 0.0203867 | Bot_Xtr: 0.0231178 +Loss contributors: + s_ln_CD : 0.275251 + s_CL : 0.217903 + s_CM : 0.110792 + s_analysis_confidence : 0.0483108 + s_lower_bl_H_31 : 0.0322917 + s_upper_bl_H_31 : 0.0319968 + s_lower_bl_H_4 : 0.0289188 + s_lower_bl_H_1 : 0.0287246 + s_lower_bl_H_30 : 0.0285397 + s_lower_bl_H_5 : 0.0280609 +Epoch: 201 | Train Loss: 2.35746 | Test Loss: 2.57032 | analysis_confidence: 0.142273 | CL: 0.0228112 | ln_CD: 0.0451794 | CM: 0.00370635 | Top_Xtr: 0.016742 | Bot_Xtr: 0.0194755 +Loss contributors: + s_ln_CD : 0.272995 + s_CL : 0.212448 + s_CM : 0.103011 + s_analysis_confidence : 0.0486998 + s_lower_bl_H_31 : 0.0321499 + s_upper_bl_H_31 : 0.0317546 + s_lower_bl_H_30 : 0.0280047 + s_lower_bl_H_1 : 0.0278166 + s_lower_bl_H_5 : 0.0276071 + s_lower_bl_H_4 : 0.027577 +Epoch: 202 | Train Loss: 2.35798 | Test Loss: 2.59717 | analysis_confidence: 0.139128 | CL: 0.0235354 | ln_CD: 0.0432904 | CM: 0.00425031 | Top_Xtr: 0.0178466 | Bot_Xtr: 0.020306 +Loss contributors: + s_ln_CD : 0.274763 + s_CL : 0.214379 + s_CM : 0.113353 + s_analysis_confidence : 0.0485345 + s_lower_bl_H_31 : 0.0325764 + s_upper_bl_H_31 : 0.0320762 + s_lower_bl_H_5 : 0.0285275 + s_lower_bl_H_4 : 0.0283676 + s_lower_bl_H_7 : 0.0279809 + s_lower_bl_H_6 : 0.0275377 +Epoch: 203 | Train Loss: 2.35559 | Test Loss: 2.60122 | analysis_confidence: 0.138737 | CL: 0.0227539 | ln_CD: 0.0437249 | CM: 0.00368107 | Top_Xtr: 0.0162499 | Bot_Xtr: 0.0185476 +Loss contributors: + s_ln_CD : 0.278116 + s_CL : 0.211879 + s_CM : 0.104351 + s_analysis_confidence : 0.0484809 + s_lower_bl_H_31 : 0.0322356 + s_upper_bl_H_31 : 0.0320727 + s_upper_bl_H_30 : 0.0283883 + s_lower_bl_H_30 : 0.0282944 + s_lower_bl_H_4 : 0.0282155 + s_lower_bl_H_5 : 0.0278821 +Epoch: 204 | Train Loss: 2.35372 | Test Loss: 2.57099 | analysis_confidence: 0.135923 | CL: 0.0228241 | ln_CD: 0.044704 | CM: 0.00403899 | Top_Xtr: 0.0167108 | Bot_Xtr: 0.0194088 +Loss contributors: + s_ln_CD : 0.273025 + s_CL : 0.213197 + s_CM : 0.111265 + s_analysis_confidence : 0.0482984 + s_lower_bl_H_31 : 0.0318598 + s_upper_bl_H_31 : 0.0311454 + s_lower_bl_H_4 : 0.0277379 + s_lower_bl_H_5 : 0.0277102 + s_lower_bl_H_1 : 0.0274602 + s_lower_bl_H_30 : 0.0269568 +Epoch: 205 | Train Loss: 2.3487 | Test Loss: 2.56806 | analysis_confidence: 0.133796 | CL: 0.0260547 | ln_CD: 0.0433372 | CM: 0.00389313 | Top_Xtr: 0.016502 | Bot_Xtr: 0.0190226 +Loss contributors: + s_ln_CD : 0.274359 + s_CL : 0.220507 + s_CM : 0.106042 + s_analysis_confidence : 0.0481379 + s_lower_bl_H_31 : 0.031739 + s_upper_bl_H_31 : 0.0314855 + s_lower_bl_H_30 : 0.0276197 + s_lower_bl_H_4 : 0.0275868 + s_lower_bl_H_5 : 0.0274497 + s_lower_bl_H_1 : 0.0273755 +Epoch: 206 | Train Loss: 2.35061 | Test Loss: 2.55839 | analysis_confidence: 0.136745 | CL: 0.0232475 | ln_CD: 0.0458428 | CM: 0.00372406 | Top_Xtr: 0.0165736 | Bot_Xtr: 0.0189038 +Loss contributors: + s_ln_CD : 0.279912 + s_CL : 0.212975 + s_CM : 0.10515 + s_analysis_confidence : 0.0482243 + s_lower_bl_H_31 : 0.0332421 + s_upper_bl_H_31 : 0.0322627 + s_lower_bl_H_30 : 0.0281088 + s_lower_bl_H_4 : 0.027598 + s_lower_bl_H_5 : 0.0275449 + s_upper_bl_H_30 : 0.0275096 +Epoch: 207 | Train Loss: 2.34668 | Test Loss: 2.60629 | analysis_confidence: 0.139187 | CL: 0.0230184 | ln_CD: 0.0446543 | CM: 0.00381247 | Top_Xtr: 0.0174742 | Bot_Xtr: 0.0199506 +Loss contributors: + s_ln_CD : 0.272386 + s_CL : 0.215563 + s_CM : 0.10536 + s_analysis_confidence : 0.0483359 + s_lower_bl_H_31 : 0.0327659 + s_upper_bl_H_31 : 0.031337 + s_lower_bl_H_4 : 0.0288827 + s_lower_bl_H_30 : 0.0283928 + s_lower_bl_H_5 : 0.0281593 + s_lower_bl_H_3 : 0.0276751 +Epoch: 208 | Train Loss: 2.34745 | Test Loss: 2.57503 | analysis_confidence: 0.136425 | CL: 0.0244208 | ln_CD: 0.0479731 | CM: 0.00389708 | Top_Xtr: 0.0164374 | Bot_Xtr: 0.0185885 +Loss contributors: + s_ln_CD : 0.275132 + s_CL : 0.217882 + s_CM : 0.107097 + s_analysis_confidence : 0.0486121 + s_lower_bl_H_31 : 0.0321123 + s_upper_bl_H_31 : 0.0310077 + s_lower_bl_H_5 : 0.0283948 + s_lower_bl_H_4 : 0.0283833 + s_lower_bl_H_1 : 0.0279896 + s_lower_bl_H_30 : 0.0279864 +Epoch: 209 | Train Loss: 2.34563 | Test Loss: 2.60735 | analysis_confidence: 0.138406 | CL: 0.0253607 | ln_CD: 0.0447454 | CM: 0.0037065 | Top_Xtr: 0.0170447 | Bot_Xtr: 0.0189789 +Loss contributors: + s_ln_CD : 0.272934 + s_CL : 0.22038 + s_CM : 0.10413 + s_analysis_confidence : 0.0483683 + s_lower_bl_H_31 : 0.0319643 + s_upper_bl_H_31 : 0.0314117 + s_lower_bl_H_4 : 0.0280907 + s_lower_bl_H_5 : 0.0280481 + s_lower_bl_H_30 : 0.0276164 + s_lower_bl_H_10 : 0.0272097 +Epoch: 210 | Train Loss: 2.34563 | Test Loss: 2.58725 | analysis_confidence: 0.135843 | CL: 0.0235336 | ln_CD: 0.0438012 | CM: 0.00386189 | Top_Xtr: 0.0177452 | Bot_Xtr: 0.0204584 +Loss contributors: + s_ln_CD : 0.2642 + s_CL : 0.220222 + s_CM : 0.105605 + s_analysis_confidence : 0.04831 + s_lower_bl_H_31 : 0.0324049 + s_upper_bl_H_31 : 0.0316178 + s_lower_bl_H_4 : 0.0283722 + s_lower_bl_H_30 : 0.0281394 + s_upper_bl_H_30 : 0.0277026 + s_lower_bl_H_5 : 0.0276682 +Epoch: 211 | Train Loss: 2.33959 | Test Loss: 2.58549 | analysis_confidence: 0.134532 | CL: 0.0229816 | ln_CD: 0.049224 | CM: 0.00369843 | Top_Xtr: 0.0167834 | Bot_Xtr: 0.0192509 +Loss contributors: + s_ln_CD : 0.288028 + s_CL : 0.214119 + s_CM : 0.102716 + s_analysis_confidence : 0.0483437 + s_lower_bl_H_31 : 0.0316199 + s_upper_bl_H_31 : 0.0308983 + s_lower_bl_H_5 : 0.0284323 + s_lower_bl_H_4 : 0.0278469 + s_lower_bl_H_1 : 0.0277092 + s_lower_bl_H_6 : 0.0273576 +Epoch: 212 | Train Loss: 2.34042 | Test Loss: 2.59762 | analysis_confidence: 0.137927 | CL: 0.024754 | ln_CD: 0.0439353 | CM: 0.00375168 | Top_Xtr: 0.0169752 | Bot_Xtr: 0.0188769 +Loss contributors: + s_ln_CD : 0.274772 + s_CL : 0.218612 + s_CM : 0.104307 + s_analysis_confidence : 0.0484513 + s_lower_bl_H_31 : 0.0319775 + s_upper_bl_H_31 : 0.0315098 + s_lower_bl_H_4 : 0.0287153 + s_lower_bl_H_5 : 0.0284864 + s_lower_bl_H_30 : 0.0278458 + s_lower_bl_H_7 : 0.0278403 +Epoch: 213 | Train Loss: 2.33731 | Test Loss: 2.5703 | analysis_confidence: 0.134027 | CL: 0.023363 | ln_CD: 0.0506303 | CM: 0.00383765 | Top_Xtr: 0.0196483 | Bot_Xtr: 0.0224675 +Loss contributors: + s_ln_CD : 0.283449 + s_CL : 0.21841 + s_CM : 0.1089 + s_analysis_confidence : 0.0486104 + s_upper_bl_H_31 : 0.0335517 + s_lower_bl_H_31 : 0.0332357 + s_lower_bl_H_30 : 0.0280351 + s_lower_bl_H_5 : 0.0278877 + s_upper_bl_H_30 : 0.0278474 + s_lower_bl_H_4 : 0.0277104 +Epoch: 214 | Train Loss: 2.33533 | Test Loss: 2.65245 | analysis_confidence: 0.133723 | CL: 0.0229457 | ln_CD: 0.0439411 | CM: 0.00373311 | Top_Xtr: 0.0164488 | Bot_Xtr: 0.0191774 +Loss contributors: + s_ln_CD : 0.290022 + s_CL : 0.214902 + s_CM : 0.103723 + s_analysis_confidence : 0.048529 + s_lower_bl_H_31 : 0.0340877 + s_upper_bl_H_31 : 0.0324691 + s_lower_bl_H_30 : 0.0301107 + s_lower_bl_H_1 : 0.0284962 + s_lower_bl_H_3 : 0.0284048 + s_lower_bl_H_4 : 0.0283242 +Epoch: 215 | Train Loss: 2.33267 | Test Loss: 2.60702 | analysis_confidence: 0.135075 | CL: 0.0224523 | ln_CD: 0.0452049 | CM: 0.00369586 | Top_Xtr: 0.0168072 | Bot_Xtr: 0.0194183 +Loss contributors: + s_ln_CD : 0.279041 + s_CL : 0.215435 + s_CM : 0.103735 + s_analysis_confidence : 0.0485444 + s_lower_bl_H_31 : 0.0321689 + s_upper_bl_H_31 : 0.0313221 + s_lower_bl_H_5 : 0.0281028 + s_lower_bl_H_4 : 0.0280393 + s_lower_bl_H_1 : 0.0279056 + s_lower_bl_H_7 : 0.0277107 +Epoch: 216 | Train Loss: 2.33156 | Test Loss: 2.51806 | analysis_confidence: 0.137437 | CL: 0.023697 | ln_CD: 0.0437462 | CM: 0.00418281 | Top_Xtr: 0.0189296 | Bot_Xtr: 0.0220485 +Loss contributors: + s_ln_CD : 0.268291 + s_CL : 0.212075 + s_CM : 0.110764 + s_analysis_confidence : 0.0487985 + s_lower_bl_H_31 : 0.0313472 + s_upper_bl_H_31 : 0.0307254 + s_lower_bl_H_4 : 0.0272229 + s_lower_bl_H_30 : 0.0270955 + s_lower_bl_H_5 : 0.026987 + s_lower_bl_H_1 : 0.0268857 +Epoch: 217 | Train Loss: 2.32701 | Test Loss: 2.58164 | analysis_confidence: 0.13599 | CL: 0.0228268 | ln_CD: 0.0504958 | CM: 0.00385504 | Top_Xtr: 0.0178019 | Bot_Xtr: 0.0198628 +Loss contributors: + s_ln_CD : 0.287656 + s_CL : 0.209678 + s_CM : 0.105205 + s_analysis_confidence : 0.0489625 + s_lower_bl_H_31 : 0.0319269 + s_upper_bl_H_31 : 0.0312148 + s_lower_bl_H_4 : 0.0288557 + s_lower_bl_H_5 : 0.028654 + s_lower_bl_H_1 : 0.0286254 + s_lower_bl_H_3 : 0.0278394 +Epoch: 218 | Train Loss: 2.3276 | Test Loss: 2.64056 | analysis_confidence: 0.138077 | CL: 0.022885 | ln_CD: 0.0528842 | CM: 0.00373904 | Top_Xtr: 0.0167917 | Bot_Xtr: 0.019435 +Loss contributors: + s_ln_CD : 0.312523 + s_CL : 0.219074 + s_CM : 0.10744 + s_analysis_confidence : 0.0482336 + s_lower_bl_H_31 : 0.0319259 + s_upper_bl_H_31 : 0.0308187 + s_lower_bl_H_4 : 0.0284125 + s_lower_bl_H_5 : 0.0283403 + s_lower_bl_H_30 : 0.0277549 + s_lower_bl_H_1 : 0.0276197 +Epoch: 219 | Train Loss: 2.32881 | Test Loss: 2.61684 | analysis_confidence: 0.135448 | CL: 0.0243761 | ln_CD: 0.0486525 | CM: 0.0037992 | Top_Xtr: 0.0168301 | Bot_Xtr: 0.0192777 +Loss contributors: + s_ln_CD : 0.296551 + s_CL : 0.219801 + s_CM : 0.105573 + s_analysis_confidence : 0.0481859 + s_lower_bl_H_31 : 0.0318378 + s_upper_bl_H_31 : 0.0314495 + s_lower_bl_H_4 : 0.0279434 + s_lower_bl_H_5 : 0.0276177 + s_lower_bl_H_30 : 0.0275744 + s_lower_bl_H_1 : 0.0273042 +Epoch: 220 | Train Loss: 2.32583 | Test Loss: 2.60357 | analysis_confidence: 0.141179 | CL: 0.0232933 | ln_CD: 0.0492257 | CM: 0.00378209 | Top_Xtr: 0.0165176 | Bot_Xtr: 0.0193007 +Loss contributors: + s_ln_CD : 0.293731 + s_CL : 0.216248 + s_CM : 0.104175 + s_analysis_confidence : 0.0487987 + s_lower_bl_H_31 : 0.0321267 + s_upper_bl_H_31 : 0.0317542 + s_lower_bl_H_30 : 0.0279667 + s_lower_bl_H_5 : 0.0278178 + s_lower_bl_H_4 : 0.0276754 + s_lower_bl_H_1 : 0.0276155 +Epoch: 221 | Train Loss: 2.32097 | Test Loss: 2.57755 | analysis_confidence: 0.137329 | CL: 0.0225102 | ln_CD: 0.0546844 | CM: 0.00374565 | Top_Xtr: 0.0189339 | Bot_Xtr: 0.0208921 +Loss contributors: + s_ln_CD : 0.296236 + s_CL : 0.213011 + s_CM : 0.104313 + s_analysis_confidence : 0.0482692 + s_lower_bl_H_31 : 0.0313362 + s_upper_bl_H_31 : 0.0307765 + s_lower_bl_H_30 : 0.0278675 + s_lower_bl_H_4 : 0.0275953 + s_lower_bl_H_5 : 0.027306 + s_upper_bl_H_30 : 0.0271398 +Epoch: 222 | Train Loss: 2.32064 | Test Loss: 2.58326 | analysis_confidence: 0.141177 | CL: 0.023506 | ln_CD: 0.0468365 | CM: 0.00388068 | Top_Xtr: 0.0172781 | Bot_Xtr: 0.0195506 +Loss contributors: + s_ln_CD : 0.277609 + s_CL : 0.215209 + s_CM : 0.109662 + s_analysis_confidence : 0.0485735 + s_lower_bl_H_31 : 0.0320723 + s_upper_bl_H_31 : 0.0311619 + s_lower_bl_H_4 : 0.028053 + s_lower_bl_H_5 : 0.0279236 + s_lower_bl_H_30 : 0.0275413 + s_lower_bl_H_1 : 0.0270864 +Epoch: 223 | Train Loss: 2.32182 | Test Loss: 2.6415 | analysis_confidence: 0.137519 | CL: 0.0245883 | ln_CD: 0.0455331 | CM: 0.00391325 | Top_Xtr: 0.0162588 | Bot_Xtr: 0.0188585 +Loss contributors: + s_ln_CD : 0.30715 + s_CL : 0.221741 + s_CM : 0.106802 + s_analysis_confidence : 0.0482224 + s_lower_bl_H_31 : 0.0323801 + s_upper_bl_H_31 : 0.0312365 + s_lower_bl_H_5 : 0.0288977 + s_lower_bl_H_4 : 0.0286033 + s_lower_bl_H_30 : 0.0281865 + s_lower_bl_H_7 : 0.0277864 +Epoch: 224 | Train Loss: 2.3195 | Test Loss: 2.55567 | analysis_confidence: 0.137123 | CL: 0.0231081 | ln_CD: 0.0455418 | CM: 0.00367662 | Top_Xtr: 0.0165854 | Bot_Xtr: 0.0187374 +Loss contributors: + s_ln_CD : 0.282141 + s_CL : 0.213701 + s_CM : 0.105093 + s_analysis_confidence : 0.0481173 + s_lower_bl_H_31 : 0.0311714 + s_upper_bl_H_31 : 0.0311631 + s_lower_bl_H_4 : 0.0285907 + s_lower_bl_H_5 : 0.0284883 + s_lower_bl_H_1 : 0.0277125 + s_lower_bl_H_3 : 0.027275 +Epoch: 225 | Train Loss: 2.3136 | Test Loss: 2.6669 | analysis_confidence: 0.137219 | CL: 0.0232725 | ln_CD: 0.044632 | CM: 0.00371301 | Top_Xtr: 0.0201527 | Bot_Xtr: 0.0216077 +Loss contributors: + s_ln_CD : 0.278485 + s_CL : 0.213565 + s_CM : 0.103351 + s_analysis_confidence : 0.0481514 + s_lower_bl_H_31 : 0.0334674 + s_upper_bl_H_31 : 0.0323356 + s_lower_bl_H_5 : 0.0292418 + s_lower_bl_H_7 : 0.0290242 + s_lower_bl_H_4 : 0.0287854 + s_lower_bl_H_30 : 0.0287357 +Epoch: 226 | Train Loss: 2.31487 | Test Loss: 2.52476 | analysis_confidence: 0.136313 | CL: 0.0230078 | ln_CD: 0.0427459 | CM: 0.00365502 | Top_Xtr: 0.0164762 | Bot_Xtr: 0.0187643 +Loss contributors: + s_ln_CD : 0.270059 + s_CL : 0.209629 + s_CM : 0.102781 + s_analysis_confidence : 0.0481611 + s_lower_bl_H_31 : 0.0317481 + s_upper_bl_H_31 : 0.0315465 + s_lower_bl_H_4 : 0.0282245 + s_lower_bl_H_5 : 0.0275491 + s_lower_bl_H_30 : 0.0272455 + s_upper_bl_H_30 : 0.0268298 +Epoch: 227 | Train Loss: 2.3082 | Test Loss: 2.57759 | analysis_confidence: 0.137414 | CL: 0.0234191 | ln_CD: 0.0441233 | CM: 0.00367189 | Top_Xtr: 0.0164572 | Bot_Xtr: 0.019013 +Loss contributors: + s_ln_CD : 0.271419 + s_CL : 0.217252 + s_CM : 0.104718 + s_analysis_confidence : 0.0483778 + s_upper_bl_H_31 : 0.0319141 + s_lower_bl_H_31 : 0.0318256 + s_lower_bl_H_4 : 0.0282733 + s_lower_bl_H_1 : 0.0280417 + s_lower_bl_H_5 : 0.0278336 + s_lower_bl_H_30 : 0.0276549 +Epoch: 228 | Train Loss: 2.30934 | Test Loss: 2.601 | analysis_confidence: 0.133995 | CL: 0.0229352 | ln_CD: 0.0561071 | CM: 0.00359976 | Top_Xtr: 0.0186751 | Bot_Xtr: 0.0206449 +Loss contributors: + s_ln_CD : 0.286477 + s_CL : 0.213913 + s_CM : 0.101098 + s_analysis_confidence : 0.0484091 + s_lower_bl_H_31 : 0.0325188 + s_upper_bl_H_31 : 0.032172 + s_upper_bl_H_30 : 0.0283509 + s_lower_bl_H_30 : 0.0283241 + s_lower_bl_H_5 : 0.0282718 + s_lower_bl_H_4 : 0.0281225 +Epoch: 229 | Train Loss: 2.30602 | Test Loss: 2.54998 | analysis_confidence: 0.134747 | CL: 0.0244181 | ln_CD: 0.0550476 | CM: 0.00377128 | Top_Xtr: 0.0162202 | Bot_Xtr: 0.0186576 +Loss contributors: + s_ln_CD : 0.289498 + s_CL : 0.214104 + s_CM : 0.102506 + s_analysis_confidence : 0.0480683 + s_upper_bl_H_31 : 0.0314978 + s_lower_bl_H_31 : 0.0313313 + s_lower_bl_H_5 : 0.0275125 + s_lower_bl_H_4 : 0.0273906 + s_lower_bl_H_30 : 0.0272414 + s_lower_bl_H_2 : 0.0268109 +Epoch: 230 | Train Loss: 2.30828 | Test Loss: 2.6007 | analysis_confidence: 0.135636 | CL: 0.022506 | ln_CD: 0.0442581 | CM: 0.004098 | Top_Xtr: 0.0169554 | Bot_Xtr: 0.0190866 +Loss contributors: 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s_analysis_confidence : 0.0481947 + s_lower_bl_H_31 : 0.0317803 + s_upper_bl_H_31 : 0.0311666 + s_lower_bl_H_4 : 0.0277234 + s_lower_bl_H_1 : 0.0274629 + s_lower_bl_H_30 : 0.0274207 + s_lower_bl_H_5 : 0.0273307 +Epoch: 233 | Train Loss: 2.3029 | Test Loss: 2.61855 | analysis_confidence: 0.136064 | CL: 0.0240737 | ln_CD: 0.0477228 | CM: 0.00385776 | Top_Xtr: 0.016861 | Bot_Xtr: 0.0194222 +Loss contributors: + s_ln_CD : 0.280125 + s_CL : 0.220054 + s_CM : 0.104951 + s_analysis_confidence : 0.0485065 + s_lower_bl_H_31 : 0.033506 + s_upper_bl_H_31 : 0.0326111 + s_lower_bl_H_30 : 0.0297152 + s_upper_bl_H_30 : 0.0284154 + s_lower_bl_H_5 : 0.0281496 + s_lower_bl_H_4 : 0.0281064 +Epoch: 234 | Train Loss: 2.29993 | Test Loss: 2.68385 | analysis_confidence: 0.139615 | CL: 0.0228126 | ln_CD: 0.0439781 | CM: 0.00385527 | Top_Xtr: 0.0162085 | Bot_Xtr: 0.0185899 +Loss contributors: + s_ln_CD : 0.335062 + s_CL : 0.216252 + s_CM : 0.107592 + s_analysis_confidence : 0.0486356 + s_lower_bl_H_31 : 0.0316812 + s_upper_bl_H_31 : 0.0308168 + s_lower_bl_H_4 : 0.0288811 + s_lower_bl_H_5 : 0.0284929 + s_lower_bl_H_7 : 0.0276317 + s_lower_bl_H_3 : 0.0275562 +Epoch: 235 | Train Loss: 2.30121 | Test Loss: 2.52911 | analysis_confidence: 0.135087 | CL: 0.0225011 | ln_CD: 0.0445817 | CM: 0.00365417 | Top_Xtr: 0.0164552 | Bot_Xtr: 0.0185504 +Loss contributors: + s_ln_CD : 0.281252 + s_CL : 0.210121 + s_CM : 0.10116 + s_analysis_confidence : 0.0481168 + s_lower_bl_H_31 : 0.0306879 + s_upper_bl_H_31 : 0.0302812 + s_lower_bl_H_4 : 0.0275891 + s_lower_bl_H_5 : 0.0274261 + s_lower_bl_H_1 : 0.027186 + s_lower_bl_H_7 : 0.0268723 +Epoch: 236 | Train Loss: 2.29725 | Test Loss: 2.54861 | analysis_confidence: 0.14011 | CL: 0.0229628 | ln_CD: 0.0430737 | CM: 0.00362708 | Top_Xtr: 0.0171848 | Bot_Xtr: 0.019439 +Loss contributors: + s_ln_CD : 0.286509 + s_CL : 0.212581 + s_CM : 0.102062 + s_analysis_confidence : 0.0484748 + s_lower_bl_H_31 : 0.0310995 + s_upper_bl_H_31 : 0.0305848 + s_lower_bl_H_4 : 0.0272732 + s_lower_bl_H_30 : 0.0271546 + s_lower_bl_H_5 : 0.0270839 + s_lower_bl_H_1 : 0.0267141 +Epoch: 237 | Train Loss: 2.29677 | Test Loss: 2.51786 | analysis_confidence: 0.135462 | CL: 0.0234363 | ln_CD: 0.0433031 | CM: 0.00365456 | Top_Xtr: 0.0161939 | Bot_Xtr: 0.0183729 +Loss contributors: + s_ln_CD : 0.275057 + s_CL : 0.212748 + s_CM : 0.101292 + s_analysis_confidence : 0.0481315 + s_lower_bl_H_31 : 0.0314406 + s_upper_bl_H_31 : 0.0305547 + s_lower_bl_H_30 : 0.0277049 + s_lower_bl_H_4 : 0.0271321 + s_lower_bl_H_1 : 0.0269262 + s_upper_bl_H_30 : 0.026892 +Epoch: 238 | Train Loss: 2.29479 | Test Loss: 2.55524 | analysis_confidence: 0.1364 | CL: 0.0232027 | ln_CD: 0.0444974 | CM: 0.00379436 | Top_Xtr: 0.01605 | Bot_Xtr: 0.0188479 +Loss contributors: + s_ln_CD : 0.281159 + s_CL : 0.212581 + s_CM : 0.103937 + s_analysis_confidence : 0.048114 + s_upper_bl_H_31 : 0.0343813 + s_lower_bl_H_31 : 0.0336991 + s_lower_bl_H_30 : 0.0289033 + s_upper_bl_H_30 : 0.0287798 + s_lower_bl_H_4 : 0.0273395 + s_lower_bl_H_5 : 0.027306 +Epoch: 239 | Train Loss: 2.29267 | Test Loss: 2.57868 | analysis_confidence: 0.138804 | CL: 0.0225693 | ln_CD: 0.0451101 | CM: 0.00363452 | Top_Xtr: 0.0162672 | Bot_Xtr: 0.0188397 +Loss contributors: + s_ln_CD : 0.296932 + s_CL : 0.212311 + s_CM : 0.102717 + s_analysis_confidence : 0.0487088 + s_lower_bl_H_31 : 0.0311075 + s_upper_bl_H_31 : 0.0308315 + s_lower_bl_H_1 : 0.0280648 + s_lower_bl_H_4 : 0.0276547 + s_lower_bl_H_5 : 0.0274161 + s_lower_bl_H_30 : 0.0272709 +Epoch: 240 | Train Loss: 2.29119 | Test Loss: 2.52749 | analysis_confidence: 0.134707 | CL: 0.022588 | ln_CD: 0.0468296 | CM: 0.00395882 | Top_Xtr: 0.0167141 | Bot_Xtr: 0.0189098 +Loss contributors: + s_ln_CD : 0.274937 + s_CL : 0.20838 + s_CM : 0.106328 + s_analysis_confidence : 0.0482473 + s_lower_bl_H_31 : 0.0319649 + s_upper_bl_H_31 : 0.0309127 + s_lower_bl_H_30 : 0.0275997 + s_lower_bl_H_4 : 0.0275802 + s_lower_bl_H_5 : 0.0274399 + s_lower_bl_H_1 : 0.0269762 +Epoch: 241 | Train Loss: 2.28987 | Test Loss: 2.59747 | analysis_confidence: 0.134222 | CL: 0.0226973 | ln_CD: 0.0444738 | CM: 0.0036943 | Top_Xtr: 0.0173262 | Bot_Xtr: 0.0192457 +Loss contributors: + s_ln_CD : 0.275687 + s_CL : 0.213744 + s_CM : 0.103895 + s_analysis_confidence : 0.0484742 + s_lower_bl_H_31 : 0.0320346 + s_upper_bl_H_31 : 0.0309972 + s_lower_bl_H_4 : 0.0289161 + s_lower_bl_H_3 : 0.0281167 + s_lower_bl_H_5 : 0.0280826 + s_lower_bl_H_1 : 0.0280678 +Epoch: 242 | Train Loss: 2.29026 | Test Loss: 2.56801 | analysis_confidence: 0.135906 | CL: 0.0238888 | ln_CD: 0.0462823 | CM: 0.00421358 | Top_Xtr: 0.0161306 | Bot_Xtr: 0.0186839 +Loss contributors: + s_ln_CD : 0.271922 + s_CL : 0.215859 + s_CM : 0.112873 + s_analysis_confidence : 0.0481047 + s_lower_bl_H_31 : 0.0320193 + s_upper_bl_H_31 : 0.0310241 + s_lower_bl_H_5 : 0.028042 + s_lower_bl_H_30 : 0.027855 + s_lower_bl_H_4 : 0.0278022 + s_lower_bl_H_1 : 0.0271985 +Epoch: 243 | Train Loss: 2.28969 | Test Loss: 2.54871 | analysis_confidence: 0.13897 | CL: 0.0248486 | ln_CD: 0.045534 | CM: 0.00392935 | Top_Xtr: 0.0169963 | Bot_Xtr: 0.0194776 +Loss contributors: + s_ln_CD : 0.277582 + s_CL : 0.219501 + s_CM : 0.105831 + s_analysis_confidence : 0.0482092 + s_lower_bl_H_31 : 0.0312048 + s_upper_bl_H_31 : 0.0308422 + s_lower_bl_H_4 : 0.0274776 + s_lower_bl_H_5 : 0.0273998 + s_lower_bl_H_30 : 0.0273576 + s_lower_bl_H_1 : 0.0269903 +Epoch: 244 | Train Loss: 2.28532 | Test Loss: 2.52426 | analysis_confidence: 0.13523 | CL: 0.0227851 | ln_CD: 0.0434294 | CM: 0.00387883 | Top_Xtr: 0.0178178 | Bot_Xtr: 0.0203748 +Loss contributors: + s_ln_CD : 0.271877 + s_CL : 0.20832 + s_CM : 0.104156 + s_analysis_confidence : 0.0480361 + s_lower_bl_H_31 : 0.0307593 + s_upper_bl_H_31 : 0.0305943 + s_lower_bl_H_4 : 0.0276425 + s_lower_bl_H_5 : 0.0276211 + s_lower_bl_H_1 : 0.0273156 + s_lower_bl_H_7 : 0.0269237 +Epoch: 245 | Train Loss: 2.28605 | Test Loss: 2.51845 | analysis_confidence: 0.136308 | CL: 0.0223914 | ln_CD: 0.0422481 | CM: 0.00368268 | Top_Xtr: 0.016098 | Bot_Xtr: 0.0188252 +Loss contributors: + s_ln_CD : 0.272572 + s_CL : 0.2092 + s_CM : 0.101533 + s_analysis_confidence : 0.0484278 + s_lower_bl_H_31 : 0.0316013 + s_upper_bl_H_31 : 0.0306235 + s_lower_bl_H_30 : 0.027439 + s_lower_bl_H_4 : 0.0274305 + s_lower_bl_H_5 : 0.0271814 + s_lower_bl_H_1 : 0.026749 +Epoch: 246 | Train Loss: 2.28475 | Test Loss: 2.55896 | analysis_confidence: 0.13493 | CL: 0.0220669 | ln_CD: 0.0494535 | CM: 0.00368088 | Top_Xtr: 0.0185465 | Bot_Xtr: 0.0212419 +Loss contributors: + s_ln_CD : 0.276964 + s_CL : 0.209354 + s_CM : 0.104065 + s_analysis_confidence : 0.0480398 + s_lower_bl_H_31 : 0.0325662 + s_upper_bl_H_31 : 0.0319712 + s_lower_bl_H_1 : 0.0275346 + s_lower_bl_H_4 : 0.0275078 + s_lower_bl_H_30 : 0.0274553 + s_lower_bl_H_5 : 0.0270664 +Epoch: 247 | Train Loss: 2.27884 | Test Loss: 2.52233 | analysis_confidence: 0.139942 | CL: 0.0239308 | ln_CD: 0.0439092 | CM: 0.00367497 | Top_Xtr: 0.0157363 | Bot_Xtr: 0.0180719 +Loss contributors: + s_ln_CD : 0.274311 + s_CL : 0.215106 + s_CM : 0.102141 + s_analysis_confidence : 0.0482737 + s_lower_bl_H_31 : 0.0307256 + s_upper_bl_H_31 : 0.0305821 + s_lower_bl_H_4 : 0.027341 + s_lower_bl_H_5 : 0.0272973 + s_lower_bl_H_1 : 0.027019 + s_lower_bl_H_2 : 0.0267752 +Epoch: 248 | Train Loss: 2.27662 | Test Loss: 2.64121 | analysis_confidence: 0.13613 | CL: 0.0241813 | ln_CD: 0.0464923 | CM: 0.00396813 | Top_Xtr: 0.0183378 | Bot_Xtr: 0.0218611 +Loss contributors: + s_ln_CD : 0.287921 + s_CL : 0.219775 + s_CM : 0.111238 + s_analysis_confidence : 0.0483334 + s_lower_bl_H_31 : 0.0325357 + s_upper_bl_H_31 : 0.0319925 + s_lower_bl_H_4 : 0.0287806 + s_lower_bl_H_5 : 0.0287249 + s_lower_bl_H_30 : 0.0284858 + s_lower_bl_H_3 : 0.0281946 +Epoch: 249 | Train Loss: 2.27808 | Test Loss: 2.56059 | analysis_confidence: 0.137731 | CL: 0.0231043 | ln_CD: 0.0476066 | CM: 0.0038217 | Top_Xtr: 0.0165579 | Bot_Xtr: 0.0186436 +Loss contributors: + s_ln_CD : 0.284234 + s_CL : 0.215812 + s_CM : 0.105649 + s_analysis_confidence : 0.048306 + s_lower_bl_H_31 : 0.0322411 + s_upper_bl_H_31 : 0.0321196 + s_lower_bl_H_4 : 0.0280342 + s_lower_bl_H_5 : 0.0277702 + s_lower_bl_H_1 : 0.0271465 + s_lower_bl_H_3 : 0.0270472 +Epoch: 250 | Train Loss: 2.27853 | Test Loss: 2.55093 | analysis_confidence: 0.134055 | CL: 0.0249601 | ln_CD: 0.056332 | CM: 0.00370154 | Top_Xtr: 0.016635 | Bot_Xtr: 0.0186472 +Loss contributors: + s_ln_CD : 0.285951 + s_CL : 0.21654 + s_CM : 0.101887 + s_analysis_confidence : 0.0480064 + s_lower_bl_H_31 : 0.0316094 + s_upper_bl_H_31 : 0.0306931 + s_lower_bl_H_5 : 0.0273451 + s_lower_bl_H_30 : 0.0271182 + s_lower_bl_H_4 : 0.0270688 + s_lower_bl_H_6 : 0.0264729 +Epoch: 251 | Train Loss: 2.27775 | Test Loss: 2.57824 | analysis_confidence: 0.136235 | CL: 0.0231138 | ln_CD: 0.0510324 | CM: 0.00366792 | Top_Xtr: 0.0169483 | Bot_Xtr: 0.0192933 +Loss contributors: + s_ln_CD : 0.281085 + s_CL : 0.21312 + s_CM : 0.102537 + s_analysis_confidence : 0.0480414 + s_lower_bl_H_31 : 0.0319523 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s_lower_bl_H_30 : 0.0278473 + s_lower_bl_H_5 : 0.027823 + s_upper_bl_H_30 : 0.0277617 +Epoch: 254 | Train Loss: 2.26998 | Test Loss: 2.57449 | analysis_confidence: 0.136793 | CL: 0.0234019 | ln_CD: 0.0520496 | CM: 0.00379923 | Top_Xtr: 0.0164147 | Bot_Xtr: 0.018504 +Loss contributors: + s_ln_CD : 0.300098 + s_CL : 0.21459 + s_CM : 0.104532 + s_analysis_confidence : 0.0481081 + s_lower_bl_H_31 : 0.0324054 + s_upper_bl_H_31 : 0.0314977 + s_lower_bl_H_30 : 0.027687 + s_lower_bl_H_4 : 0.0274991 + s_lower_bl_H_5 : 0.027278 + s_upper_bl_H_30 : 0.0270784 +Epoch: 255 | Train Loss: 2.26793 | Test Loss: 2.59133 | analysis_confidence: 0.136501 | CL: 0.0233952 | ln_CD: 0.0443218 | CM: 0.00374787 | Top_Xtr: 0.0180143 | Bot_Xtr: 0.0205032 +Loss contributors: + s_ln_CD : 0.293049 + s_CL : 0.21612 + s_CM : 0.103951 + s_analysis_confidence : 0.0481636 + s_lower_bl_H_31 : 0.0310756 + s_upper_bl_H_31 : 0.0307142 + s_lower_bl_H_5 : 0.0277829 + s_lower_bl_H_4 : 0.0277015 + s_lower_bl_H_1 : 0.0272547 + s_lower_bl_H_2 : 0.0271083 +Epoch: 256 | Train Loss: 2.26779 | Test Loss: 2.57382 | analysis_confidence: 0.138149 | CL: 0.0239521 | ln_CD: 0.0487553 | CM: 0.00385697 | Top_Xtr: 0.0165605 | Bot_Xtr: 0.0187213 +Loss contributors: + s_ln_CD : 0.281178 + s_CL : 0.218429 + s_CM : 0.106115 + s_analysis_confidence : 0.0480248 + s_upper_bl_H_31 : 0.0318059 + s_lower_bl_H_31 : 0.0312723 + s_upper_bl_H_30 : 0.0276247 + s_lower_bl_H_4 : 0.0274167 + s_lower_bl_H_30 : 0.0273624 + s_lower_bl_H_5 : 0.0270684 +Epoch: 257 | Train Loss: 2.26731 | Test Loss: 2.58372 | analysis_confidence: 0.13858 | CL: 0.0222562 | ln_CD: 0.0420664 | CM: 0.00362472 | Top_Xtr: 0.0165647 | Bot_Xtr: 0.0186012 +Loss contributors: + s_ln_CD : 0.277636 + s_CL : 0.217716 + s_CM : 0.102885 + s_analysis_confidence : 0.0482191 + s_lower_bl_H_31 : 0.0324123 + s_upper_bl_H_31 : 0.0315896 + s_lower_bl_H_30 : 0.0280147 + s_lower_bl_H_4 : 0.0277404 + s_lower_bl_H_5 : 0.027676 + s_upper_bl_H_30 : 0.0272263 +Epoch: 258 | Train Loss: 2.26086 | Test Loss: 2.60321 | analysis_confidence: 0.133424 | CL: 0.0226818 | ln_CD: 0.0551837 | CM: 0.00367693 | Top_Xtr: 0.0165789 | Bot_Xtr: 0.0189491 +Loss contributors: + s_ln_CD : 0.299471 + s_CL : 0.215964 + s_CM : 0.104946 + s_analysis_confidence : 0.0484241 + s_lower_bl_H_31 : 0.0313173 + s_upper_bl_H_31 : 0.0299661 + s_lower_bl_H_4 : 0.0296298 + s_lower_bl_H_5 : 0.0294517 + s_lower_bl_H_3 : 0.0288163 + s_lower_bl_H_1 : 0.0285395 +Epoch: 259 | Train Loss: 2.26348 | Test Loss: 2.53704 | analysis_confidence: 0.135543 | CL: 0.0228273 | ln_CD: 0.0425275 | CM: 0.003634 | Top_Xtr: 0.0163881 | Bot_Xtr: 0.018943 +Loss contributors: + s_ln_CD : 0.270234 + s_CL : 0.211849 + s_CM : 0.101603 + s_analysis_confidence : 0.0479982 + s_lower_bl_H_31 : 0.0314438 + s_upper_bl_H_31 : 0.0307371 + s_lower_bl_H_4 : 0.0280636 + s_lower_bl_H_5 : 0.0280396 + s_lower_bl_H_30 : 0.027508 + s_lower_bl_H_3 : 0.0271022 +Epoch: 260 | Train Loss: 2.25932 | Test Loss: 2.73334 | analysis_confidence: 0.135103 | CL: 0.0241455 | ln_CD: 0.0446554 | CM: 0.00375632 | Top_Xtr: 0.016948 | Bot_Xtr: 0.0191591 +Loss contributors: + s_ln_CD : 0.2927 + s_CL : 0.222646 + s_CM : 0.104906 + s_analysis_confidence : 0.0480797 + s_lower_bl_H_31 : 0.033736 + s_upper_bl_H_31 : 0.0323947 + s_lower_bl_H_5 : 0.0289975 + s_lower_bl_H_4 : 0.0288918 + s_lower_bl_H_10 : 0.0288876 + s_upper_bl_H_14 : 0.028789 +Epoch: 261 | Train Loss: 2.25702 | Test Loss: 2.54178 | analysis_confidence: 0.136586 | CL: 0.0222099 | ln_CD: 0.0446723 | CM: 0.00367629 | Top_Xtr: 0.0188606 | Bot_Xtr: 0.0211823 +Loss contributors: + s_ln_CD : 0.281275 + s_CL : 0.206978 + s_CM : 0.10055 + s_analysis_confidence : 0.0481739 + s_lower_bl_H_31 : 0.0307327 + s_upper_bl_H_31 : 0.0299056 + s_lower_bl_H_4 : 0.0273515 + s_lower_bl_H_5 : 0.0271609 + s_lower_bl_H_30 : 0.0266503 + s_lower_bl_H_7 : 0.02652 +Epoch: 262 | Train Loss: 2.25925 | Test Loss: 2.54195 | analysis_confidence: 0.136918 | CL: 0.0248195 | ln_CD: 0.0536204 | CM: 0.0039303 | Top_Xtr: 0.0165427 | Bot_Xtr: 0.0190619 +Loss contributors: + s_ln_CD : 0.284775 + s_CL : 0.215056 + s_CM : 0.105948 + s_analysis_confidence : 0.0480187 + s_lower_bl_H_31 : 0.0305654 + s_upper_bl_H_31 : 0.0304323 + s_lower_bl_H_5 : 0.0278027 + s_lower_bl_H_4 : 0.0272841 + s_lower_bl_H_1 : 0.0269006 + s_lower_bl_H_30 : 0.0267739 +Epoch: 263 | Train Loss: 2.25631 | Test Loss: 2.66713 | analysis_confidence: 0.135701 | CL: 0.0227551 | ln_CD: 0.0469186 | CM: 0.0038425 | Top_Xtr: 0.0171425 | Bot_Xtr: 0.0192753 +Loss contributors: + s_ln_CD : 0.313472 + s_CL : 0.213286 + s_CM : 0.10627 + s_analysis_confidence : 0.0479577 + s_lower_bl_H_31 : 0.0326606 + s_upper_bl_H_31 : 0.0316681 + s_lower_bl_H_5 : 0.0285915 + s_lower_bl_H_30 : 0.0283599 + s_lower_bl_H_4 : 0.0281621 + s_lower_bl_H_6 : 0.0276687 +Epoch: 264 | Train Loss: 2.25635 | Test Loss: 2.5515 | analysis_confidence: 0.137746 | CL: 0.0226914 | ln_CD: 0.041868 | CM: 0.00367799 | Top_Xtr: 0.0159754 | Bot_Xtr: 0.0185906 +Loss contributors: + s_ln_CD : 0.288675 + s_CL : 0.214306 + s_CM : 0.102969 + s_analysis_confidence : 0.0484318 + s_lower_bl_H_31 : 0.0307843 + s_upper_bl_H_31 : 0.0300334 + s_lower_bl_H_4 : 0.0277775 + s_lower_bl_H_5 : 0.0274372 + s_lower_bl_H_1 : 0.0268467 + s_lower_bl_H_3 : 0.0267523 +Epoch: 265 | Train Loss: 2.25491 | Test Loss: 2.57124 | analysis_confidence: 0.138669 | CL: 0.023546 | ln_CD: 0.0465665 | CM: 0.00386822 | Top_Xtr: 0.017158 | Bot_Xtr: 0.0189914 +Loss contributors: + s_ln_CD : 0.281874 + s_CL : 0.216188 + s_CM : 0.107331 + s_analysis_confidence : 0.0482871 + s_lower_bl_H_31 : 0.0310644 + s_upper_bl_H_31 : 0.0304302 + s_lower_bl_H_4 : 0.0276813 + s_lower_bl_H_30 : 0.0273781 + s_lower_bl_H_5 : 0.0273373 + s_upper_bl_H_30 : 0.0266881 +Epoch: 266 | Train Loss: 2.25115 | Test Loss: 2.50764 | analysis_confidence: 0.138187 | CL: 0.0237452 | ln_CD: 0.0455757 | CM: 0.00369604 | Top_Xtr: 0.0167324 | Bot_Xtr: 0.0189949 +Loss contributors: + s_ln_CD : 0.278105 + s_CL : 0.211411 + s_CM : 0.101339 + s_analysis_confidence : 0.0480807 + s_lower_bl_H_31 : 0.0312983 + s_upper_bl_H_31 : 0.0307108 + s_lower_bl_H_4 : 0.0269762 + s_lower_bl_H_5 : 0.0269007 + s_lower_bl_H_30 : 0.0268976 + s_lower_bl_H_1 : 0.026372 +Epoch: 267 | Train Loss: 2.24963 | Test Loss: 2.5885 | analysis_confidence: 0.135777 | CL: 0.0243018 | ln_CD: 0.0442475 | CM: 0.00369798 | Top_Xtr: 0.0159974 | Bot_Xtr: 0.0185718 +Loss contributors: + s_ln_CD : 0.303496 + s_CL : 0.216752 + s_CM : 0.103968 + s_analysis_confidence : 0.0481073 + s_lower_bl_H_31 : 0.0321141 + s_upper_bl_H_31 : 0.0308384 + s_lower_bl_H_30 : 0.0281635 + s_lower_bl_H_4 : 0.0279143 + s_lower_bl_H_5 : 0.0277632 + s_lower_bl_H_1 : 0.0276239 +Epoch: 268 | Train Loss: 2.25114 | Test Loss: 2.58749 | analysis_confidence: 0.140991 | CL: 0.0243028 | ln_CD: 0.0436419 | CM: 0.00385135 | Top_Xtr: 0.0170197 | Bot_Xtr: 0.0196957 +Loss contributors: + s_ln_CD : 0.291112 + s_CL : 0.217752 + s_CM : 0.105868 + s_analysis_confidence : 0.0482691 + s_lower_bl_H_31 : 0.0321576 + s_upper_bl_H_31 : 0.0311556 + s_lower_bl_H_30 : 0.0276692 + s_lower_bl_H_4 : 0.027665 + s_lower_bl_H_5 : 0.027362 + s_lower_bl_H_1 : 0.026936 +Epoch: 269 | Train Loss: 2.24944 | Test Loss: 2.56851 | analysis_confidence: 0.135345 | CL: 0.0233826 | ln_CD: 0.0430392 | CM: 0.00372428 | Top_Xtr: 0.0168103 | Bot_Xtr: 0.0190825 +Loss contributors: + s_ln_CD : 0.315832 + s_CL : 0.212652 + s_CM : 0.104185 + s_analysis_confidence : 0.0481297 + s_lower_bl_H_31 : 0.0312353 + s_upper_bl_H_31 : 0.0308129 + s_lower_bl_H_4 : 0.0272823 + s_lower_bl_H_30 : 0.0271268 + s_lower_bl_H_1 : 0.0268234 + s_lower_bl_H_5 : 0.0267681 +Epoch: 270 | Train Loss: 2.24784 | Test Loss: 2.61136 | analysis_confidence: 0.13254 | CL: 0.0228803 | ln_CD: 0.0534413 | CM: 0.00380562 | Top_Xtr: 0.0179379 | Bot_Xtr: 0.0210057 +Loss contributors: + s_ln_CD : 0.287067 + s_CL : 0.208563 + s_CM : 0.102901 + s_analysis_confidence : 0.0483996 + s_upper_bl_H_31 : 0.031415 + s_lower_bl_H_31 : 0.0312506 + s_lower_bl_H_30 : 0.0275519 + s_upper_bl_H_30 : 0.0273067 + s_lower_bl_H_4 : 0.0271392 + s_lower_bl_H_5 : 0.0270616 +Epoch: 271 | Train Loss: 2.24707 | Test Loss: 2.50199 | analysis_confidence: 0.139022 | CL: 0.0225887 | ln_CD: 0.0450587 | CM: 0.0037633 | Top_Xtr: 0.0165717 | Bot_Xtr: 0.0189234 +Loss contributors: + s_ln_CD : 0.275166 + s_CL : 0.210353 + s_CM : 0.105385 + s_analysis_confidence : 0.0480761 + s_lower_bl_H_31 : 0.0308346 + s_upper_bl_H_31 : 0.030066 + s_lower_bl_H_4 : 0.0277081 + s_lower_bl_H_5 : 0.0271744 + s_lower_bl_H_2 : 0.0267823 + s_lower_bl_H_30 : 0.0265408 +Epoch: 272 | Train Loss: 2.24742 | Test Loss: 2.58074 | analysis_confidence: 0.13338 | CL: 0.0238019 | ln_CD: 0.0528022 | CM: 0.00384305 | Top_Xtr: 0.0187424 | Bot_Xtr: 0.021487 +Loss contributors: + s_ln_CD : 0.324254 + s_CL : 0.214117 + s_CM : 0.106163 + s_analysis_confidence : 0.0485134 + s_lower_bl_H_31 : 0.0312552 + s_upper_bl_H_31 : 0.0310965 + s_lower_bl_H_4 : 0.027936 + s_lower_bl_H_5 : 0.0274964 + s_lower_bl_H_30 : 0.0268946 + s_upper_bl_H_30 : 0.0265053 +Epoch: 273 | Train Loss: 2.24218 | Test Loss: 2.57039 | analysis_confidence: 0.135947 | CL: 0.0234963 | ln_CD: 0.0425377 | CM: 0.00364709 | Top_Xtr: 0.0158527 | Bot_Xtr: 0.0182333 +Loss contributors: + s_ln_CD : 0.289955 + s_CL : 0.213489 + s_CM : 0.102535 + s_analysis_confidence : 0.0482144 + s_lower_bl_H_31 : 0.0317453 + s_upper_bl_H_31 : 0.0302763 + s_lower_bl_H_4 : 0.0274613 + s_lower_bl_H_30 : 0.0274196 + s_lower_bl_H_5 : 0.0271414 + s_lower_bl_H_1 : 0.0270313 +Epoch: 274 | Train Loss: 2.24493 | Test Loss: 2.57731 | analysis_confidence: 0.137378 | CL: 0.0238914 | ln_CD: 0.0439697 | CM: 0.00394718 | Top_Xtr: 0.0168564 | Bot_Xtr: 0.0191391 +Loss contributors: + s_ln_CD : 0.287646 + s_CL : 0.214114 + s_CM : 0.106497 + s_analysis_confidence : 0.0481314 + s_lower_bl_H_31 : 0.0315832 + s_upper_bl_H_31 : 0.0309357 + s_lower_bl_H_5 : 0.0269336 + s_lower_bl_H_4 : 0.0268844 + s_lower_bl_H_1 : 0.0267182 + s_lower_bl_H_30 : 0.0266925 +Epoch: 275 | Train Loss: 2.24063 | Test Loss: 2.55614 | analysis_confidence: 0.135587 | CL: 0.022836 | ln_CD: 0.0468605 | CM: 0.00418138 | Top_Xtr: 0.0162337 | Bot_Xtr: 0.0182768 +Loss contributors: + s_ln_CD : 0.283197 + s_CL : 0.208613 + s_CM : 0.109559 + s_analysis_confidence : 0.0480373 + s_upper_bl_H_31 : 0.030591 + s_lower_bl_H_31 : 0.0303473 + s_lower_bl_H_4 : 0.0273111 + s_lower_bl_H_5 : 0.027079 + s_upper_bl_H_30 : 0.0269775 + s_lower_bl_H_30 : 0.0269291 +Epoch: 276 | Train Loss: 2.239 | Test Loss: 2.55721 | analysis_confidence: 0.13781 | CL: 0.0233883 | ln_CD: 0.0455303 | CM: 0.00368576 | Top_Xtr: 0.017276 | Bot_Xtr: 0.0202415 +Loss contributors: + s_ln_CD : 0.289688 + s_CL : 0.217974 + s_CM : 0.102728 + s_analysis_confidence : 0.0480708 + s_lower_bl_H_31 : 0.031426 + s_upper_bl_H_31 : 0.0300859 + s_lower_bl_H_5 : 0.0271926 + s_lower_bl_H_4 : 0.0271391 + s_lower_bl_H_30 : 0.0271253 + s_lower_bl_H_7 : 0.0266695 +Epoch: 277 | Train Loss: 2.23876 | Test Loss: 2.54179 | analysis_confidence: 0.135002 | CL: 0.0221197 | ln_CD: 0.0466225 | CM: 0.00385505 | Top_Xtr: 0.0173944 | Bot_Xtr: 0.019198 +Loss contributors: + s_ln_CD : 0.278872 + s_CL : 0.208131 + s_CM : 0.107249 + s_analysis_confidence : 0.0480855 + s_lower_bl_H_31 : 0.0316096 + s_upper_bl_H_31 : 0.0311578 + s_lower_bl_H_5 : 0.027506 + s_lower_bl_H_4 : 0.0269826 + s_lower_bl_H_1 : 0.0267783 + s_lower_bl_H_30 : 0.0266272 +Epoch: 278 | Train Loss: 2.23603 | Test Loss: 2.48671 | analysis_confidence: 0.135338 | CL: 0.0240843 | ln_CD: 0.0469804 | CM: 0.00361892 | Top_Xtr: 0.0158896 | Bot_Xtr: 0.018098 +Loss contributors: + s_ln_CD : 0.279415 + s_CL : 0.214422 + s_CM : 0.100507 + s_analysis_confidence : 0.0479405 + s_lower_bl_H_31 : 0.0301559 + s_upper_bl_H_31 : 0.0296777 + s_lower_bl_H_5 : 0.0269729 + s_lower_bl_H_4 : 0.0266974 + s_lower_bl_H_30 : 0.0264014 + s_lower_bl_H_1 : 0.0261042 +Epoch: 279 | Train Loss: 2.23635 | Test Loss: 2.56668 | analysis_confidence: 0.137912 | CL: 0.0228211 | ln_CD: 0.0438787 | CM: 0.00376026 | Top_Xtr: 0.0160464 | Bot_Xtr: 0.0184593 +Loss contributors: + s_ln_CD : 0.275742 + s_CL : 0.210894 + s_CM : 0.105327 + s_analysis_confidence : 0.0481595 + s_lower_bl_H_31 : 0.0311634 + s_upper_bl_H_31 : 0.0300651 + s_lower_bl_H_5 : 0.0286585 + s_lower_bl_H_4 : 0.0282053 + s_lower_bl_H_30 : 0.0272828 + s_lower_bl_H_7 : 0.0271779 +Epoch: 280 | Train Loss: 2.23494 | Test Loss: 2.53454 | analysis_confidence: 0.13629 | CL: 0.0222657 | ln_CD: 0.0455123 | CM: 0.00365753 | Top_Xtr: 0.0159982 | Bot_Xtr: 0.0182325 +Loss contributors: + s_ln_CD : 0.288859 + s_CL : 0.208327 + s_CM : 0.100221 + s_analysis_confidence : 0.0480454 + s_lower_bl_H_31 : 0.0310134 + s_upper_bl_H_31 : 0.0304913 + s_lower_bl_H_4 : 0.0276306 + s_lower_bl_H_5 : 0.0275234 + s_lower_bl_H_30 : 0.0269731 + s_lower_bl_H_3 : 0.0269167 +Epoch: 281 | Train Loss: 2.2332 | Test Loss: 2.51627 | analysis_confidence: 0.137617 | CL: 0.0224029 | ln_CD: 0.0441115 | CM: 0.00395753 | Top_Xtr: 0.0175994 | Bot_Xtr: 0.0196303 +Loss contributors: + s_ln_CD : 0.272433 + s_CL : 0.210769 + s_CM : 0.108179 + s_analysis_confidence : 0.0480051 + s_upper_bl_H_31 : 0.030608 + s_lower_bl_H_31 : 0.0302961 + s_lower_bl_H_5 : 0.027177 + s_lower_bl_H_4 : 0.027074 + s_lower_bl_H_3 : 0.0266075 + s_lower_bl_H_1 : 0.0265875 +Epoch: 282 | Train Loss: 2.23203 | Test Loss: 2.6081 | analysis_confidence: 0.136719 | CL: 0.022261 | ln_CD: 0.04275 | CM: 0.00382568 | Top_Xtr: 0.0181512 | Bot_Xtr: 0.0201314 +Loss contributors: + s_ln_CD : 0.289047 + s_CL : 0.208875 + s_CM : 0.106897 + s_analysis_confidence : 0.0483506 + s_lower_bl_H_31 : 0.0325642 + s_upper_bl_H_31 : 0.0309886 + s_lower_bl_H_30 : 0.0284545 + s_lower_bl_H_5 : 0.0281903 + s_lower_bl_H_4 : 0.028111 + s_lower_bl_H_1 : 0.0276329 +Epoch: 283 | Train Loss: 2.23044 | Test Loss: 2.60197 | analysis_confidence: 0.135822 | CL: 0.0228962 | ln_CD: 0.049152 | CM: 0.00382156 | Top_Xtr: 0.0158358 | Bot_Xtr: 0.0182829 +Loss contributors: + s_ln_CD : 0.285954 + s_CL : 0.220562 + s_CM : 0.105445 + s_analysis_confidence : 0.0481055 + s_lower_bl_H_31 : 0.0309726 + s_upper_bl_H_31 : 0.030059 + s_lower_bl_H_4 : 0.0292154 + s_lower_bl_H_5 : 0.0290287 + s_lower_bl_H_3 : 0.028531 + s_lower_bl_H_1 : 0.0283572 +Epoch: 284 | Train Loss: 2.22865 | Test Loss: 2.5077 | analysis_confidence: 0.136564 | CL: 0.0218326 | ln_CD: 0.0445606 | CM: 0.00370283 | Top_Xtr: 0.0183158 | Bot_Xtr: 0.0209069 +Loss contributors: + s_ln_CD : 0.275604 + s_CL : 0.209165 + s_CM : 0.102919 + s_analysis_confidence : 0.0481351 + s_lower_bl_H_31 : 0.0312708 + s_upper_bl_H_31 : 0.0311543 + s_lower_bl_H_5 : 0.0272493 + s_lower_bl_H_4 : 0.0269349 + s_lower_bl_H_30 : 0.026865 + s_lower_bl_H_7 : 0.0262465 +Epoch: 285 | Train Loss: 2.22701 | Test Loss: 2.56506 | analysis_confidence: 0.137438 | CL: 0.0237608 | ln_CD: 0.0454566 | CM: 0.00398846 | Top_Xtr: 0.0160433 | Bot_Xtr: 0.0186073 +Loss contributors: + s_ln_CD : 0.279997 + s_CL : 0.217012 + s_CM : 0.107743 + s_analysis_confidence : 0.0481278 + s_lower_bl_H_31 : 0.0314063 + s_upper_bl_H_31 : 0.0306037 + s_lower_bl_H_5 : 0.0279612 + s_lower_bl_H_4 : 0.0279144 + s_lower_bl_H_30 : 0.0271711 + s_lower_bl_H_1 : 0.0270604 +Epoch: 286 | Train Loss: 2.22583 | Test Loss: 2.62259 | analysis_confidence: 0.141374 | CL: 0.022776 | ln_CD: 0.0512364 | CM: 0.00393794 | Top_Xtr: 0.0199727 | Bot_Xtr: 0.0226901 +Loss contributors: + s_ln_CD : 0.30803 + s_CL : 0.218774 + s_CM : 0.107759 + s_analysis_confidence : 0.0483026 + s_lower_bl_H_31 : 0.0316275 + s_upper_bl_H_31 : 0.0306329 + s_lower_bl_H_4 : 0.0287656 + s_lower_bl_H_5 : 0.0281882 + s_lower_bl_H_3 : 0.0281741 + s_lower_bl_H_2 : 0.0276734 +Epoch: 287 | Train Loss: 2.22566 | Test Loss: 2.48497 | analysis_confidence: 0.137539 | CL: 0.0228392 | ln_CD: 0.0506594 | CM: 0.00385841 | Top_Xtr: 0.0163706 | Bot_Xtr: 0.0190217 +Loss contributors: + s_ln_CD : 0.277989 + s_CL : 0.206673 + s_CM : 0.103457 + s_analysis_confidence : 0.0481282 + s_lower_bl_H_31 : 0.0305288 + s_upper_bl_H_31 : 0.0297167 + s_lower_bl_H_30 : 0.0268934 + s_lower_bl_H_5 : 0.0267997 + s_lower_bl_H_4 : 0.0267852 + s_lower_bl_H_1 : 0.0265558 +Epoch: 288 | Train Loss: 2.22367 | Test Loss: 2.55645 | analysis_confidence: 0.13506 | CL: 0.023363 | ln_CD: 0.0506139 | CM: 0.00365898 | Top_Xtr: 0.0158478 | Bot_Xtr: 0.0186287 +Loss contributors: + s_ln_CD : 0.285302 + s_CL : 0.212943 + s_CM : 0.104138 + s_analysis_confidence : 0.0479692 + s_lower_bl_H_31 : 0.030406 + s_upper_bl_H_31 : 0.0302832 + s_lower_bl_H_2 : 0.0290607 + s_lower_bl_H_1 : 0.0288531 + s_lower_bl_H_4 : 0.0286947 + s_lower_bl_H_5 : 0.027929 +Epoch: 289 | Train Loss: 2.22498 | Test Loss: 2.58601 | analysis_confidence: 0.138921 | CL: 0.0226892 | ln_CD: 0.0464649 | CM: 0.00382881 | Top_Xtr: 0.0161323 | Bot_Xtr: 0.0183394 +Loss contributors: + s_ln_CD : 0.292277 + s_CL : 0.210415 + s_CM : 0.105494 + s_analysis_confidence : 0.0485648 + s_lower_bl_H_31 : 0.0317255 + s_upper_bl_H_31 : 0.0302923 + s_lower_bl_H_4 : 0.028973 + s_lower_bl_H_5 : 0.0289279 + s_lower_bl_H_3 : 0.0280442 + s_lower_bl_H_30 : 0.0279754 +Epoch: 290 | Train Loss: 2.21886 | Test Loss: 2.49091 | analysis_confidence: 0.134295 | CL: 0.023125 | ln_CD: 0.0422338 | CM: 0.00376667 | Top_Xtr: 0.0160078 | Bot_Xtr: 0.0185497 +Loss contributors: + s_ln_CD : 0.273882 + s_CL : 0.208264 + s_CM : 0.102498 + s_analysis_confidence : 0.0480561 + s_lower_bl_H_31 : 0.0314996 + s_upper_bl_H_31 : 0.0308854 + s_lower_bl_H_4 : 0.0274123 + s_lower_bl_H_5 : 0.0271387 + s_lower_bl_H_30 : 0.0266719 + s_lower_bl_H_3 : 0.026244 +Epoch: 291 | Train Loss: 2.21822 | Test Loss: 2.52702 | analysis_confidence: 0.137038 | CL: 0.0225666 | ln_CD: 0.0426199 | CM: 0.00360359 | Top_Xtr: 0.0157606 | Bot_Xtr: 0.0182922 +Loss contributors: + s_ln_CD : 0.283518 + s_CL : 0.210169 + s_CM : 0.102163 + s_analysis_confidence : 0.0482086 + s_lower_bl_H_31 : 0.0309554 + s_upper_bl_H_31 : 0.0307808 + s_lower_bl_H_4 : 0.0281895 + s_lower_bl_H_5 : 0.0277444 + s_lower_bl_H_1 : 0.0271567 + s_lower_bl_H_3 : 0.0270426 +Epoch: 292 | Train Loss: 2.21732 | Test Loss: 2.49932 | analysis_confidence: 0.135162 | CL: 0.0230386 | ln_CD: 0.0453714 | CM: 0.00387371 | Top_Xtr: 0.0173873 | Bot_Xtr: 0.0199493 +Loss contributors: + s_ln_CD : 0.276224 + s_CL : 0.209129 + s_CM : 0.104132 + s_analysis_confidence : 0.0479425 + s_lower_bl_H_31 : 0.0307036 + s_upper_bl_H_31 : 0.0298738 + s_lower_bl_H_5 : 0.026968 + s_lower_bl_H_4 : 0.0269267 + s_lower_bl_H_30 : 0.0264324 + s_lower_bl_H_1 : 0.0263275 +Epoch: 293 | Train Loss: 2.21987 | Test Loss: 2.5454 | analysis_confidence: 0.136734 | CL: 0.0228072 | ln_CD: 0.044582 | CM: 0.00370929 | Top_Xtr: 0.0159316 | Bot_Xtr: 0.0182456 +Loss contributors: + s_ln_CD : 0.280082 + s_CL : 0.212611 + s_CM : 0.101694 + s_analysis_confidence : 0.0482522 + s_lower_bl_H_31 : 0.0306698 + s_upper_bl_H_31 : 0.0300875 + s_lower_bl_H_5 : 0.0280823 + s_lower_bl_H_4 : 0.0270424 + s_lower_bl_H_30 : 0.0269287 + s_lower_bl_H_6 : 0.0267724 +Epoch: 294 | Train Loss: 2.2172 | Test Loss: 2.52853 | analysis_confidence: 0.140052 | CL: 0.0224607 | ln_CD: 0.0440093 | CM: 0.00366783 | Top_Xtr: 0.0161979 | Bot_Xtr: 0.0190298 +Loss contributors: + s_ln_CD : 0.280041 + s_CL : 0.210616 + s_CM : 0.102493 + s_analysis_confidence : 0.0483353 + s_lower_bl_H_31 : 0.030534 + s_upper_bl_H_31 : 0.0301156 + s_lower_bl_H_4 : 0.0271997 + s_lower_bl_H_5 : 0.0270959 + s_lower_bl_H_30 : 0.0270148 + s_lower_bl_H_1 : 0.0264221 +Epoch: 295 | Train Loss: 2.21284 | Test Loss: 2.55216 | analysis_confidence: 0.138192 | CL: 0.0227223 | ln_CD: 0.0473059 | CM: 0.00375621 | Top_Xtr: 0.0169247 | Bot_Xtr: 0.0195429 +Loss contributors: + s_ln_CD : 0.279674 + s_CL : 0.215845 + s_CM : 0.103911 + s_analysis_confidence : 0.0480771 + s_lower_bl_H_31 : 0.0310551 + s_upper_bl_H_31 : 0.0303199 + s_lower_bl_H_4 : 0.0277776 + s_lower_bl_H_5 : 0.0273864 + s_lower_bl_H_30 : 0.0272012 + s_lower_bl_H_7 : 0.0266519 +Epoch: 296 | Train Loss: 2.21145 | Test Loss: 2.55675 | analysis_confidence: 0.140717 | CL: 0.0226856 | ln_CD: 0.0545267 | CM: 0.00386982 | Top_Xtr: 0.0164509 | Bot_Xtr: 0.0185798 +Loss contributors: + s_ln_CD : 0.303265 + s_CL : 0.210386 + s_CM : 0.103783 + s_analysis_confidence : 0.0483259 + s_lower_bl_H_31 : 0.0306887 + s_upper_bl_H_31 : 0.0304016 + s_lower_bl_H_5 : 0.0276743 + s_lower_bl_H_4 : 0.0273113 + s_lower_bl_H_30 : 0.0272461 + s_lower_bl_H_1 : 0.0268511 +Epoch: 297 | Train Loss: 2.21152 | Test Loss: 2.56005 | analysis_confidence: 0.134887 | CL: 0.0230174 | ln_CD: 0.0423962 | CM: 0.00374307 | Top_Xtr: 0.0165405 | Bot_Xtr: 0.018889 +Loss contributors: + s_ln_CD : 0.315074 + s_CL : 0.211489 + s_CM : 0.104407 + s_analysis_confidence : 0.0479864 + s_lower_bl_H_31 : 0.0307109 + s_upper_bl_H_31 : 0.0302167 + s_lower_bl_H_5 : 0.0267568 + s_lower_bl_H_1 : 0.0265808 + s_lower_bl_H_4 : 0.0265796 + s_lower_bl_H_30 : 0.0265286 +Epoch: 298 | Train Loss: 2.21146 | Test Loss: 2.53562 | analysis_confidence: 0.136099 | CL: 0.0234871 | ln_CD: 0.043865 | CM: 0.00364269 | Top_Xtr: 0.0160399 | Bot_Xtr: 0.0183587 +Loss 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0.101383 + s_analysis_confidence : 0.0481063 + s_lower_bl_H_31 : 0.0302762 + s_upper_bl_H_31 : 0.0299063 + s_lower_bl_H_4 : 0.027959 + s_lower_bl_H_3 : 0.02778 + s_lower_bl_H_5 : 0.0275993 + s_lower_bl_H_1 : 0.027359 +Epoch: 301 | Train Loss: 2.20994 | Test Loss: 2.59914 | analysis_confidence: 0.138537 | CL: 0.0241416 | ln_CD: 0.0493779 | CM: 0.00380691 | Top_Xtr: 0.0174076 | Bot_Xtr: 0.0200781 +Loss contributors: + s_ln_CD : 0.311961 + s_CL : 0.214786 + s_CM : 0.104002 + s_analysis_confidence : 0.0481951 + s_lower_bl_H_31 : 0.0313273 + s_upper_bl_H_31 : 0.0301561 + s_lower_bl_H_5 : 0.0281413 + s_lower_bl_H_4 : 0.0278776 + s_lower_bl_H_30 : 0.0276383 + s_lower_bl_H_1 : 0.0271459 +Epoch: 302 | Train Loss: 2.20567 | Test Loss: 2.52764 | analysis_confidence: 0.13399 | CL: 0.0218939 | ln_CD: 0.0432569 | CM: 0.00359828 | Top_Xtr: 0.0166075 | Bot_Xtr: 0.0186559 +Loss contributors: + s_ln_CD : 0.277064 + s_CL : 0.209864 + s_CM : 0.10253 + s_analysis_confidence : 0.0480729 + s_lower_bl_H_31 : 0.0308157 + s_upper_bl_H_31 : 0.0303561 + s_lower_bl_H_5 : 0.0273472 + s_lower_bl_H_4 : 0.0272969 + s_lower_bl_H_30 : 0.0272838 + s_lower_bl_H_7 : 0.0266667 +Epoch: 303 | Train Loss: 2.20448 | Test Loss: 2.49583 | analysis_confidence: 0.133492 | CL: 0.0222329 | ln_CD: 0.0426746 | CM: 0.00398636 | Top_Xtr: 0.0156391 | Bot_Xtr: 0.0180296 +Loss contributors: + s_ln_CD : 0.275307 + s_CL : 0.207597 + s_CM : 0.105974 + s_analysis_confidence : 0.0482305 + s_lower_bl_H_31 : 0.030064 + s_upper_bl_H_31 : 0.0297258 + s_lower_bl_H_5 : 0.0275402 + s_lower_bl_H_4 : 0.0273985 + s_lower_bl_H_30 : 0.0266366 + s_lower_bl_H_7 : 0.0266293 +Epoch: 304 | Train Loss: 2.204 | Test Loss: 2.59997 | analysis_confidence: 0.137559 | CL: 0.0239965 | ln_CD: 0.0510625 | CM: 0.00370032 | Top_Xtr: 0.0167522 | Bot_Xtr: 0.0189442 +Loss contributors: + s_ln_CD : 0.285375 + s_CL : 0.220335 + s_CM : 0.104119 + s_analysis_confidence : 0.0479361 + s_lower_bl_H_31 : 0.0306893 + s_upper_bl_H_31 : 0.0298207 + s_lower_bl_H_4 : 0.0295608 + s_lower_bl_H_5 : 0.0292534 + s_lower_bl_H_6 : 0.0283732 + s_lower_bl_H_3 : 0.0281665 +Epoch: 305 | Train Loss: 2.20125 | Test Loss: 2.54793 | analysis_confidence: 0.13511 | CL: 0.022503 | ln_CD: 0.0434051 | CM: 0.00368553 | Top_Xtr: 0.0159873 | Bot_Xtr: 0.0184185 +Loss contributors: + s_ln_CD : 0.286859 + s_CL : 0.208442 + s_CM : 0.102166 + s_analysis_confidence : 0.0479953 + s_lower_bl_H_31 : 0.030901 + s_upper_bl_H_31 : 0.0304754 + s_lower_bl_H_5 : 0.027633 + s_lower_bl_H_30 : 0.0271992 + s_lower_bl_H_4 : 0.0271382 + s_lower_bl_H_8 : 0.0266666 +Epoch: 306 | Train Loss: 2.20209 | Test Loss: 2.51281 | analysis_confidence: 0.1382 | CL: 0.0237619 | ln_CD: 0.0434039 | CM: 0.00379454 | Top_Xtr: 0.0161092 | Bot_Xtr: 0.0185122 +Loss contributors: + s_ln_CD : 0.274366 + s_CL : 0.215506 + s_CM : 0.10312 + s_analysis_confidence : 0.0480817 + s_lower_bl_H_31 : 0.0300229 + s_upper_bl_H_31 : 0.0293871 + s_lower_bl_H_4 : 0.0273165 + s_lower_bl_H_5 : 0.0270819 + s_lower_bl_H_1 : 0.027056 + s_lower_bl_H_2 : 0.0266985 +Epoch: 307 | Train Loss: 2.20161 | Test Loss: 2.51546 | analysis_confidence: 0.136198 | CL: 0.0244626 | ln_CD: 0.0474743 | CM: 0.00390486 | Top_Xtr: 0.0153548 | Bot_Xtr: 0.0174781 +Loss contributors: + s_ln_CD : 0.280058 + s_CL : 0.214922 + s_CM : 0.104538 + s_analysis_confidence : 0.047868 + s_lower_bl_H_31 : 0.0298427 + s_upper_bl_H_31 : 0.0296691 + s_lower_bl_H_5 : 0.02707 + s_lower_bl_H_4 : 0.026877 + s_lower_bl_H_30 : 0.0262779 + s_upper_bl_H_30 : 0.0261834 +Epoch: 308 | Train Loss: 2.19807 | Test Loss: 2.48965 | analysis_confidence: 0.135787 | CL: 0.0228105 | ln_CD: 0.0418958 | CM: 0.0037764 | Top_Xtr: 0.0167878 | Bot_Xtr: 0.0197915 +Loss contributors: + s_ln_CD : 0.279509 + s_CL : 0.21151 + s_CM : 0.102771 + s_analysis_confidence : 0.0479832 + s_lower_bl_H_31 : 0.0301326 + s_upper_bl_H_31 : 0.0297373 + s_lower_bl_H_5 : 0.0275025 + s_lower_bl_H_4 : 0.0272446 + s_lower_bl_H_1 : 0.0264415 + s_lower_bl_H_2 : 0.0262561 +Epoch: 309 | Train Loss: 2.1977 | Test Loss: 2.51392 | analysis_confidence: 0.138971 | CL: 0.0224073 | ln_CD: 0.0438215 | CM: 0.00375004 | Top_Xtr: 0.0156229 | Bot_Xtr: 0.0179714 +Loss contributors: + s_ln_CD : 0.279927 + s_CL : 0.21219 + s_CM : 0.103506 + s_analysis_confidence : 0.048178 + s_lower_bl_H_31 : 0.0309697 + s_upper_bl_H_31 : 0.0294971 + s_lower_bl_H_5 : 0.027298 + s_lower_bl_H_4 : 0.0270241 + s_lower_bl_H_30 : 0.0269167 + s_lower_bl_H_7 : 0.0264556 +Epoch: 310 | Train Loss: 2.19753 | Test Loss: 2.54172 | analysis_confidence: 0.13815 | CL: 0.0223598 | ln_CD: 0.0515394 | CM: 0.00367001 | Top_Xtr: 0.0165083 | Bot_Xtr: 0.0185343 +Loss contributors: + s_ln_CD : 0.292495 + s_CL : 0.215961 + s_CM : 0.101992 + s_analysis_confidence : 0.0481025 + s_lower_bl_H_31 : 0.0304672 + s_upper_bl_H_31 : 0.0296442 + s_lower_bl_H_4 : 0.0276486 + s_lower_bl_H_5 : 0.0271249 + s_lower_bl_H_30 : 0.0266638 + s_lower_bl_H_1 : 0.0265658 +Epoch: 311 | Train Loss: 2.19325 | Test Loss: 2.5647 | analysis_confidence: 0.136988 | CL: 0.0244462 | ln_CD: 0.0437493 | CM: 0.00384993 | Top_Xtr: 0.0156769 | Bot_Xtr: 0.0180056 +Loss contributors: + s_ln_CD : 0.279403 + s_CL : 0.219434 + s_CM : 0.103162 + s_analysis_confidence : 0.0480533 + s_lower_bl_H_31 : 0.0306993 + s_upper_bl_H_31 : 0.0300958 + s_lower_bl_H_5 : 0.0288903 + s_lower_bl_H_4 : 0.0286344 + s_lower_bl_H_3 : 0.0273131 + s_lower_bl_H_30 : 0.0272378 +slurmstepd-d-10-13-1: error: *** JOB 25352888 ON d-10-13-1 CANCELLED AT 2024-03-09T00:55:12 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25352891 b/training/gen2_architecture/log.log-25352891 new file mode 100644 index 0000000..7763a34 --- /dev/null +++ b/training/gen2_architecture/log.log-25352891 @@ -0,0 +1,3687 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 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0.107071 +Epoch: 1 | Train Loss: 9.63462 | Test Loss: 8.4687 | analysis_confidence: 0.244272 | CL: 0.0440496 | ln_CD: 0.0875934 | CM: 0.00756613 | Top_Xtr: 0.0449407 | Bot_Xtr: 0.0521126 +Loss contributors: + s_ln_CD : 1.29166 + s_CL : 1.1407 + s_CM : 0.680067 + s_analysis_confidence : 0.181951 + s_Bot_Xtr : 0.112288 + s_upper_bl_H_31 : 0.0989115 + s_lower_bl_H_31 : 0.0977634 + s_upper_bl_H_30 : 0.0819119 + s_lower_bl_H_1 : 0.0772365 + s_lower_bl_H_30 : 0.077236 +Epoch: 2 | Train Loss: 7.80846 | Test Loss: 7.22579 | analysis_confidence: 0.213908 | CL: 0.041207 | ln_CD: 0.0771253 | CM: 0.00683931 | Top_Xtr: 0.0411357 | Bot_Xtr: 0.0477258 +Loss contributors: + s_ln_CD : 1.11496 + s_CL : 0.997727 + s_CM : 0.583152 + s_analysis_confidence : 0.163938 + s_Bot_Xtr : 0.0993786 + s_lower_bl_H_31 : 0.0818376 + s_upper_bl_H_31 : 0.0813998 + s_Top_Xtr : 0.068404 + s_upper_bl_H_30 : 0.0673476 + s_lower_bl_H_30 : 0.0645877 +Epoch: 3 | Train Loss: 6.83803 | Test Loss: 6.48125 | analysis_confidence: 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0.039267 + s_lower_bl_H_1 : 0.0388814 +Epoch: 12 | Train Loss: 4.46454 | Test Loss: 4.41913 | analysis_confidence: 0.152305 | CL: 0.0287772 | ln_CD: 0.0571004 | CM: 0.00490103 | Top_Xtr: 0.0272903 | Bot_Xtr: 0.0307767 +Loss contributors: + s_ln_CD : 0.803886 + s_CL : 0.633851 + s_CM : 0.349707 + s_analysis_confidence : 0.124381 + s_Bot_Xtr : 0.0543095 + s_lower_bl_H_31 : 0.044375 + s_upper_bl_H_31 : 0.0441816 + s_Top_Xtr : 0.0407308 + s_lower_bl_H_2 : 0.0368719 + s_upper_bl_H_30 : 0.0364188 +Epoch: 13 | Train Loss: 4.3757 | Test Loss: 4.49328 | analysis_confidence: 0.157157 | CL: 0.0305825 | ln_CD: 0.0571935 | CM: 0.00516733 | Top_Xtr: 0.0276357 | Bot_Xtr: 0.0311875 +Loss contributors: + s_ln_CD : 0.822792 + s_CL : 0.650046 + s_CM : 0.356124 + s_analysis_confidence : 0.122822 + s_Bot_Xtr : 0.0529916 + s_lower_bl_H_31 : 0.0455028 + s_upper_bl_H_31 : 0.0447708 + s_Top_Xtr : 0.0397222 + s_lower_bl_H_30 : 0.0384268 + s_upper_bl_H_30 : 0.0381767 +Epoch: 14 | Train Loss: 4.29457 | Test Loss: 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s_lower_bl_H_2 : 0.0315611 + s_Top_Xtr : 0.0315475 + s_lower_bl_H_30 : 0.0309197 +Epoch: 23 | Train Loss: 3.82269 | Test Loss: 3.9641 | analysis_confidence: 0.147567 | CL: 0.0275386 | ln_CD: 0.0521996 | CM: 0.00445266 | Top_Xtr: 0.024843 | Bot_Xtr: 0.0274056 +Loss contributors: + s_ln_CD : 0.813369 + s_CL : 0.589559 + s_CM : 0.295908 + s_analysis_confidence : 0.118451 + s_Bot_Xtr : 0.0438847 + s_lower_bl_H_31 : 0.0357739 + s_upper_bl_H_31 : 0.0353032 + s_Top_Xtr : 0.0332158 + s_lower_bl_H_2 : 0.0319345 + s_lower_bl_H_30 : 0.0307066 +Epoch: 24 | Train Loss: 3.78387 | Test Loss: 3.76459 | analysis_confidence: 0.146459 | CL: 0.0262667 | ln_CD: 0.0517281 | CM: 0.00426382 | Top_Xtr: 0.0231035 | Bot_Xtr: 0.0260685 +Loss contributors: + s_ln_CD : 0.729298 + s_CL : 0.555852 + s_CM : 0.28553 + s_analysis_confidence : 0.116784 + s_Bot_Xtr : 0.0422523 + s_lower_bl_H_31 : 0.0359498 + s_upper_bl_H_31 : 0.0350076 + s_Top_Xtr : 0.0311637 + s_lower_bl_H_30 : 0.0305234 + s_lower_bl_H_2 : 0.0299354 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Bot_Xtr: 0.0261252 +Loss contributors: + s_ln_CD : 0.818642 + s_CL : 0.580268 + s_CM : 0.310279 + s_analysis_confidence : 0.119382 + s_Bot_Xtr : 0.04099 + s_lower_bl_H_31 : 0.03439 + s_upper_bl_H_31 : 0.0335528 + s_Top_Xtr : 0.0306128 + s_lower_bl_H_30 : 0.0298527 + s_lower_bl_H_2 : 0.0294369 +Epoch: 30 | Train Loss: 3.6081 | Test Loss: 3.63431 | analysis_confidence: 0.143482 | CL: 0.0260546 | ln_CD: 0.050475 | CM: 0.00422559 | Top_Xtr: 0.0254183 | Bot_Xtr: 0.0286628 +Loss contributors: + s_ln_CD : 0.695332 + s_CL : 0.556191 + s_CM : 0.279656 + s_analysis_confidence : 0.116939 + s_Bot_Xtr : 0.0412791 + s_upper_bl_H_31 : 0.0344575 + s_lower_bl_H_31 : 0.034186 + s_Top_Xtr : 0.0308073 + s_upper_bl_H_30 : 0.0297648 + s_lower_bl_H_30 : 0.0296265 +Epoch: 31 | Train Loss: 3.58327 | Test Loss: 3.59339 | analysis_confidence: 0.142581 | CL: 0.0262084 | ln_CD: 0.0491693 | CM: 0.00414154 | Top_Xtr: 0.0218834 | Bot_Xtr: 0.0246207 +Loss contributors: + s_ln_CD : 0.695206 + s_CL : 0.540094 + s_CM : 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s_upper_bl_H_30 : 0.0277544 + s_lower_bl_H_30 : 0.0273031 +Epoch: 36 | Train Loss: 3.47802 | Test Loss: 3.67977 | analysis_confidence: 0.143134 | CL: 0.024824 | ln_CD: 0.0500029 | CM: 0.0041695 | Top_Xtr: 0.0216771 | Bot_Xtr: 0.0246245 +Loss contributors: + s_ln_CD : 0.825399 + s_CL : 0.541134 + s_CM : 0.273836 + s_analysis_confidence : 0.117006 + s_Bot_Xtr : 0.0381717 + s_upper_bl_H_31 : 0.0317278 + s_lower_bl_H_31 : 0.0317123 + s_Top_Xtr : 0.0287327 + s_lower_bl_H_30 : 0.0276491 + s_upper_bl_H_30 : 0.0275414 +Epoch: 37 | Train Loss: 3.46207 | Test Loss: 3.52553 | analysis_confidence: 0.143623 | CL: 0.0265086 | ln_CD: 0.050734 | CM: 0.00426479 | Top_Xtr: 0.021155 | Bot_Xtr: 0.0241267 +Loss contributors: + s_ln_CD : 0.690073 + s_CL : 0.546271 + s_CM : 0.273589 + s_analysis_confidence : 0.113925 + s_Bot_Xtr : 0.0371814 + s_upper_bl_H_31 : 0.0310879 + s_lower_bl_H_31 : 0.0308733 + s_upper_bl_H_30 : 0.0273462 + s_lower_bl_H_30 : 0.0272088 + s_Top_Xtr : 0.0269257 +Epoch: 38 | Train Loss: 3.44145 | Test Loss: 3.68726 | analysis_confidence: 0.141487 | CL: 0.0277201 | ln_CD: 0.0550829 | CM: 0.00414783 | Top_Xtr: 0.0229649 | Bot_Xtr: 0.0252518 +Loss contributors: + s_ln_CD : 0.769814 + s_CL : 0.574424 + s_CM : 0.272587 + s_analysis_confidence : 0.113718 + s_Bot_Xtr : 0.0394849 + s_lower_bl_H_31 : 0.0313982 + s_upper_bl_H_31 : 0.0311222 + s_Top_Xtr : 0.0298555 + s_lower_bl_H_30 : 0.0278744 + s_upper_bl_H_30 : 0.0278646 +Epoch: 39 | Train Loss: 3.42118 | Test Loss: 3.63867 | analysis_confidence: 0.139994 | CL: 0.0256323 | ln_CD: 0.0552367 | CM: 0.00415167 | Top_Xtr: 0.0221611 | Bot_Xtr: 0.0246942 +Loss contributors: + s_ln_CD : 0.705172 + s_CL : 0.551346 + s_CM : 0.269157 + s_analysis_confidence : 0.113471 + s_Bot_Xtr : 0.0377698 + s_lower_bl_H_31 : 0.0306274 + s_upper_bl_H_31 : 0.0305322 + s_Top_Xtr : 0.0277256 + s_lower_bl_H_30 : 0.0271065 + s_upper_bl_H_30 : 0.0270368 +Epoch: 40 | Train Loss: 3.40438 | Test Loss: 3.71424 | analysis_confidence: 0.143492 | CL: 0.0259231 | ln_CD: 0.0514644 | CM: 0.00414341 | Top_Xtr: 0.0216032 | Bot_Xtr: 0.0242334 +Loss contributors: + s_ln_CD : 0.821091 + s_CL : 0.559367 + s_CM : 0.270194 + s_analysis_confidence : 0.113935 + s_Bot_Xtr : 0.0379488 + s_lower_bl_H_31 : 0.0316189 + s_upper_bl_H_31 : 0.0307496 + s_Top_Xtr : 0.0290345 + s_lower_bl_H_30 : 0.0280468 + s_upper_bl_H_30 : 0.0274512 +Epoch: 41 | Train Loss: 3.38698 | Test Loss: 3.53028 | analysis_confidence: 0.141906 | CL: 0.0249317 | ln_CD: 0.0481342 | CM: 0.00401423 | Top_Xtr: 0.0216784 | Bot_Xtr: 0.0257993 +Loss contributors: + s_ln_CD : 0.71334 + s_CL : 0.531234 + s_CM : 0.263714 + s_analysis_confidence : 0.113224 + s_Bot_Xtr : 0.0364586 + s_lower_bl_H_31 : 0.0300945 + s_upper_bl_H_31 : 0.0300774 + s_lower_bl_H_2 : 0.0269769 + s_lower_bl_H_30 : 0.0268438 + s_upper_bl_H_30 : 0.0266069 +Epoch: 42 | Train Loss: 3.37336 | Test Loss: 3.44881 | analysis_confidence: 0.138884 | CL: 0.0253443 | ln_CD: 0.0487731 | CM: 0.00394574 | Top_Xtr: 0.0219217 | Bot_Xtr: 0.025383 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s_analysis_confidence : 0.112628 + s_Bot_Xtr : 0.0358065 + s_lower_bl_H_31 : 0.0295711 + s_upper_bl_H_31 : 0.0292071 + s_Top_Xtr : 0.0266573 + s_lower_bl_H_3 : 0.0266203 + s_lower_bl_H_2 : 0.0264971 +Epoch: 45 | Train Loss: 3.32455 | Test Loss: 3.47806 | analysis_confidence: 0.141385 | CL: 0.0255496 | ln_CD: 0.0526789 | CM: 0.00414984 | Top_Xtr: 0.0227019 | Bot_Xtr: 0.0252618 +Loss contributors: + s_ln_CD : 0.712057 + s_CL : 0.529664 + s_CM : 0.264647 + s_analysis_confidence : 0.112011 + s_Bot_Xtr : 0.0370654 + s_lower_bl_H_31 : 0.0309604 + s_upper_bl_H_31 : 0.0304863 + s_Top_Xtr : 0.0270962 + s_lower_bl_H_30 : 0.0269487 + s_upper_bl_H_30 : 0.0268195 +Epoch: 46 | Train Loss: 3.31218 | Test Loss: 3.4616 | analysis_confidence: 0.139003 | CL: 0.0273561 | ln_CD: 0.0476161 | CM: 0.00425014 | Top_Xtr: 0.0222342 | Bot_Xtr: 0.0251711 +Loss contributors: + s_ln_CD : 0.708337 + s_CL : 0.550124 + s_CM : 0.26909 + s_analysis_confidence : 0.111617 + s_Bot_Xtr : 0.0358268 + s_upper_bl_H_31 : 0.0288942 + s_lower_bl_H_31 : 0.0286849 + s_Top_Xtr : 0.0274758 + s_upper_bl_H_30 : 0.0254502 + s_lower_bl_H_2 : 0.0254175 +Epoch: 47 | Train Loss: 3.30002 | Test Loss: 3.47902 | analysis_confidence: 0.143196 | CL: 0.025219 | ln_CD: 0.0648704 | CM: 0.00409814 | Top_Xtr: 0.0202443 | Bot_Xtr: 0.0231158 +Loss contributors: + s_ln_CD : 0.760739 + s_CL : 0.519409 + s_CM : 0.259749 + s_analysis_confidence : 0.113181 + s_Bot_Xtr : 0.0344743 + s_lower_bl_H_31 : 0.0290927 + s_upper_bl_H_31 : 0.028589 + s_lower_bl_H_30 : 0.025775 + s_lower_bl_H_3 : 0.025572 + s_upper_bl_H_30 : 0.0254293 +Epoch: 48 | Train Loss: 3.28384 | Test Loss: 3.36696 | analysis_confidence: 0.14201 | CL: 0.0248529 | ln_CD: 0.0509742 | CM: 0.00395325 | Top_Xtr: 0.0223175 | Bot_Xtr: 0.0252803 +Loss contributors: + s_ln_CD : 0.676371 + s_CL : 0.516773 + s_CM : 0.254689 + s_analysis_confidence : 0.114639 + s_Bot_Xtr : 0.0349301 + s_upper_bl_H_31 : 0.0284194 + s_lower_bl_H_31 : 0.0284106 + s_Top_Xtr : 0.0261304 + s_lower_bl_H_2 : 0.025351 + s_lower_bl_H_3 : 0.0253415 +Epoch: 49 | Train Loss: 3.27606 | Test Loss: 3.32723 | analysis_confidence: 0.137084 | CL: 0.025375 | ln_CD: 0.0467671 | CM: 0.00389559 | Top_Xtr: 0.0200805 | Bot_Xtr: 0.0229551 +Loss contributors: + s_ln_CD : 0.646694 + s_CL : 0.520207 + s_CM : 0.248652 + s_analysis_confidence : 0.110905 + s_Bot_Xtr : 0.0341754 + s_upper_bl_H_31 : 0.0287124 + s_lower_bl_H_31 : 0.0284017 + s_lower_bl_H_3 : 0.0256652 + s_lower_bl_H_2 : 0.0256101 + s_upper_bl_H_30 : 0.0253834 +Epoch: 50 | Train Loss: 3.26319 | Test Loss: 3.36172 | analysis_confidence: 0.137767 | CL: 0.0257668 | ln_CD: 0.0502128 | CM: 0.00391952 | Top_Xtr: 0.0208934 | Bot_Xtr: 0.0238811 +Loss contributors: + s_ln_CD : 0.6687 + s_CL : 0.518632 + s_CM : 0.252031 + s_analysis_confidence : 0.111543 + s_Bot_Xtr : 0.0343411 + s_upper_bl_H_31 : 0.0283068 + s_lower_bl_H_31 : 0.0281946 + s_lower_bl_H_30 : 0.0251525 + s_upper_bl_H_30 : 0.025068 + s_Top_Xtr : 0.0248386 +Epoch: 51 | Train Loss: 3.2456 | Test Loss: 3.34225 | analysis_confidence: 0.138586 | CL: 0.0243893 | ln_CD: 0.0530336 | CM: 0.0038772 | Top_Xtr: 0.0201742 | Bot_Xtr: 0.0229324 +Loss contributors: + s_ln_CD : 0.688626 + s_CL : 0.508755 + s_CM : 0.247744 + s_analysis_confidence : 0.11071 + s_Bot_Xtr : 0.0340022 + s_upper_bl_H_31 : 0.0287429 + s_lower_bl_H_31 : 0.0287229 + s_lower_bl_H_3 : 0.0261773 + s_lower_bl_H_2 : 0.0254481 + s_upper_bl_H_30 : 0.025305 +Epoch: 52 | Train Loss: 3.23543 | Test Loss: 3.32401 | analysis_confidence: 0.135539 | CL: 0.0245481 | ln_CD: 0.0469324 | CM: 0.00389502 | Top_Xtr: 0.0203486 | Bot_Xtr: 0.022653 +Loss contributors: + s_ln_CD : 0.651466 + s_CL : 0.516714 + s_CM : 0.255616 + s_analysis_confidence : 0.110227 + s_Bot_Xtr : 0.0346547 + s_upper_bl_H_31 : 0.0280828 + s_lower_bl_H_31 : 0.0280707 + s_Top_Xtr : 0.0255094 + s_lower_bl_H_3 : 0.025254 + s_lower_bl_H_2 : 0.0250472 +Epoch: 53 | Train Loss: 3.22471 | Test Loss: 3.3 | analysis_confidence: 0.136176 | CL: 0.023701 | ln_CD: 0.0459028 | CM: 0.00392004 | Top_Xtr: 0.0204168 | Bot_Xtr: 0.0225539 +Loss contributors: + s_ln_CD : 0.667333 + s_CL : 0.506687 + s_CM : 0.254912 + s_analysis_confidence : 0.110359 + s_Bot_Xtr : 0.0329442 + s_lower_bl_H_31 : 0.0279658 + s_upper_bl_H_31 : 0.0277256 + s_lower_bl_H_3 : 0.0251215 + s_lower_bl_H_2 : 0.024697 + s_lower_bl_H_30 : 0.0246055 +Epoch: 54 | Train Loss: 3.20958 | Test Loss: 3.2768 | analysis_confidence: 0.136473 | CL: 0.0234876 | ln_CD: 0.0485537 | CM: 0.00379734 | Top_Xtr: 0.020231 | Bot_Xtr: 0.0229315 +Loss contributors: + s_ln_CD : 0.667466 + s_CL : 0.498867 + s_CM : 0.244591 + s_analysis_confidence : 0.110121 + s_Bot_Xtr : 0.0335794 + s_upper_bl_H_31 : 0.0283431 + s_lower_bl_H_31 : 0.0283186 + s_lower_bl_H_2 : 0.0253501 + s_lower_bl_H_3 : 0.0250775 + s_lower_bl_H_30 : 0.0250458 +Epoch: 55 | Train Loss: 3.20352 | Test Loss: 3.39961 | analysis_confidence: 0.140107 | CL: 0.0244616 | ln_CD: 0.0494893 | CM: 0.00390523 | Top_Xtr: 0.0197466 | Bot_Xtr: 0.0222837 +Loss contributors: + 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s_analysis_confidence : 0.111334 + s_Bot_Xtr : 0.0338492 + s_lower_bl_H_31 : 0.0280886 + s_upper_bl_H_31 : 0.0279862 + s_lower_bl_H_3 : 0.0252207 + s_lower_bl_H_2 : 0.0250986 + s_lower_bl_H_4 : 0.0246021 +Epoch: 58 | Train Loss: 3.16665 | Test Loss: 3.29346 | analysis_confidence: 0.13604 | CL: 0.0239208 | ln_CD: 0.0457752 | CM: 0.00385091 | Top_Xtr: 0.0218684 | Bot_Xtr: 0.0237038 +Loss contributors: + s_ln_CD : 0.687647 + s_CL : 0.500979 + s_CM : 0.246082 + s_analysis_confidence : 0.109557 + s_Bot_Xtr : 0.0334859 + s_lower_bl_H_31 : 0.0279451 + s_upper_bl_H_31 : 0.027376 + s_lower_bl_H_3 : 0.0255643 + s_lower_bl_H_2 : 0.0254453 + s_Top_Xtr : 0.0247383 +Epoch: 59 | Train Loss: 3.15389 | Test Loss: 3.25709 | analysis_confidence: 0.13597 | CL: 0.0236929 | ln_CD: 0.0451901 | CM: 0.00388977 | Top_Xtr: 0.0202795 | Bot_Xtr: 0.0227857 +Loss contributors: + s_ln_CD : 0.670771 + s_CL : 0.497196 + s_CM : 0.24703 + s_analysis_confidence : 0.109736 + s_Bot_Xtr : 0.033555 + s_lower_bl_H_31 : 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s_lower_bl_H_2 : 0.0248584 + s_lower_bl_H_30 : 0.0242988 +Epoch: 62 | Train Loss: 3.13044 | Test Loss: 3.26483 | analysis_confidence: 0.137687 | CL: 0.0245423 | ln_CD: 0.0450757 | CM: 0.00396414 | Top_Xtr: 0.0200283 | Bot_Xtr: 0.0237751 +Loss contributors: + s_ln_CD : 0.666211 + s_CL : 0.50301 + s_CM : 0.250233 + s_analysis_confidence : 0.109418 + s_Bot_Xtr : 0.0331275 + s_lower_bl_H_31 : 0.028952 + s_upper_bl_H_31 : 0.0282979 + s_lower_bl_H_3 : 0.025407 + s_lower_bl_H_30 : 0.0248506 + s_upper_bl_H_30 : 0.0244671 +Epoch: 63 | Train Loss: 3.12132 | Test Loss: 3.30823 | analysis_confidence: 0.136852 | CL: 0.0263584 | ln_CD: 0.0468024 | CM: 0.00400439 | Top_Xtr: 0.0202696 | Bot_Xtr: 0.0235175 +Loss contributors: + s_ln_CD : 0.650703 + s_CL : 0.533532 + s_CM : 0.253724 + s_analysis_confidence : 0.113058 + s_Bot_Xtr : 0.0329331 + s_lower_bl_H_31 : 0.0290778 + s_upper_bl_H_31 : 0.0284687 + s_lower_bl_H_30 : 0.0261199 + s_upper_bl_H_30 : 0.0258615 + s_lower_bl_H_3 : 0.0247941 +Epoch: 64 | Train Loss: 3.11125 | Test Loss: 3.26736 | analysis_confidence: 0.133059 | CL: 0.023281 | ln_CD: 0.0474653 | CM: 0.00372621 | Top_Xtr: 0.020009 | Bot_Xtr: 0.0226978 +Loss contributors: + s_ln_CD : 0.679491 + s_CL : 0.499742 + s_CM : 0.241966 + s_analysis_confidence : 0.109619 + s_Bot_Xtr : 0.0323793 + s_lower_bl_H_31 : 0.0271039 + s_upper_bl_H_31 : 0.0268542 + s_lower_bl_H_30 : 0.024145 + s_lower_bl_H_3 : 0.0240342 + s_upper_bl_H_30 : 0.0239001 +Epoch: 65 | Train Loss: 3.1 | Test Loss: 3.32728 | analysis_confidence: 0.134949 | CL: 0.026104 | ln_CD: 0.053586 | CM: 0.00370326 | Top_Xtr: 0.019324 | Bot_Xtr: 0.0219858 +Loss contributors: + s_ln_CD : 0.673002 + s_CL : 0.531889 + s_CM : 0.240237 + s_analysis_confidence : 0.108938 + s_Bot_Xtr : 0.032034 + s_lower_bl_H_31 : 0.0280421 + s_upper_bl_H_31 : 0.0279046 + s_lower_bl_H_30 : 0.0246641 + s_upper_bl_H_30 : 0.0244105 + s_lower_bl_H_3 : 0.024065 +Epoch: 66 | Train Loss: 3.09024 | Test Loss: 3.43019 | analysis_confidence: 0.136624 | CL: 0.0274982 | ln_CD: 0.0563737 | CM: 0.00383641 | Top_Xtr: 0.0201278 | Bot_Xtr: 0.0231365 +Loss contributors: + s_ln_CD : 0.696904 + s_CL : 0.561296 + s_CM : 0.248498 + s_analysis_confidence : 0.108567 + s_Bot_Xtr : 0.0329388 + s_upper_bl_H_31 : 0.0294081 + s_lower_bl_H_31 : 0.0293572 + s_lower_bl_H_30 : 0.0257001 + s_upper_bl_H_30 : 0.025247 + s_lower_bl_H_3 : 0.0244915 +Epoch: 67 | Train Loss: 3.08547 | Test Loss: 3.24932 | analysis_confidence: 0.136462 | CL: 0.0260294 | ln_CD: 0.0441309 | CM: 0.00391924 | Top_Xtr: 0.0195258 | Bot_Xtr: 0.0218246 +Loss contributors: + s_ln_CD : 0.680441 + s_CL : 0.519136 + s_CM : 0.248195 + s_analysis_confidence : 0.109155 + s_Bot_Xtr : 0.0313929 + s_lower_bl_H_31 : 0.0265171 + s_upper_bl_H_31 : 0.0262677 + s_lower_bl_H_3 : 0.0239122 + s_lower_bl_H_2 : 0.0235319 + s_lower_bl_H_30 : 0.0234849 +Epoch: 68 | Train Loss: 3.07649 | Test Loss: 3.23701 | analysis_confidence: 0.135927 | CL: 0.0235779 | ln_CD: 0.047144 | CM: 0.00393136 | Top_Xtr: 0.019084 | Bot_Xtr: 0.021574 +Loss contributors: + s_ln_CD : 0.647848 + s_CL : 0.506692 + s_CM : 0.251901 + s_analysis_confidence : 0.108889 + s_Bot_Xtr : 0.0314898 + s_upper_bl_H_31 : 0.026601 + s_lower_bl_H_31 : 0.0265905 + s_lower_bl_H_3 : 0.0246294 + s_lower_bl_H_30 : 0.0241451 + s_lower_bl_H_2 : 0.0241106 +Epoch: 69 | Train Loss: 3.06461 | Test Loss: 3.17617 | analysis_confidence: 0.134842 | CL: 0.0226722 | ln_CD: 0.0453782 | CM: 0.00369364 | Top_Xtr: 0.0198428 | Bot_Xtr: 0.021905 +Loss contributors: + s_ln_CD : 0.643329 + s_CL : 0.490008 + s_CM : 0.237365 + s_analysis_confidence : 0.108683 + s_Bot_Xtr : 0.0318358 + s_lower_bl_H_31 : 0.0267604 + s_upper_bl_H_31 : 0.0262914 + s_lower_bl_H_3 : 0.0241593 + s_lower_bl_H_2 : 0.0237302 + s_lower_bl_H_30 : 0.0234625 +Epoch: 70 | Train Loss: 3.0588 | Test Loss: 3.2242 | analysis_confidence: 0.134699 | CL: 0.0244662 | ln_CD: 0.0469275 | CM: 0.00381691 | Top_Xtr: 0.0190991 | Bot_Xtr: 0.0217512 +Loss contributors: + s_ln_CD : 0.646001 + s_CL : 0.501164 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: 0.0243036 + s_lower_bl_H_30 : 0.0242687 + s_lower_bl_H_4 : 0.0236923 +Epoch: 75 | Train Loss: 3.023 | Test Loss: 3.19653 | analysis_confidence: 0.134867 | CL: 0.0235956 | ln_CD: 0.045445 | CM: 0.00370197 | Top_Xtr: 0.01991 | Bot_Xtr: 0.0228084 +Loss contributors: + s_ln_CD : 0.662936 + s_CL : 0.498288 + s_CM : 0.238174 + s_analysis_confidence : 0.108016 + s_Bot_Xtr : 0.0311727 + s_lower_bl_H_31 : 0.0266422 + s_upper_bl_H_31 : 0.0263334 + s_lower_bl_H_3 : 0.0244533 + s_lower_bl_H_2 : 0.0243231 + s_lower_bl_H_30 : 0.0238148 +Epoch: 76 | Train Loss: 3.017 | Test Loss: 3.16584 | analysis_confidence: 0.133266 | CL: 0.0227155 | ln_CD: 0.0475104 | CM: 0.00361439 | Top_Xtr: 0.0204032 | Bot_Xtr: 0.0223094 +Loss contributors: + s_ln_CD : 0.645296 + s_CL : 0.493327 + s_CM : 0.233081 + s_analysis_confidence : 0.108674 + s_Bot_Xtr : 0.0307743 + s_upper_bl_H_31 : 0.0271689 + s_lower_bl_H_31 : 0.0269742 + s_lower_bl_H_30 : 0.0239222 + s_upper_bl_H_30 : 0.0238881 + s_lower_bl_H_3 : 0.0236241 +Epoch: 77 | Train Loss: 3.00036 | Test Loss: 3.14021 | analysis_confidence: 0.13475 | CL: 0.0230865 | ln_CD: 0.046871 | CM: 0.00369339 | Top_Xtr: 0.0182612 | Bot_Xtr: 0.0211724 +Loss contributors: + s_ln_CD : 0.646403 + s_CL : 0.495793 + s_CM : 0.236989 + s_analysis_confidence : 0.107925 + s_Bot_Xtr : 0.0305269 + s_upper_bl_H_31 : 0.0264478 + s_lower_bl_H_31 : 0.0264143 + s_lower_bl_H_3 : 0.0243029 + s_lower_bl_H_2 : 0.0234462 + s_upper_bl_H_30 : 0.0232184 +Epoch: 78 | Train Loss: 2.99474 | Test Loss: 3.18128 | analysis_confidence: 0.133289 | CL: 0.0239175 | ln_CD: 0.043857 | CM: 0.00367613 | Top_Xtr: 0.018753 | Bot_Xtr: 0.0209804 +Loss contributors: + s_ln_CD : 0.640647 + s_CL : 0.515463 + s_CM : 0.238101 + s_analysis_confidence : 0.107621 + s_Bot_Xtr : 0.0303714 + s_lower_bl_H_31 : 0.027968 + s_upper_bl_H_31 : 0.0267972 + s_lower_bl_H_3 : 0.0242793 + s_lower_bl_H_30 : 0.0236701 + s_lower_bl_H_2 : 0.0236318 +Epoch: 79 | Train Loss: 2.98983 | Test Loss: 3.15198 | analysis_confidence: 0.130175 | CL: 0.0239443 | ln_CD: 0.0459664 | CM: 0.0038141 | Top_Xtr: 0.0180383 | Bot_Xtr: 0.0208174 +Loss contributors: + s_ln_CD : 0.640031 + s_CL : 0.493256 + s_CM : 0.238401 + s_analysis_confidence : 0.107654 + s_Bot_Xtr : 0.0303816 + s_upper_bl_H_31 : 0.0265232 + s_lower_bl_H_31 : 0.0262399 + s_lower_bl_H_3 : 0.0237276 + s_lower_bl_H_2 : 0.0233272 + s_lower_bl_H_4 : 0.0232002 +Epoch: 80 | Train Loss: 2.98568 | Test Loss: 3.20198 | analysis_confidence: 0.135055 | CL: 0.0238172 | ln_CD: 0.0458652 | CM: 0.00422396 | Top_Xtr: 0.0184169 | Bot_Xtr: 0.0216485 +Loss contributors: + s_ln_CD : 0.651621 + s_CL : 0.512878 + s_CM : 0.258291 + s_analysis_confidence : 0.107652 + s_Bot_Xtr : 0.0304489 + s_upper_bl_H_31 : 0.0267596 + s_lower_bl_H_31 : 0.0266849 + s_lower_bl_H_3 : 0.0240669 + s_upper_bl_H_30 : 0.0234669 + s_lower_bl_H_30 : 0.0234621 +Epoch: 81 | Train Loss: 2.97915 | Test Loss: 3.15386 | analysis_confidence: 0.132888 | CL: 0.0230645 | ln_CD: 0.0462348 | CM: 0.00359423 | Top_Xtr: 0.0183916 | Bot_Xtr: 0.0210962 +Loss contributors: + s_ln_CD : 0.662127 + s_CL : 0.489604 + s_CM : 0.234271 + s_analysis_confidence : 0.109639 + s_Bot_Xtr : 0.0305055 + s_lower_bl_H_31 : 0.0261316 + s_upper_bl_H_31 : 0.0255657 + s_lower_bl_H_3 : 0.0238325 + s_lower_bl_H_2 : 0.0236654 + s_lower_bl_H_4 : 0.0234188 +Epoch: 82 | Train Loss: 2.97033 | Test Loss: 3.15084 | analysis_confidence: 0.135258 | CL: 0.0235702 | ln_CD: 0.0507471 | CM: 0.00379514 | Top_Xtr: 0.0182213 | Bot_Xtr: 0.0211812 +Loss contributors: + s_ln_CD : 0.650086 + s_CL : 0.500681 + s_CM : 0.239906 + s_analysis_confidence : 0.107499 + s_Bot_Xtr : 0.0300914 + s_lower_bl_H_31 : 0.0263177 + s_upper_bl_H_31 : 0.0262254 + s_lower_bl_H_3 : 0.0236544 + s_lower_bl_H_2 : 0.0233772 + s_lower_bl_H_30 : 0.0229746 +Epoch: 83 | Train Loss: 2.96003 | Test Loss: 3.1099 | analysis_confidence: 0.1353 | CL: 0.0228178 | ln_CD: 0.0455241 | CM: 0.0037352 | Top_Xtr: 0.0201528 | Bot_Xtr: 0.0221681 +Loss contributors: + s_ln_CD : 0.638011 + s_CL : 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s_lower_bl_H_3 : 0.0234181 + s_lower_bl_H_2 : 0.0233218 + s_lower_bl_H_1 : 0.0227986 +Epoch: 88 | Train Loss: 2.93534 | Test Loss: 3.14411 | analysis_confidence: 0.133839 | CL: 0.0249405 | ln_CD: 0.05023 | CM: 0.00423294 | Top_Xtr: 0.0209852 | Bot_Xtr: 0.0229628 +Loss contributors: + s_ln_CD : 0.654697 + s_CL : 0.495247 + s_CM : 0.252474 + s_analysis_confidence : 0.108351 + s_Bot_Xtr : 0.0310659 + s_lower_bl_H_31 : 0.0263398 + s_upper_bl_H_31 : 0.0256805 + s_lower_bl_H_3 : 0.0235243 + s_lower_bl_H_2 : 0.0234108 + s_lower_bl_H_30 : 0.0232837 +Epoch: 89 | Train Loss: 2.92352 | Test Loss: 3.09647 | analysis_confidence: 0.133935 | CL: 0.0230318 | ln_CD: 0.0458543 | CM: 0.00368739 | Top_Xtr: 0.0186136 | Bot_Xtr: 0.0214092 +Loss contributors: + s_ln_CD : 0.639038 + s_CL : 0.483849 + s_CM : 0.234232 + s_analysis_confidence : 0.108366 + s_Bot_Xtr : 0.0317059 + s_lower_bl_H_31 : 0.0263002 + s_upper_bl_H_31 : 0.0257835 + s_lower_bl_H_3 : 0.0236158 + s_lower_bl_H_4 : 0.0231323 + s_lower_bl_H_2 : 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analysis_confidence: 0.130724 | CL: 0.0222467 | ln_CD: 0.0449735 | CM: 0.00363935 | Top_Xtr: 0.0183998 | Bot_Xtr: 0.0205936 +Loss contributors: + s_ln_CD : 0.636181 + s_CL : 0.486606 + s_CM : 0.236147 + s_analysis_confidence : 0.107149 + s_Bot_Xtr : 0.030331 + s_lower_bl_H_31 : 0.0253008 + s_upper_bl_H_31 : 0.0248569 + s_lower_bl_H_3 : 0.0233028 + s_Top_Xtr : 0.022858 + s_lower_bl_H_4 : 0.0226576 +Epoch: 93 | Train Loss: 2.8985 | Test Loss: 3.08089 | analysis_confidence: 0.135052 | CL: 0.0245238 | ln_CD: 0.0433143 | CM: 0.00396114 | Top_Xtr: 0.0180754 | Bot_Xtr: 0.0207213 +Loss contributors: + s_ln_CD : 0.641633 + s_CL : 0.490793 + s_CM : 0.240207 + s_analysis_confidence : 0.107147 + s_Bot_Xtr : 0.0296301 + s_lower_bl_H_31 : 0.0252358 + s_upper_bl_H_31 : 0.0249592 + s_lower_bl_H_3 : 0.0229174 + s_lower_bl_H_2 : 0.0224761 + s_lower_bl_H_4 : 0.0223032 +Epoch: 94 | Train Loss: 2.89072 | Test Loss: 3.05551 | analysis_confidence: 0.134684 | CL: 0.0221652 | ln_CD: 0.0471296 | CM: 0.00363296 | Top_Xtr: 0.0182128 | Bot_Xtr: 0.02045 +Loss contributors: + s_ln_CD : 0.644992 + s_CL : 0.481826 + s_CM : 0.228444 + s_analysis_confidence : 0.106978 + s_Bot_Xtr : 0.0293825 + s_lower_bl_H_31 : 0.0257687 + s_upper_bl_H_31 : 0.0250977 + s_lower_bl_H_3 : 0.0229914 + s_lower_bl_H_30 : 0.0227903 + s_lower_bl_H_2 : 0.0225404 +Epoch: 95 | Train Loss: 2.88283 | Test Loss: 3.09209 | analysis_confidence: 0.131884 | CL: 0.023172 | ln_CD: 0.0474478 | CM: 0.00367543 | Top_Xtr: 0.018483 | Bot_Xtr: 0.0209416 +Loss contributors: + s_ln_CD : 0.63227 + s_CL : 0.488047 + s_CM : 0.229284 + s_analysis_confidence : 0.107148 + s_Bot_Xtr : 0.0305608 + s_lower_bl_H_31 : 0.0256336 + s_upper_bl_H_31 : 0.0250488 + s_lower_bl_H_3 : 0.024248 + s_lower_bl_H_2 : 0.0232766 + s_lower_bl_H_4 : 0.022683 +Epoch: 96 | Train Loss: 2.88289 | Test Loss: 3.21281 | analysis_confidence: 0.13225 | CL: 0.0232299 | ln_CD: 0.0508206 | CM: 0.00458284 | Top_Xtr: 0.0179477 | Bot_Xtr: 0.0206051 +Loss contributors: + s_ln_CD : 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s_lower_bl_H_31 : 0.0252295 + s_lower_bl_H_3 : 0.0236867 + s_lower_bl_H_2 : 0.0225112 + s_lower_bl_H_4 : 0.0224378 +Epoch: 101 | Train Loss: 2.85212 | Test Loss: 3.08236 | analysis_confidence: 0.134199 | CL: 0.0240929 | ln_CD: 0.0441999 | CM: 0.00365234 | Top_Xtr: 0.017414 | Bot_Xtr: 0.0200037 +Loss contributors: + s_ln_CD : 0.649658 + s_CL : 0.48982 + s_CM : 0.229084 + s_analysis_confidence : 0.107145 + s_Bot_Xtr : 0.0290856 + s_lower_bl_H_31 : 0.0248345 + s_upper_bl_H_31 : 0.0243497 + s_lower_bl_H_3 : 0.0234076 + s_lower_bl_H_2 : 0.0226331 + s_lower_bl_H_4 : 0.0223069 +Epoch: 102 | Train Loss: 2.84998 | Test Loss: 3.06121 | analysis_confidence: 0.130948 | CL: 0.0228735 | ln_CD: 0.043923 | CM: 0.0036612 | Top_Xtr: 0.0172236 | Bot_Xtr: 0.019785 +Loss contributors: + s_ln_CD : 0.644801 + s_CL : 0.485394 + s_CM : 0.227807 + s_analysis_confidence : 0.107053 + s_Bot_Xtr : 0.0288919 + s_lower_bl_H_31 : 0.0252391 + s_upper_bl_H_31 : 0.0251909 + s_lower_bl_H_3 : 0.0235349 + s_lower_bl_H_4 : 0.0222778 + s_lower_bl_H_2 : 0.0222372 +Epoch: 103 | Train Loss: 2.83839 | Test Loss: 3.10188 | analysis_confidence: 0.136261 | CL: 0.0219278 | ln_CD: 0.0481038 | CM: 0.00354192 | Top_Xtr: 0.0182898 | Bot_Xtr: 0.0206035 +Loss contributors: + s_ln_CD : 0.661184 + s_CL : 0.492118 + s_CM : 0.226959 + s_analysis_confidence : 0.109543 + s_Bot_Xtr : 0.0295352 + s_lower_bl_H_31 : 0.0247834 + s_upper_bl_H_31 : 0.0247161 + s_lower_bl_H_3 : 0.0236344 + s_lower_bl_H_2 : 0.0226161 + s_lower_bl_H_4 : 0.0225799 +Epoch: 104 | Train Loss: 2.83407 | Test Loss: 3.1137 | analysis_confidence: 0.132399 | CL: 0.0231926 | ln_CD: 0.0469896 | CM: 0.0037768 | Top_Xtr: 0.0183533 | Bot_Xtr: 0.0213295 +Loss contributors: + s_ln_CD : 0.656788 + s_CL : 0.48494 + s_CM : 0.235108 + s_analysis_confidence : 0.106681 + s_Bot_Xtr : 0.0304532 + s_lower_bl_H_31 : 0.0248281 + s_upper_bl_H_31 : 0.0246552 + s_lower_bl_H_3 : 0.023324 + s_lower_bl_H_4 : 0.022858 + s_lower_bl_H_2 : 0.0223194 +Epoch: 105 | Train Loss: 2.83042 | Test Loss: 3.06327 | analysis_confidence: 0.13422 | CL: 0.022408 | ln_CD: 0.0478053 | CM: 0.00356487 | Top_Xtr: 0.0174903 | Bot_Xtr: 0.0201571 +Loss contributors: + s_ln_CD : 0.639968 + s_CL : 0.479639 + s_CM : 0.226343 + s_analysis_confidence : 0.106544 + s_Bot_Xtr : 0.0291406 + s_lower_bl_H_31 : 0.0253226 + s_upper_bl_H_31 : 0.0253104 + s_lower_bl_H_3 : 0.0232222 + s_lower_bl_H_4 : 0.0226319 + s_lower_bl_H_2 : 0.0224909 +Epoch: 106 | Train Loss: 2.82527 | Test Loss: 3.17636 | analysis_confidence: 0.132673 | CL: 0.0273761 | ln_CD: 0.0455269 | CM: 0.00375585 | Top_Xtr: 0.0179169 | Bot_Xtr: 0.0203382 +Loss contributors: + s_ln_CD : 0.650949 + s_CL : 0.539506 + s_CM : 0.234663 + s_analysis_confidence : 0.107473 + s_Bot_Xtr : 0.0304337 + s_lower_bl_H_31 : 0.0256206 + s_upper_bl_H_31 : 0.0249368 + s_lower_bl_H_3 : 0.0237164 + s_lower_bl_H_4 : 0.0235383 + s_Top_Xtr : 0.0233239 +Epoch: 107 | Train Loss: 2.82139 | Test Loss: 3.05435 | analysis_confidence: 0.13435 | CL: 0.0240951 | ln_CD: 0.0437865 | CM: 0.00376166 | Top_Xtr: 0.0189442 | Bot_Xtr: 0.0211931 +Loss contributors: + s_ln_CD : 0.641595 + s_CL : 0.490923 + s_CM : 0.234156 + s_analysis_confidence : 0.106988 + s_Bot_Xtr : 0.029292 + s_lower_bl_H_31 : 0.025932 + s_upper_bl_H_31 : 0.0253847 + s_lower_bl_H_3 : 0.0230756 + s_lower_bl_H_4 : 0.022592 + s_lower_bl_H_2 : 0.0224179 +Epoch: 108 | Train Loss: 2.81552 | Test Loss: 3.0916 | analysis_confidence: 0.134685 | CL: 0.0231471 | ln_CD: 0.0449571 | CM: 0.00367878 | Top_Xtr: 0.0168192 | Bot_Xtr: 0.019584 +Loss contributors: + s_ln_CD : 0.659951 + s_CL : 0.495546 + s_CM : 0.231044 + s_analysis_confidence : 0.106687 + s_Bot_Xtr : 0.02837 + s_upper_bl_H_31 : 0.0250971 + s_lower_bl_H_31 : 0.0250057 + s_lower_bl_H_3 : 0.0231738 + s_lower_bl_H_4 : 0.0229092 + s_lower_bl_H_30 : 0.0219853 +Epoch: 109 | Train Loss: 2.81333 | Test Loss: 3.09234 | analysis_confidence: 0.132346 | CL: 0.0225307 | ln_CD: 0.0483698 | CM: 0.00370621 | Top_Xtr: 0.0173006 | Bot_Xtr: 0.0200195 +Loss 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s_analysis_confidence : 0.107001 + s_Bot_Xtr : 0.0293197 + s_lower_bl_H_31 : 0.0243183 + s_upper_bl_H_31 : 0.024089 + s_lower_bl_H_3 : 0.0229963 + s_lower_bl_H_4 : 0.0227029 + s_lower_bl_H_2 : 0.022068 +Epoch: 112 | Train Loss: 2.79984 | Test Loss: 3.03866 | analysis_confidence: 0.133359 | CL: 0.0237735 | ln_CD: 0.0447843 | CM: 0.0040786 | Top_Xtr: 0.0171017 | Bot_Xtr: 0.0197365 +Loss contributors: + s_ln_CD : 0.63126 + s_CL : 0.485017 + s_CM : 0.245949 + s_analysis_confidence : 0.106597 + s_Bot_Xtr : 0.0282803 + s_lower_bl_H_31 : 0.0243536 + s_upper_bl_H_31 : 0.0241212 + s_lower_bl_H_3 : 0.0225498 + s_lower_bl_H_4 : 0.0222538 + s_lower_bl_H_1 : 0.0220719 +Epoch: 113 | Train Loss: 2.79462 | Test Loss: 3.07428 | analysis_confidence: 0.132761 | CL: 0.022646 | ln_CD: 0.0519463 | CM: 0.00405533 | Top_Xtr: 0.0179944 | Bot_Xtr: 0.0209571 +Loss contributors: + s_ln_CD : 0.645475 + s_CL : 0.478283 + s_CM : 0.252446 + s_analysis_confidence : 0.106542 + s_Bot_Xtr : 0.0283629 + s_lower_bl_H_31 : 0.0246852 + s_upper_bl_H_31 : 0.0243949 + s_lower_bl_H_3 : 0.0229301 + s_lower_bl_H_4 : 0.0222761 + s_lower_bl_H_2 : 0.0222273 +Epoch: 114 | Train Loss: 2.7915 | Test Loss: 3.06335 | analysis_confidence: 0.133411 | CL: 0.0225445 | ln_CD: 0.0457234 | CM: 0.00364427 | Top_Xtr: 0.0176757 | Bot_Xtr: 0.0201262 +Loss contributors: + s_ln_CD : 0.678281 + s_CL : 0.480319 + s_CM : 0.226422 + s_analysis_confidence : 0.10661 + s_Bot_Xtr : 0.0288424 + s_lower_bl_H_31 : 0.0248438 + s_upper_bl_H_31 : 0.0246882 + s_lower_bl_H_3 : 0.0227266 + s_lower_bl_H_4 : 0.0221433 + s_lower_bl_H_2 : 0.0219178 +Epoch: 115 | Train Loss: 2.78432 | Test Loss: 3.1391 | analysis_confidence: 0.135624 | CL: 0.0227876 | ln_CD: 0.0431797 | CM: 0.00368816 | Top_Xtr: 0.017881 | Bot_Xtr: 0.020259 +Loss contributors: + s_ln_CD : 0.715219 + s_CL : 0.489208 + s_CM : 0.231872 + s_analysis_confidence : 0.106684 + s_Bot_Xtr : 0.0287575 + s_upper_bl_H_31 : 0.0248617 + s_lower_bl_H_31 : 0.0248533 + s_lower_bl_H_3 : 0.0223967 + s_lower_bl_H_4 : 0.0221001 + s_lower_bl_H_30 : 0.0217947 +Epoch: 116 | Train Loss: 2.77583 | Test Loss: 3.08625 | analysis_confidence: 0.132182 | CL: 0.0233968 | ln_CD: 0.0442962 | CM: 0.00366848 | Top_Xtr: 0.0173093 | Bot_Xtr: 0.0203108 +Loss contributors: + s_ln_CD : 0.627886 + s_CL : 0.481936 + s_CM : 0.228308 + s_analysis_confidence : 0.10849 + s_Bot_Xtr : 0.029164 + s_lower_bl_H_31 : 0.0255809 + s_upper_bl_H_31 : 0.0254552 + s_lower_bl_H_30 : 0.0229938 + s_lower_bl_H_3 : 0.0227174 + s_lower_bl_H_4 : 0.0224981 +Epoch: 117 | Train Loss: 2.77045 | Test Loss: 3.05792 | analysis_confidence: 0.130723 | CL: 0.0220386 | ln_CD: 0.0474666 | CM: 0.00357782 | Top_Xtr: 0.0172107 | Bot_Xtr: 0.0196422 +Loss contributors: + s_ln_CD : 0.679312 + s_CL : 0.477229 + s_CM : 0.225277 + s_analysis_confidence : 0.106627 + s_Bot_Xtr : 0.0284967 + s_lower_bl_H_31 : 0.0244191 + s_upper_bl_H_31 : 0.0242346 + s_lower_bl_H_3 : 0.0228347 + s_lower_bl_H_4 : 0.0220229 + s_lower_bl_H_2 : 0.0220013 +Epoch: 118 | Train Loss: 2.76999 | Test Loss: 3.0609 | analysis_confidence: 0.134585 | CL: 0.0243315 | ln_CD: 0.0427583 | CM: 0.0036902 | Top_Xtr: 0.017493 | Bot_Xtr: 0.0197364 +Loss contributors: + s_ln_CD : 0.623979 + s_CL : 0.493706 + s_CM : 0.228103 + s_analysis_confidence : 0.106802 + s_Bot_Xtr : 0.0283718 + s_lower_bl_H_31 : 0.0248174 + s_upper_bl_H_31 : 0.0244363 + s_lower_bl_H_3 : 0.0227197 + s_lower_bl_H_4 : 0.0224471 + s_lower_bl_H_30 : 0.0223698 +Epoch: 119 | Train Loss: 2.76065 | Test Loss: 3.09831 | analysis_confidence: 0.133526 | CL: 0.0223764 | ln_CD: 0.0424851 | CM: 0.00360471 | Top_Xtr: 0.0170217 | Bot_Xtr: 0.0196469 +Loss contributors: + s_ln_CD : 0.683378 + s_CL : 0.489929 + s_CM : 0.225699 + s_analysis_confidence : 0.106823 + s_Bot_Xtr : 0.0285271 + s_upper_bl_H_31 : 0.0254588 + s_lower_bl_H_31 : 0.0251089 + s_lower_bl_H_3 : 0.0223399 + s_lower_bl_H_30 : 0.0219871 + s_lower_bl_H_2 : 0.0218477 +Epoch: 120 | Train Loss: 2.76189 | Test Loss: 3.06047 | analysis_confidence: 0.135485 | CL: 0.0225069 | ln_CD: 0.0446701 | CM: 0.00364622 | Top_Xtr: 0.0193014 | Bot_Xtr: 0.0209418 +Loss contributors: + s_ln_CD : 0.637008 + s_CL : 0.485298 + s_CM : 0.231044 + s_analysis_confidence : 0.106669 + s_Bot_Xtr : 0.0289898 + s_lower_bl_H_31 : 0.0260842 + s_upper_bl_H_31 : 0.0254063 + s_lower_bl_H_3 : 0.0234585 + s_lower_bl_H_4 : 0.0230517 + s_lower_bl_H_2 : 0.0228531 +Epoch: 121 | Train Loss: 2.75924 | Test Loss: 3.00151 | analysis_confidence: 0.131817 | CL: 0.0240898 | ln_CD: 0.0442134 | CM: 0.00360247 | Top_Xtr: 0.0169968 | Bot_Xtr: 0.0197469 +Loss contributors: + s_ln_CD : 0.632014 + s_CL : 0.48875 + s_CM : 0.225117 + s_analysis_confidence : 0.107223 + s_Bot_Xtr : 0.0277896 + s_lower_bl_H_31 : 0.0240658 + s_upper_bl_H_31 : 0.0237429 + s_lower_bl_H_3 : 0.0223469 + s_lower_bl_H_2 : 0.0216232 + s_lower_bl_H_4 : 0.0215454 +Epoch: 122 | Train Loss: 2.75068 | Test Loss: 2.99388 | analysis_confidence: 0.132682 | CL: 0.0228516 | ln_CD: 0.0450892 | CM: 0.00368827 | Top_Xtr: 0.018392 | Bot_Xtr: 0.0207422 +Loss contributors: + s_ln_CD : 0.630375 + s_CL : 0.471755 + s_CM : 0.227751 + s_analysis_confidence : 0.10661 + s_Bot_Xtr : 0.0281559 + s_upper_bl_H_31 : 0.0239974 + s_lower_bl_H_31 : 0.023942 + s_lower_bl_H_3 : 0.0229277 + s_lower_bl_H_2 : 0.0218627 + s_lower_bl_H_4 : 0.0215852 +Epoch: 123 | Train Loss: 2.74961 | Test Loss: 3.07175 | analysis_confidence: 0.135037 | CL: 0.0230922 | ln_CD: 0.0488841 | CM: 0.00354886 | Top_Xtr: 0.0171869 | Bot_Xtr: 0.0203162 +Loss contributors: + s_ln_CD : 0.648967 + s_CL : 0.486402 + s_CM : 0.228229 + s_analysis_confidence : 0.107272 + s_Bot_Xtr : 0.0289788 + s_upper_bl_H_31 : 0.0261925 + s_lower_bl_H_31 : 0.025966 + s_lower_bl_H_3 : 0.0232515 + s_lower_bl_H_30 : 0.0229995 + s_lower_bl_H_4 : 0.0224299 +Epoch: 124 | Train Loss: 2.74149 | Test Loss: 2.99869 | analysis_confidence: 0.132029 | CL: 0.022111 | ln_CD: 0.0500551 | CM: 0.00348044 | Top_Xtr: 0.0172254 | Bot_Xtr: 0.020039 +Loss contributors: + s_ln_CD : 0.656839 + s_CL : 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s_lower_bl_H_3 : 0.0225311 + s_lower_bl_H_4 : 0.0220486 + s_lower_bl_H_2 : 0.0219986 +Epoch: 129 | Train Loss: 2.72113 | Test Loss: 3.03062 | analysis_confidence: 0.131645 | CL: 0.0222226 | ln_CD: 0.0447636 | CM: 0.00352859 | Top_Xtr: 0.0176683 | Bot_Xtr: 0.0204492 +Loss contributors: + s_ln_CD : 0.648714 + s_CL : 0.479094 + s_CM : 0.228626 + s_analysis_confidence : 0.106477 + s_Bot_Xtr : 0.0278693 + s_upper_bl_H_31 : 0.0244829 + s_lower_bl_H_31 : 0.0241595 + s_lower_bl_H_3 : 0.0229138 + s_lower_bl_H_4 : 0.0225291 + s_lower_bl_H_2 : 0.0221596 +Epoch: 130 | Train Loss: 2.71995 | Test Loss: 3.01937 | analysis_confidence: 0.131262 | CL: 0.0239938 | ln_CD: 0.0497205 | CM: 0.00368979 | Top_Xtr: 0.0163089 | Bot_Xtr: 0.018891 +Loss contributors: + s_ln_CD : 0.64953 + s_CL : 0.48467 + s_CM : 0.224699 + s_analysis_confidence : 0.107845 + s_Bot_Xtr : 0.0274335 + s_upper_bl_H_31 : 0.0240742 + s_lower_bl_H_31 : 0.024016 + s_lower_bl_H_3 : 0.0216012 + s_lower_bl_H_30 : 0.0212067 + s_lower_bl_H_4 : 0.0211256 +Epoch: 131 | Train Loss: 2.7156 | Test Loss: 2.94716 | analysis_confidence: 0.133385 | CL: 0.0213662 | ln_CD: 0.0408428 | CM: 0.00343316 | Top_Xtr: 0.0166481 | Bot_Xtr: 0.0192356 +Loss contributors: + s_ln_CD : 0.619189 + s_CL : 0.462742 + s_CM : 0.219085 + s_analysis_confidence : 0.106235 + s_Bot_Xtr : 0.0276472 + s_lower_bl_H_31 : 0.024123 + s_upper_bl_H_31 : 0.0233807 + s_lower_bl_H_3 : 0.0223236 + s_lower_bl_H_4 : 0.0218599 + s_lower_bl_H_2 : 0.0215839 +Epoch: 132 | Train Loss: 2.71365 | Test Loss: 2.88877 | analysis_confidence: 0.13411 | CL: 0.022528 | ln_CD: 0.041385 | CM: 0.00349658 | Top_Xtr: 0.0200516 | Bot_Xtr: 0.0230586 +Loss contributors: + s_ln_CD : 0.585508 + s_CL : 0.465452 + s_CM : 0.21983 + s_analysis_confidence : 0.106158 + s_Bot_Xtr : 0.0286816 + s_lower_bl_H_31 : 0.02406 + s_upper_bl_H_31 : 0.0235849 + s_lower_bl_H_3 : 0.0217696 + s_lower_bl_H_4 : 0.0214741 + s_lower_bl_H_2 : 0.021237 +Epoch: 133 | Train Loss: 2.70281 | Test Loss: 3.01048 | analysis_confidence: 0.132728 | CL: 0.0216582 | ln_CD: 0.0478205 | CM: 0.00351394 | Top_Xtr: 0.0181108 | Bot_Xtr: 0.0202177 +Loss contributors: + s_ln_CD : 0.662427 + s_CL : 0.470326 + s_CM : 0.221974 + s_analysis_confidence : 0.106132 + s_Bot_Xtr : 0.0275719 + s_lower_bl_H_31 : 0.0245796 + s_upper_bl_H_31 : 0.0242488 + s_lower_bl_H_3 : 0.0225418 + s_lower_bl_H_2 : 0.0215224 + s_lower_bl_H_30 : 0.0214719 +Epoch: 134 | Train Loss: 2.70382 | Test Loss: 2.95581 | analysis_confidence: 0.131493 | CL: 0.0229917 | ln_CD: 0.0417909 | CM: 0.00365757 | Top_Xtr: 0.0168115 | Bot_Xtr: 0.0196145 +Loss contributors: + s_ln_CD : 0.611018 + s_CL : 0.47043 + s_CM : 0.224511 + s_analysis_confidence : 0.106141 + s_Bot_Xtr : 0.0276182 + s_upper_bl_H_31 : 0.0240027 + s_lower_bl_H_31 : 0.0239942 + s_lower_bl_H_3 : 0.0225068 + s_lower_bl_H_2 : 0.0216254 + s_lower_bl_H_1 : 0.0215204 +Epoch: 135 | Train Loss: 2.70274 | Test Loss: 2.94182 | analysis_confidence: 0.134107 | CL: 0.0220928 | ln_CD: 0.0417649 | CM: 0.00343441 | Top_Xtr: 0.0170048 | Bot_Xtr: 0.0195722 +Loss contributors: + s_ln_CD : 0.617489 + s_CL : 0.465528 + s_CM : 0.218322 + s_analysis_confidence : 0.10622 + s_Bot_Xtr : 0.0272634 + s_lower_bl_H_31 : 0.0237191 + s_upper_bl_H_31 : 0.0232985 + s_lower_bl_H_3 : 0.0227038 + s_lower_bl_H_2 : 0.0217519 + s_lower_bl_H_4 : 0.0216427 +Epoch: 136 | Train Loss: 2.69334 | Test Loss: 2.9734 | analysis_confidence: 0.128021 | CL: 0.0233886 | ln_CD: 0.046224 | CM: 0.00377058 | Top_Xtr: 0.0186823 | Bot_Xtr: 0.0209779 +Loss contributors: + s_ln_CD : 0.62637 + s_CL : 0.476025 + s_CM : 0.22753 + s_analysis_confidence : 0.106518 + s_Bot_Xtr : 0.0287865 + s_upper_bl_H_31 : 0.0235558 + s_lower_bl_H_31 : 0.0234795 + s_lower_bl_H_3 : 0.0223199 + s_lower_bl_H_4 : 0.0221948 + s_lower_bl_H_5 : 0.0213211 +Epoch: 137 | Train Loss: 2.69214 | Test Loss: 2.98515 | analysis_confidence: 0.131778 | CL: 0.0236049 | ln_CD: 0.0421941 | CM: 0.00362466 | Top_Xtr: 0.0161113 | Bot_Xtr: 0.0187359 +Loss contributors: + s_ln_CD : 0.630823 + s_CL : 0.482381 + s_CM : 0.231159 + s_analysis_confidence : 0.106774 + s_Bot_Xtr : 0.0267792 + s_lower_bl_H_31 : 0.0239621 + s_upper_bl_H_31 : 0.0234285 + s_lower_bl_H_3 : 0.0230292 + s_lower_bl_H_4 : 0.0224226 + s_lower_bl_H_2 : 0.0218779 +Epoch: 138 | Train Loss: 2.68941 | Test Loss: 3.01395 | analysis_confidence: 0.132564 | CL: 0.022971 | ln_CD: 0.0428839 | CM: 0.00409436 | Top_Xtr: 0.0167665 | Bot_Xtr: 0.0200836 +Loss contributors: + s_ln_CD : 0.62498 + s_CL : 0.475982 + s_CM : 0.243162 + s_analysis_confidence : 0.105777 + s_Bot_Xtr : 0.0289306 + s_lower_bl_H_31 : 0.0245795 + s_upper_bl_H_31 : 0.0243129 + s_lower_bl_H_3 : 0.022571 + s_lower_bl_H_4 : 0.0219 + s_lower_bl_H_2 : 0.0215897 +Epoch: 139 | Train Loss: 2.68024 | Test Loss: 2.97554 | analysis_confidence: 0.130377 | CL: 0.0230671 | ln_CD: 0.0422195 | CM: 0.00398506 | Top_Xtr: 0.0169574 | Bot_Xtr: 0.0198688 +Loss contributors: + s_ln_CD : 0.611771 + s_CL : 0.488536 + s_CM : 0.241631 + s_analysis_confidence : 0.105853 + s_Bot_Xtr : 0.0275279 + s_lower_bl_H_31 : 0.0238277 + s_upper_bl_H_31 : 0.0231822 + s_lower_bl_H_3 : 0.0221462 + s_lower_bl_H_2 : 0.0218253 + s_lower_bl_H_4 : 0.0216662 +Epoch: 140 | Train Loss: 2.67677 | Test Loss: 3.02658 | analysis_confidence: 0.137655 | CL: 0.0224311 | ln_CD: 0.0477299 | CM: 0.00376037 | Top_Xtr: 0.0169383 | Bot_Xtr: 0.019354 +Loss contributors: + s_ln_CD : 0.657168 + s_CL : 0.479771 + s_CM : 0.231908 + s_analysis_confidence : 0.108596 + s_Bot_Xtr : 0.0280057 + s_upper_bl_H_31 : 0.024705 + s_lower_bl_H_31 : 0.0242809 + s_lower_bl_H_3 : 0.0227474 + s_lower_bl_H_4 : 0.0220629 + s_lower_bl_H_1 : 0.0220271 +Epoch: 141 | Train Loss: 2.68168 | Test Loss: 3.0161 | analysis_confidence: 0.130535 | CL: 0.0228726 | ln_CD: 0.0462957 | CM: 0.00383925 | Top_Xtr: 0.0164604 | Bot_Xtr: 0.0189137 +Loss contributors: + s_ln_CD : 0.659604 + s_CL : 0.472908 + s_CM : 0.232807 + s_analysis_confidence : 0.106709 + s_Bot_Xtr : 0.027038 + s_lower_bl_H_31 : 0.0239931 + s_upper_bl_H_31 : 0.0238499 + s_lower_bl_H_1 : 0.0227241 + s_lower_bl_H_3 : 0.0223849 + s_lower_bl_H_2 : 0.0221729 +Epoch: 142 | Train Loss: 2.67629 | Test Loss: 2.99119 | analysis_confidence: 0.135655 | CL: 0.0235197 | ln_CD: 0.042728 | CM: 0.00392021 | Top_Xtr: 0.0169431 | Bot_Xtr: 0.0191136 +Loss contributors: + s_ln_CD : 0.63234 + s_CL : 0.478049 + s_CM : 0.233463 + s_analysis_confidence : 0.107956 + s_Bot_Xtr : 0.0274323 + s_upper_bl_H_31 : 0.0242308 + s_lower_bl_H_31 : 0.0242211 + s_lower_bl_H_3 : 0.0221497 + s_lower_bl_H_4 : 0.0216514 + s_lower_bl_H_2 : 0.0215749 +Epoch: 143 | Train Loss: 2.66948 | Test Loss: 3.00132 | analysis_confidence: 0.133663 | CL: 0.0220728 | ln_CD: 0.0415186 | CM: 0.00363969 | Top_Xtr: 0.0175534 | Bot_Xtr: 0.0200454 +Loss contributors: + s_ln_CD : 0.626601 + s_CL : 0.471662 + s_CM : 0.226557 + s_analysis_confidence : 0.106459 + s_Bot_Xtr : 0.0287004 + s_upper_bl_H_31 : 0.0243123 + s_lower_bl_H_31 : 0.0241598 + s_lower_bl_H_4 : 0.0228363 + s_lower_bl_H_3 : 0.022576 + s_lower_bl_H_5 : 0.0221604 +Epoch: 144 | Train Loss: 2.66604 | Test Loss: 2.9818 | analysis_confidence: 0.130763 | CL: 0.0229792 | ln_CD: 0.0420194 | CM: 0.00347183 | Top_Xtr: 0.0164025 | Bot_Xtr: 0.0190658 +Loss contributors: + s_ln_CD : 0.634015 + s_CL : 0.48046 + s_CM : 0.223999 + s_analysis_confidence : 0.106067 + s_Bot_Xtr : 0.0279531 + s_upper_bl_H_31 : 0.0241632 + s_lower_bl_H_31 : 0.0240974 + s_lower_bl_H_3 : 0.0220972 + s_lower_bl_H_4 : 0.0220301 + s_lower_bl_H_5 : 0.0212303 +Epoch: 145 | Train Loss: 2.66217 | Test Loss: 2.99294 | analysis_confidence: 0.1341 | CL: 0.021425 | ln_CD: 0.0427695 | CM: 0.00339182 | Top_Xtr: 0.0164558 | Bot_Xtr: 0.0185434 +Loss contributors: + s_ln_CD : 0.652817 + s_CL : 0.474141 + s_CM : 0.218239 + s_analysis_confidence : 0.106348 + s_Bot_Xtr : 0.0268334 + s_upper_bl_H_31 : 0.023618 + s_lower_bl_H_31 : 0.0232965 + s_lower_bl_H_3 : 0.0227131 + s_lower_bl_H_2 : 0.0215733 + s_lower_bl_H_4 : 0.0214007 +Epoch: 146 | Train Loss: 2.65817 | Test Loss: 3.02921 | analysis_confidence: 0.131906 | CL: 0.0222097 | ln_CD: 0.0524318 | CM: 0.00355848 | Top_Xtr: 0.01681 | Bot_Xtr: 0.0195637 +Loss contributors: + s_ln_CD : 0.670899 + s_CL : 0.479131 + s_CM : 0.226413 + s_analysis_confidence : 0.106132 + s_Bot_Xtr : 0.0290519 + s_upper_bl_H_31 : 0.0240833 + s_lower_bl_H_31 : 0.0235514 + s_lower_bl_H_3 : 0.0226114 + s_lower_bl_H_2 : 0.021533 + s_lower_bl_H_1 : 0.0214748 +Epoch: 147 | Train Loss: 2.65681 | Test Loss: 2.97573 | analysis_confidence: 0.132381 | CL: 0.0226705 | ln_CD: 0.044917 | CM: 0.00348999 | Top_Xtr: 0.0173619 | Bot_Xtr: 0.0202551 +Loss contributors: + s_ln_CD : 0.648019 + s_CL : 0.46957 + s_CM : 0.219438 + s_analysis_confidence : 0.105696 + s_Bot_Xtr : 0.0280576 + s_upper_bl_H_31 : 0.0237236 + s_lower_bl_H_31 : 0.0235078 + s_lower_bl_H_4 : 0.0214542 + s_lower_bl_H_3 : 0.0214419 + s_lower_bl_H_2 : 0.0206533 +Epoch: 148 | Train Loss: 2.65333 | Test Loss: 2.95957 | analysis_confidence: 0.133222 | CL: 0.022295 | ln_CD: 0.0428452 | CM: 0.0035133 | Top_Xtr: 0.0168956 | Bot_Xtr: 0.0190073 +Loss contributors: + s_ln_CD : 0.609535 + s_CL : 0.470964 + s_CM : 0.221271 + s_analysis_confidence : 0.105918 + s_Bot_Xtr : 0.026724 + s_lower_bl_H_31 : 0.0249141 + s_upper_bl_H_31 : 0.0248949 + s_lower_bl_H_3 : 0.0216708 + s_lower_bl_H_30 : 0.0215316 + s_lower_bl_H_4 : 0.0210807 +Epoch: 149 | Train Loss: 2.64847 | Test Loss: 3.02577 | analysis_confidence: 0.132248 | CL: 0.0225895 | ln_CD: 0.0483961 | CM: 0.00350531 | Top_Xtr: 0.0174372 | Bot_Xtr: 0.0196735 +Loss contributors: + s_ln_CD : 0.66828 + s_CL : 0.476659 + s_CM : 0.2219 + s_analysis_confidence : 0.105934 + s_Bot_Xtr : 0.0297666 + s_lower_bl_H_31 : 0.0235951 + s_upper_bl_H_31 : 0.023461 + s_lower_bl_H_3 : 0.0219919 + s_lower_bl_H_4 : 0.0219458 + s_Top_Xtr : 0.0214692 +Epoch: 150 | Train Loss: 2.64367 | Test Loss: 3.0257 | analysis_confidence: 0.131596 | CL: 0.0233664 | ln_CD: 0.042343 | CM: 0.0036991 | Top_Xtr: 0.0185623 | Bot_Xtr: 0.0216371 +Loss 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s_analysis_confidence : 0.106192 + s_Bot_Xtr : 0.0265761 + s_upper_bl_H_31 : 0.0232779 + s_lower_bl_H_31 : 0.0231544 + s_lower_bl_H_3 : 0.0218859 + s_lower_bl_H_4 : 0.0214689 + s_lower_bl_H_2 : 0.0211662 +Epoch: 153 | Train Loss: 2.63707 | Test Loss: 2.94923 | analysis_confidence: 0.130389 | CL: 0.022848 | ln_CD: 0.042387 | CM: 0.00349235 | Top_Xtr: 0.0166236 | Bot_Xtr: 0.0192132 +Loss contributors: + s_ln_CD : 0.612987 + s_CL : 0.479785 + s_CM : 0.217477 + s_analysis_confidence : 0.106141 + s_Bot_Xtr : 0.0278956 + s_upper_bl_H_31 : 0.0237811 + s_lower_bl_H_31 : 0.023531 + s_lower_bl_H_3 : 0.0217323 + s_lower_bl_H_4 : 0.0212168 + s_lower_bl_H_2 : 0.0210136 +Epoch: 154 | Train Loss: 2.63318 | Test Loss: 2.91913 | analysis_confidence: 0.135816 | CL: 0.0220047 | ln_CD: 0.0458177 | CM: 0.00351733 | Top_Xtr: 0.0170665 | Bot_Xtr: 0.0190427 +Loss contributors: + s_ln_CD : 0.620714 + s_CL : 0.465008 + s_CM : 0.218309 + s_analysis_confidence : 0.106332 + s_Bot_Xtr : 0.0266826 + s_upper_bl_H_31 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s_lower_bl_H_4 : 0.0218672 + s_lower_bl_H_2 : 0.0214417 +Epoch: 157 | Train Loss: 2.62531 | Test Loss: 3.12351 | analysis_confidence: 0.130436 | CL: 0.0232058 | ln_CD: 0.0437121 | CM: 0.00371678 | Top_Xtr: 0.016409 | Bot_Xtr: 0.018771 +Loss contributors: + s_ln_CD : 0.66784 + s_CL : 0.497122 + s_CM : 0.233342 + s_analysis_confidence : 0.105625 + s_Bot_Xtr : 0.0280273 + s_lower_bl_H_3 : 0.0243647 + s_upper_bl_H_31 : 0.0242564 + s_lower_bl_H_31 : 0.0241984 + s_lower_bl_H_4 : 0.0240291 + s_lower_bl_H_8 : 0.0234605 +Epoch: 158 | Train Loss: 2.6193 | Test Loss: 2.94119 | analysis_confidence: 0.134353 | CL: 0.0213046 | ln_CD: 0.0410353 | CM: 0.00344053 | Top_Xtr: 0.017002 | Bot_Xtr: 0.0193552 +Loss contributors: + s_ln_CD : 0.621206 + s_CL : 0.465045 + s_CM : 0.217507 + s_analysis_confidence : 0.10655 + s_Bot_Xtr : 0.0287088 + s_lower_bl_H_31 : 0.023304 + s_upper_bl_H_31 : 0.0230855 + s_lower_bl_H_3 : 0.0220583 + s_lower_bl_H_2 : 0.0218136 + s_lower_bl_H_4 : 0.0215307 +Epoch: 159 | Train Loss: 2.6214 | Test Loss: 2.87302 | analysis_confidence: 0.134046 | CL: 0.0224902 | ln_CD: 0.0411429 | CM: 0.00345663 | Top_Xtr: 0.0169001 | Bot_Xtr: 0.02001 +Loss contributors: + s_ln_CD : 0.573749 + s_CL : 0.468537 + s_CM : 0.215452 + s_analysis_confidence : 0.106065 + s_Bot_Xtr : 0.0270471 + s_lower_bl_H_31 : 0.023461 + s_upper_bl_H_31 : 0.0234176 + s_lower_bl_H_3 : 0.0213622 + s_lower_bl_H_4 : 0.0212262 + s_lower_bl_H_6 : 0.0210201 +Epoch: 160 | Train Loss: 2.61253 | Test Loss: 2.8912 | analysis_confidence: 0.131016 | CL: 0.0224782 | ln_CD: 0.0405898 | CM: 0.00358462 | Top_Xtr: 0.0166342 | Bot_Xtr: 0.0187027 +Loss contributors: + s_ln_CD : 0.613834 + s_CL : 0.464056 + s_CM : 0.219848 + s_analysis_confidence : 0.105831 + s_Bot_Xtr : 0.0264192 + s_upper_bl_H_31 : 0.023794 + s_lower_bl_H_31 : 0.0236333 + s_lower_bl_H_3 : 0.0212373 + s_lower_bl_H_4 : 0.0207163 + s_lower_bl_H_30 : 0.0206477 +Epoch: 161 | Train Loss: 2.61192 | Test Loss: 3.01239 | analysis_confidence: 0.13319 | CL: 0.0225882 | ln_CD: 0.0467855 | CM: 0.00367674 | Top_Xtr: 0.0169113 | Bot_Xtr: 0.0196069 +Loss contributors: + s_ln_CD : 0.660407 + s_CL : 0.471678 + s_CM : 0.227574 + s_analysis_confidence : 0.105768 + s_Bot_Xtr : 0.0274386 + s_lower_bl_H_31 : 0.0239785 + s_upper_bl_H_31 : 0.0237438 + s_lower_bl_H_3 : 0.0218174 + s_lower_bl_H_4 : 0.0216811 + s_lower_bl_H_30 : 0.0213386 +Epoch: 162 | Train Loss: 2.60978 | Test Loss: 2.97618 | analysis_confidence: 0.131456 | CL: 0.0216022 | ln_CD: 0.0420851 | CM: 0.00396459 | Top_Xtr: 0.0165262 | Bot_Xtr: 0.0194125 +Loss contributors: + s_ln_CD : 0.65024 + s_CL : 0.467649 + s_CM : 0.246164 + s_analysis_confidence : 0.105443 + s_Bot_Xtr : 0.0271674 + s_lower_bl_H_31 : 0.0235657 + s_upper_bl_H_31 : 0.0232894 + s_lower_bl_H_3 : 0.0218246 + s_lower_bl_H_4 : 0.0216453 + s_lower_bl_H_6 : 0.0208431 +Epoch: 163 | Train Loss: 2.60472 | Test Loss: 2.98222 | analysis_confidence: 0.130628 | CL: 0.0261905 | ln_CD: 0.0424229 | CM: 0.00367848 | Top_Xtr: 0.016402 | Bot_Xtr: 0.0187433 +Loss contributors: + s_ln_CD : 0.620006 + s_CL : 0.497602 + s_CM : 0.223415 + s_analysis_confidence : 0.105428 + s_Bot_Xtr : 0.027627 + s_upper_bl_H_31 : 0.0234423 + s_lower_bl_H_31 : 0.0233592 + s_lower_bl_H_3 : 0.0215603 + s_lower_bl_H_4 : 0.021318 + s_lower_bl_H_2 : 0.0208685 +Epoch: 164 | Train Loss: 2.60412 | Test Loss: 2.99286 | analysis_confidence: 0.133735 | CL: 0.022666 | ln_CD: 0.0448353 | CM: 0.00363311 | Top_Xtr: 0.0180065 | Bot_Xtr: 0.0204578 +Loss contributors: + s_ln_CD : 0.650853 + s_CL : 0.47677 + s_CM : 0.221768 + s_analysis_confidence : 0.106202 + s_Bot_Xtr : 0.0273123 + s_upper_bl_H_31 : 0.0236584 + s_lower_bl_H_31 : 0.02359 + s_lower_bl_H_3 : 0.0215084 + s_lower_bl_H_4 : 0.0213338 + s_lower_bl_H_1 : 0.0211752 +Epoch: 165 | Train Loss: 2.5943 | Test Loss: 2.93679 | analysis_confidence: 0.130728 | CL: 0.0221058 | ln_CD: 0.0435295 | CM: 0.0035768 | Top_Xtr: 0.0169547 | Bot_Xtr: 0.0195947 +Loss contributors: + s_ln_CD : 0.611526 + s_CL : 0.472058 + s_CM : 0.220881 + s_analysis_confidence : 0.105174 + s_Bot_Xtr : 0.0268792 + s_lower_bl_H_31 : 0.0240181 + s_upper_bl_H_31 : 0.0239253 + s_lower_bl_H_3 : 0.021635 + s_lower_bl_H_30 : 0.0215259 + s_lower_bl_H_4 : 0.0213324 +Epoch: 166 | Train Loss: 2.59563 | Test Loss: 2.95661 | analysis_confidence: 0.134774 | CL: 0.0221186 | ln_CD: 0.0452697 | CM: 0.00345922 | Top_Xtr: 0.0165974 | Bot_Xtr: 0.0192525 +Loss contributors: + s_ln_CD : 0.638989 + s_CL : 0.467005 + s_CM : 0.216534 + s_analysis_confidence : 0.105988 + s_Bot_Xtr : 0.0273183 + s_lower_bl_H_31 : 0.0234484 + s_upper_bl_H_31 : 0.0229115 + s_lower_bl_H_3 : 0.0223607 + s_lower_bl_H_2 : 0.0216555 + s_lower_bl_H_4 : 0.0215142 +Epoch: 167 | Train Loss: 2.59419 | Test Loss: 2.99467 | analysis_confidence: 0.131315 | CL: 0.0224988 | ln_CD: 0.0433197 | CM: 0.00346999 | Top_Xtr: 0.0167764 | Bot_Xtr: 0.0201197 +Loss contributors: + s_ln_CD : 0.653057 + s_CL : 0.474764 + s_CM : 0.219346 + s_analysis_confidence : 0.105992 + s_Bot_Xtr : 0.0269795 + s_upper_bl_H_31 : 0.0239707 + s_lower_bl_H_31 : 0.0236308 + s_lower_bl_H_3 : 0.0219644 + s_lower_bl_H_4 : 0.0217348 + s_lower_bl_H_2 : 0.0209896 +Epoch: 168 | Train Loss: 2.59569 | Test Loss: 3.00653 | analysis_confidence: 0.131146 | CL: 0.0224326 | ln_CD: 0.0525163 | CM: 0.00352832 | Top_Xtr: 0.0176729 | Bot_Xtr: 0.0198386 +Loss contributors: + s_ln_CD : 0.655566 + s_CL : 0.47299 + s_CM : 0.219794 + s_analysis_confidence : 0.105434 + s_Bot_Xtr : 0.026864 + s_lower_bl_H_31 : 0.0244497 + s_upper_bl_H_31 : 0.0241372 + s_lower_bl_H_3 : 0.0219195 + s_lower_bl_H_4 : 0.0218551 + s_lower_bl_H_30 : 0.0218385 +Epoch: 169 | Train Loss: 2.59012 | Test Loss: 2.9985 | analysis_confidence: 0.130732 | CL: 0.0217559 | ln_CD: 0.0466697 | CM: 0.00362443 | Top_Xtr: 0.018086 | Bot_Xtr: 0.0207144 +Loss contributors: + s_ln_CD : 0.67312 + s_CL : 0.471605 + s_CM : 0.223077 + s_analysis_confidence : 0.105812 + s_Bot_Xtr : 0.0279989 + s_upper_bl_H_31 : 0.0235715 + s_lower_bl_H_31 : 0.023101 + s_lower_bl_H_3 : 0.0221919 + s_lower_bl_H_4 : 0.0215996 + s_lower_bl_H_2 : 0.0209104 +Epoch: 170 | Train Loss: 2.58168 | Test Loss: 2.90564 | analysis_confidence: 0.132087 | CL: 0.0224278 | ln_CD: 0.0418056 | CM: 0.00346789 | Top_Xtr: 0.017335 | Bot_Xtr: 0.0201377 +Loss contributors: + s_ln_CD : 0.609881 + s_CL : 0.467276 + s_CM : 0.215288 + s_analysis_confidence : 0.106169 + s_Bot_Xtr : 0.0269104 + s_upper_bl_H_31 : 0.0230617 + s_lower_bl_H_31 : 0.0229328 + s_lower_bl_H_3 : 0.0223185 + s_lower_bl_H_4 : 0.0215072 + s_lower_bl_H_2 : 0.0212832 +Epoch: 171 | Train Loss: 2.58173 | Test Loss: 2.97313 | analysis_confidence: 0.130008 | CL: 0.0226664 | ln_CD: 0.0416056 | CM: 0.00354678 | Top_Xtr: 0.0159565 | Bot_Xtr: 0.0183738 +Loss contributors: + s_ln_CD : 0.65826 + s_CL : 0.478679 + s_CM : 0.22548 + s_analysis_confidence : 0.106241 + s_Bot_Xtr : 0.0267681 + s_upper_bl_H_31 : 0.0241518 + s_lower_bl_H_31 : 0.0229932 + s_lower_bl_H_3 : 0.0215642 + s_lower_bl_H_4 : 0.0210031 + s_upper_bl_H_30 : 0.0209338 +Epoch: 172 | Train Loss: 2.58251 | Test Loss: 2.95732 | analysis_confidence: 0.127874 | CL: 0.0245451 | ln_CD: 0.0431023 | CM: 0.00431415 | Top_Xtr: 0.0159706 | Bot_Xtr: 0.0184406 +Loss contributors: + s_ln_CD : 0.609591 + s_CL : 0.483605 + s_CM : 0.250745 + s_analysis_confidence : 0.105978 + s_Bot_Xtr : 0.0261234 + s_lower_bl_H_31 : 0.0231792 + s_upper_bl_H_31 : 0.022719 + s_lower_bl_H_3 : 0.0218285 + s_lower_bl_H_4 : 0.0212578 + s_lower_bl_H_30 : 0.0207294 +Epoch: 173 | Train Loss: 2.5754 | Test Loss: 2.92353 | analysis_confidence: 0.129118 | CL: 0.0219888 | ln_CD: 0.0414505 | CM: 0.00344849 | Top_Xtr: 0.016208 | Bot_Xtr: 0.0185339 +Loss contributors: + s_ln_CD : 0.620832 + s_CL : 0.47566 + s_CM : 0.217219 + s_analysis_confidence : 0.105705 + s_Bot_Xtr : 0.0261617 + s_lower_bl_H_31 : 0.0239207 + s_upper_bl_H_31 : 0.0231265 + s_lower_bl_H_3 : 0.0219444 + s_lower_bl_H_30 : 0.0213355 + s_lower_bl_H_4 : 0.0212249 +Epoch: 174 | Train Loss: 2.57396 | Test Loss: 3.00841 | analysis_confidence: 0.13316 | CL: 0.0216952 | ln_CD: 0.0430473 | CM: 0.00350212 | Top_Xtr: 0.0158585 | Bot_Xtr: 0.0183811 +Loss contributors: + s_ln_CD : 0.683692 + s_CL : 0.468613 + s_CM : 0.222708 + s_analysis_confidence : 0.10715 + s_Bot_Xtr : 0.0265904 + s_lower_bl_H_31 : 0.0233778 + s_upper_bl_H_31 : 0.0227149 + s_lower_bl_H_3 : 0.0226495 + s_lower_bl_H_4 : 0.0220649 + s_lower_bl_H_2 : 0.0217829 +Epoch: 175 | Train Loss: 2.57138 | Test Loss: 2.94947 | analysis_confidence: 0.131757 | CL: 0.0217065 | ln_CD: 0.0422211 | CM: 0.00344597 | Top_Xtr: 0.0163438 | Bot_Xtr: 0.0190606 +Loss contributors: + s_ln_CD : 0.633305 + s_CL : 0.477838 + s_CM : 0.215351 + s_analysis_confidence : 0.105767 + s_Bot_Xtr : 0.026466 + s_upper_bl_H_31 : 0.0229908 + s_lower_bl_H_31 : 0.0227958 + s_lower_bl_H_3 : 0.0219204 + s_lower_bl_H_4 : 0.0211689 + s_lower_bl_H_2 : 0.0208279 +Epoch: 176 | Train Loss: 2.56369 | Test Loss: 2.95148 | analysis_confidence: 0.13034 | CL: 0.0225717 | ln_CD: 0.0417327 | CM: 0.00356243 | Top_Xtr: 0.0159676 | Bot_Xtr: 0.0185948 +Loss contributors: + s_ln_CD : 0.620201 + s_CL : 0.478839 + s_CM : 0.224704 + s_analysis_confidence : 0.105776 + s_Bot_Xtr : 0.0258217 + s_upper_bl_H_31 : 0.0232945 + s_lower_bl_H_31 : 0.0231704 + s_lower_bl_H_3 : 0.0224136 + s_lower_bl_H_4 : 0.0219661 + s_lower_bl_H_2 : 0.0217041 +Epoch: 177 | Train Loss: 2.56572 | Test Loss: 2.86886 | analysis_confidence: 0.132801 | CL: 0.0215172 | ln_CD: 0.0397312 | CM: 0.00334196 | Top_Xtr: 0.015583 | Bot_Xtr: 0.0180318 +Loss contributors: + s_ln_CD : 0.610644 + s_CL : 0.46339 + s_CM : 0.21242 + s_analysis_confidence : 0.105872 + s_Bot_Xtr : 0.0259423 + s_lower_bl_H_31 : 0.0226117 + s_upper_bl_H_31 : 0.0222662 + s_lower_bl_H_3 : 0.0216863 + s_lower_bl_H_4 : 0.0211668 + s_lower_bl_H_30 : 0.0205106 +Epoch: 178 | Train Loss: 2.56027 | Test Loss: 2.92959 | analysis_confidence: 0.131211 | CL: 0.0212156 | ln_CD: 0.0426876 | CM: 0.00342138 | Top_Xtr: 0.0177387 | Bot_Xtr: 0.0198529 +Loss contributors: + s_ln_CD : 0.628023 + s_CL : 0.476972 + s_CM : 0.218448 + s_analysis_confidence : 0.105351 + s_Bot_Xtr : 0.0270948 + s_lower_bl_H_31 : 0.0231209 + s_upper_bl_H_31 : 0.0230429 + s_lower_bl_H_3 : 0.0222112 + s_lower_bl_H_4 : 0.0214116 + s_lower_bl_H_6 : 0.0212646 +Epoch: 179 | Train Loss: 2.56025 | Test Loss: 2.92269 | analysis_confidence: 0.129932 | CL: 0.0224173 | ln_CD: 0.0432807 | CM: 0.00354018 | Top_Xtr: 0.0158532 | Bot_Xtr: 0.0182309 +Loss contributors: + s_ln_CD : 0.619862 + s_CL : 0.468699 + s_CM : 0.217837 + s_analysis_confidence : 0.105296 + s_Bot_Xtr : 0.0261694 + s_upper_bl_H_31 : 0.0237656 + s_lower_bl_H_31 : 0.0231149 + s_lower_bl_H_3 : 0.022235 + s_lower_bl_H_4 : 0.0212945 + s_lower_bl_H_6 : 0.020891 +Epoch: 180 | Train Loss: 2.55676 | Test Loss: 2.8688 | analysis_confidence: 0.132145 | CL: 0.0214816 | ln_CD: 0.0406924 | CM: 0.00336876 | Top_Xtr: 0.0172305 | Bot_Xtr: 0.0192483 +Loss contributors: + s_ln_CD : 0.599504 + s_CL : 0.465584 + s_CM : 0.214271 + s_analysis_confidence : 0.105395 + s_Bot_Xtr : 0.0263226 + s_lower_bl_H_31 : 0.0233396 + s_upper_bl_H_31 : 0.0225771 + s_lower_bl_H_3 : 0.0214565 + s_lower_bl_H_4 : 0.0212129 + s_lower_bl_H_30 : 0.0206107 +Epoch: 181 | Train Loss: 2.55716 | Test Loss: 2.99354 | analysis_confidence: 0.129839 | CL: 0.0221962 | ln_CD: 0.0466958 | CM: 0.00351941 | Top_Xtr: 0.0158316 | Bot_Xtr: 0.0187084 +Loss contributors: + s_ln_CD : 0.675749 + s_CL : 0.471513 + s_CM : 0.220451 + s_analysis_confidence : 0.10544 + s_Bot_Xtr : 0.0270791 + s_lower_bl_H_31 : 0.0231904 + s_upper_bl_H_31 : 0.0230023 + s_lower_bl_H_3 : 0.0215146 + s_lower_bl_H_4 : 0.0213904 + s_lower_bl_H_30 : 0.0210654 +Epoch: 182 | Train Loss: 2.5524 | Test Loss: 2.91433 | analysis_confidence: 0.132634 | CL: 0.021464 | ln_CD: 0.0446285 | CM: 0.00358982 | Top_Xtr: 0.0166655 | Bot_Xtr: 0.019252 +Loss contributors: + s_ln_CD : 0.628615 + s_CL : 0.46921 + s_CM : 0.221242 + s_analysis_confidence : 0.105338 + s_Bot_Xtr : 0.0266348 + s_upper_bl_H_31 : 0.0230389 + s_lower_bl_H_31 : 0.0229028 + s_lower_bl_H_3 : 0.021666 + s_lower_bl_H_4 : 0.0210384 + s_lower_bl_H_2 : 0.0205306 +Epoch: 183 | Train Loss: 2.55024 | Test Loss: 2.95924 | analysis_confidence: 0.127129 | CL: 0.021996 | ln_CD: 0.0435574 | CM: 0.00353691 | Top_Xtr: 0.0163453 | Bot_Xtr: 0.0187972 +Loss contributors: + s_ln_CD : 0.63987 + s_CL : 0.463053 + s_CM : 0.221437 + s_analysis_confidence : 0.106326 + s_Bot_Xtr : 0.0275904 + s_lower_bl_H_31 : 0.0239639 + s_upper_bl_H_31 : 0.0233087 + s_lower_bl_H_3 : 0.0221449 + s_lower_bl_H_4 : 0.0216639 + s_lower_bl_H_30 : 0.0214513 +Epoch: 184 | Train Loss: 2.54897 | Test Loss: 2.89531 | analysis_confidence: 0.126726 | CL: 0.0235112 | ln_CD: 0.0411734 | CM: 0.00360943 | Top_Xtr: 0.0160014 | Bot_Xtr: 0.0184778 +Loss contributors: + s_ln_CD : 0.615575 + s_CL : 0.476726 + s_CM : 0.220255 + s_analysis_confidence : 0.105674 + s_Bot_Xtr : 0.0261542 + s_lower_bl_H_31 : 0.0232404 + s_upper_bl_H_31 : 0.0229087 + s_lower_bl_H_3 : 0.0215907 + s_lower_bl_H_4 : 0.0214258 + s_lower_bl_H_2 : 0.0207527 +Epoch: 185 | Train Loss: 2.54478 | Test Loss: 2.94717 | analysis_confidence: 0.128043 | CL: 0.0232982 | ln_CD: 0.0507291 | CM: 0.0035628 | Top_Xtr: 0.0160531 | Bot_Xtr: 0.018037 +Loss contributors: + s_ln_CD : 0.64183 + s_CL : 0.484973 + s_CM : 0.220341 + s_analysis_confidence : 0.10502 + s_Bot_Xtr : 0.0259042 + s_upper_bl_H_31 : 0.0232889 + s_lower_bl_H_31 : 0.0229813 + s_lower_bl_H_3 : 0.021562 + s_lower_bl_H_4 : 0.0211645 + s_lower_bl_H_2 : 0.0207378 +Epoch: 186 | Train Loss: 2.54296 | Test Loss: 2.89593 | analysis_confidence: 0.130316 | CL: 0.0214727 | ln_CD: 0.0410914 | CM: 0.00341713 | Top_Xtr: 0.01578 | Bot_Xtr: 0.018249 +Loss contributors: + s_ln_CD : 0.622928 + s_CL : 0.462775 + s_CM : 0.214958 + s_analysis_confidence : 0.105793 + s_Bot_Xtr : 0.0272843 + s_lower_bl_H_31 : 0.0229168 + s_upper_bl_H_31 : 0.022861 + s_lower_bl_H_3 : 0.0214544 + s_lower_bl_H_4 : 0.0211471 + s_lower_bl_H_2 : 0.0205571 +Epoch: 187 | Train Loss: 2.53857 | Test Loss: 2.94407 | analysis_confidence: 0.132244 | CL: 0.0226098 | ln_CD: 0.0421868 | CM: 0.00355597 | Top_Xtr: 0.0165511 | Bot_Xtr: 0.0193428 +Loss contributors: + s_ln_CD : 0.641146 + s_CL : 0.471388 + s_CM : 0.21779 + s_analysis_confidence : 0.10559 + s_Bot_Xtr : 0.0267736 + s_lower_bl_H_31 : 0.023644 + s_upper_bl_H_31 : 0.0232431 + s_lower_bl_H_3 : 0.0214414 + s_lower_bl_H_4 : 0.0213285 + s_lower_bl_H_30 : 0.020669 +Epoch: 188 | Train Loss: 2.53506 | Test Loss: 2.91994 | analysis_confidence: 0.13172 | CL: 0.021165 | ln_CD: 0.0455225 | CM: 0.00343947 | Top_Xtr: 0.0176583 | Bot_Xtr: 0.0203138 +Loss contributors: + s_ln_CD : 0.640636 + s_CL : 0.458838 + s_CM : 0.21459 + s_analysis_confidence : 0.105566 + s_Bot_Xtr : 0.0273105 + s_lower_bl_H_31 : 0.0229976 + s_upper_bl_H_31 : 0.0229239 + s_lower_bl_H_3 : 0.02119 + s_lower_bl_H_1 : 0.020928 + s_lower_bl_H_2 : 0.0208697 +Epoch: 189 | Train Loss: 2.53359 | Test Loss: 2.91158 | analysis_confidence: 0.133124 | CL: 0.022564 | ln_CD: 0.0406542 | CM: 0.00363124 | Top_Xtr: 0.0161768 | Bot_Xtr: 0.0185237 +Loss contributors: + s_ln_CD : 0.617262 + s_CL : 0.474307 + s_CM : 0.221412 + s_analysis_confidence : 0.105347 + s_Bot_Xtr : 0.0258907 + s_upper_bl_H_31 : 0.0233104 + s_lower_bl_H_31 : 0.0232007 + s_lower_bl_H_3 : 0.0211288 + s_lower_bl_H_4 : 0.0208236 + s_lower_bl_H_30 : 0.0202432 +Epoch: 190 | Train Loss: 2.53296 | Test Loss: 2.92306 | analysis_confidence: 0.133746 | CL: 0.0228723 | ln_CD: 0.0461168 | CM: 0.00350318 | Top_Xtr: 0.0158786 | Bot_Xtr: 0.0184288 +Loss contributors: + s_ln_CD : 0.63499 + s_CL : 0.472034 + s_CM : 0.217962 + s_analysis_confidence : 0.105966 + s_Bot_Xtr : 0.025939 + s_lower_bl_H_31 : 0.0231146 + s_upper_bl_H_31 : 0.0227842 + s_lower_bl_H_3 : 0.0214729 + s_lower_bl_H_4 : 0.0210687 + s_lower_bl_H_30 : 0.0209149 +Epoch: 191 | Train Loss: 2.5297 | Test Loss: 2.89258 | analysis_confidence: 0.129166 | CL: 0.0226106 | ln_CD: 0.0433233 | CM: 0.00351669 | Top_Xtr: 0.0168154 | Bot_Xtr: 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s_upper_bl_H_31 : 0.0229566 + s_lower_bl_H_31 : 0.0227587 + s_lower_bl_H_3 : 0.0213202 + s_lower_bl_H_4 : 0.0207872 + s_lower_bl_H_2 : 0.0205762 +Epoch: 196 | Train Loss: 2.51619 | Test Loss: 2.91703 | analysis_confidence: 0.130412 | CL: 0.0219472 | ln_CD: 0.0409311 | CM: 0.00399537 | Top_Xtr: 0.0156563 | Bot_Xtr: 0.0182356 +Loss contributors: + s_ln_CD : 0.61656 + s_CL : 0.466939 + s_CM : 0.232403 + s_analysis_confidence : 0.104837 + s_Bot_Xtr : 0.0260464 + s_lower_bl_H_31 : 0.0229584 + s_upper_bl_H_31 : 0.0226511 + s_lower_bl_H_3 : 0.0216765 + s_lower_bl_H_4 : 0.021188 + s_lower_bl_H_6 : 0.0208438 +Epoch: 197 | Train Loss: 2.51516 | Test Loss: 2.89039 | analysis_confidence: 0.130019 | CL: 0.02192 | ln_CD: 0.0415474 | CM: 0.00357592 | Top_Xtr: 0.0171288 | Bot_Xtr: 0.0196246 +Loss contributors: + s_ln_CD : 0.623879 + s_CL : 0.46452 + s_CM : 0.219359 + s_analysis_confidence : 0.105157 + s_Bot_Xtr : 0.0264828 + s_upper_bl_H_31 : 0.022928 + s_lower_bl_H_31 : 0.022649 + s_lower_bl_H_3 : 0.0218999 + s_lower_bl_H_2 : 0.0211679 + s_lower_bl_H_4 : 0.0210047 +Epoch: 198 | Train Loss: 2.50995 | Test Loss: 2.95058 | analysis_confidence: 0.128425 | CL: 0.0252937 | ln_CD: 0.0506577 | CM: 0.00379872 | Top_Xtr: 0.0160745 | Bot_Xtr: 0.0183867 +Loss contributors: + s_ln_CD : 0.651858 + s_CL : 0.490308 + s_CM : 0.228466 + s_analysis_confidence : 0.105228 + s_Bot_Xtr : 0.0274675 + s_lower_bl_H_31 : 0.0225141 + s_upper_bl_H_31 : 0.0221807 + s_lower_bl_H_3 : 0.0211746 + s_lower_bl_H_4 : 0.0205943 + s_lower_bl_H_1 : 0.0205208 +Epoch: 199 | Train Loss: 2.51341 | Test Loss: 2.98081 | analysis_confidence: 0.130433 | CL: 0.0226413 | ln_CD: 0.0424659 | CM: 0.00409491 | Top_Xtr: 0.0153566 | Bot_Xtr: 0.0177789 +Loss contributors: + s_ln_CD : 0.662018 + s_CL : 0.480538 + s_CM : 0.241638 + s_analysis_confidence : 0.105405 + s_Bot_Xtr : 0.0257883 + s_lower_bl_H_31 : 0.0242489 + s_upper_bl_H_31 : 0.0239253 + s_lower_bl_H_3 : 0.0212462 + s_lower_bl_H_4 : 0.0209046 + s_lower_bl_H_30 : 0.0207112 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analysis_confidence: 0.132223 | CL: 0.0217984 | ln_CD: 0.0411209 | CM: 0.00341084 | Top_Xtr: 0.0169818 | Bot_Xtr: 0.0188589 +Loss contributors: + s_ln_CD : 0.626778 + s_CL : 0.462115 + s_CM : 0.215269 + s_analysis_confidence : 0.105685 + s_Bot_Xtr : 0.0274742 + s_lower_bl_H_31 : 0.0226375 + s_upper_bl_H_31 : 0.0224211 + s_lower_bl_H_3 : 0.022195 + s_lower_bl_H_4 : 0.021392 + s_lower_bl_H_6 : 0.0210208 +Epoch: 203 | Train Loss: 2.50021 | Test Loss: 2.97052 | analysis_confidence: 0.128738 | CL: 0.0217386 | ln_CD: 0.0468106 | CM: 0.00348345 | Top_Xtr: 0.0157581 | Bot_Xtr: 0.0178744 +Loss contributors: + s_ln_CD : 0.636971 + s_CL : 0.470665 + s_CM : 0.218288 + s_analysis_confidence : 0.105656 + s_Bot_Xtr : 0.0259709 + s_lower_bl_H_31 : 0.0236778 + s_upper_bl_H_31 : 0.022156 + s_lower_bl_H_3 : 0.0217832 + s_lower_bl_H_4 : 0.0212246 + s_lower_bl_H_30 : 0.0211845 +Epoch: 204 | Train Loss: 2.4991 | Test Loss: 2.89625 | analysis_confidence: 0.131454 | CL: 0.0217324 | ln_CD: 0.046718 | CM: 0.00351569 | Top_Xtr: 0.0171721 | Bot_Xtr: 0.0195968 +Loss contributors: + s_ln_CD : 0.651353 + s_CL : 0.463202 + s_CM : 0.218142 + s_analysis_confidence : 0.105088 + s_Bot_Xtr : 0.026232 + s_lower_bl_H_31 : 0.0226249 + s_upper_bl_H_31 : 0.0222619 + s_lower_bl_H_3 : 0.0213167 + s_lower_bl_H_4 : 0.0209283 + s_lower_bl_H_1 : 0.0205605 +Epoch: 205 | Train Loss: 2.49795 | Test Loss: 2.91323 | analysis_confidence: 0.129834 | CL: 0.0218924 | ln_CD: 0.043697 | CM: 0.00353129 | Top_Xtr: 0.0157639 | Bot_Xtr: 0.0177824 +Loss contributors: + s_ln_CD : 0.627489 + s_CL : 0.470708 + s_CM : 0.217628 + s_analysis_confidence : 0.105164 + s_Bot_Xtr : 0.0260604 + s_upper_bl_H_31 : 0.0233936 + s_lower_bl_H_31 : 0.0227067 + s_lower_bl_H_3 : 0.0213212 + s_lower_bl_H_4 : 0.0211797 + s_lower_bl_H_30 : 0.020481 +Epoch: 206 | Train Loss: 2.49393 | Test Loss: 2.90782 | analysis_confidence: 0.128305 | CL: 0.0214914 | ln_CD: 0.0433532 | CM: 0.00347535 | Top_Xtr: 0.0156037 | Bot_Xtr: 0.0179097 +Loss contributors: + s_ln_CD : 0.625338 + s_CL : 0.465217 + s_CM : 0.217725 + s_analysis_confidence : 0.105396 + s_Bot_Xtr : 0.0265583 + s_lower_bl_H_31 : 0.0227987 + s_upper_bl_H_31 : 0.0227419 + s_lower_bl_H_4 : 0.0219439 + s_lower_bl_H_3 : 0.0216254 + s_lower_bl_H_2 : 0.0205144 +Epoch: 207 | Train Loss: 2.49005 | Test Loss: 3.03314 | analysis_confidence: 0.131252 | CL: 0.0226584 | ln_CD: 0.0485389 | CM: 0.00356225 | Top_Xtr: 0.0168224 | Bot_Xtr: 0.0195427 +Loss contributors: + s_ln_CD : 0.683723 + s_CL : 0.478182 + s_CM : 0.222556 + s_analysis_confidence : 0.106079 + s_Bot_Xtr : 0.0275973 + s_upper_bl_H_31 : 0.0238281 + s_lower_bl_H_31 : 0.0234628 + s_lower_bl_H_3 : 0.0224595 + s_lower_bl_H_2 : 0.0221609 + s_lower_bl_H_4 : 0.0220676 +Epoch: 208 | Train Loss: 2.49143 | Test Loss: 2.87451 | analysis_confidence: 0.129095 | CL: 0.0223017 | ln_CD: 0.0422815 | CM: 0.00345862 | Top_Xtr: 0.015085 | Bot_Xtr: 0.017582 +Loss contributors: + s_ln_CD : 0.629908 + s_CL : 0.46409 + s_CM : 0.213419 + s_analysis_confidence : 0.105182 + s_Bot_Xtr : 0.0257647 + s_lower_bl_H_31 : 0.0227872 + s_upper_bl_H_31 : 0.0224924 + s_lower_bl_H_3 : 0.0211611 + s_lower_bl_H_4 : 0.0207784 + s_lower_bl_H_2 : 0.0202131 +Epoch: 209 | Train Loss: 2.48416 | Test Loss: 2.95579 | analysis_confidence: 0.129863 | CL: 0.0223871 | ln_CD: 0.0449678 | CM: 0.0035102 | Top_Xtr: 0.0155949 | Bot_Xtr: 0.0179081 +Loss contributors: + s_ln_CD : 0.640964 + s_CL : 0.476283 + s_CM : 0.21759 + s_analysis_confidence : 0.104723 + s_Bot_Xtr : 0.0258991 + s_upper_bl_H_31 : 0.0227978 + s_lower_bl_H_31 : 0.0224723 + s_lower_bl_H_3 : 0.0214173 + s_lower_bl_H_4 : 0.0210528 + s_lower_bl_H_6 : 0.0206667 +Epoch: 210 | Train Loss: 2.4859 | Test Loss: 2.89981 | analysis_confidence: 0.129791 | CL: 0.0238688 | ln_CD: 0.046973 | CM: 0.00373049 | Top_Xtr: 0.0158963 | Bot_Xtr: 0.0183866 +Loss contributors: + s_ln_CD : 0.62268 + s_CL : 0.471964 + s_CM : 0.221818 + s_analysis_confidence : 0.104672 + s_Bot_Xtr : 0.0268957 + s_lower_bl_H_31 : 0.0228243 + s_upper_bl_H_31 : 0.0221343 + s_lower_bl_H_3 : 0.0214285 + s_lower_bl_H_4 : 0.0205971 + s_lower_bl_H_2 : 0.0202129 +Epoch: 211 | Train Loss: 2.48132 | Test Loss: 2.8922 | analysis_confidence: 0.127454 | CL: 0.0211983 | ln_CD: 0.0409978 | CM: 0.00348502 | Top_Xtr: 0.0180423 | Bot_Xtr: 0.0202465 +Loss contributors: + s_ln_CD : 0.644541 + s_CL : 0.45782 + s_CM : 0.214169 + s_analysis_confidence : 0.105076 + s_Bot_Xtr : 0.0265419 + s_lower_bl_H_31 : 0.0224116 + s_upper_bl_H_31 : 0.022385 + s_lower_bl_H_3 : 0.0211196 + s_lower_bl_H_4 : 0.020934 + s_lower_bl_H_6 : 0.0203393 +Epoch: 212 | Train Loss: 2.48018 | Test Loss: 2.86332 | analysis_confidence: 0.131233 | CL: 0.0220304 | ln_CD: 0.0422005 | CM: 0.00338369 | Top_Xtr: 0.0150878 | Bot_Xtr: 0.0174152 +Loss contributors: + s_ln_CD : 0.624214 + s_CL : 0.463073 + s_CM : 0.212012 + s_analysis_confidence : 0.105253 + s_Bot_Xtr : 0.0254092 + s_lower_bl_H_31 : 0.0229933 + s_upper_bl_H_31 : 0.0223809 + s_lower_bl_H_3 : 0.0209376 + s_lower_bl_H_30 : 0.0207874 + s_lower_bl_H_4 : 0.020611 +Epoch: 213 | Train Loss: 2.47641 | Test Loss: 2.84334 | analysis_confidence: 0.129771 | CL: 0.0225221 | ln_CD: 0.0407378 | CM: 0.00353352 | Top_Xtr: 0.0156282 | Bot_Xtr: 0.0179593 +Loss contributors: + s_ln_CD : 0.605533 + s_CL : 0.461984 + s_CM : 0.216018 + s_analysis_confidence : 0.106298 + s_Bot_Xtr : 0.0262353 + s_upper_bl_H_31 : 0.0225307 + s_lower_bl_H_31 : 0.0222907 + s_lower_bl_H_3 : 0.021398 + s_lower_bl_H_4 : 0.0204552 + s_lower_bl_H_2 : 0.0202754 +Epoch: 214 | Train Loss: 2.47832 | Test Loss: 2.96438 | analysis_confidence: 0.128958 | CL: 0.0231624 | ln_CD: 0.0476892 | CM: 0.00347017 | Top_Xtr: 0.0154615 | Bot_Xtr: 0.0177985 +Loss contributors: + s_ln_CD : 0.673669 + s_CL : 0.479713 + s_CM : 0.217716 + s_analysis_confidence : 0.104791 + s_Bot_Xtr : 0.02782 + s_lower_bl_H_31 : 0.0229199 + s_upper_bl_H_31 : 0.0228931 + s_lower_bl_H_3 : 0.0214688 + s_lower_bl_H_4 : 0.021132 + s_lower_bl_H_30 : 0.020401 +Epoch: 215 | Train Loss: 2.47594 | Test Loss: 2.88291 | analysis_confidence: 0.133974 | CL: 0.0220341 | ln_CD: 0.0430554 | CM: 0.00339882 | Top_Xtr: 0.0159735 | Bot_Xtr: 0.0184554 +Loss contributors: + s_ln_CD : 0.630886 + s_CL : 0.459601 + s_CM : 0.211414 + s_analysis_confidence : 0.105477 + s_Bot_Xtr : 0.0267351 + s_lower_bl_H_31 : 0.0222368 + s_upper_bl_H_31 : 0.0220151 + s_lower_bl_H_3 : 0.0212153 + s_lower_bl_H_4 : 0.0208327 + s_lower_bl_H_6 : 0.0204645 +Epoch: 216 | Train Loss: 2.47424 | Test Loss: 2.87681 | analysis_confidence: 0.128397 | CL: 0.0214209 | ln_CD: 0.0396476 | CM: 0.00341028 | Top_Xtr: 0.0154507 | Bot_Xtr: 0.0178411 +Loss contributors: + s_ln_CD : 0.626291 + s_CL : 0.462151 + s_CM : 0.21362 + s_analysis_confidence : 0.105511 + s_Bot_Xtr : 0.0257175 + s_lower_bl_H_31 : 0.0222078 + s_lower_bl_H_3 : 0.0218531 + s_upper_bl_H_31 : 0.0218084 + s_lower_bl_H_2 : 0.0210157 + s_lower_bl_H_4 : 0.0208272 +Epoch: 217 | Train Loss: 2.4676 | Test Loss: 2.87547 | analysis_confidence: 0.127815 | CL: 0.0219308 | ln_CD: 0.0404385 | CM: 0.00368697 | Top_Xtr: 0.016682 | Bot_Xtr: 0.0187307 +Loss contributors: + s_ln_CD : 0.614577 + s_CL : 0.468101 + s_CM : 0.224915 + s_analysis_confidence : 0.105659 + s_Bot_Xtr : 0.0261626 + s_lower_bl_H_31 : 0.0221647 + s_upper_bl_H_31 : 0.022108 + s_lower_bl_H_3 : 0.0211457 + s_lower_bl_H_4 : 0.020591 + s_lower_bl_H_6 : 0.020315 +Epoch: 218 | Train Loss: 2.46951 | Test Loss: 2.89715 | analysis_confidence: 0.129773 | CL: 0.0218752 | ln_CD: 0.0407707 | CM: 0.0034322 | Top_Xtr: 0.0158123 | Bot_Xtr: 0.0179455 +Loss contributors: + s_ln_CD : 0.632405 + s_CL : 0.470085 + s_CM : 0.216511 + s_analysis_confidence : 0.104761 + s_Bot_Xtr : 0.0259138 + s_lower_bl_H_31 : 0.0237894 + s_upper_bl_H_31 : 0.0233194 + s_lower_bl_H_3 : 0.0213721 + s_lower_bl_H_4 : 0.0207845 + s_lower_bl_H_30 : 0.0205376 +Epoch: 219 | Train Loss: 2.46643 | Test Loss: 2.88271 | analysis_confidence: 0.129319 | CL: 0.0219879 | ln_CD: 0.0427384 | CM: 0.0034477 | Top_Xtr: 0.0165914 | Bot_Xtr: 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0.0214024 + s_lower_bl_H_4 : 0.0206359 + s_lower_bl_H_30 : 0.0205773 +Epoch: 226 | Train Loss: 2.44717 | Test Loss: 2.92625 | analysis_confidence: 0.133964 | CL: 0.0227584 | ln_CD: 0.0535417 | CM: 0.00349957 | Top_Xtr: 0.0159657 | Bot_Xtr: 0.0184677 +Loss contributors: + s_ln_CD : 0.653884 + s_CL : 0.471492 + s_CM : 0.216762 + s_analysis_confidence : 0.105788 + s_Bot_Xtr : 0.0259686 + s_upper_bl_H_31 : 0.0228089 + s_lower_bl_H_31 : 0.0225631 + s_lower_bl_H_3 : 0.0219213 + s_lower_bl_H_4 : 0.02108 + s_lower_bl_H_2 : 0.0207531 +Epoch: 227 | Train Loss: 2.44915 | Test Loss: 2.93554 | analysis_confidence: 0.128341 | CL: 0.0214461 | ln_CD: 0.0422422 | CM: 0.00339616 | Top_Xtr: 0.0156906 | Bot_Xtr: 0.0178269 +Loss contributors: + s_ln_CD : 0.700861 + s_CL : 0.463642 + s_CM : 0.211858 + s_analysis_confidence : 0.105133 + s_Bot_Xtr : 0.0267177 + s_lower_bl_H_31 : 0.0226594 + s_upper_bl_H_31 : 0.0221816 + s_lower_bl_H_3 : 0.0209458 + s_lower_bl_H_4 : 0.0203579 + s_lower_bl_H_30 : 0.0199617 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analysis_confidence: 0.127301 | CL: 0.022354 | ln_CD: 0.0440586 | CM: 0.00348302 | Top_Xtr: 0.0158034 | Bot_Xtr: 0.0178602 +Loss contributors: + s_ln_CD : 0.624406 + s_CL : 0.474482 + s_CM : 0.220334 + s_analysis_confidence : 0.104855 + s_Bot_Xtr : 0.0253498 + s_lower_bl_H_31 : 0.0225823 + s_lower_bl_H_3 : 0.0225324 + s_upper_bl_H_31 : 0.022523 + s_lower_bl_H_4 : 0.0218048 + s_lower_bl_H_6 : 0.021392 +Epoch: 231 | Train Loss: 2.44151 | Test Loss: 2.86517 | analysis_confidence: 0.132466 | CL: 0.0223122 | ln_CD: 0.0454674 | CM: 0.00351984 | Top_Xtr: 0.0151683 | Bot_Xtr: 0.017616 +Loss contributors: + s_ln_CD : 0.624327 + s_CL : 0.465494 + s_CM : 0.214502 + s_analysis_confidence : 0.10495 + s_Bot_Xtr : 0.0257983 + s_lower_bl_H_31 : 0.0220009 + s_upper_bl_H_31 : 0.0217429 + s_lower_bl_H_3 : 0.0212006 + s_lower_bl_H_4 : 0.020568 + s_lower_bl_H_2 : 0.0199952 +Epoch: 232 | Train Loss: 2.43824 | Test Loss: 2.90818 | analysis_confidence: 0.12838 | CL: 0.0222184 | ln_CD: 0.0410704 | CM: 0.00382194 | Top_Xtr: 0.0153687 | Bot_Xtr: 0.017846 +Loss contributors: + s_ln_CD : 0.609789 + s_CL : 0.471804 + s_CM : 0.230046 + s_analysis_confidence : 0.105004 + s_Bot_Xtr : 0.0260929 + s_lower_bl_H_31 : 0.0226345 + s_upper_bl_H_31 : 0.0223769 + s_lower_bl_H_3 : 0.0217305 + s_lower_bl_H_6 : 0.0206093 + s_lower_bl_H_4 : 0.0204172 +Epoch: 233 | Train Loss: 2.43906 | Test Loss: 2.95069 | analysis_confidence: 0.132839 | CL: 0.0222563 | ln_CD: 0.0427143 | CM: 0.00340974 | Top_Xtr: 0.015195 | Bot_Xtr: 0.0175761 +Loss contributors: + s_ln_CD : 0.666072 + s_CL : 0.481738 + s_CM : 0.216612 + s_analysis_confidence : 0.10542 + s_Bot_Xtr : 0.0253434 + s_lower_bl_H_31 : 0.0222816 + s_upper_bl_H_31 : 0.022121 + s_lower_bl_H_3 : 0.0219666 + s_lower_bl_H_4 : 0.0213182 + s_lower_bl_H_6 : 0.0208894 +Epoch: 234 | Train Loss: 2.43482 | Test Loss: 2.99958 | analysis_confidence: 0.128411 | CL: 0.0217751 | ln_CD: 0.0425229 | CM: 0.00360082 | Top_Xtr: 0.0154453 | Bot_Xtr: 0.0175197 +Loss contributors: + s_ln_CD : 0.678676 + s_CL : 0.479035 + s_CM : 0.228481 + s_analysis_confidence : 0.104513 + s_Bot_Xtr : 0.0256508 + s_lower_bl_H_31 : 0.0227896 + s_lower_bl_H_3 : 0.0225709 + s_upper_bl_H_31 : 0.0224037 + s_lower_bl_H_4 : 0.0213363 + s_lower_bl_H_6 : 0.0209544 +Epoch: 235 | Train Loss: 2.4332 | Test Loss: 2.94231 | analysis_confidence: 0.13757 | CL: 0.0225865 | ln_CD: 0.041585 | CM: 0.00334331 | Top_Xtr: 0.0158648 | Bot_Xtr: 0.0180214 +Loss contributors: + s_ln_CD : 0.652097 + s_CL : 0.484987 + s_CM : 0.211894 + s_analysis_confidence : 0.1066 + s_Bot_Xtr : 0.0256939 + s_upper_bl_H_31 : 0.0228586 + s_lower_bl_H_31 : 0.0227784 + s_lower_bl_H_3 : 0.0213526 + s_lower_bl_H_4 : 0.0208583 + s_lower_bl_H_6 : 0.0208365 +Epoch: 236 | Train Loss: 2.43282 | Test Loss: 2.88782 | analysis_confidence: 0.129749 | CL: 0.0231138 | ln_CD: 0.0426741 | CM: 0.00370574 | Top_Xtr: 0.0166529 | Bot_Xtr: 0.0185271 +Loss contributors: + s_ln_CD : 0.626813 + s_CL : 0.471379 + s_CM : 0.222394 + s_analysis_confidence : 0.10471 + s_Bot_Xtr : 0.0255038 + s_upper_bl_H_31 : 0.0224412 + s_lower_bl_H_31 : 0.0221582 + s_lower_bl_H_3 : 0.0210951 + s_lower_bl_H_4 : 0.0207132 + s_lower_bl_H_6 : 0.0200418 +Epoch: 237 | Train Loss: 2.43146 | Test Loss: 2.8308 | analysis_confidence: 0.128324 | CL: 0.0217728 | ln_CD: 0.0422903 | CM: 0.00359899 | Top_Xtr: 0.0172386 | Bot_Xtr: 0.0203908 +Loss contributors: + s_ln_CD : 0.607851 + s_CL : 0.458693 + s_CM : 0.214554 + s_analysis_confidence : 0.1045 + s_Bot_Xtr : 0.0263629 + s_lower_bl_H_31 : 0.0223265 + s_upper_bl_H_31 : 0.0218865 + s_lower_bl_H_3 : 0.0207424 + s_lower_bl_H_4 : 0.0203931 + s_lower_bl_H_30 : 0.0203683 +Epoch: 238 | Train Loss: 2.42492 | Test Loss: 2.91915 | analysis_confidence: 0.131523 | CL: 0.0218837 | ln_CD: 0.0430957 | CM: 0.00356081 | Top_Xtr: 0.0152637 | Bot_Xtr: 0.0178203 +Loss contributors: + s_ln_CD : 0.651648 + s_CL : 0.473014 + s_CM : 0.221795 + s_analysis_confidence : 0.104656 + s_Bot_Xtr : 0.0256853 + s_upper_bl_H_31 : 0.0232278 + s_lower_bl_H_31 : 0.0226588 + s_lower_bl_H_3 : 0.0208298 + s_lower_bl_H_4 : 0.020689 + s_lower_bl_H_6 : 0.0200718 +Epoch: 239 | Train Loss: 2.42933 | Test Loss: 2.87158 | analysis_confidence: 0.133807 | CL: 0.0214011 | ln_CD: 0.0405677 | CM: 0.0033557 | Top_Xtr: 0.0150497 | Bot_Xtr: 0.0174847 +Loss contributors: + s_ln_CD : 0.622071 + s_CL : 0.45719 + s_CM : 0.213122 + s_analysis_confidence : 0.105963 + s_Bot_Xtr : 0.02568 + s_lower_bl_H_31 : 0.0231232 + s_upper_bl_H_31 : 0.0227161 + s_lower_bl_H_3 : 0.0214233 + s_lower_bl_H_30 : 0.0209478 + s_lower_bl_H_4 : 0.0204551 +Epoch: 240 | Train Loss: 2.42414 | Test Loss: 2.92453 | analysis_confidence: 0.130479 | CL: 0.0237985 | ln_CD: 0.0489361 | CM: 0.00380219 | Top_Xtr: 0.0181142 | Bot_Xtr: 0.0209149 +Loss contributors: + s_ln_CD : 0.64028 + s_CL : 0.475712 + s_CM : 0.224002 + s_analysis_confidence : 0.104674 + s_Bot_Xtr : 0.0273703 + s_lower_bl_H_31 : 0.0232278 + s_upper_bl_H_31 : 0.0224018 + s_lower_bl_H_3 : 0.0212645 + s_lower_bl_H_4 : 0.0208559 + s_lower_bl_H_6 : 0.020666 +Epoch: 241 | Train Loss: 2.42137 | Test Loss: 2.89444 | analysis_confidence: 0.131419 | CL: 0.0217176 | ln_CD: 0.0406431 | CM: 0.00337897 | Top_Xtr: 0.0155508 | Bot_Xtr: 0.0177397 +Loss contributors: + s_ln_CD : 0.629326 + s_CL : 0.477516 + s_CM : 0.212023 + s_analysis_confidence : 0.104828 + s_Bot_Xtr : 0.0260125 + s_lower_bl_H_31 : 0.0226675 + s_upper_bl_H_31 : 0.0221218 + s_lower_bl_H_3 : 0.0215834 + s_lower_bl_H_4 : 0.0207306 + s_lower_bl_H_5 : 0.0201601 +Epoch: 242 | Train Loss: 2.42005 | Test Loss: 2.86614 | analysis_confidence: 0.128513 | CL: 0.0213711 | ln_CD: 0.0451515 | CM: 0.00364564 | Top_Xtr: 0.015685 | Bot_Xtr: 0.0179046 +Loss contributors: + s_ln_CD : 0.625716 + s_CL : 0.462398 + s_CM : 0.221672 + s_analysis_confidence : 0.10487 + s_Bot_Xtr : 0.0259127 + s_upper_bl_H_31 : 0.022545 + s_lower_bl_H_31 : 0.0225164 + s_lower_bl_H_3 : 0.0211583 + s_lower_bl_H_4 : 0.0204859 + s_lower_bl_H_6 : 0.0199427 +Epoch: 243 | Train Loss: 2.41956 | Test Loss: 2.89293 | analysis_confidence: 0.128559 | CL: 0.0209689 | ln_CD: 0.0438743 | CM: 0.00336039 | Top_Xtr: 0.015952 | Bot_Xtr: 0.0182942 +Loss contributors: + s_ln_CD : 0.645832 + s_CL : 0.461347 + s_CM : 0.209438 + s_analysis_confidence : 0.104707 + s_Bot_Xtr : 0.0256736 + s_lower_bl_H_31 : 0.0224751 + s_upper_bl_H_31 : 0.0223244 + s_lower_bl_H_3 : 0.0214445 + s_lower_bl_H_4 : 0.0208516 + s_lower_bl_H_6 : 0.0206066 +Epoch: 244 | Train Loss: 2.41545 | Test Loss: 2.86325 | analysis_confidence: 0.130862 | CL: 0.0209275 | ln_CD: 0.0449539 | CM: 0.00328918 | Top_Xtr: 0.0163942 | Bot_Xtr: 0.0191049 +Loss contributors: + s_ln_CD : 0.626286 + s_CL : 0.467357 + s_CM : 0.208741 + s_analysis_confidence : 0.10469 + s_Bot_Xtr : 0.0258674 + s_lower_bl_H_3 : 0.0219384 + s_lower_bl_H_31 : 0.0219312 + s_upper_bl_H_31 : 0.0218976 + s_lower_bl_H_4 : 0.0206672 + s_lower_bl_H_2 : 0.0203105 +Epoch: 245 | Train Loss: 2.41438 | Test Loss: 2.84275 | analysis_confidence: 0.134288 | CL: 0.0219989 | ln_CD: 0.0449584 | CM: 0.00346352 | Top_Xtr: 0.0177586 | Bot_Xtr: 0.0192568 +Loss contributors: + s_ln_CD : 0.636819 + s_CL : 0.461423 + s_CM : 0.213324 + s_analysis_confidence : 0.10496 + s_Bot_Xtr : 0.0256256 + s_lower_bl_H_31 : 0.0219954 + s_upper_bl_H_31 : 0.0219033 + s_lower_bl_H_3 : 0.0210311 + s_lower_bl_H_6 : 0.0202178 + s_lower_bl_H_4 : 0.020206 +Epoch: 246 | Train Loss: 2.41173 | Test Loss: 2.92101 | analysis_confidence: 0.132435 | CL: 0.0229275 | ln_CD: 0.0417265 | CM: 0.00337769 | Top_Xtr: 0.0154551 | Bot_Xtr: 0.0184573 +Loss contributors: + s_ln_CD : 0.642471 + s_CL : 0.485759 + s_CM : 0.215122 + s_analysis_confidence : 0.104923 + s_Bot_Xtr : 0.0252893 + s_lower_bl_H_31 : 0.0232569 + s_upper_bl_H_31 : 0.0223101 + s_lower_bl_H_4 : 0.0215985 + s_lower_bl_H_3 : 0.0215627 + s_lower_bl_H_30 : 0.0212993 +Epoch: 247 | Train Loss: 2.40797 | Test Loss: 2.86057 | analysis_confidence: 0.129931 | CL: 0.0219418 | ln_CD: 0.0416211 | CM: 0.00346702 | Top_Xtr: 0.0154221 | Bot_Xtr: 0.0177467 +Loss contributors: + s_ln_CD : 0.628299 + s_CL : 0.464801 + s_CM : 0.212951 + s_analysis_confidence : 0.104779 + s_Bot_Xtr : 0.0255999 + s_lower_bl_H_31 : 0.0220967 + s_upper_bl_H_31 : 0.0218434 + s_lower_bl_H_3 : 0.0212844 + s_lower_bl_H_4 : 0.0200663 + s_lower_bl_H_6 : 0.0199955 +Epoch: 248 | Train Loss: 2.40975 | Test Loss: 2.86964 | analysis_confidence: 0.127541 | CL: 0.023011 | ln_CD: 0.0394521 | CM: 0.0033575 | Top_Xtr: 0.0177516 | Bot_Xtr: 0.0200642 +Loss contributors: + s_ln_CD : 0.614516 + s_CL : 0.466668 + s_CM : 0.210096 + s_analysis_confidence : 0.104658 + s_Bot_Xtr : 0.0267477 + s_lower_bl_H_31 : 0.0224945 + s_upper_bl_H_31 : 0.0217502 + s_lower_bl_H_3 : 0.0215369 + s_lower_bl_H_4 : 0.020801 + s_lower_bl_H_6 : 0.0203589 +Epoch: 249 | Train Loss: 2.40668 | Test Loss: 2.87474 | analysis_confidence: 0.127922 | CL: 0.0219758 | ln_CD: 0.0418784 | CM: 0.00339057 | Top_Xtr: 0.0155927 | Bot_Xtr: 0.017842 +Loss contributors: + s_ln_CD : 0.632006 + s_CL : 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s_upper_bl_H_31 : 0.0216752 + s_lower_bl_H_4 : 0.0206564 + s_lower_bl_H_2 : 0.0203792 +Epoch: 254 | Train Loss: 2.39687 | Test Loss: 2.8663 | analysis_confidence: 0.13328 | CL: 0.0243758 | ln_CD: 0.0403729 | CM: 0.00338909 | Top_Xtr: 0.0156086 | Bot_Xtr: 0.0183751 +Loss contributors: + s_ln_CD : 0.601579 + s_CL : 0.484487 + s_CM : 0.212272 + s_analysis_confidence : 0.105186 + s_Bot_Xtr : 0.0262343 + s_lower_bl_H_31 : 0.0226621 + s_upper_bl_H_31 : 0.0223007 + s_lower_bl_H_3 : 0.0209484 + s_lower_bl_H_4 : 0.0204391 + s_lower_bl_H_30 : 0.0201303 +Epoch: 255 | Train Loss: 2.39569 | Test Loss: 2.94239 | analysis_confidence: 0.128303 | CL: 0.0206344 | ln_CD: 0.0476431 | CM: 0.00323942 | Top_Xtr: 0.015534 | Bot_Xtr: 0.01843 +Loss contributors: + s_ln_CD : 0.705355 + s_CL : 0.462513 + s_CM : 0.209037 + s_analysis_confidence : 0.104523 + s_Bot_Xtr : 0.0267667 + s_lower_bl_H_31 : 0.0223478 + s_upper_bl_H_31 : 0.022284 + s_lower_bl_H_3 : 0.0211015 + s_lower_bl_H_4 : 0.0204477 + s_lower_bl_H_30 : 0.0201677 +Epoch: 256 | Train Loss: 2.39528 | Test Loss: 2.86336 | analysis_confidence: 0.129363 | CL: 0.0210116 | ln_CD: 0.0433471 | CM: 0.00351406 | Top_Xtr: 0.0183147 | Bot_Xtr: 0.0205007 +Loss contributors: + s_ln_CD : 0.62988 + s_CL : 0.461499 + s_CM : 0.216237 + s_analysis_confidence : 0.104553 + s_Bot_Xtr : 0.0257959 + s_upper_bl_H_31 : 0.0223908 + s_lower_bl_H_31 : 0.0220036 + s_lower_bl_H_3 : 0.0209606 + s_lower_bl_H_4 : 0.0204886 + s_lower_bl_H_6 : 0.0198351 +Epoch: 257 | Train Loss: 2.3945 | Test Loss: 2.83037 | analysis_confidence: 0.130964 | CL: 0.0220126 | ln_CD: 0.0409065 | CM: 0.00343718 | Top_Xtr: 0.0173029 | Bot_Xtr: 0.0190544 +Loss contributors: + s_ln_CD : 0.616078 + s_CL : 0.460985 + s_CM : 0.213929 + s_analysis_confidence : 0.104426 + s_Bot_Xtr : 0.0255229 + s_upper_bl_H_31 : 0.0221889 + s_lower_bl_H_31 : 0.0221764 + s_lower_bl_H_3 : 0.0208717 + s_lower_bl_H_4 : 0.020125 + s_lower_bl_H_6 : 0.0198116 +Epoch: 258 | Train Loss: 2.39239 | Test Loss: 2.85324 | analysis_confidence: 0.131396 | CL: 0.0217738 | ln_CD: 0.0400516 | CM: 0.00369378 | Top_Xtr: 0.0152039 | Bot_Xtr: 0.0174899 +Loss contributors: + s_ln_CD : 0.602957 + s_CL : 0.460322 + s_CM : 0.222435 + s_analysis_confidence : 0.104442 + s_Bot_Xtr : 0.0262734 + s_lower_bl_H_31 : 0.0228686 + s_upper_bl_H_31 : 0.0219669 + s_lower_bl_H_3 : 0.0210891 + s_lower_bl_H_30 : 0.0209276 + s_lower_bl_H_4 : 0.0206478 +Epoch: 259 | Train Loss: 2.38687 | Test Loss: 2.82592 | analysis_confidence: 0.128807 | CL: 0.0207542 | ln_CD: 0.0410709 | CM: 0.0032768 | Top_Xtr: 0.0154753 | Bot_Xtr: 0.0177119 +Loss contributors: + s_ln_CD : 0.6012 + s_CL : 0.460951 + s_CM : 0.211759 + s_analysis_confidence : 0.104546 + s_Bot_Xtr : 0.0260102 + s_lower_bl_H_31 : 0.0222276 + s_upper_bl_H_31 : 0.0213325 + s_lower_bl_H_3 : 0.0212616 + s_lower_bl_H_4 : 0.0204799 + s_lower_bl_H_6 : 0.0202322 +Epoch: 260 | Train Loss: 2.38726 | Test Loss: 2.93603 | analysis_confidence: 0.128427 | CL: 0.0219426 | ln_CD: 0.0463133 | CM: 0.00367297 | Top_Xtr: 0.0173169 | Bot_Xtr: 0.0191999 +Loss contributors: + s_ln_CD : 0.671875 + s_CL : 0.468657 + s_CM : 0.229755 + s_analysis_confidence : 0.104889 + s_Bot_Xtr : 0.025881 + s_lower_bl_H_31 : 0.0224053 + s_upper_bl_H_31 : 0.0216672 + s_lower_bl_H_4 : 0.0211047 + s_lower_bl_H_3 : 0.021004 + s_lower_bl_H_6 : 0.0203711 +Epoch: 261 | Train Loss: 2.38713 | Test Loss: 2.89915 | analysis_confidence: 0.12812 | CL: 0.0238055 | ln_CD: 0.0417521 | CM: 0.00344249 | Top_Xtr: 0.0158098 | Bot_Xtr: 0.018283 +Loss contributors: + s_ln_CD : 0.638889 + s_CL : 0.482207 + s_CM : 0.21731 + s_analysis_confidence : 0.105054 + s_Bot_Xtr : 0.026365 + s_upper_bl_H_31 : 0.0222714 + s_lower_bl_H_31 : 0.0219856 + s_lower_bl_H_3 : 0.0211935 + s_lower_bl_H_4 : 0.0205585 + s_lower_bl_H_6 : 0.0201717 +Epoch: 262 | Train Loss: 2.38747 | Test Loss: 2.90264 | analysis_confidence: 0.131278 | CL: 0.0221084 | ln_CD: 0.041759 | CM: 0.00341832 | Top_Xtr: 0.0163733 | Bot_Xtr: 0.0186958 +Loss contributors: + s_ln_CD : 0.664362 + s_CL : 0.465297 + s_CM : 0.213567 + s_analysis_confidence : 0.104364 + s_Bot_Xtr : 0.0262868 + s_lower_bl_H_31 : 0.0220514 + s_upper_bl_H_31 : 0.021734 + s_lower_bl_H_3 : 0.0210528 + s_lower_bl_H_4 : 0.0202955 + s_lower_bl_H_6 : 0.0202056 +Epoch: 263 | Train Loss: 2.38341 | Test Loss: 2.88964 | analysis_confidence: 0.129598 | CL: 0.0213863 | ln_CD: 0.0429461 | CM: 0.00352377 | Top_Xtr: 0.0154605 | Bot_Xtr: 0.017885 +Loss contributors: + s_ln_CD : 0.650988 + s_CL : 0.471682 + s_CM : 0.218088 + s_analysis_confidence : 0.104634 + s_Bot_Xtr : 0.0255289 + s_upper_bl_H_31 : 0.0221391 + s_lower_bl_H_31 : 0.0220589 + s_lower_bl_H_3 : 0.0209832 + s_lower_bl_H_4 : 0.0203811 + s_lower_bl_H_6 : 0.020173 +Epoch: 264 | Train Loss: 2.38232 | Test Loss: 2.93864 | analysis_confidence: 0.132919 | CL: 0.0221322 | ln_CD: 0.0470143 | CM: 0.00333333 | Top_Xtr: 0.0158916 | Bot_Xtr: 0.0183653 +Loss contributors: + s_ln_CD : 0.673805 + s_CL : 0.475889 + s_CM : 0.209907 + s_analysis_confidence : 0.105148 + s_Bot_Xtr : 0.0267748 + s_lower_bl_H_31 : 0.0222439 + s_upper_bl_H_31 : 0.0215871 + s_lower_bl_H_3 : 0.0211912 + s_lower_bl_H_4 : 0.0208768 + s_lower_bl_H_2 : 0.0202407 +Epoch: 265 | Train Loss: 2.37766 | Test Loss: 2.90736 | analysis_confidence: 0.127827 | CL: 0.0237987 | ln_CD: 0.0414909 | CM: 0.00344368 | Top_Xtr: 0.0158495 | Bot_Xtr: 0.0180803 +Loss contributors: + s_ln_CD : 0.649007 + s_CL : 0.48008 + s_CM : 0.217562 + s_analysis_confidence : 0.104532 + s_Bot_Xtr : 0.0259945 + s_upper_bl_H_31 : 0.0223279 + s_lower_bl_H_31 : 0.0222771 + s_lower_bl_H_3 : 0.0216329 + s_lower_bl_H_4 : 0.0211019 + s_lower_bl_H_6 : 0.020627 +Epoch: 266 | Train Loss: 2.37867 | Test Loss: 2.90667 | analysis_confidence: 0.130529 | CL: 0.0229252 | ln_CD: 0.0417207 | CM: 0.00341462 | Top_Xtr: 0.0152983 | Bot_Xtr: 0.0177635 +Loss contributors: + s_ln_CD : 0.653589 + s_CL : 0.484081 + s_CM : 0.213501 + s_analysis_confidence : 0.10466 + s_Bot_Xtr : 0.0254336 + s_lower_bl_H_31 : 0.0220183 + s_upper_bl_H_31 : 0.0217752 + s_lower_bl_H_3 : 0.0207448 + s_lower_bl_H_4 : 0.02033 + s_lower_bl_H_30 : 0.0199477 +Epoch: 267 | Train Loss: 2.3774 | Test Loss: 2.90513 | analysis_confidence: 0.127612 | CL: 0.0225536 | ln_CD: 0.0426116 | CM: 0.00345439 | Top_Xtr: 0.0150872 | Bot_Xtr: 0.017112 +Loss contributors: + s_ln_CD : 0.629809 + s_CL : 0.484888 + s_CM : 0.217378 + s_analysis_confidence : 0.105169 + s_Bot_Xtr : 0.0249181 + s_upper_bl_H_31 : 0.0229819 + s_lower_bl_H_31 : 0.022522 + s_lower_bl_H_3 : 0.0211923 + s_lower_bl_H_4 : 0.0206554 + s_lower_bl_H_6 : 0.0201488 +Epoch: 268 | Train Loss: 2.37327 | Test Loss: 2.86903 | analysis_confidence: 0.133756 | CL: 0.0222701 | ln_CD: 0.041066 | CM: 0.00339417 | Top_Xtr: 0.015178 | Bot_Xtr: 0.0177456 +Loss contributors: + s_ln_CD : 0.627588 + s_CL : 0.475321 + s_CM : 0.211928 + s_analysis_confidence : 0.105217 + s_Bot_Xtr : 0.0251147 + s_lower_bl_H_31 : 0.0220018 + s_upper_bl_H_31 : 0.0215637 + s_lower_bl_H_3 : 0.0209892 + s_lower_bl_H_4 : 0.0204167 + s_lower_bl_H_5 : 0.0201386 +Epoch: 269 | Train Loss: 2.37297 | Test Loss: 2.86904 | analysis_confidence: 0.129643 | CL: 0.0215987 | ln_CD: 0.0398487 | CM: 0.00376859 | Top_Xtr: 0.0149906 | Bot_Xtr: 0.0174487 +Loss contributors: + s_ln_CD : 0.615343 + s_CL : 0.469383 + s_CM : 0.225564 + s_analysis_confidence : 0.104857 + s_Bot_Xtr : 0.0256801 + s_lower_bl_H_31 : 0.0226362 + s_upper_bl_H_31 : 0.0216578 + s_lower_bl_H_3 : 0.0207458 + s_lower_bl_H_4 : 0.0204859 + s_lower_bl_H_30 : 0.0201927 +Epoch: 270 | Train Loss: 2.37328 | Test Loss: 2.87653 | analysis_confidence: 0.130215 | CL: 0.0212805 | ln_CD: 0.0409833 | CM: 0.00352408 | Top_Xtr: 0.0181803 | Bot_Xtr: 0.0202823 +Loss contributors: + s_ln_CD : 0.640665 + s_CL : 0.463683 + s_CM : 0.215266 + s_analysis_confidence : 0.105124 + s_Bot_Xtr : 0.0263814 + s_upper_bl_H_31 : 0.0230243 + s_lower_bl_H_31 : 0.0223573 + s_lower_bl_H_3 : 0.0212127 + s_lower_bl_H_1 : 0.0205819 + s_lower_bl_H_4 : 0.0205529 +Epoch: 271 | Train Loss: 2.37414 | Test Loss: 2.93054 | analysis_confidence: 0.131364 | CL: 0.0217346 | ln_CD: 0.0415885 | CM: 0.00330052 | Top_Xtr: 0.0166156 | Bot_Xtr: 0.0196835 +Loss contributors: + s_ln_CD : 0.676713 + s_CL : 0.466228 + s_CM : 0.208687 + s_analysis_confidence : 0.104545 + s_Bot_Xtr : 0.026748 + s_lower_bl_H_31 : 0.0234845 + s_upper_bl_H_31 : 0.0233728 + s_lower_bl_H_3 : 0.0211874 + s_lower_bl_H_30 : 0.020442 + s_upper_bl_H_30 : 0.0199901 +Epoch: 272 | Train Loss: 2.36737 | Test Loss: 2.83501 | analysis_confidence: 0.128347 | CL: 0.0221482 | ln_CD: 0.0400084 | CM: 0.00331982 | Top_Xtr: 0.0147901 | Bot_Xtr: 0.0172159 +Loss contributors: + s_ln_CD : 0.622539 + s_CL : 0.461062 + s_CM : 0.210405 + s_analysis_confidence : 0.104619 + s_Bot_Xtr : 0.0250921 + s_lower_bl_H_31 : 0.0222362 + s_upper_bl_H_31 : 0.02145 + s_lower_bl_H_3 : 0.0213647 + s_lower_bl_H_4 : 0.0206266 + s_lower_bl_H_5 : 0.0203208 +Epoch: 273 | Train Loss: 2.36958 | Test Loss: 2.99031 | analysis_confidence: 0.131193 | CL: 0.0243395 | ln_CD: 0.042434 | CM: 0.00334802 | Top_Xtr: 0.0155736 | Bot_Xtr: 0.0179522 +Loss contributors: + s_ln_CD : 0.671996 + s_CL : 0.487951 + s_CM : 0.210152 + s_analysis_confidence : 0.105028 + s_Bot_Xtr : 0.0260071 + s_lower_bl_H_31 : 0.0221089 + s_upper_bl_H_31 : 0.0217956 + s_lower_bl_H_3 : 0.0209409 + s_lower_bl_H_4 : 0.0204364 + s_lower_bl_H_10 : 0.0201708 +Epoch: 274 | Train Loss: 2.36677 | Test Loss: 2.843 | analysis_confidence: 0.134144 | CL: 0.0224197 | ln_CD: 0.0423491 | CM: 0.00347506 | Top_Xtr: 0.014944 | Bot_Xtr: 0.0173124 +Loss contributors: + s_ln_CD : 0.621621 + s_CL : 0.472215 + s_CM : 0.21634 + s_analysis_confidence : 0.104857 + s_Bot_Xtr : 0.0259296 + s_upper_bl_H_31 : 0.0217439 + s_lower_bl_H_31 : 0.0216945 + s_lower_bl_H_3 : 0.0209298 + s_lower_bl_H_4 : 0.0202951 + s_lower_bl_H_2 : 0.0201768 +Epoch: 275 | Train Loss: 2.36707 | Test Loss: 2.83244 | analysis_confidence: 0.129393 | CL: 0.0207651 | ln_CD: 0.0394941 | CM: 0.00338138 | Top_Xtr: 0.0152683 | Bot_Xtr: 0.0174636 +Loss contributors: + s_ln_CD : 0.631529 + s_CL : 0.461289 + s_CM : 0.21149 + s_analysis_confidence : 0.104357 + s_Bot_Xtr : 0.0252513 + s_lower_bl_H_31 : 0.0217849 + s_upper_bl_H_31 : 0.0216162 + s_lower_bl_H_3 : 0.0212763 + s_lower_bl_H_4 : 0.0203562 + s_lower_bl_H_2 : 0.0200676 +Epoch: 276 | Train Loss: 2.3628 | Test Loss: 2.88342 | analysis_confidence: 0.128721 | CL: 0.021794 | ln_CD: 0.0401066 | CM: 0.00350883 | Top_Xtr: 0.0149179 | Bot_Xtr: 0.0173865 +Loss contributors: + s_ln_CD : 0.639718 + s_CL : 0.469659 + s_CM : 0.221966 + s_analysis_confidence : 0.104824 + s_Bot_Xtr : 0.0249399 + s_lower_bl_H_31 : 0.0221864 + s_upper_bl_H_31 : 0.0220933 + s_lower_bl_H_3 : 0.0220689 + s_lower_bl_H_4 : 0.0205889 + s_lower_bl_H_5 : 0.0203071 +Epoch: 277 | Train Loss: 2.3623 | Test Loss: 2.89609 | analysis_confidence: 0.130576 | CL: 0.0210192 | ln_CD: 0.0435878 | CM: 0.00350842 | Top_Xtr: 0.0160595 | Bot_Xtr: 0.0182425 +Loss contributors: + s_ln_CD : 0.661893 + s_CL : 0.46101 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0.0272293 + s_lower_bl_H_31 : 0.021891 + s_upper_bl_H_31 : 0.0212256 + s_lower_bl_H_3 : 0.0208301 + s_lower_bl_H_4 : 0.02027 + s_lower_bl_H_6 : 0.0198353 +Epoch: 280 | Train Loss: 2.361 | Test Loss: 2.87404 | analysis_confidence: 0.129651 | CL: 0.0209214 | ln_CD: 0.0423806 | CM: 0.00334556 | Top_Xtr: 0.016556 | Bot_Xtr: 0.0191222 +Loss contributors: + s_ln_CD : 0.636061 + s_CL : 0.463764 + s_CM : 0.211456 + s_analysis_confidence : 0.104762 + s_Bot_Xtr : 0.0266487 + s_lower_bl_H_31 : 0.0216257 + s_upper_bl_H_31 : 0.0212592 + s_lower_bl_H_3 : 0.021125 + s_lower_bl_H_6 : 0.0203504 + s_lower_bl_H_4 : 0.0203082 +Epoch: 281 | Train Loss: 2.35635 | Test Loss: 2.84489 | analysis_confidence: 0.128215 | CL: 0.0210498 | ln_CD: 0.047066 | CM: 0.0033178 | Top_Xtr: 0.0164529 | Bot_Xtr: 0.0185209 +Loss contributors: + s_ln_CD : 0.635121 + s_CL : 0.466273 + s_CM : 0.209685 + s_analysis_confidence : 0.10449 + s_Bot_Xtr : 0.0253785 + s_lower_bl_H_31 : 0.0216815 + s_upper_bl_H_31 : 0.0215048 + s_lower_bl_H_3 : 0.0207625 + s_lower_bl_H_4 : 0.0201706 + s_lower_bl_H_1 : 0.0199167 +Epoch: 282 | Train Loss: 2.34992 | Test Loss: 2.87417 | analysis_confidence: 0.133339 | CL: 0.0232396 | ln_CD: 0.0406129 | CM: 0.00374556 | Top_Xtr: 0.0169391 | Bot_Xtr: 0.0190608 +Loss contributors: + s_ln_CD : 0.634233 + s_CL : 0.468084 + s_CM : 0.223571 + s_analysis_confidence : 0.105027 + s_Bot_Xtr : 0.0257514 + s_upper_bl_H_31 : 0.0219691 + s_lower_bl_H_31 : 0.0219522 + s_lower_bl_H_3 : 0.0213513 + s_lower_bl_H_4 : 0.0207316 + s_lower_bl_H_2 : 0.0202978 +Epoch: 283 | Train Loss: 2.35225 | Test Loss: 2.83459 | analysis_confidence: 0.132044 | CL: 0.0214759 | ln_CD: 0.0403436 | CM: 0.00330601 | Top_Xtr: 0.0148752 | Bot_Xtr: 0.0169396 +Loss contributors: + s_ln_CD : 0.621639 + s_CL : 0.461689 + s_CM : 0.210525 + s_analysis_confidence : 0.104535 + s_Bot_Xtr : 0.0251134 + s_lower_bl_H_31 : 0.0220954 + s_upper_bl_H_31 : 0.0220767 + s_lower_bl_H_3 : 0.0214203 + s_lower_bl_H_4 : 0.0202431 + s_lower_bl_H_5 : 0.0201756 +Epoch: 284 | Train Loss: 2.35469 | Test Loss: 2.92028 | analysis_confidence: 0.128761 | CL: 0.0223571 | ln_CD: 0.0408959 | CM: 0.00344736 | Top_Xtr: 0.015077 | Bot_Xtr: 0.0174068 +Loss contributors: + s_ln_CD : 0.63797 + s_CL : 0.500477 + s_CM : 0.214918 + s_analysis_confidence : 0.10422 + s_Bot_Xtr : 0.0250345 + s_lower_bl_H_31 : 0.0227749 + s_upper_bl_H_31 : 0.0226441 + s_lower_bl_H_3 : 0.020495 + s_lower_bl_H_4 : 0.019973 + s_lower_bl_H_6 : 0.0197736 +Epoch: 285 | Train Loss: 2.35256 | Test Loss: 2.90295 | analysis_confidence: 0.130245 | CL: 0.0218658 | ln_CD: 0.0422854 | CM: 0.00341268 | Top_Xtr: 0.0152386 | Bot_Xtr: 0.017786 +Loss contributors: + s_ln_CD : 0.641523 + s_CL : 0.472147 + s_CM : 0.21712 + s_analysis_confidence : 0.10452 + s_Bot_Xtr : 0.0254119 + s_upper_bl_H_31 : 0.0232061 + s_lower_bl_H_31 : 0.0226462 + s_lower_bl_H_3 : 0.0209352 + s_lower_bl_H_4 : 0.0206476 + s_lower_bl_H_6 : 0.0202265 +Epoch: 286 | Train Loss: 2.34617 | Test Loss: 2.86492 | analysis_confidence: 0.129921 | CL: 0.0203827 | ln_CD: 0.0435232 | CM: 0.00328849 | Top_Xtr: 0.014981 | Bot_Xtr: 0.017414 +Loss contributors: + s_ln_CD : 0.638745 + s_CL : 0.458463 + s_CM : 0.21288 + s_analysis_confidence : 0.104147 + s_Bot_Xtr : 0.0266071 + s_lower_bl_H_31 : 0.022092 + s_upper_bl_H_31 : 0.0217171 + s_lower_bl_H_3 : 0.0210042 + s_lower_bl_H_4 : 0.0206508 + s_lower_bl_H_6 : 0.0203844 +Epoch: 287 | Train Loss: 2.34732 | Test Loss: 2.83661 | analysis_confidence: 0.130621 | CL: 0.0216439 | ln_CD: 0.0435003 | CM: 0.003335 | Top_Xtr: 0.0150341 | Bot_Xtr: 0.0171576 +Loss contributors: + s_ln_CD : 0.628617 + s_CL : 0.462803 + s_CM : 0.20845 + s_analysis_confidence : 0.104319 + s_Bot_Xtr : 0.0254094 + s_lower_bl_H_31 : 0.0224664 + s_upper_bl_H_31 : 0.0219659 + s_lower_bl_H_3 : 0.0209682 + s_lower_bl_H_30 : 0.0202579 + s_lower_bl_H_4 : 0.0201622 +Epoch: 288 | Train Loss: 2.34331 | Test Loss: 2.85065 | analysis_confidence: 0.127768 | CL: 0.0222218 | ln_CD: 0.0449231 | CM: 0.00347872 | Top_Xtr: 0.0153835 | Bot_Xtr: 0.0178351 +Loss contributors: + s_ln_CD : 0.621565 + s_CL : 0.470292 + s_CM : 0.215564 + s_analysis_confidence : 0.10466 + s_Bot_Xtr : 0.0250069 + s_lower_bl_H_31 : 0.0216918 + s_upper_bl_H_31 : 0.0215712 + s_lower_bl_H_3 : 0.0211834 + s_lower_bl_H_4 : 0.0202811 + s_lower_bl_H_6 : 0.0199325 +Epoch: 289 | Train Loss: 2.34508 | Test Loss: 2.84195 | analysis_confidence: 0.130046 | CL: 0.0209263 | ln_CD: 0.0433047 | CM: 0.00327121 | Top_Xtr: 0.0156492 | Bot_Xtr: 0.0178094 +Loss contributors: + s_ln_CD : 0.629917 + s_CL : 0.463192 + s_CM : 0.207817 + s_analysis_confidence : 0.104103 + s_Bot_Xtr : 0.0249868 + s_lower_bl_H_31 : 0.0220401 + s_upper_bl_H_31 : 0.02155 + s_lower_bl_H_3 : 0.0208612 + s_lower_bl_H_4 : 0.0202355 + s_lower_bl_H_6 : 0.0200458 +Epoch: 290 | Train Loss: 2.34174 | Test Loss: 2.823 | analysis_confidence: 0.129339 | CL: 0.0225869 | ln_CD: 0.0407607 | CM: 0.00334524 | Top_Xtr: 0.0152423 | Bot_Xtr: 0.0178717 +Loss contributors: + 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s_analysis_confidence : 0.104266 + s_Bot_Xtr : 0.0260453 + s_lower_bl_H_31 : 0.0226867 + s_upper_bl_H_31 : 0.0225024 + s_lower_bl_H_3 : 0.0213201 + s_lower_bl_H_30 : 0.02 + s_lower_bl_H_4 : 0.0199723 +Epoch: 293 | Train Loss: 2.3424 | Test Loss: 2.86995 | analysis_confidence: 0.130583 | CL: 0.0220731 | ln_CD: 0.0433167 | CM: 0.0034959 | Top_Xtr: 0.0155208 | Bot_Xtr: 0.0174324 +Loss contributors: + s_ln_CD : 0.640019 + s_CL : 0.466753 + s_CM : 0.215797 + s_analysis_confidence : 0.104443 + s_Bot_Xtr : 0.0252385 + s_lower_bl_H_31 : 0.0222031 + s_upper_bl_H_31 : 0.0218928 + s_lower_bl_H_3 : 0.0212742 + s_lower_bl_H_4 : 0.0203286 + s_lower_bl_H_30 : 0.0203047 +Epoch: 294 | Train Loss: 2.34035 | Test Loss: 2.88471 | analysis_confidence: 0.133083 | CL: 0.020879 | ln_CD: 0.0396734 | CM: 0.00329684 | Top_Xtr: 0.0152127 | Bot_Xtr: 0.0174212 +Loss contributors: + s_ln_CD : 0.626829 + s_CL : 0.477556 + s_CM : 0.210606 + s_analysis_confidence : 0.105163 + s_Bot_Xtr : 0.0251082 + s_lower_bl_H_31 : 0.0219972 + s_lower_bl_H_3 : 0.0213621 + s_upper_bl_H_31 : 0.0212709 + s_lower_bl_H_4 : 0.0203347 + s_lower_bl_H_6 : 0.0202405 +Epoch: 295 | Train Loss: 2.33912 | Test Loss: 2.85145 | analysis_confidence: 0.134515 | CL: 0.0219543 | ln_CD: 0.0394106 | CM: 0.00385143 | Top_Xtr: 0.0155636 | Bot_Xtr: 0.0177042 +Loss contributors: + s_ln_CD : 0.625449 + s_CL : 0.460651 + s_CM : 0.228346 + s_analysis_confidence : 0.105143 + s_Bot_Xtr : 0.0254212 + s_lower_bl_H_31 : 0.0218643 + s_upper_bl_H_31 : 0.0216986 + s_lower_bl_H_3 : 0.0207889 + s_lower_bl_H_4 : 0.0198391 + s_lower_bl_H_6 : 0.0197899 +Epoch: 296 | Train Loss: 2.33311 | Test Loss: 2.82817 | analysis_confidence: 0.128885 | CL: 0.0209187 | ln_CD: 0.0393671 | CM: 0.00344329 | Top_Xtr: 0.015662 | Bot_Xtr: 0.0177936 +Loss contributors: + s_ln_CD : 0.614798 + s_CL : 0.456282 + s_CM : 0.212179 + s_analysis_confidence : 0.104426 + s_Bot_Xtr : 0.0250976 + s_lower_bl_H_31 : 0.0218723 + s_upper_bl_H_31 : 0.0215744 + s_lower_bl_H_3 : 0.0211513 + s_lower_bl_H_6 : 0.0200468 + s_lower_bl_H_4 : 0.0200111 +Epoch: 297 | Train Loss: 2.33078 | Test Loss: 2.91138 | analysis_confidence: 0.131423 | CL: 0.02338 | ln_CD: 0.0414481 | CM: 0.00383469 | Top_Xtr: 0.0154094 | Bot_Xtr: 0.0174939 +Loss contributors: + s_ln_CD : 0.634469 + s_CL : 0.489597 + s_CM : 0.231174 + s_analysis_confidence : 0.106048 + s_Bot_Xtr : 0.0250635 + s_lower_bl_H_31 : 0.0223471 + s_upper_bl_H_31 : 0.0221317 + s_lower_bl_H_3 : 0.0206697 + s_lower_bl_H_4 : 0.0200943 + s_lower_bl_H_6 : 0.0197964 +Epoch: 298 | Train Loss: 2.33377 | Test Loss: 2.84574 | analysis_confidence: 0.129051 | CL: 0.0214223 | ln_CD: 0.0483375 | CM: 0.00354896 | Top_Xtr: 0.0158718 | Bot_Xtr: 0.0180395 +Loss contributors: + s_ln_CD : 0.647204 + s_CL : 0.456098 + s_CM : 0.215595 + s_analysis_confidence : 0.104089 + s_Bot_Xtr : 0.0255313 + s_lower_bl_H_31 : 0.0218354 + s_upper_bl_H_31 : 0.0216476 + s_lower_bl_H_3 : 0.0202126 + s_lower_bl_H_4 : 0.0196144 + s_lower_bl_H_30 : 0.0194853 +Epoch: 299 | Train Loss: 2.33113 | Test Loss: 2.83842 | analysis_confidence: 0.125109 | CL: 0.0216221 | ln_CD: 0.0408137 | CM: 0.00337342 | Top_Xtr: 0.0150945 | Bot_Xtr: 0.017238 +Loss contributors: + s_ln_CD : 0.629367 + s_CL : 0.465716 + s_CM : 0.211973 + s_analysis_confidence : 0.104288 + s_Bot_Xtr : 0.0249255 + s_lower_bl_H_31 : 0.0221606 + s_upper_bl_H_31 : 0.0220318 + s_lower_bl_H_3 : 0.0204085 + s_lower_bl_H_30 : 0.0204038 + s_lower_bl_H_4 : 0.019947 +Epoch: 300 | Train Loss: 2.32669 | Test Loss: 2.84791 | analysis_confidence: 0.129965 | CL: 0.0210506 | ln_CD: 0.0476312 | CM: 0.00333611 | Top_Xtr: 0.0149367 | Bot_Xtr: 0.0172159 +Loss contributors: + s_ln_CD : 0.669481 + s_CL : 0.455862 + s_CM : 0.206727 + s_analysis_confidence : 0.10412 + s_Bot_Xtr : 0.0246242 + s_lower_bl_H_31 : 0.0212362 + s_upper_bl_H_31 : 0.0207567 + s_lower_bl_H_3 : 0.0204658 + s_lower_bl_H_4 : 0.0196631 + s_lower_bl_H_5 : 0.0194694 +Epoch: 301 | Train Loss: 2.32815 | Test Loss: 2.84379 | analysis_confidence: 0.126832 | CL: 0.0222301 | ln_CD: 0.0400353 | CM: 0.00342717 | Top_Xtr: 0.0151472 | Bot_Xtr: 0.0174586 +Loss contributors: + s_ln_CD : 0.625265 + s_CL : 0.475368 + s_CM : 0.211812 + s_analysis_confidence : 0.10393 + s_Bot_Xtr : 0.0248604 + s_upper_bl_H_31 : 0.0224192 + s_lower_bl_H_31 : 0.0220561 + s_lower_bl_H_3 : 0.0204396 + s_lower_bl_H_2 : 0.0195624 + s_lower_bl_H_4 : 0.0194024 +slurmstepd-d-10-13-1: error: *** JOB 25352891 ON d-10-13-1 CANCELLED AT 2024-03-09T00:55:12 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25352894 b/training/gen2_architecture/log.log-25352894 new file mode 100644 index 0000000..2cdee3b --- /dev/null +++ b/training/gen2_architecture/log.log-25352894 @@ -0,0 +1,3675 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 26.7202 | Test Loss: 10.3527 | analysis_confidence: 0.287852 | CL: 0.0475514 | ln_CD: 0.104646 | CM: 0.0082027 | Top_Xtr: 0.0522701 | Bot_Xtr: 0.0596876 +Loss contributors: + s_ln_CD : 2.50623 + s_CL : 2.1185 + s_CM : 1.26564 + s_analysis_confidence : 0.323373 + s_Bot_Xtr : 0.21435 + s_Top_Xtr : 0.147268 + s_upper_bl_H_31 : 0.0704973 + s_lower_bl_H_31 : 0.0672053 + s_upper_bl_H_30 : 0.0621683 + s_lower_bl_H_0 : 0.0595843 +Epoch: 1 | Train Loss: 8.9571 | Test Loss: 8.09022 | analysis_confidence: 0.231444 | CL: 0.0411278 | ln_CD: 0.08636 | CM: 0.00689105 | Top_Xtr: 0.0411902 | Bot_Xtr: 0.047779 +Loss contributors: + s_ln_CD : 2.0424 + s_CL : 1.73131 + s_CM : 0.945808 + s_analysis_confidence : 0.274109 + s_Bot_Xtr : 0.158948 + s_Top_Xtr : 0.10796 + s_lower_bl_H_31 : 0.0492067 + s_upper_bl_H_31 : 0.0486346 + s_lower_bl_H_0 : 0.0473666 + s_lower_bl_H_1 : 0.0433134 +Epoch: 2 | Train Loss: 7.2537 | Test Loss: 6.80256 | analysis_confidence: 0.188952 | CL: 0.0377617 | ln_CD: 0.0762996 | CM: 0.00642733 | Top_Xtr: 0.0370667 | Bot_Xtr: 0.0426483 +Loss contributors: + s_ln_CD : 1.71582 + s_CL : 1.45201 + s_CM : 0.826031 + s_analysis_confidence : 0.231095 + s_Bot_Xtr : 0.132569 + s_Top_Xtr : 0.0913835 + s_upper_bl_H_31 : 0.0420166 + s_lower_bl_H_31 : 0.0416388 + s_lower_bl_H_0 : 0.0390051 + s_upper_bl_H_30 : 0.0357974 +Epoch: 3 | Train Loss: 6.36423 | Test Loss: 6.0426 | analysis_confidence: 0.174581 | CL: 0.0355063 | ln_CD: 0.0692555 | CM: 0.00581728 | Top_Xtr: 0.0327993 | Bot_Xtr: 0.0380382 +Loss contributors: + s_ln_CD : 1.56271 + s_CL : 1.32807 + s_CM : 0.708308 + s_analysis_confidence : 0.21747 + s_Bot_Xtr : 0.115041 + s_Top_Xtr : 0.0785188 + s_upper_bl_H_31 : 0.0362205 + s_lower_bl_H_31 : 0.0360272 + s_lower_bl_H_0 : 0.0329548 + s_upper_bl_H_30 : 0.0306652 +Epoch: 4 | Train Loss: 5.79749 | Test Loss: 5.60713 | analysis_confidence: 0.16693 | CL: 0.0331969 | ln_CD: 0.0654076 | CM: 0.00553441 | Top_Xtr: 0.0316026 | Bot_Xtr: 0.0360742 +Loss contributors: + s_ln_CD : 1.46111 + s_CL : 1.21744 + s_CM : 0.656533 + s_analysis_confidence : 0.207368 + s_Bot_Xtr : 0.104297 + s_Top_Xtr : 0.0723788 + s_lower_bl_H_31 : 0.0331726 + s_upper_bl_H_31 : 0.0329221 + s_lower_bl_H_0 : 0.0305007 + s_lower_bl_H_1 : 0.0287857 +Epoch: 5 | Train Loss: 5.4076 | Test Loss: 5.31246 | analysis_confidence: 0.163476 | CL: 0.0317974 | ln_CD: 0.0604905 | CM: 0.00521899 | Top_Xtr: 0.02937 | Bot_Xtr: 0.0340407 +Loss 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s_lower_bl_H_31 : 0.0253119 + s_lower_bl_H_2 : 0.0227488 + s_upper_bl_ret_0 : 0.0218303 +Epoch: 10 | Train Loss: 4.49991 | Test Loss: 4.51193 | analysis_confidence: 0.151102 | CL: 0.0300078 | ln_CD: 0.0548435 | CM: 0.00457169 | Top_Xtr: 0.0248127 | Bot_Xtr: 0.0290853 +Loss contributors: + s_ln_CD : 1.26085 + s_CL : 0.997033 + s_CM : 0.506788 + s_analysis_confidence : 0.188174 + s_Bot_Xtr : 0.0766112 + s_Top_Xtr : 0.0551057 + s_upper_bl_H_31 : 0.0245141 + s_lower_bl_H_31 : 0.0243436 + s_lower_bl_H_2 : 0.0224053 + s_upper_bl_ret_0 : 0.0210428 +Epoch: 11 | Train Loss: 4.40873 | Test Loss: 4.60544 | analysis_confidence: 0.149759 | CL: 0.0287086 | ln_CD: 0.0571195 | CM: 0.00524777 | Top_Xtr: 0.0278338 | Bot_Xtr: 0.0310593 +Loss contributors: + s_ln_CD : 1.25692 + s_CL : 0.999993 + s_CM : 0.593801 + s_analysis_confidence : 0.186708 + s_Bot_Xtr : 0.0756652 + s_Top_Xtr : 0.0546982 + s_lower_bl_H_31 : 0.0237131 + s_upper_bl_H_31 : 0.0236735 + s_lower_bl_H_2 : 0.0227664 + s_lower_bl_H_4 : 0.0209244 +Epoch: 12 | Train Loss: 4.31703 | Test Loss: 4.34933 | analysis_confidence: 0.149845 | CL: 0.0281638 | ln_CD: 0.0554394 | CM: 0.00460055 | Top_Xtr: 0.0255059 | Bot_Xtr: 0.0301193 +Loss contributors: + s_ln_CD : 1.20784 + s_CL : 0.959425 + s_CM : 0.506411 + s_analysis_confidence : 0.186692 + s_Bot_Xtr : 0.078732 + s_Top_Xtr : 0.0546364 + s_upper_bl_H_31 : 0.022907 + s_lower_bl_H_31 : 0.022578 + s_lower_bl_H_2 : 0.021529 + s_lower_bl_H_1 : 0.0196923 +Epoch: 13 | Train Loss: 4.24445 | Test Loss: 4.31697 | analysis_confidence: 0.14629 | CL: 0.0276046 | ln_CD: 0.0562616 | CM: 0.00454928 | Top_Xtr: 0.0245548 | Bot_Xtr: 0.0283946 +Loss contributors: + s_ln_CD : 1.22467 + s_CL : 0.948045 + s_CM : 0.492984 + s_analysis_confidence : 0.183738 + s_Bot_Xtr : 0.0706274 + s_Top_Xtr : 0.0498778 + s_upper_bl_H_31 : 0.0239469 + s_lower_bl_H_31 : 0.0234124 + s_lower_bl_H_2 : 0.0213622 + s_upper_bl_H_30 : 0.02046 +Epoch: 14 | Train Loss: 4.17652 | Test Loss: 4.12886 | analysis_confidence: 0.144286 | CL: 0.0265565 | ln_CD: 0.051482 | CM: 0.00436618 | Top_Xtr: 0.022529 | Bot_Xtr: 0.0260907 +Loss contributors: + s_ln_CD : 1.17483 + s_CL : 0.908768 + s_CM : 0.476396 + s_analysis_confidence : 0.183223 + s_Bot_Xtr : 0.0677751 + s_Top_Xtr : 0.0482289 + s_upper_bl_H_31 : 0.022794 + s_lower_bl_H_31 : 0.0221992 + s_lower_bl_H_2 : 0.0202431 + s_upper_bl_H_30 : 0.0187317 +Epoch: 15 | Train Loss: 4.11022 | Test Loss: 4.14276 | analysis_confidence: 0.145535 | CL: 0.027941 | ln_CD: 0.0550902 | CM: 0.00430345 | Top_Xtr: 0.0232065 | Bot_Xtr: 0.0266106 +Loss contributors: + s_ln_CD : 1.21049 + s_CL : 0.914433 + s_CM : 0.458445 + s_analysis_confidence : 0.183335 + s_Bot_Xtr : 0.0699625 + s_Top_Xtr : 0.0504113 + s_upper_bl_H_31 : 0.0213728 + s_lower_bl_H_31 : 0.0210096 + s_lower_bl_H_2 : 0.0206648 + s_lower_bl_H_1 : 0.0189488 +Epoch: 16 | Train Loss: 4.06309 | Test Loss: 4.07548 | analysis_confidence: 0.145044 | CL: 0.0265426 | ln_CD: 0.0500562 | CM: 0.00420125 | Top_Xtr: 0.0220392 | Bot_Xtr: 0.0256019 +Loss contributors: + s_ln_CD : 1.18478 + s_CL : 0.910952 + s_CM : 0.45626 + s_analysis_confidence : 0.18156 + s_Bot_Xtr : 0.0660259 + s_Top_Xtr : 0.0467102 + s_upper_bl_H_31 : 0.0211029 + s_lower_bl_H_31 : 0.0208974 + s_lower_bl_H_2 : 0.0201889 + s_lower_bl_H_1 : 0.0179296 +Epoch: 17 | Train Loss: 4.00803 | Test Loss: 4.05454 | analysis_confidence: 0.145826 | CL: 0.0257107 | ln_CD: 0.0577432 | CM: 0.00423151 | Top_Xtr: 0.0229453 | Bot_Xtr: 0.0273657 +Loss contributors: + s_ln_CD : 1.18092 + s_CL : 0.882563 + s_CM : 0.452253 + s_analysis_confidence : 0.180949 + s_Bot_Xtr : 0.0669663 + s_Top_Xtr : 0.0468615 + s_upper_bl_H_31 : 0.0218132 + s_lower_bl_H_31 : 0.0211056 + s_lower_bl_H_2 : 0.0205403 + s_lower_bl_H_1 : 0.0183678 +Epoch: 18 | Train Loss: 3.96172 | Test Loss: 3.95968 | analysis_confidence: 0.14724 | CL: 0.0254209 | ln_CD: 0.0504259 | CM: 0.00417711 | Top_Xtr: 0.0215641 | Bot_Xtr: 0.0249248 +Loss contributors: + s_ln_CD : 1.14296 + s_CL : 0.870128 + s_CM : 0.440036 + s_analysis_confidence : 0.181613 + s_Bot_Xtr : 0.0658532 + s_Top_Xtr : 0.0479117 + s_upper_bl_H_31 : 0.0208893 + s_lower_bl_H_31 : 0.0206432 + s_lower_bl_H_2 : 0.0199623 + s_lower_bl_H_1 : 0.0180719 +Epoch: 19 | Train Loss: 3.92505 | Test Loss: 4.00393 | analysis_confidence: 0.139703 | CL: 0.0253964 | ln_CD: 0.0504841 | CM: 0.00433011 | Top_Xtr: 0.022167 | Bot_Xtr: 0.0255573 +Loss contributors: + s_ln_CD : 1.16989 + s_CL : 0.876684 + s_CM : 0.456195 + s_analysis_confidence : 0.17931 + s_Bot_Xtr : 0.0636971 + s_Top_Xtr : 0.0449879 + s_upper_bl_H_31 : 0.0207856 + s_lower_bl_H_2 : 0.0206292 + s_lower_bl_H_31 : 0.0205277 + s_lower_bl_H_1 : 0.0186254 +Epoch: 20 | Train Loss: 3.88089 | Test Loss: 3.95319 | analysis_confidence: 0.144978 | CL: 0.0264332 | ln_CD: 0.0528431 | CM: 0.00419989 | Top_Xtr: 0.0210673 | Bot_Xtr: 0.0239903 +Loss contributors: + s_ln_CD : 1.1311 + s_CL : 0.888375 + s_CM : 0.453858 + s_analysis_confidence : 0.17889 + s_Bot_Xtr : 0.0620878 + s_Top_Xtr : 0.0441602 + s_upper_bl_H_31 : 0.021565 + s_lower_bl_H_31 : 0.0205816 + s_lower_bl_H_2 : 0.0197632 + s_upper_bl_H_30 : 0.0177391 +Epoch: 21 | Train Loss: 3.84215 | Test Loss: 4.06708 | analysis_confidence: 0.146328 | CL: 0.0305455 | ln_CD: 0.0542145 | CM: 0.00425336 | Top_Xtr: 0.0212629 | Bot_Xtr: 0.0241882 +Loss contributors: + s_ln_CD : 1.18144 + s_CL : 0.965846 + s_CM : 0.440421 + s_analysis_confidence : 0.179844 + s_Bot_Xtr : 0.0634393 + s_Top_Xtr : 0.0463549 + s_upper_bl_H_31 : 0.0205302 + s_lower_bl_H_31 : 0.0198109 + s_lower_bl_H_2 : 0.0195898 + s_lower_bl_H_1 : 0.0173578 +Epoch: 22 | Train Loss: 3.80762 | Test Loss: 4.0507 | analysis_confidence: 0.140939 | CL: 0.0253805 | ln_CD: 0.0506155 | CM: 0.00449938 | Top_Xtr: 0.0220859 | Bot_Xtr: 0.0259179 +Loss contributors: + s_ln_CD : 1.25207 + s_CL : 0.877635 + s_CM : 0.45772 + s_analysis_confidence : 0.17892 + s_Bot_Xtr : 0.064307 + s_Top_Xtr : 0.0447879 + s_lower_bl_H_2 : 0.0196572 + s_upper_bl_H_31 : 0.0192558 + s_lower_bl_H_31 : 0.0191532 + s_lower_bl_H_4 : 0.0171811 +Epoch: 23 | Train Loss: 3.77047 | Test Loss: 3.89719 | analysis_confidence: 0.140587 | CL: 0.0254133 | ln_CD: 0.0504664 | CM: 0.00406276 | Top_Xtr: 0.0204282 | Bot_Xtr: 0.0233263 +Loss contributors: + s_ln_CD : 1.15004 + s_CL : 0.878211 + s_CM : 0.430411 + s_analysis_confidence : 0.176219 + s_Bot_Xtr : 0.0604949 + s_Top_Xtr : 0.0419502 + s_upper_bl_H_31 : 0.0200226 + s_lower_bl_H_31 : 0.0195851 + s_lower_bl_H_2 : 0.0192044 + s_lower_bl_H_1 : 0.0173696 +Epoch: 24 | Train Loss: 3.7317 | Test Loss: 3.84702 | analysis_confidence: 0.137272 | CL: 0.024368 | ln_CD: 0.0625828 | CM: 0.00398764 | Top_Xtr: 0.0205107 | Bot_Xtr: 0.0239094 +Loss contributors: + s_ln_CD : 1.19624 + s_CL : 0.833055 + s_CM : 0.417052 + s_analysis_confidence : 0.177155 + s_Bot_Xtr : 0.059946 + s_Top_Xtr : 0.0411168 + s_lower_bl_H_2 : 0.0191724 + s_upper_bl_H_31 : 0.0191167 + s_lower_bl_H_31 : 0.0189386 + s_lower_bl_H_1 : 0.0169036 +Epoch: 25 | Train Loss: 3.70566 | Test Loss: 3.7682 | analysis_confidence: 0.139088 | CL: 0.0253863 | ln_CD: 0.0484551 | CM: 0.00405977 | Top_Xtr: 0.0196552 | Bot_Xtr: 0.0232317 +Loss contributors: + s_ln_CD : 1.10334 + s_CL : 0.852637 + s_CM : 0.41781 + s_analysis_confidence : 0.176564 + s_Bot_Xtr : 0.058727 + s_Top_Xtr : 0.0404346 + s_lower_bl_H_31 : 0.0191223 + s_upper_bl_H_31 : 0.0191125 + s_lower_bl_H_2 : 0.0189906 + s_lower_bl_H_1 : 0.0167609 +Epoch: 26 | Train Loss: 3.68246 | Test Loss: 3.83593 | analysis_confidence: 0.140181 | CL: 0.0253251 | ln_CD: 0.0488349 | CM: 0.00404724 | Top_Xtr: 0.0197723 | Bot_Xtr: 0.0230929 +Loss contributors: + s_ln_CD : 1.1264 + s_CL : 0.871755 + s_CM : 0.427616 + s_analysis_confidence : 0.176069 + s_Bot_Xtr : 0.0587173 + s_Top_Xtr : 0.0398865 + s_lower_bl_H_2 : 0.0197239 + s_upper_bl_H_31 : 0.0188632 + s_lower_bl_H_31 : 0.0188259 + s_lower_bl_H_1 : 0.0175417 +Epoch: 27 | Train Loss: 3.65012 | Test Loss: 3.75489 | analysis_confidence: 0.139606 | CL: 0.0247534 | ln_CD: 0.0518364 | CM: 0.00413859 | Top_Xtr: 0.0195158 | Bot_Xtr: 0.0227066 +Loss contributors: + s_ln_CD : 1.08935 + s_CL : 0.835377 + s_CM : 0.433498 + s_analysis_confidence : 0.176656 + s_Bot_Xtr : 0.0594773 + s_Top_Xtr : 0.0394698 + s_upper_bl_H_31 : 0.0189665 + s_lower_bl_H_2 : 0.0188847 + s_lower_bl_H_31 : 0.0184277 + s_lower_bl_H_1 : 0.0168393 +Epoch: 28 | Train Loss: 3.62385 | Test Loss: 3.67216 | analysis_confidence: 0.135878 | CL: 0.0259028 | ln_CD: 0.0487246 | CM: 0.00398673 | Top_Xtr: 0.0203359 | Bot_Xtr: 0.0226503 +Loss contributors: + s_ln_CD : 1.06657 + s_CL : 0.84691 + s_CM : 0.406965 + s_analysis_confidence : 0.175087 + s_Bot_Xtr : 0.0560909 + s_Top_Xtr : 0.0395558 + s_upper_bl_H_31 : 0.0188098 + s_lower_bl_H_2 : 0.0186776 + s_lower_bl_H_31 : 0.0181594 + s_lower_bl_H_1 : 0.0167704 +Epoch: 29 | Train Loss: 3.59797 | Test Loss: 3.7448 | analysis_confidence: 0.135722 | CL: 0.0257661 | ln_CD: 0.0478549 | CM: 0.00414431 | Top_Xtr: 0.0187011 | Bot_Xtr: 0.021847 +Loss contributors: + s_ln_CD : 1.08833 + s_CL : 0.870197 + s_CM : 0.432689 + s_analysis_confidence : 0.174874 + s_Bot_Xtr : 0.0548829 + s_Top_Xtr : 0.0362957 + s_upper_bl_H_31 : 0.0191327 + s_lower_bl_H_31 : 0.0184511 + s_lower_bl_H_2 : 0.0184081 + s_lower_bl_H_1 : 0.0168208 +Epoch: 30 | Train Loss: 3.57349 | Test Loss: 3.75342 | analysis_confidence: 0.137289 | CL: 0.0244273 | ln_CD: 0.0508636 | CM: 0.00388074 | Top_Xtr: 0.0205715 | Bot_Xtr: 0.0230989 +Loss contributors: + s_ln_CD : 1.15753 + s_CL : 0.83253 + s_CM : 0.40214 + s_analysis_confidence : 0.175029 + s_Bot_Xtr : 0.0565644 + s_Top_Xtr : 0.0386088 + s_lower_bl_H_31 : 0.0187484 + s_lower_bl_H_2 : 0.0186701 + s_upper_bl_H_31 : 0.018569 + s_lower_bl_H_1 : 0.0170766 +Epoch: 31 | Train Loss: 3.55366 | Test Loss: 3.66817 | analysis_confidence: 0.142432 | CL: 0.0250235 | ln_CD: 0.0547495 | CM: 0.00410531 | Top_Xtr: 0.0239168 | Bot_Xtr: 0.0267871 +Loss contributors: + s_ln_CD : 1.1017 + s_CL : 0.808891 + s_CM : 0.409127 + s_analysis_confidence : 0.178047 + s_Bot_Xtr 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0.0175189 + s_lower_bl_H_31 : 0.0172936 + s_lower_bl_H_1 : 0.0169049 +Epoch: 34 | Train Loss: 3.49227 | Test Loss: 3.63935 | analysis_confidence: 0.136274 | CL: 0.025076 | ln_CD: 0.0487843 | CM: 0.00380723 | Top_Xtr: 0.0183869 | Bot_Xtr: 0.0219061 +Loss contributors: + s_ln_CD : 1.07805 + s_CL : 0.851741 + s_CM : 0.392089 + s_analysis_confidence : 0.173191 + s_Bot_Xtr : 0.0532011 + s_Top_Xtr : 0.0343883 + s_lower_bl_H_2 : 0.0178985 + s_upper_bl_H_31 : 0.0178271 + s_lower_bl_H_31 : 0.0176082 + s_lower_bl_H_1 : 0.0167366 +Epoch: 35 | Train Loss: 3.4746 | Test Loss: 3.49453 | analysis_confidence: 0.135191 | CL: 0.023946 | ln_CD: 0.0445805 | CM: 0.00380975 | Top_Xtr: 0.0197473 | Bot_Xtr: 0.022638 +Loss contributors: + s_ln_CD : 1.01656 + s_CL : 0.801447 + s_CM : 0.387883 + s_analysis_confidence : 0.174239 + s_Bot_Xtr : 0.0526532 + s_Top_Xtr : 0.0350046 + s_lower_bl_H_2 : 0.0177524 + s_upper_bl_H_31 : 0.0172933 + s_lower_bl_H_31 : 0.0168745 + s_lower_bl_H_1 : 0.0164952 +Epoch: 36 | Train Loss: 3.45993 | Test Loss: 3.64146 | analysis_confidence: 0.139098 | CL: 0.0239321 | ln_CD: 0.0455923 | CM: 0.00380813 | Top_Xtr: 0.0184486 | Bot_Xtr: 0.0215 +Loss contributors: + s_ln_CD : 1.07779 + s_CL : 0.844977 + s_CM : 0.389206 + s_analysis_confidence : 0.175488 + s_Bot_Xtr : 0.0551995 + s_Top_Xtr : 0.0355339 + s_upper_bl_H_31 : 0.0177557 + s_lower_bl_H_2 : 0.0177338 + s_lower_bl_H_31 : 0.0171155 + s_lower_bl_H_1 : 0.0163697 +Epoch: 37 | Train Loss: 3.4497 | Test Loss: 3.75158 | analysis_confidence: 0.137802 | CL: 0.026019 | ln_CD: 0.0626826 | CM: 0.00400692 | Top_Xtr: 0.0176942 | Bot_Xtr: 0.0208815 +Loss contributors: + s_ln_CD : 1.19503 + s_CL : 0.840861 + s_CM : 0.400777 + s_analysis_confidence : 0.172159 + s_Bot_Xtr : 0.0514658 + s_Top_Xtr : 0.0338593 + s_lower_bl_H_2 : 0.0177519 + s_upper_bl_H_31 : 0.017206 + s_lower_bl_H_31 : 0.0170589 + s_lower_bl_H_1 : 0.0169407 +Epoch: 38 | Train Loss: 3.41891 | Test Loss: 3.62934 | analysis_confidence: 0.132448 | CL: 0.0251201 | ln_CD: 0.0477632 | CM: 0.00386353 | Top_Xtr: 0.0176212 | Bot_Xtr: 0.0204897 +Loss contributors: + s_ln_CD : 1.09152 + s_CL : 0.838837 + s_CM : 0.395331 + s_analysis_confidence : 0.172585 + s_Bot_Xtr : 0.0522886 + s_Top_Xtr : 0.0353611 + s_upper_bl_H_31 : 0.0180062 + s_lower_bl_H_31 : 0.0173564 + s_lower_bl_H_2 : 0.017293 + s_lower_bl_H_1 : 0.01677 +Epoch: 39 | Train Loss: 3.40341 | Test Loss: 3.59204 | analysis_confidence: 0.134123 | CL: 0.0244546 | ln_CD: 0.0464508 | CM: 0.00401479 | Top_Xtr: 0.0187728 | Bot_Xtr: 0.0215318 +Loss contributors: + s_ln_CD : 1.03617 + s_CL : 0.844047 + s_CM : 0.406901 + s_analysis_confidence : 0.172155 + s_Bot_Xtr : 0.0518127 + s_Top_Xtr : 0.0337868 + s_upper_bl_H_31 : 0.0177027 + s_lower_bl_H_2 : 0.0174247 + s_lower_bl_H_31 : 0.0173148 + s_lower_bl_H_1 : 0.0166319 +Epoch: 40 | Train Loss: 3.39109 | Test Loss: 3.60318 | analysis_confidence: 0.134489 | CL: 0.0237237 | ln_CD: 0.0460101 | CM: 0.00386374 | Top_Xtr: 0.0182451 | Bot_Xtr: 0.0210155 +Loss contributors: 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s_lower_bl_H_2 : 0.0169584 + s_upper_bl_H_31 : 0.0165766 + s_lower_bl_H_31 : 0.0163149 +Epoch: 45 | Train Loss: 3.32399 | Test Loss: 3.46138 | analysis_confidence: 0.138519 | CL: 0.0249817 | ln_CD: 0.0475059 | CM: 0.00368359 | Top_Xtr: 0.017727 | Bot_Xtr: 0.0203438 +Loss contributors: + s_ln_CD : 1.0264 + s_CL : 0.807176 + s_CM : 0.37695 + s_analysis_confidence : 0.172458 + s_Bot_Xtr : 0.0501122 + s_Top_Xtr : 0.0332181 + s_upper_bl_H_31 : 0.0174988 + s_lower_bl_H_31 : 0.0172343 + s_lower_bl_H_2 : 0.01649 + s_lower_bl_H_1 : 0.0163865 +Epoch: 46 | Train Loss: 3.31295 | Test Loss: 3.41444 | analysis_confidence: 0.133882 | CL: 0.0234227 | ln_CD: 0.0436724 | CM: 0.00375459 | Top_Xtr: 0.0179636 | Bot_Xtr: 0.0206615 +Loss contributors: + s_ln_CD : 0.997041 + s_CL : 0.79282 + s_CM : 0.380464 + s_analysis_confidence : 0.171929 + s_Bot_Xtr : 0.0484907 + s_Top_Xtr : 0.0314238 + s_lower_bl_H_1 : 0.017271 + s_lower_bl_H_31 : 0.0170011 + s_upper_bl_H_31 : 0.0169097 + s_lower_bl_H_2 : 0.0167863 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CL: 0.0241744 | ln_CD: 0.0475335 | CM: 0.0037842 | Top_Xtr: 0.0165797 | Bot_Xtr: 0.0195221 +Loss contributors: + s_ln_CD : 1.02643 + s_CL : 0.790154 + s_CM : 0.378815 + s_analysis_confidence : 0.170107 + s_Bot_Xtr : 0.0476632 + s_Top_Xtr : 0.0307418 + s_lower_bl_H_1 : 0.0168499 + s_lower_bl_H_2 : 0.0162337 + s_lower_bl_H_31 : 0.0162247 + s_upper_bl_H_31 : 0.0161478 +Epoch: 50 | Train Loss: 3.26324 | Test Loss: 3.43361 | analysis_confidence: 0.135449 | CL: 0.022668 | ln_CD: 0.0455176 | CM: 0.0036041 | Top_Xtr: 0.0175961 | Bot_Xtr: 0.0204712 +Loss contributors: + s_ln_CD : 1.0304 + s_CL : 0.791759 + s_CM : 0.371724 + s_analysis_confidence : 0.171055 + s_Bot_Xtr : 0.0502774 + s_Top_Xtr : 0.0334933 + s_lower_bl_H_1 : 0.017095 + s_lower_bl_H_2 : 0.0167105 + s_upper_bl_H_31 : 0.0164161 + s_lower_bl_H_31 : 0.0158024 +Epoch: 51 | Train Loss: 3.24601 | Test Loss: 3.3827 | analysis_confidence: 0.132498 | CL: 0.0233157 | ln_CD: 0.0424434 | CM: 0.00363228 | Top_Xtr: 0.0242155 | Bot_Xtr: 0.0255513 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s_analysis_confidence : 0.169812 + s_Bot_Xtr : 0.0470889 + s_Top_Xtr : 0.0304721 + s_lower_bl_H_1 : 0.0171127 + s_lower_bl_H_2 : 0.0160007 + s_upper_bl_H_31 : 0.0158039 + s_lower_bl_H_31 : 0.0156284 +Epoch: 54 | Train Loss: 3.21633 | Test Loss: 3.35926 | analysis_confidence: 0.133027 | CL: 0.0233792 | ln_CD: 0.0431459 | CM: 0.00360839 | Top_Xtr: 0.0169339 | Bot_Xtr: 0.019838 +Loss contributors: + s_ln_CD : 1.02921 + s_CL : 0.762307 + s_CM : 0.360088 + s_analysis_confidence : 0.169544 + s_Bot_Xtr : 0.0467534 + s_Top_Xtr : 0.0307077 + s_lower_bl_H_1 : 0.0170687 + s_upper_bl_H_31 : 0.0159586 + s_lower_bl_H_2 : 0.0157491 + s_lower_bl_H_31 : 0.0157123 +Epoch: 55 | Train Loss: 3.20223 | Test Loss: 3.26227 | analysis_confidence: 0.132779 | CL: 0.0225614 | ln_CD: 0.0425331 | CM: 0.00359083 | Top_Xtr: 0.0164419 | Bot_Xtr: 0.0194835 +Loss contributors: + s_ln_CD : 0.96993 + s_CL : 0.749258 + s_CM : 0.354301 + s_analysis_confidence : 0.169491 + s_Bot_Xtr : 0.0464741 + s_Top_Xtr : 0.0288617 + s_lower_bl_H_1 : 0.0167102 + s_upper_bl_H_31 : 0.016134 + s_lower_bl_H_31 : 0.0160849 + s_lower_bl_H_2 : 0.0153356 +Epoch: 56 | Train Loss: 3.19347 | Test Loss: 3.38471 | analysis_confidence: 0.134865 | CL: 0.0220505 | ln_CD: 0.045533 | CM: 0.00382332 | Top_Xtr: 0.0177165 | Bot_Xtr: 0.0203565 +Loss contributors: + s_ln_CD : 1.01078 + s_CL : 0.769648 + s_CM : 0.38644 + s_analysis_confidence : 0.170476 + s_Bot_Xtr : 0.0495339 + s_Top_Xtr : 0.0329225 + s_lower_bl_H_1 : 0.0172482 + s_upper_bl_H_31 : 0.0166505 + s_lower_bl_H_31 : 0.0161797 + s_lower_bl_H_2 : 0.0151998 +Epoch: 57 | Train Loss: 3.17886 | Test Loss: 3.39173 | analysis_confidence: 0.133182 | CL: 0.0228079 | ln_CD: 0.0468305 | CM: 0.00369154 | Top_Xtr: 0.0168055 | Bot_Xtr: 0.0198506 +Loss contributors: + s_ln_CD : 1.05061 + s_CL : 0.762355 + s_CM : 0.361839 + s_analysis_confidence : 0.171114 + s_Bot_Xtr : 0.0477052 + s_Top_Xtr : 0.0306725 + s_lower_bl_H_1 : 0.0170041 + s_lower_bl_H_2 : 0.0158069 + s_upper_bl_H_31 : 0.015733 + s_lower_bl_H_31 : 0.0155751 +Epoch: 58 | Train Loss: 3.1742 | Test Loss: 3.4256 | analysis_confidence: 0.133725 | CL: 0.0226227 | ln_CD: 0.0468728 | CM: 0.00360305 | Top_Xtr: 0.0191284 | Bot_Xtr: 0.022078 +Loss contributors: + s_ln_CD : 1.0458 + s_CL : 0.787148 + s_CM : 0.365429 + s_analysis_confidence : 0.171097 + s_Bot_Xtr : 0.0505419 + s_Top_Xtr : 0.0334094 + s_lower_bl_H_1 : 0.0170807 + s_upper_bl_H_31 : 0.0162548 + s_lower_bl_H_31 : 0.0158312 + s_lower_bl_H_2 : 0.0154211 +Epoch: 59 | Train Loss: 3.15498 | Test Loss: 3.40798 | analysis_confidence: 0.136062 | CL: 0.0226216 | ln_CD: 0.0445243 | CM: 0.00369549 | Top_Xtr: 0.0166636 | Bot_Xtr: 0.0192462 +Loss contributors: + s_ln_CD : 1.03811 + s_CL : 0.77284 + s_CM : 0.369883 + s_analysis_confidence : 0.171606 + s_Bot_Xtr : 0.0460948 + s_Top_Xtr : 0.0296317 + s_lower_bl_H_1 : 0.0165647 + s_upper_bl_H_31 : 0.0162687 + s_lower_bl_H_31 : 0.0161912 + s_lower_bl_H_2 : 0.0150488 +Epoch: 60 | Train Loss: 3.14783 | Test Loss: 3.34489 | analysis_confidence: 0.131153 | CL: 0.0223175 | ln_CD: 0.0426182 | CM: 0.00388328 | Top_Xtr: 0.0160941 | Bot_Xtr: 0.0188372 +Loss contributors: + s_ln_CD : 1.02249 + s_CL : 0.757191 + s_CM : 0.373717 + s_analysis_confidence : 0.169077 + s_Bot_Xtr : 0.045389 + s_Top_Xtr : 0.0292874 + s_lower_bl_H_1 : 0.0173854 + s_upper_bl_H_31 : 0.0157974 + s_lower_bl_H_31 : 0.0155867 + s_lower_bl_H_2 : 0.0149276 +Epoch: 61 | Train Loss: 3.13631 | Test Loss: 3.51485 | analysis_confidence: 0.1359 | CL: 0.0273609 | ln_CD: 0.043976 | CM: 0.00464274 | Top_Xtr: 0.016824 | Bot_Xtr: 0.0197349 +Loss contributors: + s_ln_CD : 1.00737 + s_CL : 0.835801 + s_CM : 0.435584 + s_analysis_confidence : 0.169614 + s_Bot_Xtr : 0.0460155 + s_Top_Xtr : 0.0305944 + s_lower_bl_H_1 : 0.0175196 + s_lower_bl_H_31 : 0.0159232 + s_upper_bl_H_31 : 0.0157393 + s_lower_bl_H_2 : 0.0150904 +Epoch: 62 | Train Loss: 3.12794 | Test Loss: 3.30106 | analysis_confidence: 0.13132 | CL: 0.0223513 | ln_CD: 0.0475159 | CM: 0.00361707 | Top_Xtr: 0.0167948 | Bot_Xtr: 0.0191491 +Loss contributors: + s_ln_CD : 0.999028 + s_CL : 0.768503 + s_CM : 0.356525 + s_analysis_confidence : 0.170001 + s_Bot_Xtr : 0.0457549 + s_Top_Xtr : 0.0290207 + s_lower_bl_H_1 : 0.0164402 + s_upper_bl_H_31 : 0.0155271 + s_lower_bl_H_31 : 0.0150352 + s_lower_bl_H_2 : 0.0143588 +Epoch: 63 | Train Loss: 3.11881 | Test Loss: 3.37566 | analysis_confidence: 0.134718 | CL: 0.0233727 | ln_CD: 0.0529835 | CM: 0.00368655 | Top_Xtr: 0.0165466 | Bot_Xtr: 0.0190521 +Loss contributors: + s_ln_CD : 1.02313 + s_CL : 0.778239 + s_CM : 0.367077 + s_analysis_confidence : 0.169196 + s_Bot_Xtr : 0.0470353 + s_Top_Xtr : 0.0310122 + s_lower_bl_H_1 : 0.0170126 + s_upper_bl_H_31 : 0.0160667 + s_lower_bl_H_31 : 0.0153545 + s_lower_bl_H_2 : 0.0144744 +Epoch: 64 | Train Loss: 3.10997 | Test Loss: 3.27068 | analysis_confidence: 0.137994 | CL: 0.0229439 | ln_CD: 0.0416951 | CM: 0.00363926 | Top_Xtr: 0.0170172 | Bot_Xtr: 0.0196478 +Loss contributors: + s_ln_CD : 0.971771 + s_CL : 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s_Top_Xtr : 0.0342029 + s_lower_bl_H_1 : 0.0168067 + s_upper_bl_H_31 : 0.0157711 + s_lower_bl_H_31 : 0.0157204 + s_lower_bl_H_2 : 0.013928 +Epoch: 67 | Train Loss: 3.07892 | Test Loss: 3.39947 | analysis_confidence: 0.130431 | CL: 0.0229304 | ln_CD: 0.0452821 | CM: 0.00392319 | Top_Xtr: 0.0168338 | Bot_Xtr: 0.0193666 +Loss contributors: + s_ln_CD : 1.06314 + s_CL : 0.768021 + s_CM : 0.373811 + s_analysis_confidence : 0.168381 + s_Bot_Xtr : 0.0499229 + s_Top_Xtr : 0.0312422 + s_lower_bl_H_1 : 0.0167695 + s_upper_bl_H_31 : 0.015695 + s_lower_bl_H_31 : 0.0154355 + s_lower_bl_H_2 : 0.0140617 +Epoch: 68 | Train Loss: 3.07233 | Test Loss: 3.33747 | analysis_confidence: 0.131508 | CL: 0.0224354 | ln_CD: 0.0457444 | CM: 0.0036471 | Top_Xtr: 0.0173575 | Bot_Xtr: 0.0195323 +Loss contributors: + s_ln_CD : 0.992055 + s_CL : 0.776483 + s_CM : 0.366876 + s_analysis_confidence : 0.168097 + s_Bot_Xtr : 0.0469737 + s_Top_Xtr : 0.032952 + s_lower_bl_H_1 : 0.016673 + s_upper_bl_H_31 : 0.0159928 + s_lower_bl_H_31 : 0.0157712 + s_lower_bl_H_2 : 0.0137828 +Epoch: 69 | Train Loss: 3.06036 | Test Loss: 3.39864 | analysis_confidence: 0.133476 | CL: 0.0237938 | ln_CD: 0.043584 | CM: 0.00367928 | Top_Xtr: 0.0178899 | Bot_Xtr: 0.0196704 +Loss contributors: + s_ln_CD : 1.0617 + s_CL : 0.767923 + s_CM : 0.363998 + s_analysis_confidence : 0.168945 + s_Bot_Xtr : 0.0494319 + s_Top_Xtr : 0.034675 + s_lower_bl_H_1 : 0.0163826 + s_lower_bl_H_31 : 0.015634 + s_upper_bl_H_31 : 0.0155398 + s_lower_bl_H_2 : 0.0141712 +Epoch: 70 | Train Loss: 3.04607 | Test Loss: 3.26256 | analysis_confidence: 0.134683 | CL: 0.0220712 | ln_CD: 0.0483409 | CM: 0.00360043 | Top_Xtr: 0.0164993 | Bot_Xtr: 0.0190027 +Loss contributors: + s_ln_CD : 1.00211 + s_CL : 0.74311 + s_CM : 0.351256 + s_analysis_confidence : 0.168029 + s_Bot_Xtr : 0.0496497 + s_Top_Xtr : 0.0310447 + s_lower_bl_H_1 : 0.0159761 + s_upper_bl_H_31 : 0.0157239 + s_lower_bl_H_31 : 0.0151878 + s_lower_bl_H_2 : 0.0135499 +Epoch: 71 | Train Loss: 3.0445 | Test Loss: 3.30733 | analysis_confidence: 0.132743 | CL: 0.0226257 | ln_CD: 0.0557337 | CM: 0.00367462 | Top_Xtr: 0.0174073 | Bot_Xtr: 0.0194132 +Loss contributors: + s_ln_CD : 1.01077 + s_CL : 0.760549 + s_CM : 0.358726 + s_analysis_confidence : 0.16773 + s_Bot_Xtr : 0.0459493 + s_Top_Xtr : 0.0306244 + s_lower_bl_H_1 : 0.0160334 + s_upper_bl_H_31 : 0.0156601 + s_lower_bl_H_31 : 0.0152776 + s_lower_bl_H_0 : 0.0135254 +Epoch: 72 | Train Loss: 3.03311 | Test Loss: 3.26841 | analysis_confidence: 0.134543 | CL: 0.0223224 | ln_CD: 0.0480009 | CM: 0.00354451 | Top_Xtr: 0.0159713 | Bot_Xtr: 0.0183894 +Loss contributors: + s_ln_CD : 1.01604 + s_CL : 0.742444 + s_CM : 0.351344 + s_analysis_confidence : 0.167961 + s_Bot_Xtr : 0.0461393 + s_Top_Xtr : 0.0295571 + s_lower_bl_H_1 : 0.0158446 + s_upper_bl_H_31 : 0.0152926 + s_lower_bl_H_31 : 0.0149743 + s_lower_bl_H_0 : 0.0134819 +Epoch: 73 | Train Loss: 3.02931 | Test Loss: 3.40784 | analysis_confidence: 0.134604 | CL: 0.0220034 | ln_CD: 0.045578 | 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s_analysis_confidence : 0.167215 + s_Bot_Xtr : 0.0424704 + s_Top_Xtr : 0.0259814 + s_upper_bl_H_31 : 0.0145816 + s_lower_bl_H_31 : 0.014353 + s_lower_bl_H_1 : 0.0136256 + s_lower_bl_H_0 : 0.0129819 +Epoch: 100 | Train Loss: 2.8285 | Test Loss: 3.16728 | analysis_confidence: 0.131498 | CL: 0.021828 | ln_CD: 0.0424873 | CM: 0.00339977 | Top_Xtr: 0.0157247 | Bot_Xtr: 0.0180405 +Loss contributors: + s_ln_CD : 0.947292 + s_CL : 0.747261 + s_CM : 0.343965 + s_analysis_confidence : 0.166133 + s_Bot_Xtr : 0.0470468 + s_Top_Xtr : 0.030292 + s_lower_bl_H_31 : 0.0146143 + s_upper_bl_H_31 : 0.0145741 + s_lower_bl_H_1 : 0.0136121 + s_lower_bl_H_0 : 0.0130944 +Epoch: 101 | Train Loss: 2.8185 | Test Loss: 3.07011 | analysis_confidence: 0.127753 | CL: 0.0210813 | ln_CD: 0.0411438 | CM: 0.00351695 | Top_Xtr: 0.0182038 | Bot_Xtr: 0.0206572 +Loss contributors: + s_ln_CD : 0.908763 + s_CL : 0.719314 + s_CM : 0.338649 + s_analysis_confidence : 0.166505 + s_Bot_Xtr : 0.0434304 + s_Top_Xtr : 0.0290312 + 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s_upper_bl_H_31 : 0.0138944 + s_lower_bl_H_1 : 0.0134565 + s_lower_bl_H_0 : 0.012774 +Epoch: 115 | Train Loss: 2.74033 | Test Loss: 3.14414 | analysis_confidence: 0.129555 | CL: 0.0219595 | ln_CD: 0.0428608 | CM: 0.00341286 | Top_Xtr: 0.0175231 | Bot_Xtr: 0.0197566 +Loss contributors: + s_ln_CD : 0.970217 + s_CL : 0.737942 + s_CM : 0.338001 + s_analysis_confidence : 0.165264 + s_Bot_Xtr : 0.0428792 + s_Top_Xtr : 0.0274432 + s_upper_bl_H_31 : 0.0148297 + s_lower_bl_H_31 : 0.0144255 + s_lower_bl_H_1 : 0.0131262 + s_lower_bl_H_0 : 0.0128283 +Epoch: 116 | Train Loss: 2.73164 | Test Loss: 3.05833 | analysis_confidence: 0.127633 | CL: 0.0217142 | ln_CD: 0.0401679 | CM: 0.00338685 | Top_Xtr: 0.0140571 | Bot_Xtr: 0.0167193 +Loss contributors: + s_ln_CD : 0.923614 + s_CL : 0.723671 + s_CM : 0.33477 + s_analysis_confidence : 0.165519 + s_Bot_Xtr : 0.0400636 + s_Top_Xtr : 0.0244459 + s_lower_bl_H_31 : 0.014047 + s_upper_bl_H_31 : 0.0138895 + s_lower_bl_H_1 : 0.0131476 + s_lower_bl_H_0 : 0.0130293 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CL: 0.0231483 | ln_CD: 0.0559312 | CM: 0.00335345 | Top_Xtr: 0.0161503 | Bot_Xtr: 0.0192467 +Loss contributors: + s_ln_CD : 1.00211 + s_CL : 0.754499 + s_CM : 0.337602 + s_analysis_confidence : 0.166286 + s_Bot_Xtr : 0.0410778 + s_Top_Xtr : 0.0261215 + s_upper_bl_H_31 : 0.0142184 + s_lower_bl_H_31 : 0.0140722 + s_lower_bl_H_1 : 0.0136047 + s_lower_bl_H_0 : 0.0130613 +Epoch: 120 | Train Loss: 2.70816 | Test Loss: 3.06054 | analysis_confidence: 0.128852 | CL: 0.0213585 | ln_CD: 0.0410693 | CM: 0.00353889 | Top_Xtr: 0.0153751 | Bot_Xtr: 0.017566 +Loss contributors: + s_ln_CD : 0.90409 + s_CL : 0.731754 + s_CM : 0.337019 + s_analysis_confidence : 0.165343 + s_Bot_Xtr : 0.0417686 + s_Top_Xtr : 0.0264706 + s_upper_bl_H_31 : 0.0141989 + s_lower_bl_H_31 : 0.0139994 + s_lower_bl_H_1 : 0.0129453 + s_lower_bl_H_0 : 0.0129291 +Epoch: 121 | Train Loss: 2.70539 | Test Loss: 3.17566 | analysis_confidence: 0.132575 | CL: 0.0213002 | ln_CD: 0.0425382 | CM: 0.00338015 | Top_Xtr: 0.0149989 | Bot_Xtr: 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0.333442 + s_analysis_confidence : 0.165495 + s_Bot_Xtr : 0.0395207 + s_Top_Xtr : 0.0249971 + s_lower_bl_H_31 : 0.0136737 + s_upper_bl_H_31 : 0.0134658 + s_lower_bl_H_1 : 0.0131104 + s_lower_bl_H_0 : 0.0128752 +Epoch: 124 | Train Loss: 2.6909 | Test Loss: 3.10377 | analysis_confidence: 0.129191 | CL: 0.0214334 | ln_CD: 0.0398347 | CM: 0.00363633 | Top_Xtr: 0.0144382 | Bot_Xtr: 0.0167408 +Loss contributors: + s_ln_CD : 0.926897 + s_CL : 0.745868 + s_CM : 0.356371 + s_analysis_confidence : 0.165399 + s_Bot_Xtr : 0.0395111 + s_Top_Xtr : 0.0247223 + s_upper_bl_H_31 : 0.0142792 + s_lower_bl_H_31 : 0.0141968 + s_lower_bl_H_1 : 0.0129425 + s_lower_bl_H_0 : 0.0126796 +Epoch: 125 | Train Loss: 2.68381 | Test Loss: 3.05105 | analysis_confidence: 0.130484 | CL: 0.02196 | ln_CD: 0.0422905 | CM: 0.00347729 | Top_Xtr: 0.0164211 | Bot_Xtr: 0.0181736 +Loss contributors: + s_ln_CD : 0.899532 + s_CL : 0.722536 + s_CM : 0.340977 + s_analysis_confidence : 0.164617 + s_Bot_Xtr : 0.0420898 + s_Top_Xtr : 0.0258611 + s_lower_bl_H_31 : 0.0142915 + s_upper_bl_H_31 : 0.0141936 + s_lower_bl_H_1 : 0.0134116 + s_lower_bl_H_0 : 0.0127183 +Epoch: 126 | Train Loss: 2.68044 | Test Loss: 3.11824 | analysis_confidence: 0.12784 | CL: 0.0211635 | ln_CD: 0.0500214 | CM: 0.00328315 | Top_Xtr: 0.0192127 | Bot_Xtr: 0.0221917 +Loss contributors: + s_ln_CD : 0.976031 + s_CL : 0.719968 + s_CM : 0.32871 + s_analysis_confidence : 0.166551 + s_Bot_Xtr : 0.0442858 + s_Top_Xtr : 0.0287837 + s_upper_bl_H_31 : 0.0138478 + s_lower_bl_H_31 : 0.0137581 + s_lower_bl_H_1 : 0.0129707 + s_lower_bl_H_0 : 0.0124672 +Epoch: 127 | Train Loss: 2.67915 | Test Loss: 3.12175 | analysis_confidence: 0.130841 | CL: 0.02215 | ln_CD: 0.0451927 | CM: 0.00345704 | Top_Xtr: 0.0153425 | Bot_Xtr: 0.0178359 +Loss contributors: + s_ln_CD : 0.950326 + s_CL : 0.737286 + s_CM : 0.343137 + s_analysis_confidence : 0.164937 + s_Bot_Xtr : 0.0408059 + s_Top_Xtr : 0.0254309 + s_upper_bl_H_31 : 0.0143089 + s_lower_bl_H_31 : 0.0142814 + s_lower_bl_H_1 : 0.0130165 + s_lower_bl_H_30 : 0.0127091 +Epoch: 128 | Train Loss: 2.67111 | Test Loss: 3.15102 | analysis_confidence: 0.129115 | CL: 0.0217681 | ln_CD: 0.0439631 | CM: 0.00340899 | Top_Xtr: 0.0149017 | Bot_Xtr: 0.0171156 +Loss contributors: + s_ln_CD : 0.99086 + s_CL : 0.729738 + s_CM : 0.334762 + s_analysis_confidence : 0.165231 + s_Bot_Xtr : 0.0410806 + s_Top_Xtr : 0.0266878 + s_lower_bl_H_31 : 0.0139769 + s_upper_bl_H_31 : 0.013931 + s_lower_bl_H_1 : 0.012963 + s_lower_bl_H_0 : 0.0123574 +Epoch: 129 | Train Loss: 2.67407 | Test Loss: 3.14296 | analysis_confidence: 0.128459 | CL: 0.0218159 | ln_CD: 0.0430538 | CM: 0.00340538 | Top_Xtr: 0.0158171 | Bot_Xtr: 0.0176263 +Loss contributors: + s_ln_CD : 0.958174 + s_CL : 0.738916 + s_CM : 0.343945 + s_analysis_confidence : 0.165086 + s_Bot_Xtr : 0.0446036 + s_Top_Xtr : 0.0318134 + s_lower_bl_H_31 : 0.01364 + s_upper_bl_H_31 : 0.0135836 + s_lower_bl_H_1 : 0.0130504 + s_lower_bl_H_0 : 0.0127083 +Epoch: 130 | Train Loss: 2.66404 | Test Loss: 3.0943 | analysis_confidence: 0.12994 | CL: 0.0218226 | ln_CD: 0.0445606 | CM: 0.0033502 | Top_Xtr: 0.015398 | Bot_Xtr: 0.0181477 +Loss contributors: + s_ln_CD : 0.958924 + s_CL : 0.719809 + s_CM : 0.329933 + s_analysis_confidence : 0.165101 + s_Bot_Xtr : 0.0415615 + s_Top_Xtr : 0.0253146 + s_upper_bl_H_31 : 0.0140162 + s_lower_bl_H_31 : 0.0134983 + s_lower_bl_H_1 : 0.0129666 + s_lower_bl_H_0 : 0.0128645 +Epoch: 131 | Train Loss: 2.65502 | Test Loss: 3.03205 | analysis_confidence: 0.132313 | CL: 0.021537 | ln_CD: 0.0411448 | CM: 0.00338653 | Top_Xtr: 0.0147443 | Bot_Xtr: 0.0172251 +Loss contributors: + s_ln_CD : 0.901394 + s_CL : 0.720918 + s_CM : 0.335383 + s_analysis_confidence : 0.166712 + s_Bot_Xtr : 0.040123 + s_Top_Xtr : 0.0250048 + s_lower_bl_H_31 : 0.0137054 + s_upper_bl_H_31 : 0.0137052 + s_lower_bl_H_1 : 0.0129968 + s_lower_bl_H_0 : 0.0127273 +Epoch: 132 | Train Loss: 2.6537 | Test Loss: 3.08877 | analysis_confidence: 0.131866 | CL: 0.0212977 | ln_CD: 0.0424999 | CM: 0.0032374 | Top_Xtr: 0.0147272 | Bot_Xtr: 0.0172623 +Loss contributors: + s_ln_CD : 0.973603 + s_CL : 0.719091 + s_CM : 0.324837 + s_analysis_confidence : 0.165139 + s_Bot_Xtr : 0.0396661 + s_Top_Xtr : 0.0245258 + s_upper_bl_H_31 : 0.0136203 + s_lower_bl_H_31 : 0.0135638 + s_lower_bl_H_1 : 0.0129305 + s_lower_bl_H_0 : 0.0128076 +Epoch: 133 | Train Loss: 2.64817 | Test Loss: 3.09044 | analysis_confidence: 0.132 | CL: 0.0217624 | ln_CD: 0.0414671 | CM: 0.00346424 | Top_Xtr: 0.0181197 | Bot_Xtr: 0.0208941 +Loss contributors: + s_ln_CD : 0.918306 + s_CL : 0.720256 + s_CM : 0.339747 + s_analysis_confidence : 0.164991 + s_Bot_Xtr : 0.0429843 + s_Top_Xtr : 0.0272656 + s_lower_bl_H_31 : 0.0147078 + s_upper_bl_H_31 : 0.0144603 + s_lower_bl_H_30 : 0.0130113 + s_lower_bl_H_1 : 0.01295 +Epoch: 134 | Train Loss: 2.64009 | Test Loss: 3.02581 | analysis_confidence: 0.13006 | CL: 0.0209603 | ln_CD: 0.0407436 | CM: 0.00337065 | Top_Xtr: 0.0155352 | Bot_Xtr: 0.0174911 +Loss contributors: + s_ln_CD : 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s_Bot_Xtr : 0.039847 + s_Top_Xtr : 0.0249016 + s_upper_bl_H_31 : 0.0135819 + s_lower_bl_H_31 : 0.0133912 + s_lower_bl_H_1 : 0.0127538 + s_lower_bl_H_3 : 0.0126113 +Epoch: 137 | Train Loss: 2.63232 | Test Loss: 3.04382 | analysis_confidence: 0.128599 | CL: 0.0210476 | ln_CD: 0.0452468 | CM: 0.00328682 | Top_Xtr: 0.0145745 | Bot_Xtr: 0.0171628 +Loss contributors: + s_ln_CD : 0.940117 + s_CL : 0.713777 + s_CM : 0.326373 + s_analysis_confidence : 0.166349 + s_Bot_Xtr : 0.0404531 + s_Top_Xtr : 0.0250577 + s_upper_bl_H_31 : 0.0140063 + s_lower_bl_H_31 : 0.0137613 + s_lower_bl_H_1 : 0.012984 + s_lower_bl_H_0 : 0.0124911 +Epoch: 138 | Train Loss: 2.62814 | Test Loss: 3.01311 | analysis_confidence: 0.131976 | CL: 0.0208712 | ln_CD: 0.041223 | CM: 0.00334357 | Top_Xtr: 0.015127 | Bot_Xtr: 0.0178064 +Loss contributors: + s_ln_CD : 0.904206 + s_CL : 0.706919 + s_CM : 0.3272 + s_analysis_confidence : 0.165827 + s_Bot_Xtr : 0.0402911 + s_Top_Xtr : 0.0267935 + s_upper_bl_H_31 : 0.0138382 + s_lower_bl_H_31 : 0.0137762 + s_lower_bl_H_1 : 0.0129929 + s_lower_bl_H_0 : 0.0128908 +Epoch: 139 | Train Loss: 2.62257 | Test Loss: 3.16007 | analysis_confidence: 0.127622 | CL: 0.0216213 | ln_CD: 0.0464314 | CM: 0.0035544 | Top_Xtr: 0.015553 | Bot_Xtr: 0.0185501 +Loss contributors: + s_ln_CD : 0.947631 + s_CL : 0.756333 + s_CM : 0.339657 + s_analysis_confidence : 0.165483 + s_Bot_Xtr : 0.040759 + s_Top_Xtr : 0.0247679 + s_lower_bl_H_31 : 0.0144046 + s_upper_bl_H_31 : 0.0141865 + s_lower_bl_H_1 : 0.0132844 + s_lower_bl_H_0 : 0.0131334 +Epoch: 140 | Train Loss: 2.61844 | Test Loss: 3.01132 | analysis_confidence: 0.130628 | CL: 0.0215985 | ln_CD: 0.0422095 | CM: 0.00329093 | Top_Xtr: 0.015169 | Bot_Xtr: 0.0173724 +Loss contributors: + s_ln_CD : 0.915743 + s_CL : 0.713251 + s_CM : 0.324688 + s_analysis_confidence : 0.164045 + s_Bot_Xtr : 0.0389184 + s_Top_Xtr : 0.0243208 + s_upper_bl_H_31 : 0.014343 + s_lower_bl_H_31 : 0.013937 + s_lower_bl_H_1 : 0.012809 + s_lower_bl_H_0 : 0.0126823 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0.128988 | CL: 0.0221645 | ln_CD: 0.0396643 | CM: 0.00347192 | Top_Xtr: 0.0138625 | Bot_Xtr: 0.0163841 +Loss contributors: + s_ln_CD : 0.923079 + s_CL : 0.734244 + s_CM : 0.341644 + s_analysis_confidence : 0.164174 + s_Bot_Xtr : 0.0395143 + s_Top_Xtr : 0.0239177 + s_upper_bl_H_31 : 0.013756 + s_lower_bl_H_31 : 0.0137167 + s_lower_bl_H_1 : 0.0133847 + s_lower_bl_H_0 : 0.0128248 +Epoch: 144 | Train Loss: 2.60553 | Test Loss: 3.15945 | analysis_confidence: 0.131677 | CL: 0.0214934 | ln_CD: 0.0481567 | CM: 0.00345219 | Top_Xtr: 0.0142961 | Bot_Xtr: 0.0169958 +Loss contributors: + s_ln_CD : 1.00465 + s_CL : 0.729893 + s_CM : 0.339683 + s_analysis_confidence : 0.164984 + s_Bot_Xtr : 0.0399977 + s_Top_Xtr : 0.0247006 + s_upper_bl_H_31 : 0.0135315 + s_lower_bl_H_31 : 0.0135024 + s_lower_bl_H_1 : 0.0130929 + s_lower_bl_H_3 : 0.0127257 +Epoch: 145 | Train Loss: 2.59507 | Test Loss: 3.18394 | analysis_confidence: 0.134982 | CL: 0.0221296 | ln_CD: 0.0436234 | CM: 0.00327902 | Top_Xtr: 0.0144274 | Bot_Xtr: 0.0166242 +Loss contributors: + s_ln_CD : 1.01727 + s_CL : 0.755809 + s_CM : 0.326154 + s_analysis_confidence : 0.166006 + s_Bot_Xtr : 0.0401574 + s_Top_Xtr : 0.0272615 + s_upper_bl_H_31 : 0.014172 + s_lower_bl_H_31 : 0.0139829 + s_lower_bl_H_1 : 0.0128027 + s_lower_bl_H_0 : 0.012465 +Epoch: 146 | Train Loss: 2.5981 | Test Loss: 3.05956 | analysis_confidence: 0.129628 | CL: 0.020849 | ln_CD: 0.0436877 | CM: 0.00328862 | Top_Xtr: 0.0160043 | Bot_Xtr: 0.0182156 +Loss contributors: + s_ln_CD : 0.932897 + s_CL : 0.717073 + s_CM : 0.3274 + s_analysis_confidence : 0.164201 + s_Bot_Xtr : 0.0409769 + s_Top_Xtr : 0.0261821 + s_upper_bl_H_31 : 0.0139492 + s_lower_bl_H_31 : 0.0137158 + s_lower_bl_H_1 : 0.0131021 + s_lower_bl_H_0 : 0.0129649 +Epoch: 147 | Train Loss: 2.59053 | Test Loss: 3.15295 | analysis_confidence: 0.129289 | CL: 0.0217232 | ln_CD: 0.0434287 | CM: 0.00411037 | Top_Xtr: 0.0148954 | Bot_Xtr: 0.0176843 +Loss contributors: + s_ln_CD : 0.950503 + s_CL : 0.73828 + s_CM : 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s_lower_bl_H_1 : 0.0127403 + s_lower_bl_H_0 : 0.0124498 +Epoch: 152 | Train Loss: 2.57478 | Test Loss: 3.14263 | analysis_confidence: 0.128134 | CL: 0.0211188 | ln_CD: 0.0413525 | CM: 0.0032844 | Top_Xtr: 0.0149613 | Bot_Xtr: 0.0169176 +Loss contributors: + s_ln_CD : 0.999489 + s_CL : 0.727452 + s_CM : 0.328762 + s_analysis_confidence : 0.164047 + s_Bot_Xtr : 0.040345 + s_Top_Xtr : 0.0270302 + s_upper_bl_H_31 : 0.0137429 + s_lower_bl_H_31 : 0.0135103 + s_lower_bl_H_1 : 0.0123991 + s_lower_bl_H_4 : 0.0123201 +Epoch: 153 | Train Loss: 2.57088 | Test Loss: 3.02818 | analysis_confidence: 0.129566 | CL: 0.0221991 | ln_CD: 0.0409609 | CM: 0.00343702 | Top_Xtr: 0.0162773 | Bot_Xtr: 0.0186942 +Loss contributors: + s_ln_CD : 0.905902 + s_CL : 0.728104 + s_CM : 0.333855 + s_analysis_confidence : 0.163673 + s_Bot_Xtr : 0.0405993 + s_Top_Xtr : 0.0249809 + s_upper_bl_H_31 : 0.0135196 + s_lower_bl_H_31 : 0.0134454 + s_lower_bl_H_1 : 0.0127091 + s_lower_bl_H_3 : 0.0126562 +Epoch: 154 | Train Loss: 2.56393 | Test Loss: 3.17868 | analysis_confidence: 0.131187 | CL: 0.0221926 | ln_CD: 0.0418367 | CM: 0.00349189 | Top_Xtr: 0.0160084 | Bot_Xtr: 0.0175961 +Loss contributors: + s_ln_CD : 1.00386 + s_CL : 0.756439 + s_CM : 0.341535 + s_analysis_confidence : 0.164304 + s_Bot_Xtr : 0.042148 + s_Top_Xtr : 0.0278265 + s_upper_bl_H_31 : 0.0136064 + s_lower_bl_H_31 : 0.0134509 + s_lower_bl_H_1 : 0.0130472 + s_lower_bl_H_0 : 0.0124328 +Epoch: 155 | Train Loss: 2.56278 | Test Loss: 3.05265 | analysis_confidence: 0.130048 | CL: 0.0212386 | ln_CD: 0.0412806 | CM: 0.0033923 | Top_Xtr: 0.0162173 | Bot_Xtr: 0.0185447 +Loss contributors: + s_ln_CD : 0.933872 + s_CL : 0.721558 + s_CM : 0.330596 + s_analysis_confidence : 0.163891 + s_Bot_Xtr : 0.0425441 + s_Top_Xtr : 0.0285111 + s_upper_bl_H_31 : 0.0133788 + s_lower_bl_H_31 : 0.0132957 + s_lower_bl_H_1 : 0.0127621 + s_lower_bl_H_0 : 0.0123091 +Epoch: 156 | Train Loss: 2.55751 | Test Loss: 3.06935 | analysis_confidence: 0.132777 | CL: 0.0219276 | ln_CD: 0.0441977 | CM: 0.00346363 | Top_Xtr: 0.0145894 | Bot_Xtr: 0.0167347 +Loss contributors: + s_ln_CD : 0.923197 + s_CL : 0.737296 + s_CM : 0.3416 + s_analysis_confidence : 0.165744 + s_Bot_Xtr : 0.041587 + s_Top_Xtr : 0.026684 + s_upper_bl_H_31 : 0.0139972 + s_lower_bl_H_31 : 0.0136244 + s_lower_bl_H_1 : 0.012568 + s_lower_bl_H_0 : 0.0124681 +Epoch: 157 | Train Loss: 2.55329 | Test Loss: 3.01355 | analysis_confidence: 0.132544 | CL: 0.0218759 | ln_CD: 0.0406048 | CM: 0.00361098 | Top_Xtr: 0.0146006 | Bot_Xtr: 0.0171906 +Loss contributors: + s_ln_CD : 0.899118 + s_CL : 0.718418 + s_CM : 0.338554 + s_analysis_confidence : 0.164675 + s_Bot_Xtr : 0.0391763 + s_Top_Xtr : 0.0244619 + s_upper_bl_H_31 : 0.0137075 + s_lower_bl_H_31 : 0.0134761 + s_lower_bl_H_1 : 0.0130301 + s_lower_bl_H_0 : 0.0128935 +Epoch: 158 | Train Loss: 2.5536 | Test Loss: 3.09793 | analysis_confidence: 0.127568 | CL: 0.0210898 | ln_CD: 0.0459589 | CM: 0.00323622 | Top_Xtr: 0.0197734 | Bot_Xtr: 0.0220199 +Loss contributors: 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0.163582 + s_Bot_Xtr : 0.0386776 + s_Top_Xtr : 0.0239276 + s_upper_bl_H_31 : 0.0136309 + s_lower_bl_H_31 : 0.0135443 + s_lower_bl_H_1 : 0.0126197 + s_lower_bl_H_0 : 0.0125944 +Epoch: 161 | Train Loss: 2.53767 | Test Loss: 3.13303 | analysis_confidence: 0.128982 | CL: 0.0239343 | ln_CD: 0.0423567 | CM: 0.00356675 | Top_Xtr: 0.0147955 | Bot_Xtr: 0.0172357 +Loss contributors: + s_ln_CD : 0.975016 + s_CL : 0.746828 + s_CM : 0.342601 + s_analysis_confidence : 0.164533 + s_Bot_Xtr : 0.0455048 + s_Top_Xtr : 0.0306167 + s_upper_bl_H_31 : 0.0135237 + s_lower_bl_H_31 : 0.0133062 + s_lower_bl_H_1 : 0.0126045 + s_lower_bl_H_0 : 0.0125311 +Epoch: 162 | Train Loss: 2.53271 | Test Loss: 3.15509 | analysis_confidence: 0.127308 | CL: 0.0209917 | ln_CD: 0.0509676 | CM: 0.00345072 | Top_Xtr: 0.0178922 | Bot_Xtr: 0.0220715 +Loss contributors: + s_ln_CD : 1.00302 + s_CL : 0.723642 + s_CM : 0.343287 + s_analysis_confidence : 0.16453 + s_Bot_Xtr : 0.0439632 + s_Top_Xtr : 0.0282186 + s_upper_bl_H_31 : 0.0139567 + s_lower_bl_H_31 : 0.0136538 + s_lower_bl_H_1 : 0.0129755 + s_lower_bl_H_0 : 0.0126207 +Epoch: 163 | Train Loss: 2.53328 | Test Loss: 3.06195 | analysis_confidence: 0.131069 | CL: 0.0217978 | ln_CD: 0.0424557 | CM: 0.00388039 | Top_Xtr: 0.0139792 | Bot_Xtr: 0.016529 +Loss contributors: + s_ln_CD : 0.92517 + s_CL : 0.722517 + s_CM : 0.355071 + s_analysis_confidence : 0.16956 + s_Bot_Xtr : 0.0384184 + s_Top_Xtr : 0.023727 + s_upper_bl_H_31 : 0.0135436 + s_lower_bl_H_31 : 0.0132198 + s_lower_bl_H_1 : 0.0126356 + s_lower_bl_H_0 : 0.0124106 +Epoch: 164 | Train Loss: 2.53149 | Test Loss: 2.99492 | analysis_confidence: 0.131043 | CL: 0.0223516 | ln_CD: 0.0402805 | CM: 0.00337359 | Top_Xtr: 0.014754 | Bot_Xtr: 0.0167405 +Loss contributors: + s_ln_CD : 0.900126 + s_CL : 0.721638 + s_CM : 0.32436 + s_analysis_confidence : 0.16628 + s_Bot_Xtr : 0.0391302 + s_Top_Xtr : 0.0247423 + s_upper_bl_H_31 : 0.0132695 + s_lower_bl_H_31 : 0.0131034 + s_lower_bl_H_1 : 0.0123675 + s_lower_bl_H_0 : 0.0122367 +Epoch: 165 | Train Loss: 2.52572 | Test Loss: 3.08494 | analysis_confidence: 0.127421 | CL: 0.0215676 | ln_CD: 0.0478699 | CM: 0.00324584 | Top_Xtr: 0.0149379 | Bot_Xtr: 0.0172151 +Loss contributors: + s_ln_CD : 0.988957 + s_CL : 0.712363 + s_CM : 0.321641 + s_analysis_confidence : 0.163763 + s_Bot_Xtr : 0.0394229 + s_Top_Xtr : 0.0245229 + s_lower_bl_H_31 : 0.0133449 + s_upper_bl_H_31 : 0.0131058 + s_lower_bl_H_0 : 0.0124499 + s_lower_bl_H_1 : 0.0123415 +Epoch: 166 | Train Loss: 2.52027 | Test Loss: 3.01633 | analysis_confidence: 0.129198 | CL: 0.0212045 | ln_CD: 0.0417714 | CM: 0.00336417 | Top_Xtr: 0.0149793 | Bot_Xtr: 0.0171746 +Loss contributors: + s_ln_CD : 0.924763 + s_CL : 0.718564 + s_CM : 0.323861 + s_analysis_confidence : 0.163769 + s_Bot_Xtr : 0.0383227 + s_Top_Xtr : 0.0243966 + s_upper_bl_H_31 : 0.0135362 + s_lower_bl_H_31 : 0.0133035 + s_lower_bl_H_1 : 0.0126851 + s_lower_bl_H_0 : 0.0125378 +Epoch: 167 | Train Loss: 2.52146 | Test Loss: 3.04867 | analysis_confidence: 0.131876 | CL: 0.023616 | ln_CD: 0.042643 | CM: 0.00334682 | Top_Xtr: 0.0156573 | Bot_Xtr: 0.0180626 +Loss contributors: + s_ln_CD : 0.922183 + s_CL : 0.743464 + s_CM : 0.327394 + s_analysis_confidence : 0.164303 + s_Bot_Xtr : 0.0400877 + s_Top_Xtr : 0.0259354 + s_upper_bl_H_31 : 0.0133608 + s_lower_bl_H_31 : 0.0132562 + s_lower_bl_H_1 : 0.0129625 + s_lower_bl_H_0 : 0.0126307 +Epoch: 168 | Train Loss: 2.51682 | Test Loss: 2.98497 | analysis_confidence: 0.128566 | CL: 0.0213416 | ln_CD: 0.0406917 | CM: 0.00326173 | Top_Xtr: 0.014536 | Bot_Xtr: 0.0172137 +Loss contributors: + s_ln_CD : 0.901623 + s_CL : 0.70254 + s_CM : 0.323412 + s_analysis_confidence : 0.16356 + s_Bot_Xtr : 0.041749 + s_Top_Xtr : 0.0250758 + s_lower_bl_H_31 : 0.0134919 + s_upper_bl_H_31 : 0.0133108 + s_lower_bl_H_1 : 0.0125669 + s_lower_bl_H_0 : 0.0125088 +Epoch: 169 | Train Loss: 2.51061 | Test Loss: 3.07252 | analysis_confidence: 0.131376 | CL: 0.0213999 | ln_CD: 0.0477299 | CM: 0.00361169 | Top_Xtr: 0.0151695 | Bot_Xtr: 0.0173414 +Loss contributors: + s_ln_CD : 0.946367 + s_CL : 0.720442 + s_CM : 0.342834 + s_analysis_confidence : 0.164186 + s_Bot_Xtr : 0.0397643 + s_Top_Xtr : 0.025038 + s_upper_bl_H_31 : 0.0138201 + s_lower_bl_H_31 : 0.0135115 + s_lower_bl_H_1 : 0.0125203 + s_lower_bl_H_0 : 0.0123701 +Epoch: 170 | Train Loss: 2.50784 | Test Loss: 3.03263 | analysis_confidence: 0.127443 | CL: 0.0218195 | ln_CD: 0.0412642 | CM: 0.00333547 | Top_Xtr: 0.0139337 | Bot_Xtr: 0.016146 +Loss contributors: + s_ln_CD : 0.929694 + s_CL : 0.721217 + s_CM : 0.323105 + s_analysis_confidence : 0.163929 + s_Bot_Xtr : 0.0378105 + s_Top_Xtr : 0.0240068 + s_upper_bl_H_31 : 0.013582 + s_lower_bl_H_31 : 0.0135652 + s_lower_bl_H_0 : 0.0131983 + s_lower_bl_H_1 : 0.0129247 +Epoch: 171 | Train Loss: 2.50843 | Test Loss: 3.04233 | analysis_confidence: 0.131077 | CL: 0.0208239 | ln_CD: 0.0421366 | CM: 0.00347097 | Top_Xtr: 0.0155847 | Bot_Xtr: 0.0181752 +Loss contributors: + s_ln_CD : 0.919055 + 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0.0133216 + s_lower_bl_H_1 : 0.0129296 + s_lower_bl_H_3 : 0.0121994 +Epoch: 176 | Train Loss: 2.49154 | Test Loss: 3.0235 | analysis_confidence: 0.130278 | CL: 0.0201468 | ln_CD: 0.0416935 | CM: 0.00322781 | Top_Xtr: 0.0140087 | Bot_Xtr: 0.0161361 +Loss contributors: + s_ln_CD : 0.952998 + s_CL : 0.705372 + s_CM : 0.320076 + s_analysis_confidence : 0.163538 + s_Bot_Xtr : 0.0388861 + s_Top_Xtr : 0.0236874 + s_lower_bl_H_31 : 0.0130921 + s_upper_bl_H_31 : 0.0128474 + s_lower_bl_H_0 : 0.0124086 + s_lower_bl_H_1 : 0.0123201 +Epoch: 177 | Train Loss: 2.48644 | Test Loss: 3.04613 | analysis_confidence: 0.13013 | CL: 0.0201573 | ln_CD: 0.0426178 | CM: 0.00322225 | Top_Xtr: 0.0150577 | Bot_Xtr: 0.0175884 +Loss contributors: + s_ln_CD : 0.966561 + s_CL : 0.710599 + s_CM : 0.321034 + s_analysis_confidence : 0.163723 + s_Bot_Xtr : 0.0398368 + s_Top_Xtr : 0.0251025 + s_upper_bl_H_31 : 0.0130714 + s_lower_bl_H_31 : 0.0128384 + s_lower_bl_H_1 : 0.0125217 + s_lower_bl_H_0 : 0.0123823 +Epoch: 178 | Train Loss: 2.48389 | Test Loss: 3.02041 | analysis_confidence: 0.128139 | CL: 0.021839 | ln_CD: 0.0411586 | CM: 0.00355161 | Top_Xtr: 0.0139763 | Bot_Xtr: 0.0163585 +Loss contributors: + s_ln_CD : 0.910401 + s_CL : 0.724976 + s_CM : 0.337684 + s_analysis_confidence : 0.163268 + s_Bot_Xtr : 0.0378986 + s_Top_Xtr : 0.0251085 + s_upper_bl_H_31 : 0.0132344 + s_lower_bl_H_31 : 0.0131598 + s_lower_bl_H_1 : 0.0124369 + s_lower_bl_H_3 : 0.0122538 +Epoch: 179 | Train Loss: 2.48498 | Test Loss: 2.95489 | analysis_confidence: 0.12774 | CL: 0.0203047 | ln_CD: 0.0377372 | CM: 0.00323932 | Top_Xtr: 0.0140166 | Bot_Xtr: 0.0160198 +Loss contributors: + s_ln_CD : 0.890094 + s_CL : 0.703861 + s_CM : 0.318622 + s_analysis_confidence : 0.163563 + s_Bot_Xtr : 0.0392606 + s_Top_Xtr : 0.0258251 + s_upper_bl_H_31 : 0.013065 + s_lower_bl_H_31 : 0.0130274 + s_lower_bl_H_1 : 0.0128805 + s_lower_bl_H_0 : 0.0122982 +Epoch: 180 | Train Loss: 2.48049 | Test Loss: 3.09899 | analysis_confidence: 0.130432 | CL: 0.0216278 | ln_CD: 0.0437313 | CM: 0.00342188 | Top_Xtr: 0.0140239 | Bot_Xtr: 0.0161816 +Loss contributors: + s_ln_CD : 0.943246 + s_CL : 0.746873 + s_CM : 0.339073 + s_analysis_confidence : 0.163993 + s_Bot_Xtr : 0.0378999 + s_Top_Xtr : 0.0231998 + s_upper_bl_H_31 : 0.0132321 + s_lower_bl_H_31 : 0.0131669 + s_lower_bl_H_0 : 0.0127624 + s_lower_bl_H_1 : 0.0127597 +Epoch: 181 | Train Loss: 2.47971 | Test Loss: 3.03349 | analysis_confidence: 0.128946 | CL: 0.0208324 | ln_CD: 0.0431888 | CM: 0.00332913 | Top_Xtr: 0.0140409 | Bot_Xtr: 0.0164984 +Loss contributors: + s_ln_CD : 0.931064 + s_CL : 0.71635 + s_CM : 0.32567 + s_analysis_confidence : 0.166263 + s_Bot_Xtr : 0.0388946 + s_Top_Xtr : 0.0239824 + s_lower_bl_H_31 : 0.0134028 + s_upper_bl_H_31 : 0.0133567 + s_lower_bl_H_1 : 0.0129672 + s_lower_bl_H_4 : 0.0123972 +Epoch: 182 | Train Loss: 2.47359 | Test Loss: 3.01984 | analysis_confidence: 0.126312 | CL: 0.0213542 | ln_CD: 0.0387928 | CM: 0.00324386 | Top_Xtr: 0.013855 | Bot_Xtr: 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s_lower_bl_H_31 : 0.0130398 + s_upper_bl_H_31 : 0.0129039 + s_lower_bl_H_0 : 0.0125494 + s_lower_bl_H_1 : 0.0123474 +Epoch: 187 | Train Loss: 2.46441 | Test Loss: 3.02541 | analysis_confidence: 0.12824 | CL: 0.0218801 | ln_CD: 0.0398497 | CM: 0.00323217 | Top_Xtr: 0.0137651 | Bot_Xtr: 0.0160598 +Loss contributors: + s_ln_CD : 0.940522 + s_CL : 0.72257 + s_CM : 0.322387 + s_analysis_confidence : 0.163103 + s_Bot_Xtr : 0.0381543 + s_Top_Xtr : 0.0239983 + s_upper_bl_H_31 : 0.0130204 + s_lower_bl_H_31 : 0.0129598 + s_lower_bl_H_1 : 0.0125217 + s_lower_bl_H_0 : 0.0123788 +Epoch: 188 | Train Loss: 2.46071 | Test Loss: 3.00145 | analysis_confidence: 0.132662 | CL: 0.0212233 | ln_CD: 0.0409203 | CM: 0.00328811 | Top_Xtr: 0.0139884 | Bot_Xtr: 0.0165061 +Loss contributors: + s_ln_CD : 0.922271 + s_CL : 0.716991 + s_CM : 0.327092 + s_analysis_confidence : 0.163914 + s_Bot_Xtr : 0.0374857 + s_Top_Xtr : 0.0232986 + s_upper_bl_H_31 : 0.0130988 + s_lower_bl_H_31 : 0.0130724 + s_lower_bl_H_1 : 0.012296 + s_lower_bl_H_3 : 0.0121788 +Epoch: 189 | Train Loss: 2.45884 | Test Loss: 3.00513 | analysis_confidence: 0.127525 | CL: 0.0200726 | ln_CD: 0.0391526 | CM: 0.00326641 | Top_Xtr: 0.0148412 | Bot_Xtr: 0.0169422 +Loss contributors: + s_ln_CD : 0.953911 + s_CL : 0.701877 + s_CM : 0.320119 + s_analysis_confidence : 0.163278 + s_Bot_Xtr : 0.0383857 + s_Top_Xtr : 0.0257193 + s_lower_bl_H_31 : 0.0130784 + s_upper_bl_H_31 : 0.0128917 + s_lower_bl_H_1 : 0.0123336 + s_lower_bl_H_0 : 0.0120239 +Epoch: 190 | Train Loss: 2.45346 | Test Loss: 3.04418 | analysis_confidence: 0.127767 | CL: 0.021529 | ln_CD: 0.0386985 | CM: 0.00337129 | Top_Xtr: 0.0150488 | Bot_Xtr: 0.0171702 +Loss contributors: + s_ln_CD : 0.9268 + s_CL : 0.738886 + s_CM : 0.329941 + s_analysis_confidence : 0.163351 + s_Bot_Xtr : 0.0381597 + s_Top_Xtr : 0.02379 + s_lower_bl_H_31 : 0.0133471 + s_upper_bl_H_31 : 0.0132614 + s_lower_bl_H_1 : 0.0122605 + s_lower_bl_H_0 : 0.0120686 +Epoch: 191 | Train Loss: 2.44857 | Test Loss: 3.02382 | analysis_confidence: 0.125285 | CL: 0.0224779 | ln_CD: 0.0413345 | CM: 0.00338499 | Top_Xtr: 0.0143787 | Bot_Xtr: 0.0170872 +Loss contributors: + s_ln_CD : 0.939877 + s_CL : 0.7222 + s_CM : 0.324635 + s_analysis_confidence : 0.164257 + s_Bot_Xtr : 0.0374614 + s_Top_Xtr : 0.0236387 + s_lower_bl_H_31 : 0.0131378 + s_upper_bl_H_31 : 0.0131087 + s_lower_bl_H_1 : 0.0123375 + s_lower_bl_H_0 : 0.0122672 +Epoch: 192 | Train Loss: 2.44784 | Test Loss: 3.02119 | analysis_confidence: 0.129233 | CL: 0.0208198 | ln_CD: 0.0386367 | CM: 0.00335328 | Top_Xtr: 0.0146492 | Bot_Xtr: 0.0173225 +Loss contributors: + s_ln_CD : 0.928628 + s_CL : 0.725216 + s_CM : 0.323892 + s_analysis_confidence : 0.163316 + s_Bot_Xtr : 0.0380993 + s_Top_Xtr : 0.0255525 + s_upper_bl_H_31 : 0.0128707 + s_lower_bl_H_31 : 0.0127753 + s_lower_bl_H_1 : 0.0122386 + s_lower_bl_H_0 : 0.0122094 +Epoch: 193 | Train Loss: 2.44634 | Test Loss: 3.05317 | analysis_confidence: 0.127839 | CL: 0.0224271 | ln_CD: 0.0403033 | CM: 0.00344331 | Top_Xtr: 0.0154673 | Bot_Xtr: 0.0180503 +Loss contributors: + s_ln_CD : 0.94089 + s_CL : 0.731976 + s_CM : 0.331434 + s_analysis_confidence : 0.163639 + s_Bot_Xtr : 0.0426531 + s_Top_Xtr : 0.0270518 + s_lower_bl_H_31 : 0.0129806 + s_upper_bl_H_31 : 0.0127854 + s_lower_bl_H_0 : 0.0124928 + s_lower_bl_H_1 : 0.012487 +Epoch: 194 | Train Loss: 2.43999 | Test Loss: 3.03901 | analysis_confidence: 0.128458 | CL: 0.020291 | ln_CD: 0.0406201 | CM: 0.00329489 | Top_Xtr: 0.0159466 | Bot_Xtr: 0.0184552 +Loss contributors: + s_ln_CD : 0.93721 + s_CL : 0.708677 + s_CM : 0.328014 + s_analysis_confidence : 0.164293 + s_Bot_Xtr : 0.042954 + s_Top_Xtr : 0.0277927 + s_lower_bl_H_1 : 0.0130602 + s_lower_bl_H_3 : 0.0129219 + s_upper_bl_H_31 : 0.012803 + s_lower_bl_H_31 : 0.01276 +Epoch: 195 | Train Loss: 2.43801 | Test Loss: 3.01355 | analysis_confidence: 0.127749 | CL: 0.0212507 | ln_CD: 0.0408986 | CM: 0.00324367 | Top_Xtr: 0.0150482 | Bot_Xtr: 0.0173871 +Loss contributors: + s_ln_CD : 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s_Bot_Xtr : 0.0381552 + s_Top_Xtr : 0.0240346 + s_upper_bl_H_31 : 0.0131538 + s_lower_bl_H_31 : 0.0130238 + s_lower_bl_H_1 : 0.0124154 + s_lower_bl_H_0 : 0.0123964 +Epoch: 198 | Train Loss: 2.43514 | Test Loss: 3.06208 | analysis_confidence: 0.12864 | CL: 0.0205975 | ln_CD: 0.0412293 | CM: 0.00335429 | Top_Xtr: 0.0155148 | Bot_Xtr: 0.017762 +Loss contributors: + s_ln_CD : 0.94366 + s_CL : 0.715627 + s_CM : 0.322479 + s_analysis_confidence : 0.163716 + s_Bot_Xtr : 0.0419535 + s_Top_Xtr : 0.0275834 + s_lower_bl_H_31 : 0.0132149 + s_upper_bl_H_31 : 0.0132082 + s_lower_bl_H_1 : 0.0125136 + s_lower_bl_H_3 : 0.0124305 +Epoch: 199 | Train Loss: 2.42791 | Test Loss: 3.14104 | analysis_confidence: 0.127442 | CL: 0.0252127 | ln_CD: 0.0409464 | CM: 0.00386397 | Top_Xtr: 0.0139283 | Bot_Xtr: 0.0159573 +Loss contributors: + s_ln_CD : 0.948571 + s_CL : 0.776603 + s_CM : 0.360852 + s_analysis_confidence : 0.163855 + s_Bot_Xtr : 0.0379032 + s_Top_Xtr : 0.0240807 + s_lower_bl_H_31 : 0.013055 + s_upper_bl_H_31 : 0.0130279 + s_lower_bl_H_0 : 0.012672 + s_lower_bl_H_1 : 0.0125128 +Epoch: 200 | Train Loss: 2.43075 | Test Loss: 3.00409 | analysis_confidence: 0.129182 | CL: 0.0205566 | ln_CD: 0.0390253 | CM: 0.00320704 | Top_Xtr: 0.0155566 | Bot_Xtr: 0.0172276 +Loss contributors: + s_ln_CD : 0.937105 + s_CL : 0.707552 + s_CM : 0.317014 + s_analysis_confidence : 0.163757 + s_Bot_Xtr : 0.0383433 + s_Top_Xtr : 0.0252674 + s_upper_bl_H_31 : 0.0130727 + s_lower_bl_H_31 : 0.0129416 + s_lower_bl_H_0 : 0.0123508 + s_lower_bl_H_1 : 0.0121754 +Epoch: 201 | Train Loss: 2.4281 | Test Loss: 2.95408 | analysis_confidence: 0.128692 | CL: 0.0202938 | ln_CD: 0.041575 | CM: 0.00325522 | Top_Xtr: 0.013879 | Bot_Xtr: 0.016013 +Loss contributors: + s_ln_CD : 0.89707 + s_CL : 0.702812 + s_CM : 0.3152 + s_analysis_confidence : 0.162838 + s_Bot_Xtr : 0.0367982 + s_Top_Xtr : 0.0228754 + s_upper_bl_H_31 : 0.0129165 + s_lower_bl_H_31 : 0.0129015 + s_lower_bl_H_0 : 0.0123147 + s_lower_bl_H_1 : 0.0121026 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CL: 0.020893 | ln_CD: 0.0378997 | CM: 0.00319628 | Top_Xtr: 0.01527 | Bot_Xtr: 0.0170415 +Loss contributors: + s_ln_CD : 0.934866 + s_CL : 0.72745 + s_CM : 0.323787 + s_analysis_confidence : 0.163255 + s_Bot_Xtr : 0.0398447 + s_Top_Xtr : 0.0267724 + s_lower_bl_H_31 : 0.0129871 + s_upper_bl_H_31 : 0.0129277 + s_lower_bl_H_1 : 0.0123965 + s_lower_bl_H_0 : 0.0122429 +Epoch: 205 | Train Loss: 2.41986 | Test Loss: 3.03282 | analysis_confidence: 0.126024 | CL: 0.0209776 | ln_CD: 0.037375 | CM: 0.00321876 | Top_Xtr: 0.0148079 | Bot_Xtr: 0.017238 +Loss contributors: + s_ln_CD : 0.928951 + s_CL : 0.727451 + s_CM : 0.32101 + s_analysis_confidence : 0.163168 + s_Bot_Xtr : 0.0393589 + s_Top_Xtr : 0.0262469 + s_upper_bl_H_31 : 0.0127707 + s_lower_bl_H_31 : 0.0126824 + s_lower_bl_H_1 : 0.0123256 + s_lower_bl_H_3 : 0.0123034 +Epoch: 206 | Train Loss: 2.41265 | Test Loss: 3.02441 | analysis_confidence: 0.12703 | CL: 0.0207598 | ln_CD: 0.041107 | CM: 0.00321923 | Top_Xtr: 0.0133291 | Bot_Xtr: 0.0155204 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s_upper_bl_H_31 : 0.0129189 + s_lower_bl_H_31 : 0.0126662 + s_lower_bl_H_0 : 0.0124271 + s_lower_bl_H_1 : 0.0122247 +Epoch: 211 | Train Loss: 2.40496 | Test Loss: 3.0023 | analysis_confidence: 0.124921 | CL: 0.020818 | ln_CD: 0.0411982 | CM: 0.00321814 | Top_Xtr: 0.0143556 | Bot_Xtr: 0.0162966 +Loss contributors: + s_ln_CD : 0.928711 + s_CL : 0.706279 + s_CM : 0.319217 + s_analysis_confidence : 0.163396 + s_Bot_Xtr : 0.0372573 + s_Top_Xtr : 0.0241128 + s_lower_bl_H_31 : 0.0128066 + s_upper_bl_H_31 : 0.0124748 + s_lower_bl_H_1 : 0.0124652 + s_lower_bl_H_0 : 0.0123427 +Epoch: 212 | Train Loss: 2.40014 | Test Loss: 3.03133 | analysis_confidence: 0.126785 | CL: 0.0204096 | ln_CD: 0.0388686 | CM: 0.00331061 | Top_Xtr: 0.0152516 | Bot_Xtr: 0.0174347 +Loss contributors: + s_ln_CD : 0.939327 + s_CL : 0.721152 + s_CM : 0.323597 + s_analysis_confidence : 0.163245 + s_Bot_Xtr : 0.0381029 + s_Top_Xtr : 0.0245266 + s_upper_bl_H_31 : 0.0128383 + s_lower_bl_H_31 : 0.0127353 + s_lower_bl_H_1 : 0.0125355 + s_lower_bl_H_4 : 0.012342 +Epoch: 213 | Train Loss: 2.39936 | Test Loss: 2.94718 | analysis_confidence: 0.129142 | CL: 0.0204317 | ln_CD: 0.0417915 | CM: 0.00323196 | Top_Xtr: 0.0135373 | Bot_Xtr: 0.0157782 +Loss contributors: + s_ln_CD : 0.913576 + s_CL : 0.697349 + s_CM : 0.31509 + s_analysis_confidence : 0.163289 + s_Bot_Xtr : 0.0367402 + s_Top_Xtr : 0.0231317 + s_lower_bl_H_31 : 0.0128072 + s_upper_bl_H_31 : 0.0128049 + s_lower_bl_H_1 : 0.0124262 + s_lower_bl_H_3 : 0.0122425 +Epoch: 214 | Train Loss: 2.39941 | Test Loss: 2.96486 | analysis_confidence: 0.129012 | CL: 0.020579 | ln_CD: 0.0417457 | CM: 0.00323491 | Top_Xtr: 0.0140838 | Bot_Xtr: 0.0165245 +Loss contributors: + s_ln_CD : 0.910435 + s_CL : 0.715681 + s_CM : 0.31602 + s_analysis_confidence : 0.162748 + s_Bot_Xtr : 0.0372859 + s_Top_Xtr : 0.0229051 + s_lower_bl_H_31 : 0.0126427 + s_upper_bl_H_31 : 0.0126378 + s_lower_bl_H_0 : 0.0123132 + s_lower_bl_H_1 : 0.0122495 +Epoch: 215 | Train Loss: 2.39643 | Test Loss: 3.04948 | analysis_confidence: 0.128425 | CL: 0.0211025 | ln_CD: 0.0453582 | CM: 0.00323765 | Top_Xtr: 0.0140395 | Bot_Xtr: 0.0160823 +Loss contributors: + s_ln_CD : 0.953269 + s_CL : 0.722549 + s_CM : 0.32303 + s_analysis_confidence : 0.165233 + s_Bot_Xtr : 0.0383289 + s_Top_Xtr : 0.0235196 + s_lower_bl_H_31 : 0.0129302 + s_upper_bl_H_31 : 0.0129051 + s_lower_bl_H_1 : 0.0127364 + s_lower_bl_H_0 : 0.0126172 +Epoch: 216 | Train Loss: 2.39098 | Test Loss: 3.09025 | analysis_confidence: 0.126341 | CL: 0.0214054 | ln_CD: 0.0448423 | CM: 0.00338264 | Top_Xtr: 0.0181242 | Bot_Xtr: 0.0214026 +Loss contributors: + s_ln_CD : 0.950409 + s_CL : 0.728599 + s_CM : 0.333334 + s_analysis_confidence : 0.164246 + s_Bot_Xtr : 0.0510825 + s_Top_Xtr : 0.0324434 + s_upper_bl_H_31 : 0.013018 + s_lower_bl_H_3 : 0.0128523 + s_lower_bl_H_31 : 0.0128376 + s_lower_bl_H_1 : 0.012731 +Epoch: 217 | Train Loss: 2.39291 | Test Loss: 3.03507 | analysis_confidence: 0.12906 | CL: 0.0208112 | ln_CD: 0.0403016 | CM: 0.00323895 | Top_Xtr: 0.0140065 | Bot_Xtr: 0.0161393 +Loss contributors: + s_ln_CD : 0.95535 + s_CL : 0.719091 + s_CM : 0.328195 + s_analysis_confidence : 0.163307 + s_Bot_Xtr : 0.0370328 + s_Top_Xtr : 0.0232878 + s_upper_bl_H_31 : 0.0128639 + s_lower_bl_H_31 : 0.0127211 + s_lower_bl_H_0 : 0.0125971 + s_lower_bl_H_1 : 0.0125135 +Epoch: 218 | Train Loss: 2.39267 | Test Loss: 2.9154 | analysis_confidence: 0.129179 | CL: 0.0199547 | ln_CD: 0.0379333 | CM: 0.00317649 | Top_Xtr: 0.0156898 | Bot_Xtr: 0.0178774 +Loss contributors: + s_ln_CD : 0.896964 + s_CL : 0.69073 + s_CM : 0.316161 + s_analysis_confidence : 0.162645 + s_Bot_Xtr : 0.0378781 + s_Top_Xtr : 0.0237724 + s_lower_bl_H_31 : 0.0126757 + s_upper_bl_H_31 : 0.0126537 + s_lower_bl_H_1 : 0.0123179 + s_lower_bl_H_0 : 0.0120441 +Epoch: 219 | Train Loss: 2.38791 | Test Loss: 2.91204 | analysis_confidence: 0.128461 | CL: 0.0222388 | ln_CD: 0.0397913 | CM: 0.00355535 | Top_Xtr: 0.0136149 | Bot_Xtr: 0.0156228 +Loss contributors: + s_ln_CD : 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s_Bot_Xtr : 0.0363738 + s_Top_Xtr : 0.0230699 + s_upper_bl_H_31 : 0.0128607 + s_lower_bl_H_31 : 0.0126718 + s_lower_bl_H_1 : 0.0120635 + s_lower_bl_H_3 : 0.0120117 +Epoch: 222 | Train Loss: 2.37856 | Test Loss: 2.99976 | analysis_confidence: 0.128715 | CL: 0.020647 | ln_CD: 0.0403335 | CM: 0.00362174 | Top_Xtr: 0.0136259 | Bot_Xtr: 0.0155946 +Loss contributors: + s_ln_CD : 0.93825 + s_CL : 0.708573 + s_CM : 0.332679 + s_analysis_confidence : 0.163395 + s_Bot_Xtr : 0.0360723 + s_Top_Xtr : 0.023864 + s_upper_bl_H_31 : 0.0132343 + s_lower_bl_H_31 : 0.0128895 + s_lower_bl_H_0 : 0.0121554 + s_lower_bl_H_1 : 0.012134 +Epoch: 223 | Train Loss: 2.37977 | Test Loss: 3.06359 | analysis_confidence: 0.129125 | CL: 0.0213487 | ln_CD: 0.038415 | CM: 0.0033983 | Top_Xtr: 0.0135617 | Bot_Xtr: 0.0156183 +Loss contributors: + s_ln_CD : 0.972207 + s_CL : 0.731232 + s_CM : 0.329616 + s_analysis_confidence : 0.163255 + s_Bot_Xtr : 0.0371879 + s_Top_Xtr : 0.0234132 + s_upper_bl_H_31 : 0.0131555 + s_lower_bl_H_31 : 0.0127673 + s_lower_bl_H_0 : 0.0126242 + s_lower_bl_H_1 : 0.0121419 +Epoch: 224 | Train Loss: 2.37646 | Test Loss: 2.90484 | analysis_confidence: 0.128903 | CL: 0.0197655 | ln_CD: 0.0370526 | CM: 0.00308879 | Top_Xtr: 0.0142927 | Bot_Xtr: 0.0162122 +Loss contributors: + s_ln_CD : 0.887321 + s_CL : 0.691091 + s_CM : 0.308609 + s_analysis_confidence : 0.162938 + s_Bot_Xtr : 0.0393851 + s_Top_Xtr : 0.0265794 + s_upper_bl_H_31 : 0.0129646 + s_lower_bl_H_31 : 0.0127803 + s_lower_bl_H_1 : 0.0122899 + s_lower_bl_H_0 : 0.0120821 +Epoch: 225 | Train Loss: 2.37304 | Test Loss: 2.91251 | analysis_confidence: 0.12879 | CL: 0.020914 | ln_CD: 0.0393654 | CM: 0.00316869 | Top_Xtr: 0.0138135 | Bot_Xtr: 0.016157 +Loss contributors: + s_ln_CD : 0.890917 + s_CL : 0.697184 + s_CM : 0.310812 + s_analysis_confidence : 0.162894 + s_Bot_Xtr : 0.0366144 + s_Top_Xtr : 0.0226355 + s_lower_bl_H_31 : 0.0126584 + s_upper_bl_H_31 : 0.0125663 + s_lower_bl_H_3 : 0.0122892 + s_lower_bl_H_1 : 0.0120375 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| CL: 0.0206217 | ln_CD: 0.0410975 | CM: 0.00314044 | Top_Xtr: 0.0139974 | Bot_Xtr: 0.0163395 +Loss contributors: + s_ln_CD : 0.94275 + s_CL : 0.700796 + s_CM : 0.310836 + s_analysis_confidence : 0.163148 + s_Bot_Xtr : 0.0385717 + s_Top_Xtr : 0.024107 + s_upper_bl_H_31 : 0.0125954 + s_lower_bl_H_31 : 0.0124917 + s_lower_bl_H_1 : 0.0120302 + s_lower_bl_H_0 : 0.0118449 +Epoch: 229 | Train Loss: 2.36504 | Test Loss: 3.00192 | analysis_confidence: 0.132855 | CL: 0.0209858 | ln_CD: 0.0377163 | CM: 0.00324536 | Top_Xtr: 0.0136276 | Bot_Xtr: 0.0156449 +Loss contributors: + s_ln_CD : 0.918106 + s_CL : 0.724683 + s_CM : 0.323777 + s_analysis_confidence : 0.163916 + s_Bot_Xtr : 0.0367975 + s_Top_Xtr : 0.0235713 + s_lower_bl_H_31 : 0.0128441 + s_upper_bl_H_31 : 0.0127696 + s_lower_bl_H_1 : 0.0121989 + s_lower_bl_H_0 : 0.0120938 +Epoch: 230 | Train Loss: 2.36399 | Test Loss: 2.99217 | analysis_confidence: 0.127971 | CL: 0.0208831 | ln_CD: 0.0448729 | CM: 0.00328413 | Top_Xtr: 0.0134708 | Bot_Xtr: 0.0156845 +Loss contributors: + s_ln_CD : 0.95287 + s_CL : 0.713383 + s_CM : 0.315502 + s_analysis_confidence : 0.162775 + s_Bot_Xtr : 0.0366002 + s_Top_Xtr : 0.022899 + s_upper_bl_H_31 : 0.0125461 + s_lower_bl_H_31 : 0.01253 + s_lower_bl_H_1 : 0.0120904 + s_lower_bl_H_0 : 0.0120739 +Epoch: 231 | Train Loss: 2.36579 | Test Loss: 2.97614 | analysis_confidence: 0.128007 | CL: 0.020941 | ln_CD: 0.0392124 | CM: 0.00326692 | Top_Xtr: 0.0135716 | Bot_Xtr: 0.0157007 +Loss contributors: + s_ln_CD : 0.912282 + s_CL : 0.707238 + s_CM : 0.321757 + s_analysis_confidence : 0.163881 + s_Bot_Xtr : 0.0370957 + s_Top_Xtr : 0.0236566 + s_lower_bl_H_31 : 0.0127316 + s_upper_bl_H_31 : 0.0126598 + s_lower_bl_H_1 : 0.0121509 + s_lower_bl_H_0 : 0.0120969 +Epoch: 232 | Train Loss: 2.36013 | Test Loss: 2.94295 | analysis_confidence: 0.129264 | CL: 0.0219822 | ln_CD: 0.0369717 | CM: 0.00320797 | Top_Xtr: 0.0140992 | Bot_Xtr: 0.0160518 +Loss contributors: + s_ln_CD : 0.888607 + s_CL : 0.726092 + s_CM : 0.312536 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s_lower_bl_H_31 : 0.0128822 + s_upper_bl_H_31 : 0.0124969 + s_lower_bl_H_0 : 0.0122942 + s_lower_bl_H_1 : 0.0120879 +Epoch: 235 | Train Loss: 2.35769 | Test Loss: 2.99048 | analysis_confidence: 0.127551 | CL: 0.0212089 | ln_CD: 0.0438852 | CM: 0.00314226 | Top_Xtr: 0.0139453 | Bot_Xtr: 0.0163535 +Loss contributors: + s_ln_CD : 0.927229 + s_CL : 0.71914 + s_CM : 0.313581 + s_analysis_confidence : 0.162521 + s_Bot_Xtr : 0.0376758 + s_Top_Xtr : 0.0227416 + s_upper_bl_H_31 : 0.0129097 + s_lower_bl_H_31 : 0.0129008 + s_lower_bl_H_1 : 0.01257 + s_lower_bl_H_3 : 0.0123538 +Epoch: 236 | Train Loss: 2.35054 | Test Loss: 2.91828 | analysis_confidence: 0.129616 | CL: 0.0199433 | ln_CD: 0.0369308 | CM: 0.00314812 | Top_Xtr: 0.014916 | Bot_Xtr: 0.0174673 +Loss contributors: + s_ln_CD : 0.907818 + s_CL : 0.69231 + s_CM : 0.308765 + s_analysis_confidence : 0.162923 + s_Bot_Xtr : 0.03735 + s_Top_Xtr : 0.0248131 + s_lower_bl_H_31 : 0.0122598 + s_upper_bl_H_31 : 0.0122028 + s_lower_bl_H_0 : 0.0118808 + s_lower_bl_H_1 : 0.0118657 +Epoch: 237 | Train Loss: 2.35075 | Test Loss: 3.02614 | analysis_confidence: 0.134731 | CL: 0.0209833 | ln_CD: 0.040046 | CM: 0.00338811 | Top_Xtr: 0.0142702 | Bot_Xtr: 0.0169497 +Loss contributors: + s_ln_CD : 0.95001 + s_CL : 0.708805 + s_CM : 0.327577 + s_analysis_confidence : 0.165115 + s_Bot_Xtr : 0.0377137 + s_Top_Xtr : 0.0246797 + s_lower_bl_H_31 : 0.0133446 + s_lower_bl_H_1 : 0.0128041 + s_upper_bl_H_31 : 0.0127295 + s_lower_bl_H_3 : 0.0124556 +Epoch: 238 | Train Loss: 2.34907 | Test Loss: 2.99105 | analysis_confidence: 0.131598 | CL: 0.0203386 | ln_CD: 0.0371232 | CM: 0.0033172 | Top_Xtr: 0.0138908 | Bot_Xtr: 0.0156671 +Loss contributors: + s_ln_CD : 0.923865 + s_CL : 0.718937 + s_CM : 0.322361 + s_analysis_confidence : 0.163383 + s_Bot_Xtr : 0.0364994 + s_Top_Xtr : 0.0234384 + s_lower_bl_H_31 : 0.0125097 + s_upper_bl_H_31 : 0.0125022 + s_lower_bl_H_0 : 0.0120988 + s_lower_bl_H_1 : 0.0120511 +Epoch: 239 | Train Loss: 2.34803 | Test Loss: 2.90348 | analysis_confidence: 0.127647 | CL: 0.0220503 | ln_CD: 0.0396363 | CM: 0.00331609 | Top_Xtr: 0.0131715 | Bot_Xtr: 0.0156776 +Loss contributors: + s_ln_CD : 0.879443 + s_CL : 0.703358 + s_CM : 0.314436 + s_analysis_confidence : 0.162279 + s_Bot_Xtr : 0.0353488 + s_Top_Xtr : 0.0218301 + s_lower_bl_H_31 : 0.0124374 + s_upper_bl_H_31 : 0.0122343 + s_lower_bl_H_1 : 0.0120201 + s_lower_bl_H_0 : 0.0119835 +Epoch: 240 | Train Loss: 2.34381 | Test Loss: 2.90578 | analysis_confidence: 0.128591 | CL: 0.0200718 | ln_CD: 0.0382031 | CM: 0.0031281 | Top_Xtr: 0.0141303 | Bot_Xtr: 0.0159241 +Loss contributors: + s_ln_CD : 0.887418 + s_CL : 0.693654 + s_CM : 0.308294 + s_analysis_confidence : 0.162877 + s_Bot_Xtr : 0.0375153 + s_Top_Xtr : 0.0241593 + s_lower_bl_H_31 : 0.0126523 + s_upper_bl_H_31 : 0.012433 + s_lower_bl_H_3 : 0.0120595 + s_lower_bl_H_1 : 0.011969 +Epoch: 241 | Train Loss: 2.34709 | Test Loss: 2.92447 | analysis_confidence: 0.129016 | CL: 0.0203153 | ln_CD: 0.0444106 | CM: 0.00327867 | Top_Xtr: 0.0135117 | Bot_Xtr: 0.0154469 +Loss contributors: + s_ln_CD : 0.913749 + s_CL : 0.694037 + s_CM : 0.314804 + s_analysis_confidence : 0.1625 + s_Bot_Xtr : 0.0360547 + s_Top_Xtr : 0.0225596 + s_lower_bl_H_31 : 0.0125912 + s_upper_bl_H_31 : 0.0125347 + s_lower_bl_H_0 : 0.0119651 + s_lower_bl_H_1 : 0.0119507 +Epoch: 242 | Train Loss: 2.34399 | Test Loss: 2.96875 | analysis_confidence: 0.121123 | CL: 0.0209326 | ln_CD: 0.0380424 | CM: 0.00316704 | Top_Xtr: 0.013656 | Bot_Xtr: 0.0157634 +Loss contributors: + s_ln_CD : 0.91115 + s_CL : 0.709423 + s_CM : 0.316181 + s_analysis_confidence : 0.165617 + s_Bot_Xtr : 0.0383264 + s_Top_Xtr : 0.0239437 + s_lower_bl_H_31 : 0.0128413 + s_upper_bl_H_31 : 0.0127401 + s_lower_bl_H_3 : 0.0125818 + s_lower_bl_H_1 : 0.0125187 +Epoch: 243 | Train Loss: 2.34494 | Test Loss: 2.96701 | analysis_confidence: 0.125912 | CL: 0.0194905 | ln_CD: 0.0379963 | CM: 0.00310824 | Top_Xtr: 0.0135489 | Bot_Xtr: 0.0159428 +Loss contributors: + s_ln_CD : 0.948376 + 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0.0125608 + s_lower_bl_H_1 : 0.0121547 + s_lower_bl_H_0 : 0.0117958 +Epoch: 248 | Train Loss: 2.3341 | Test Loss: 2.91323 | analysis_confidence: 0.131082 | CL: 0.0213279 | ln_CD: 0.039421 | CM: 0.00327479 | Top_Xtr: 0.013817 | Bot_Xtr: 0.0162892 +Loss contributors: + s_ln_CD : 0.885154 + s_CL : 0.705473 + s_CM : 0.313735 + s_analysis_confidence : 0.16442 + s_Bot_Xtr : 0.0365489 + s_Top_Xtr : 0.0227297 + s_upper_bl_H_31 : 0.0123123 + s_lower_bl_H_31 : 0.0122515 + s_lower_bl_H_1 : 0.0121771 + s_lower_bl_H_0 : 0.0117909 +Epoch: 249 | Train Loss: 2.329 | Test Loss: 2.94996 | analysis_confidence: 0.12757 | CL: 0.0206967 | ln_CD: 0.0374662 | CM: 0.00326977 | Top_Xtr: 0.0135027 | Bot_Xtr: 0.0158283 +Loss contributors: + s_ln_CD : 0.919647 + s_CL : 0.702637 + s_CM : 0.316571 + s_analysis_confidence : 0.162773 + s_Bot_Xtr : 0.0372317 + s_Top_Xtr : 0.0226903 + s_upper_bl_H_31 : 0.0124193 + s_lower_bl_H_31 : 0.0123131 + s_lower_bl_H_1 : 0.0120559 + s_lower_bl_H_3 : 0.0119263 +Epoch: 250 | Train 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0.0396563 | CM: 0.00313574 | Top_Xtr: 0.014274 | Bot_Xtr: 0.016007 +Loss contributors: + s_ln_CD : 0.925101 + s_CL : 0.700027 + s_CM : 0.311894 + s_analysis_confidence : 0.163323 + s_Bot_Xtr : 0.0368632 + s_Top_Xtr : 0.0236602 + s_lower_bl_H_31 : 0.0128117 + s_upper_bl_H_31 : 0.0125952 + s_lower_bl_H_1 : 0.01211 + s_lower_bl_H_0 : 0.0121025 +Epoch: 253 | Train Loss: 2.32832 | Test Loss: 2.9076 | analysis_confidence: 0.131955 | CL: 0.0199092 | ln_CD: 0.0401919 | CM: 0.003253 | Top_Xtr: 0.0136948 | Bot_Xtr: 0.0157743 +Loss contributors: + s_ln_CD : 0.889749 + s_CL : 0.693589 + s_CM : 0.318728 + s_analysis_confidence : 0.164542 + s_Bot_Xtr : 0.0369713 + s_Top_Xtr : 0.0222855 + s_upper_bl_H_31 : 0.0122188 + s_lower_bl_H_31 : 0.0122059 + s_lower_bl_H_0 : 0.0121271 + s_lower_bl_H_1 : 0.0120198 +Epoch: 254 | Train Loss: 2.32596 | Test Loss: 3.00853 | analysis_confidence: 0.129104 | CL: 0.0203498 | ln_CD: 0.0399028 | CM: 0.00331427 | Top_Xtr: 0.0158733 | Bot_Xtr: 0.0187659 +Loss contributors: 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s_upper_bl_H_31 : 0.0125876 + s_lower_bl_H_1 : 0.0120862 + s_lower_bl_H_3 : 0.0120387 +Epoch: 259 | Train Loss: 2.31327 | Test Loss: 2.97039 | analysis_confidence: 0.129342 | CL: 0.0207606 | ln_CD: 0.0402609 | CM: 0.00364695 | Top_Xtr: 0.0143726 | Bot_Xtr: 0.0160186 +Loss contributors: + s_ln_CD : 0.892136 + s_CL : 0.712117 + s_CM : 0.349713 + s_analysis_confidence : 0.162315 + s_Bot_Xtr : 0.0368657 + s_Top_Xtr : 0.0230352 + s_lower_bl_H_31 : 0.012535 + s_upper_bl_H_31 : 0.0125023 + s_lower_bl_H_1 : 0.0122084 + s_lower_bl_H_0 : 0.0122013 +Epoch: 260 | Train Loss: 2.31216 | Test Loss: 2.94273 | analysis_confidence: 0.130368 | CL: 0.0211467 | ln_CD: 0.0400458 | CM: 0.00330408 | Top_Xtr: 0.014158 | Bot_Xtr: 0.0167414 +Loss contributors: + s_ln_CD : 0.881605 + s_CL : 0.717558 + s_CM : 0.320205 + s_analysis_confidence : 0.162592 + s_Bot_Xtr : 0.03692 + s_Top_Xtr : 0.0227509 + s_lower_bl_H_31 : 0.0126966 + s_upper_bl_H_31 : 0.0126934 + s_lower_bl_H_3 : 0.012243 + s_lower_bl_H_4 : 0.0119559 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0.12638 | CL: 0.0204661 | ln_CD: 0.0377706 | CM: 0.00327226 | Top_Xtr: 0.0137979 | Bot_Xtr: 0.0159671 +Loss contributors: + s_ln_CD : 0.930812 + s_CL : 0.716955 + s_CM : 0.318036 + s_analysis_confidence : 0.162534 + s_Bot_Xtr : 0.0381133 + s_Top_Xtr : 0.0244631 + s_lower_bl_H_31 : 0.012885 + s_upper_bl_H_31 : 0.0127063 + s_lower_bl_H_1 : 0.0121283 + s_lower_bl_H_0 : 0.0120903 +Epoch: 264 | Train Loss: 2.30809 | Test Loss: 2.94495 | analysis_confidence: 0.126718 | CL: 0.02179 | ln_CD: 0.0398247 | CM: 0.00317306 | Top_Xtr: 0.0139967 | Bot_Xtr: 0.0162506 +Loss contributors: + s_ln_CD : 0.895111 + s_CL : 0.720886 + s_CM : 0.31536 + s_analysis_confidence : 0.16451 + s_Bot_Xtr : 0.0356584 + s_Top_Xtr : 0.0221726 + s_lower_bl_H_31 : 0.0125879 + s_upper_bl_H_31 : 0.0125792 + s_lower_bl_H_1 : 0.0122733 + s_lower_bl_H_4 : 0.0120964 +Epoch: 265 | Train Loss: 2.30302 | Test Loss: 2.87578 | analysis_confidence: 0.129498 | CL: 0.0200656 | ln_CD: 0.0369062 | CM: 0.00306769 | Top_Xtr: 0.0138401 | Bot_Xtr: 0.0155939 +Loss contributors: + s_ln_CD : 0.878103 + s_CL : 0.691771 + s_CM : 0.307316 + s_analysis_confidence : 0.162627 + s_Bot_Xtr : 0.0355697 + s_Top_Xtr : 0.0243338 + s_lower_bl_H_31 : 0.0122697 + s_upper_bl_H_31 : 0.0122367 + s_lower_bl_H_1 : 0.0119542 + s_lower_bl_H_3 : 0.0119117 +Epoch: 266 | Train Loss: 2.3022 | Test Loss: 2.86158 | analysis_confidence: 0.131802 | CL: 0.0199851 | ln_CD: 0.0376751 | CM: 0.00313265 | Top_Xtr: 0.0131903 | Bot_Xtr: 0.0157498 +Loss contributors: + s_ln_CD : 0.85194 + s_CL : 0.699376 + s_CM : 0.311888 + s_analysis_confidence : 0.163491 + s_Bot_Xtr : 0.0357903 + s_Top_Xtr : 0.0216193 + s_lower_bl_H_31 : 0.0126261 + s_upper_bl_H_31 : 0.0122959 + s_lower_bl_H_1 : 0.0121496 + s_lower_bl_H_0 : 0.0121286 +Epoch: 267 | Train Loss: 2.30332 | Test Loss: 2.94098 | analysis_confidence: 0.128945 | CL: 0.0210909 | ln_CD: 0.0405637 | CM: 0.00329979 | Top_Xtr: 0.0142324 | Bot_Xtr: 0.0164868 +Loss contributors: + s_ln_CD : 0.902019 + s_CL : 0.71285 + s_CM : 0.318169 + s_analysis_confidence : 0.162632 + s_Bot_Xtr : 0.0368227 + s_Top_Xtr : 0.0229963 + s_lower_bl_H_31 : 0.0126651 + s_upper_bl_H_31 : 0.0122545 + s_lower_bl_H_1 : 0.0120139 + s_lower_bl_H_0 : 0.0120017 +Epoch: 268 | Train Loss: 2.30208 | Test Loss: 2.94499 | analysis_confidence: 0.126331 | CL: 0.0215365 | ln_CD: 0.0422837 | CM: 0.00333285 | Top_Xtr: 0.0140915 | Bot_Xtr: 0.01642 +Loss contributors: + s_ln_CD : 0.900246 + s_CL : 0.710611 + s_CM : 0.317666 + s_analysis_confidence : 0.162835 + s_Bot_Xtr : 0.0361491 + s_Top_Xtr : 0.0229859 + s_upper_bl_H_31 : 0.0123868 + s_lower_bl_H_31 : 0.0123638 + s_lower_bl_H_0 : 0.0119758 + s_lower_bl_H_1 : 0.0119366 +Epoch: 269 | Train Loss: 2.29925 | Test Loss: 2.98335 | analysis_confidence: 0.128061 | CL: 0.021947 | ln_CD: 0.0386153 | CM: 0.00324977 | Top_Xtr: 0.0153249 | Bot_Xtr: 0.0180573 +Loss contributors: + s_ln_CD : 0.90088 + s_CL : 0.718389 + s_CM : 0.31268 + s_analysis_confidence : 0.162488 + s_Bot_Xtr : 0.05408 + s_Top_Xtr : 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s_upper_bl_H_31 : 0.0122608 + s_lower_bl_H_1 : 0.0117815 + s_lower_bl_H_0 : 0.0117198 +Epoch: 283 | Train Loss: 2.27928 | Test Loss: 2.98403 | analysis_confidence: 0.126453 | CL: 0.0199971 | ln_CD: 0.0405789 | CM: 0.00315573 | Top_Xtr: 0.0139416 | Bot_Xtr: 0.0161199 +Loss contributors: + s_ln_CD : 0.96373 + s_CL : 0.703919 + s_CM : 0.309231 + s_analysis_confidence : 0.162466 + s_Bot_Xtr : 0.037207 + s_Top_Xtr : 0.0251253 + s_lower_bl_H_31 : 0.0125013 + s_upper_bl_H_31 : 0.0122831 + s_lower_bl_H_0 : 0.0118925 + s_lower_bl_H_1 : 0.0117415 +Epoch: 284 | Train Loss: 2.27734 | Test Loss: 2.91449 | analysis_confidence: 0.12539 | CL: 0.0203706 | ln_CD: 0.0383141 | CM: 0.00321826 | Top_Xtr: 0.0138147 | Bot_Xtr: 0.0159382 +Loss contributors: + s_ln_CD : 0.900554 + s_CL : 0.699726 + s_CM : 0.310727 + s_analysis_confidence : 0.162538 + s_Bot_Xtr : 0.0383213 + s_Top_Xtr : 0.0244156 + s_lower_bl_H_31 : 0.0122834 + s_upper_bl_H_31 : 0.0119863 + s_lower_bl_H_1 : 0.0116912 + s_lower_bl_H_0 : 0.0116864 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0.129533 | CL: 0.019561 | ln_CD: 0.03776 | CM: 0.00315445 | Top_Xtr: 0.0130703 | Bot_Xtr: 0.0154802 +Loss contributors: + s_ln_CD : 0.885291 + s_CL : 0.695163 + s_CM : 0.30714 + s_analysis_confidence : 0.162279 + s_Bot_Xtr : 0.0352335 + s_Top_Xtr : 0.0222054 + s_lower_bl_H_31 : 0.0124659 + s_upper_bl_H_31 : 0.0122328 + s_lower_bl_H_0 : 0.0120194 + s_lower_bl_H_3 : 0.0118028 +Epoch: 288 | Train Loss: 2.27267 | Test Loss: 2.90351 | analysis_confidence: 0.126449 | CL: 0.0205174 | ln_CD: 0.0399304 | CM: 0.00320671 | Top_Xtr: 0.0137196 | Bot_Xtr: 0.015508 +Loss contributors: + s_ln_CD : 0.895367 + s_CL : 0.700793 + s_CM : 0.310966 + s_analysis_confidence : 0.162781 + s_Bot_Xtr : 0.0346409 + s_Top_Xtr : 0.0226015 + s_lower_bl_H_31 : 0.0122064 + s_upper_bl_H_31 : 0.0120592 + s_lower_bl_H_1 : 0.0119657 + s_lower_bl_H_0 : 0.0119554 +Epoch: 289 | Train Loss: 2.27055 | Test Loss: 2.89315 | analysis_confidence: 0.129278 | CL: 0.0198319 | ln_CD: 0.0380586 | CM: 0.00314856 | Top_Xtr: 0.0138095 | 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2.87688 | analysis_confidence: 0.129228 | CL: 0.0200561 | ln_CD: 0.037394 | CM: 0.00318828 | Top_Xtr: 0.0134114 | Bot_Xtr: 0.0153812 +Loss contributors: + s_ln_CD : 0.864894 + s_CL : 0.703337 + s_CM : 0.315601 + s_analysis_confidence : 0.162364 + s_Bot_Xtr : 0.035306 + s_Top_Xtr : 0.0221749 + s_upper_bl_H_31 : 0.0127692 + s_lower_bl_H_31 : 0.0124352 + s_lower_bl_H_0 : 0.0115391 + s_lower_bl_H_1 : 0.0115339 +Epoch: 299 | Train Loss: 2.26218 | Test Loss: 2.87187 | analysis_confidence: 0.125324 | CL: 0.0199472 | ln_CD: 0.0368473 | CM: 0.00307073 | Top_Xtr: 0.0128049 | Bot_Xtr: 0.0148515 +Loss contributors: + s_ln_CD : 0.880589 + s_CL : 0.699871 + s_CM : 0.306801 + s_analysis_confidence : 0.16243 + s_Bot_Xtr : 0.0345194 + s_Top_Xtr : 0.0220218 + s_lower_bl_H_31 : 0.0123256 + s_upper_bl_H_31 : 0.0121816 + s_lower_bl_H_1 : 0.0118566 + s_lower_bl_H_0 : 0.0116643 +Epoch: 300 | Train Loss: 2.26073 | Test Loss: 2.98388 | analysis_confidence: 0.13302 | CL: 0.0215811 | ln_CD: 0.0400555 | CM: 0.00330496 | Top_Xtr: 0.0134423 | Bot_Xtr: 0.0156406 +Loss contributors: + s_ln_CD : 0.937782 + s_CL : 0.721831 + s_CM : 0.317597 + s_analysis_confidence : 0.163948 + s_Bot_Xtr : 0.0349174 + s_Top_Xtr : 0.0227163 + s_lower_bl_H_31 : 0.0124132 + s_upper_bl_H_31 : 0.0122694 + s_lower_bl_H_1 : 0.0118948 + s_lower_bl_H_0 : 0.0118929 +slurmstepd-d-12-1-1: error: *** JOB 25352894 ON d-12-1-1 CANCELLED AT 2024-03-09T00:55:12 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25353001 b/training/gen2_architecture/log.log-25353001 new file mode 100644 index 0000000..9b7889d --- /dev/null +++ b/training/gen2_architecture/log.log-25353001 @@ -0,0 +1,3843 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 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0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 23.2258 | Test Loss: 10.3537 | analysis_confidence: 0.258322 | CL: 0.0505767 | ln_CD: 0.104115 | CM: 0.00851706 | Top_Xtr: 0.0548267 | Bot_Xtr: 0.0628526 +Loss contributors: + s_ln_CD : 3.30036 + s_CL : 2.84519 + s_CM : 1.66945 + s_analysis_confidence : 0.37241 + s_Bot_Xtr : 0.291463 + s_Top_Xtr : 0.201477 + s_upper_bl_H_31 : 0.0327912 + s_lower_bl_H_31 : 0.0302628 + s_upper_bl_H_30 : 0.0298167 + s_upper_bl_H_29 : 0.0279619 +Epoch: 1 | Train Loss: 8.85935 | Test Loss: 7.96526 | analysis_confidence: 0.221237 | CL: 0.0433096 | ln_CD: 0.0896952 | CM: 0.00711338 | Top_Xtr: 0.0457817 | Bot_Xtr: 0.0533879 +Loss contributors: + s_ln_CD : 2.53946 + s_CL : 2.21004 + s_CM : 1.24266 + s_analysis_confidence : 0.327474 + s_Bot_Xtr : 0.219158 + s_Top_Xtr : 0.148835 + s_upper_bl_H_31 : 0.0232914 + s_lower_bl_H_31 : 0.0229181 + s_upper_bl_H_30 : 0.0206937 + s_upper_bl_H_29 : 0.0194986 +Epoch: 2 | Train Loss: 7.25322 | Test Loss: 6.66196 | analysis_confidence: 0.190248 | CL: 0.0384581 | ln_CD: 0.0754026 | CM: 0.0066397 | Top_Xtr: 0.0414741 | Bot_Xtr: 0.048244 +Loss contributors: + s_ln_CD : 2.0705 + s_CL : 1.8326 + s_CM : 1.07817 + s_analysis_confidence : 0.284844 + s_Bot_Xtr : 0.186016 + s_Top_Xtr : 0.126857 + s_upper_bl_H_31 : 0.0197236 + s_lower_bl_H_31 : 0.0195187 + s_upper_bl_H_30 : 0.0173147 + s_lower_bl_H_0 : 0.0169941 +Epoch: 3 | Train Loss: 6.41879 | Test Loss: 6.061 | analysis_confidence: 0.174164 | CL: 0.0358212 | ln_CD: 0.0695118 | CM: 0.00607178 | Top_Xtr: 0.0367893 | Bot_Xtr: 0.0431861 +Loss contributors: + s_ln_CD : 1.92339 + s_CL : 1.67141 + s_CM : 0.946017 + s_analysis_confidence : 0.265057 + s_Bot_Xtr : 0.162403 + s_Top_Xtr : 0.110239 + s_lower_bl_H_31 : 0.017373 + s_upper_bl_H_31 : 0.017285 + s_lower_bl_H_0 : 0.0161394 + s_upper_bl_H_30 : 0.0155391 +Epoch: 4 | Train Loss: 5.8969 | Test Loss: 5.79837 | analysis_confidence: 0.167664 | CL: 0.0342671 | ln_CD: 0.0662786 | CM: 0.0055626 | Top_Xtr: 0.0357643 | Bot_Xtr: 0.0417547 +Loss contributors: + s_ln_CD : 1.97633 + s_CL : 1.5657 + s_CM : 0.840728 + s_analysis_confidence : 0.255259 + s_Bot_Xtr : 0.149124 + s_Top_Xtr : 0.103593 + s_lower_bl_H_31 : 0.0158531 + s_upper_bl_H_31 : 0.0155928 + s_lower_bl_H_0 : 0.015295 + s_upper_bl_H_30 : 0.0139316 +Epoch: 5 | Train Loss: 5.52945 | Test Loss: 5.49664 | analysis_confidence: 0.160601 | CL: 0.0339068 | ln_CD: 0.0677553 | CM: 0.00556136 | Top_Xtr: 0.0328253 | Bot_Xtr: 0.0385684 +Loss contributors: + s_ln_CD : 1.84586 + s_CL : 1.50636 + s_CM : 0.811269 + s_analysis_confidence : 0.246592 + s_Bot_Xtr : 0.134606 + s_Top_Xtr : 0.092975 + s_lower_bl_H_31 : 0.0150282 + s_upper_bl_H_31 : 0.0149192 + s_lower_bl_H_0 : 0.0143635 + s_upper_bl_H_30 : 0.0130992 +Epoch: 6 | Train Loss: 5.25796 | Test Loss: 5.35697 | analysis_confidence: 0.157696 | CL: 0.0313213 | ln_CD: 0.065869 | CM: 0.00534981 | Top_Xtr: 0.031577 | Bot_Xtr: 0.0370073 +Loss contributors: + s_ln_CD : 1.84553 + s_CL : 1.4349 + s_CM : 0.796306 + s_analysis_confidence : 0.244364 + s_Bot_Xtr : 0.127581 + s_Top_Xtr : 0.0882476 + s_lower_bl_H_31 : 0.0143605 + s_upper_bl_H_31 : 0.0141943 + s_lower_bl_H_0 : 0.0132306 + s_upper_bl_H_30 : 0.0124476 +Epoch: 7 | Train Loss: 5.05377 | Test Loss: 4.93936 | analysis_confidence: 0.151976 | CL: 0.030183 | ln_CD: 0.060405 | CM: 0.00502051 | Top_Xtr: 0.0306656 | Bot_Xtr: 0.0351785 +Loss contributors: + s_ln_CD : 1.66933 + s_CL : 1.34212 + s_CM : 0.71927 + s_analysis_confidence : 0.236281 + s_Bot_Xtr : 0.117264 + s_Top_Xtr : 0.0833611 + s_lower_bl_H_31 : 0.0133617 + s_upper_bl_H_31 : 0.0129903 + s_lower_bl_H_0 : 0.012457 + s_upper_bl_H_30 : 0.0113825 +Epoch: 8 | Train Loss: 4.88589 | Test Loss: 4.92225 | analysis_confidence: 0.149334 | CL: 0.0301211 | ln_CD: 0.0595275 | CM: 0.00479049 | Top_Xtr: 0.02976 | Bot_Xtr: 0.0346317 +Loss contributors: + s_ln_CD : 1.77195 + s_CL : 1.31057 + s_CM : 0.675955 + s_analysis_confidence : 0.23312 + s_Bot_Xtr : 0.113829 + s_Top_Xtr : 0.0800829 + s_lower_bl_H_31 : 0.0128481 + s_upper_bl_H_31 : 0.0123911 + s_lower_bl_H_0 : 0.0114808 + s_lower_bl_H_2 : 0.0108697 +Epoch: 9 | Train Loss: 4.74932 | Test Loss: 4.7093 | analysis_confidence: 0.147337 | CL: 0.0299177 | ln_CD: 0.0606172 | CM: 0.00471833 | Top_Xtr: 0.028683 | Bot_Xtr: 0.0334375 +Loss contributors: + s_ln_CD : 1.60544 + s_CL : 1.28857 + s_CM : 0.673948 + s_analysis_confidence : 0.230684 + s_Bot_Xtr : 0.107616 + s_Top_Xtr : 0.0752099 + s_lower_bl_H_31 : 0.0124643 + s_upper_bl_H_31 : 0.0120102 + s_lower_bl_H_0 : 0.0111704 + s_lower_bl_H_1 : 0.0106689 +Epoch: 10 | Train Loss: 4.62569 | Test Loss: 4.71628 | analysis_confidence: 0.147415 | CL: 0.0287339 | ln_CD: 0.065735 | CM: 0.00476535 | Top_Xtr: 0.0274461 | Bot_Xtr: 0.0318858 +Loss contributors: + s_ln_CD : 1.66841 + s_CL : 1.26579 + s_CM : 0.66641 + s_analysis_confidence : 0.229377 + s_Bot_Xtr : 0.104778 + s_Top_Xtr : 0.0745067 + s_lower_bl_H_31 : 0.0121013 + s_upper_bl_H_31 : 0.0116618 + s_lower_bl_H_0 : 0.0106554 + s_lower_bl_H_2 : 0.0102771 +Epoch: 11 | Train Loss: 4.53148 | Test Loss: 4.63055 | analysis_confidence: 0.14693 | CL: 0.0279455 | ln_CD: 0.0550136 | CM: 0.00459161 | Top_Xtr: 0.0268696 | Bot_Xtr: 0.0315696 +Loss contributors: + s_ln_CD : 1.69323 + s_CL : 1.2253 + s_CM : 0.632644 + s_analysis_confidence : 0.228283 + s_Bot_Xtr : 0.10219 + s_Top_Xtr : 0.0719081 + s_lower_bl_H_31 : 0.0115677 + s_upper_bl_H_31 : 0.011143 + s_lower_bl_H_0 : 0.0101287 + s_lower_bl_H_2 : 0.010039 +Epoch: 12 | Train Loss: 4.44404 | Test Loss: 4.4061 | analysis_confidence: 0.140517 | CL: 0.0288232 | ln_CD: 0.0544952 | CM: 0.00439877 | Top_Xtr: 0.0269061 | Bot_Xtr: 0.0307465 +Loss contributors: + s_ln_CD : 1.49863 + s_CL : 1.24614 + s_CM : 0.602969 + s_analysis_confidence : 0.228433 + s_Bot_Xtr : 0.0974141 + s_Top_Xtr : 0.069252 + s_lower_bl_H_31 : 0.0111858 + s_upper_bl_H_31 : 0.0108434 + s_lower_bl_H_0 : 0.00996576 + s_lower_bl_H_1 : 0.00981634 +Epoch: 13 | Train Loss: 4.36249 | Test Loss: 4.41508 | analysis_confidence: 0.147387 | CL: 0.0309007 | ln_CD: 0.0523495 | CM: 0.00450436 | Top_Xtr: 0.0273433 | Bot_Xtr: 0.0318932 +Loss contributors: + s_ln_CD : 1.47811 + s_CL : 1.27919 + s_CM : 0.607573 + s_analysis_confidence : 0.229468 + s_Bot_Xtr : 0.0978495 + s_Top_Xtr : 0.0697366 + s_lower_bl_H_31 : 0.0109907 + s_upper_bl_H_31 : 0.0106637 + s_lower_bl_H_1 : 0.00984994 + s_lower_bl_H_2 : 0.00973348 +Epoch: 14 | Train Loss: 4.29454 | Test Loss: 4.36102 | analysis_confidence: 0.141046 | CL: 0.027372 | ln_CD: 0.0601571 | CM: 0.00449334 | Top_Xtr: 0.0252589 | Bot_Xtr: 0.0293606 +Loss contributors: + s_ln_CD : 1.52914 + s_CL : 1.19335 + s_CM : 0.605475 + s_analysis_confidence : 0.224337 + s_Bot_Xtr : 0.0948061 + s_Top_Xtr : 0.0665245 + s_lower_bl_H_31 : 0.010731 + s_upper_bl_H_31 : 0.0103809 + s_lower_bl_H_1 : 0.00974078 + s_lower_bl_H_2 : 0.00972177 +Epoch: 15 | Train Loss: 4.24041 | Test Loss: 4.31733 | analysis_confidence: 0.147054 | CL: 0.0271977 | ln_CD: 0.0569428 | CM: 0.00442067 | Top_Xtr: 0.0258064 | Bot_Xtr: 0.0292663 +Loss contributors: + s_ln_CD : 1.5128 + s_CL : 1.1853 + s_CM : 0.595836 + s_analysis_confidence : 0.222948 + s_Bot_Xtr : 0.094984 + s_Top_Xtr : 0.0672763 + s_lower_bl_H_31 : 0.0106424 + s_upper_bl_H_31 : 0.0106203 + s_lower_bl_H_2 : 0.00964902 + s_lower_bl_H_1 : 0.00949213 +Epoch: 16 | Train Loss: 4.18564 | Test Loss: 4.12944 | analysis_confidence: 0.14176 | CL: 0.0264334 | ln_CD: 0.0512838 | CM: 0.00436981 | Top_Xtr: 0.0241955 | Bot_Xtr: 0.0278787 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s_analysis_confidence : 0.220622 + s_Bot_Xtr : 0.0883909 + s_Top_Xtr : 0.063867 + s_lower_bl_H_31 : 0.00983359 + s_upper_bl_H_31 : 0.00961903 + s_lower_bl_H_2 : 0.00952883 + s_lower_bl_H_1 : 0.00933101 +Epoch: 19 | Train Loss: 4.03642 | Test Loss: 4.30352 | analysis_confidence: 0.139212 | CL: 0.0260155 | ln_CD: 0.0527755 | CM: 0.00416435 | Top_Xtr: 0.0247444 | Bot_Xtr: 0.0288321 +Loss contributors: + s_ln_CD : 1.64209 + s_CL : 1.12847 + s_CM : 0.549754 + s_analysis_confidence : 0.219667 + s_Bot_Xtr : 0.0939361 + s_Top_Xtr : 0.0669767 + s_lower_bl_H_1 : 0.0100458 + s_lower_bl_H_31 : 0.00991035 + s_upper_bl_H_31 : 0.00945268 + s_lower_bl_H_2 : 0.00890875 +Epoch: 20 | Train Loss: 3.99139 | Test Loss: 4.2637 | analysis_confidence: 0.137573 | CL: 0.0259788 | ln_CD: 0.0522155 | CM: 0.00416827 | Top_Xtr: 0.0244793 | Bot_Xtr: 0.0280205 +Loss contributors: + s_ln_CD : 1.61681 + s_CL : 1.1309 + s_CM : 0.553551 + s_analysis_confidence : 0.218855 + s_Bot_Xtr : 0.0880371 + s_Top_Xtr : 0.0641771 + s_lower_bl_H_31 : 0.00979639 + s_lower_bl_H_1 : 0.00953084 + s_upper_bl_H_31 : 0.00947659 + s_lower_bl_H_2 : 0.00914018 +Epoch: 21 | Train Loss: 3.95607 | Test Loss: 3.98523 | analysis_confidence: 0.137113 | CL: 0.0266459 | ln_CD: 0.0503641 | CM: 0.00433529 | Top_Xtr: 0.0232003 | Bot_Xtr: 0.0266568 +Loss contributors: + s_ln_CD : 1.40815 + s_CL : 1.09004 + s_CM : 0.553696 + s_analysis_confidence : 0.217336 + s_Bot_Xtr : 0.0840349 + s_Top_Xtr : 0.0612532 + s_lower_bl_H_1 : 0.00960823 + s_lower_bl_H_31 : 0.00928309 + s_upper_bl_H_31 : 0.00903329 + s_lower_bl_H_2 : 0.00883008 +Epoch: 22 | Train Loss: 3.91957 | Test Loss: 4.00802 | analysis_confidence: 0.135333 | CL: 0.0261694 | ln_CD: 0.0529096 | CM: 0.00408244 | Top_Xtr: 0.0236495 | Bot_Xtr: 0.0275508 +Loss contributors: + s_ln_CD : 1.42776 + s_CL : 1.08575 + s_CM : 0.534211 + s_analysis_confidence : 0.21761 + s_Bot_Xtr : 0.0945935 + s_Top_Xtr : 0.0700331 + s_lower_bl_H_1 : 0.00947137 + s_lower_bl_H_31 : 0.00940455 + s_upper_bl_H_31 : 0.00927458 + s_lower_bl_H_2 : 0.00907265 +Epoch: 23 | Train Loss: 3.87952 | Test Loss: 3.95362 | analysis_confidence: 0.137439 | CL: 0.025325 | ln_CD: 0.0497921 | CM: 0.00405735 | Top_Xtr: 0.0236562 | Bot_Xtr: 0.0267767 +Loss contributors: + s_ln_CD : 1.42439 + s_CL : 1.07555 + s_CM : 0.532216 + s_analysis_confidence : 0.215731 + s_Bot_Xtr : 0.0813425 + s_Top_Xtr : 0.0585345 + s_lower_bl_H_1 : 0.0101785 + s_lower_bl_H_31 : 0.00914151 + s_upper_bl_H_31 : 0.00892931 + s_lower_bl_H_3 : 0.00873462 +Epoch: 24 | Train Loss: 3.8514 | Test Loss: 4.06372 | analysis_confidence: 0.137846 | CL: 0.0255121 | ln_CD: 0.0520502 | CM: 0.0041747 | Top_Xtr: 0.02267 | Bot_Xtr: 0.025836 +Loss contributors: + s_ln_CD : 1.45915 + s_CL : 1.11587 + s_CM : 0.555849 + s_analysis_confidence : 0.218219 + s_Bot_Xtr : 0.0811066 + s_Top_Xtr : 0.0569277 + s_lower_bl_H_2 : 0.010046 + s_lower_bl_H_1 : 0.00954192 + s_lower_bl_H_31 : 0.00904651 + s_lower_bl_H_3 : 0.00900327 +Epoch: 25 | Train Loss: 3.82506 | Test Loss: 3.85198 | analysis_confidence: 0.136025 | CL: 0.0249046 | ln_CD: 0.0514541 | CM: 0.00405383 | Top_Xtr: 0.0240274 | Bot_Xtr: 0.0280149 +Loss contributors: + s_ln_CD : 1.37069 + s_CL : 1.05278 + s_CM : 0.520051 + s_analysis_confidence : 0.214604 + s_Bot_Xtr : 0.0822897 + s_Top_Xtr : 0.0588163 + s_lower_bl_H_1 : 0.00954384 + s_lower_bl_H_31 : 0.00911633 + s_upper_bl_H_31 : 0.0088288 + s_lower_bl_H_2 : 0.0083925 +Epoch: 26 | Train Loss: 3.7917 | Test Loss: 3.97004 | analysis_confidence: 0.135798 | CL: 0.0251504 | ln_CD: 0.0505026 | CM: 0.0043637 | Top_Xtr: 0.024739 | Bot_Xtr: 0.0281548 +Loss contributors: + s_ln_CD : 1.40398 + s_CL : 1.08985 + s_CM : 0.566709 + s_analysis_confidence : 0.214644 + s_Bot_Xtr : 0.0809118 + s_Top_Xtr : 0.0569515 + s_lower_bl_H_1 : 0.00958255 + s_lower_bl_H_31 : 0.0088919 + s_upper_bl_H_31 : 0.00875576 + s_lower_bl_H_2 : 0.00875514 +Epoch: 27 | Train Loss: 3.76401 | Test Loss: 3.75286 | analysis_confidence: 0.133348 | CL: 0.0243163 | ln_CD: 0.0463202 | CM: 0.0039148 | Top_Xtr: 0.0215661 | Bot_Xtr: 0.0247144 +Loss contributors: + s_ln_CD : 1.33448 + s_CL : 1.03531 + s_CM : 0.504369 + s_analysis_confidence : 0.213583 + s_Bot_Xtr : 0.0756345 + s_Top_Xtr : 0.0541833 + s_lower_bl_H_1 : 0.00922199 + s_lower_bl_H_31 : 0.00892891 + s_lower_bl_H_2 : 0.00862459 + s_upper_bl_H_31 : 0.00860239 +Epoch: 28 | Train Loss: 3.73472 | Test Loss: 3.97183 | analysis_confidence: 0.139171 | CL: 0.0256627 | ln_CD: 0.0509012 | CM: 0.00474651 | Top_Xtr: 0.0227601 | Bot_Xtr: 0.0262901 +Loss contributors: + s_ln_CD : 1.40052 + s_CL : 1.08134 + s_CM : 0.586343 + s_analysis_confidence : 0.216145 + s_Bot_Xtr : 0.0813403 + s_Top_Xtr : 0.0568146 + s_lower_bl_H_1 : 0.00943401 + s_lower_bl_H_31 : 0.00867213 + s_upper_bl_H_31 : 0.00859372 + s_lower_bl_H_2 : 0.00847981 +Epoch: 29 | Train Loss: 3.71154 | Test Loss: 4.02876 | analysis_confidence: 0.136486 | CL: 0.0261104 | ln_CD: 0.0483246 | CM: 0.00389968 | Top_Xtr: 0.0233067 | Bot_Xtr: 0.0268094 +Loss contributors: + 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0.00915623 + s_lower_bl_H_31 : 0.00863501 + s_lower_bl_H_2 : 0.00829846 + s_upper_bl_H_31 : 0.00826143 +Epoch: 34 | Train Loss: 3.59898 | Test Loss: 3.75004 | analysis_confidence: 0.138105 | CL: 0.0234433 | ln_CD: 0.0468861 | CM: 0.00402796 | Top_Xtr: 0.0215123 | Bot_Xtr: 0.0249072 +Loss contributors: + s_ln_CD : 1.35999 + s_CL : 1.01789 + s_CM : 0.504047 + s_analysis_confidence : 0.213522 + s_Bot_Xtr : 0.082109 + s_Top_Xtr : 0.0576175 + s_lower_bl_H_1 : 0.00953484 + s_lower_bl_H_31 : 0.00833693 + s_upper_bl_H_31 : 0.00826458 + s_lower_bl_H_2 : 0.00795695 +Epoch: 35 | Train Loss: 3.58597 | Test Loss: 3.69122 | analysis_confidence: 0.133275 | CL: 0.0243249 | ln_CD: 0.0490991 | CM: 0.00387949 | Top_Xtr: 0.0208198 | Bot_Xtr: 0.0240761 +Loss contributors: + s_ln_CD : 1.3289 + s_CL : 1.02299 + s_CM : 0.492932 + s_analysis_confidence : 0.211951 + s_Bot_Xtr : 0.070969 + s_Top_Xtr : 0.0487972 + s_lower_bl_H_1 : 0.00981916 + s_lower_bl_H_31 : 0.00837512 + s_lower_bl_H_3 : 0.00820057 + s_upper_bl_H_31 : 0.00810708 +Epoch: 36 | Train Loss: 3.5627 | Test Loss: 3.83842 | analysis_confidence: 0.135229 | CL: 0.0243371 | ln_CD: 0.0468248 | CM: 0.0039208 | Top_Xtr: 0.0213219 | Bot_Xtr: 0.0244531 +Loss contributors: + s_ln_CD : 1.45798 + s_CL : 1.03906 + s_CM : 0.491961 + s_analysis_confidence : 0.212538 + s_Bot_Xtr : 0.0710745 + s_Top_Xtr : 0.0494175 + s_lower_bl_H_1 : 0.00927343 + s_lower_bl_H_31 : 0.00832543 + s_upper_bl_H_31 : 0.00815238 + s_lower_bl_H_2 : 0.00807118 +Epoch: 37 | Train Loss: 3.54172 | Test Loss: 3.58208 | analysis_confidence: 0.140478 | CL: 0.024336 | ln_CD: 0.0444646 | CM: 0.00371354 | Top_Xtr: 0.022754 | Bot_Xtr: 0.0258815 +Loss contributors: + s_ln_CD : 1.26748 + s_CL : 1.00112 + s_CM : 0.476074 + s_analysis_confidence : 0.215152 + s_Bot_Xtr : 0.0707694 + s_Top_Xtr : 0.0490264 + s_lower_bl_H_1 : 0.00925712 + s_lower_bl_H_31 : 0.00821469 + s_upper_bl_H_31 : 0.00811787 + s_lower_bl_H_2 : 0.00790175 +Epoch: 38 | Train Loss: 3.53416 | Test Loss: 3.66876 | analysis_confidence: 0.133787 | CL: 0.0257145 | ln_CD: 0.0460424 | CM: 0.00413851 | Top_Xtr: 0.020687 | Bot_Xtr: 0.0241949 +Loss contributors: + s_ln_CD : 1.27089 + s_CL : 1.04811 + s_CM : 0.515256 + s_analysis_confidence : 0.216867 + s_Bot_Xtr : 0.0702881 + s_Top_Xtr : 0.0471198 + s_lower_bl_H_1 : 0.00907589 + s_lower_bl_H_31 : 0.00813148 + s_upper_bl_H_31 : 0.0079365 + s_lower_bl_H_2 : 0.00785626 +Epoch: 39 | Train Loss: 3.51459 | Test Loss: 3.71354 | analysis_confidence: 0.135355 | CL: 0.0233765 | ln_CD: 0.049461 | CM: 0.00369361 | Top_Xtr: 0.0207653 | Bot_Xtr: 0.0246492 +Loss contributors: + s_ln_CD : 1.3844 + s_CL : 1.00873 + s_CM : 0.477135 + s_analysis_confidence : 0.21115 + s_Bot_Xtr : 0.0719168 + s_Top_Xtr : 0.0510373 + s_lower_bl_H_1 : 0.00926418 + s_upper_bl_H_31 : 0.00822153 + s_lower_bl_H_31 : 0.00819534 + s_lower_bl_H_2 : 0.00778536 +Epoch: 40 | Train Loss: 3.49386 | Test Loss: 3.67708 | analysis_confidence: 0.136931 | CL: 0.0235955 | ln_CD: 0.0469531 | CM: 0.00374271 | Top_Xtr: 0.0202061 | Bot_Xtr: 0.0232278 +Loss contributors: + s_ln_CD : 1.38713 + s_CL : 0.988964 + s_CM : 0.473949 + s_analysis_confidence : 0.211074 + s_Bot_Xtr : 0.0691232 + s_Top_Xtr : 0.0466682 + s_lower_bl_H_1 : 0.00905506 + s_lower_bl_H_31 : 0.00795328 + s_lower_bl_H_2 : 0.00792335 + s_upper_bl_H_31 : 0.00780815 +Epoch: 41 | Train Loss: 3.48371 | Test Loss: 3.72122 | analysis_confidence: 0.132164 | CL: 0.0239069 | ln_CD: 0.0460154 | CM: 0.00385493 | Top_Xtr: 0.0223262 | Bot_Xtr: 0.0249165 +Loss contributors: + s_ln_CD : 1.32025 + s_CL : 1.03871 + s_CM : 0.509815 + s_analysis_confidence : 0.210169 + s_Bot_Xtr : 0.0726556 + s_Top_Xtr : 0.0518686 + s_lower_bl_H_1 : 0.00960773 + s_lower_bl_H_31 : 0.00882337 + s_upper_bl_H_31 : 0.00878595 + s_lower_bl_H_3 : 0.00794475 +Epoch: 42 | Train Loss: 3.46991 | Test Loss: 3.63728 | analysis_confidence: 0.136036 | CL: 0.0239574 | ln_CD: 0.0453305 | CM: 0.00363981 | Top_Xtr: 0.0202094 | Bot_Xtr: 0.0232962 +Loss contributors: + s_ln_CD : 1.29191 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0.00778446 + s_lower_bl_H_3 : 0.00762371 + s_upper_bl_H_31 : 0.00757608 +Epoch: 47 | Train Loss: 3.39358 | Test Loss: 3.69574 | analysis_confidence: 0.131992 | CL: 0.0245616 | ln_CD: 0.0528071 | CM: 0.00386392 | Top_Xtr: 0.0198675 | Bot_Xtr: 0.0224422 +Loss contributors: + s_ln_CD : 1.36018 + s_CL : 1.03418 + s_CM : 0.485625 + s_analysis_confidence : 0.209833 + s_Bot_Xtr : 0.0657522 + s_Top_Xtr : 0.0461123 + s_lower_bl_H_1 : 0.00917776 + s_lower_bl_H_31 : 0.00799488 + s_upper_bl_H_31 : 0.00768083 + s_lower_bl_H_3 : 0.00759531 +Epoch: 48 | Train Loss: 3.37849 | Test Loss: 3.59289 | analysis_confidence: 0.131825 | CL: 0.0234914 | ln_CD: 0.0459889 | CM: 0.0041823 | Top_Xtr: 0.0194857 | Bot_Xtr: 0.0226406 +Loss contributors: + s_ln_CD : 1.2737 + s_CL : 0.991103 + s_CM : 0.512873 + s_analysis_confidence : 0.208809 + s_Bot_Xtr : 0.0668972 + s_Top_Xtr : 0.0449061 + s_lower_bl_H_1 : 0.00907353 + s_lower_bl_H_31 : 0.00802446 + s_upper_bl_H_31 : 0.00778778 + s_lower_bl_H_3 : 0.00765219 +Epoch: 49 | Train Loss: 3.36275 | Test Loss: 3.48646 | analysis_confidence: 0.137372 | CL: 0.0231855 | ln_CD: 0.0476293 | CM: 0.00372011 | Top_Xtr: 0.0193833 | Bot_Xtr: 0.0225245 +Loss contributors: + s_ln_CD : 1.23676 + s_CL : 0.972067 + s_CM : 0.473678 + s_analysis_confidence : 0.211825 + s_Bot_Xtr : 0.0650862 + s_Top_Xtr : 0.0430653 + s_lower_bl_H_1 : 0.00885226 + s_lower_bl_H_31 : 0.00779673 + s_upper_bl_H_31 : 0.00767877 + s_lower_bl_H_3 : 0.00742173 +Epoch: 50 | Train Loss: 3.35462 | Test Loss: 3.59593 | analysis_confidence: 0.131021 | CL: 0.0230169 | ln_CD: 0.0466662 | CM: 0.00359293 | Top_Xtr: 0.0207051 | Bot_Xtr: 0.0236337 +Loss contributors: + s_ln_CD : 1.35204 + s_CL : 0.983976 + s_CM : 0.456252 + s_analysis_confidence : 0.208897 + s_Bot_Xtr : 0.0669848 + s_Top_Xtr : 0.0457325 + s_lower_bl_H_1 : 0.00872399 + s_lower_bl_H_31 : 0.00768034 + s_upper_bl_H_31 : 0.00748102 + s_lower_bl_H_3 : 0.00740493 +Epoch: 51 | Train Loss: 3.33713 | Test Loss: 3.43246 | analysis_confidence: 0.139232 | CL: 0.0228782 | ln_CD: 0.0442846 | CM: 0.00365247 | Top_Xtr: 0.0215049 | Bot_Xtr: 0.0248616 +Loss contributors: + s_ln_CD : 1.21256 + s_CL : 0.957497 + s_CM : 0.457741 + s_analysis_confidence : 0.21116 + s_Bot_Xtr : 0.0690813 + s_Top_Xtr : 0.04717 + s_lower_bl_H_1 : 0.00861581 + s_lower_bl_H_31 : 0.00771506 + s_upper_bl_H_31 : 0.00769841 + s_lower_bl_H_3 : 0.00740649 +Epoch: 52 | Train Loss: 3.31913 | Test Loss: 3.5025 | analysis_confidence: 0.133256 | CL: 0.024161 | ln_CD: 0.0446627 | CM: 0.00375063 | Top_Xtr: 0.0198292 | Bot_Xtr: 0.0226758 +Loss contributors: + s_ln_CD : 1.25094 + s_CL : 0.989447 + s_CM : 0.46203 + s_analysis_confidence : 0.208628 + s_Bot_Xtr : 0.0661704 + s_Top_Xtr : 0.0445261 + s_lower_bl_H_1 : 0.00866985 + s_lower_bl_H_31 : 0.00797198 + s_upper_bl_H_31 : 0.00766482 + s_lower_bl_H_3 : 0.00738572 +Epoch: 53 | Train Loss: 3.31443 | Test Loss: 3.46936 | analysis_confidence: 0.129947 | CL: 0.0235013 | ln_CD: 0.0442655 | CM: 0.00369312 | Top_Xtr: 0.0208163 | Bot_Xtr: 0.0235143 +Loss contributors: + s_ln_CD : 1.23094 + s_CL : 0.977476 + s_CM : 0.466109 + s_analysis_confidence : 0.208362 + s_Bot_Xtr : 0.0657182 + s_Top_Xtr : 0.0447316 + s_lower_bl_H_1 : 0.00842123 + s_upper_bl_H_31 : 0.00775055 + s_lower_bl_H_31 : 0.00763613 + s_lower_bl_H_3 : 0.00733848 +Epoch: 54 | Train Loss: 3.31375 | Test Loss: 3.5205 | analysis_confidence: 0.130617 | CL: 0.0232249 | ln_CD: 0.0464867 | CM: 0.0036478 | Top_Xtr: 0.0200923 | Bot_Xtr: 0.0226161 +Loss contributors: + s_ln_CD : 1.26673 + s_CL : 0.985608 + s_CM : 0.462913 + s_analysis_confidence : 0.210465 + s_Bot_Xtr : 0.065541 + s_Top_Xtr : 0.0468043 + s_lower_bl_H_1 : 0.00847352 + s_upper_bl_H_31 : 0.0078485 + s_lower_bl_H_31 : 0.00775584 + s_lower_bl_H_3 : 0.00741842 +Epoch: 55 | Train Loss: 3.2891 | Test Loss: 3.49178 | analysis_confidence: 0.135852 | CL: 0.0225771 | ln_CD: 0.0475877 | CM: 0.00385225 | Top_Xtr: 0.0196819 | Bot_Xtr: 0.0228741 +Loss contributors: + s_ln_CD : 1.25209 + s_CL : 0.974372 + s_CM : 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3.21408 | Test Loss: 3.4738 | analysis_confidence: 0.128659 | CL: 0.0242421 | ln_CD: 0.0443043 | CM: 0.00363303 | Top_Xtr: 0.0198018 | Bot_Xtr: 0.023078 +Loss contributors: + s_ln_CD : 1.24242 + s_CL : 0.984574 + s_CM : 0.461977 + s_analysis_confidence : 0.208392 + s_Bot_Xtr : 0.0676179 + s_Top_Xtr : 0.0457037 + s_lower_bl_H_1 : 0.00785347 + s_lower_bl_H_31 : 0.00733091 + s_upper_bl_H_31 : 0.00713914 + s_lower_bl_H_3 : 0.00702827 +Epoch: 63 | Train Loss: 3.20285 | Test Loss: 3.40065 | analysis_confidence: 0.131377 | CL: 0.0231626 | ln_CD: 0.0451094 | CM: 0.00360044 | Top_Xtr: 0.0202996 | Bot_Xtr: 0.0240922 +Loss contributors: + s_ln_CD : 1.20587 + s_CL : 0.968887 + s_CM : 0.447333 + s_analysis_confidence : 0.20667 + s_Bot_Xtr : 0.0640555 + s_Top_Xtr : 0.04277 + s_lower_bl_H_1 : 0.007754 + s_lower_bl_H_31 : 0.00746181 + s_upper_bl_H_31 : 0.00729249 + s_lower_bl_H_0 : 0.00698349 +Epoch: 64 | Train Loss: 3.19226 | Test Loss: 3.53886 | analysis_confidence: 0.126667 | CL: 0.0256371 | ln_CD: 0.0515027 | CM: 0.00393352 | Top_Xtr: 0.0217215 | Bot_Xtr: 0.0248464 +Loss contributors: + s_ln_CD : 1.2893 + s_CL : 0.998175 + s_CM : 0.471574 + s_analysis_confidence : 0.20729 + s_Bot_Xtr : 0.064157 + s_Top_Xtr : 0.0435497 + s_lower_bl_H_1 : 0.00768562 + s_lower_bl_H_31 : 0.00755098 + s_upper_bl_H_31 : 0.00738788 + s_lower_bl_H_0 : 0.00711753 +Epoch: 65 | Train Loss: 3.1842 | Test Loss: 3.47676 | analysis_confidence: 0.13158 | CL: 0.0225248 | ln_CD: 0.053852 | CM: 0.00352559 | Top_Xtr: 0.020558 | Bot_Xtr: 0.0234096 +Loss contributors: + s_ln_CD : 1.3088 + s_CL : 0.949438 + s_CM : 0.44241 + s_analysis_confidence : 0.207725 + s_Bot_Xtr : 0.0628121 + s_Top_Xtr : 0.04181 + s_lower_bl_H_1 : 0.00750062 + s_lower_bl_H_31 : 0.00738225 + s_upper_bl_H_31 : 0.00722595 + s_lower_bl_H_0 : 0.00695625 +Epoch: 66 | Train Loss: 3.17391 | Test Loss: 3.36843 | analysis_confidence: 0.131914 | CL: 0.0229709 | ln_CD: 0.0434652 | CM: 0.00376464 | Top_Xtr: 0.0196314 | Bot_Xtr: 0.0227187 +Loss contributors: 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0.00726413 + s_lower_bl_H_31 : 0.00713606 + s_upper_bl_H_31 : 0.00702121 + s_lower_bl_H_2 : 0.0068805 +Epoch: 71 | Train Loss: 3.1188 | Test Loss: 3.34421 | analysis_confidence: 0.130509 | CL: 0.0228915 | ln_CD: 0.0450425 | CM: 0.003493 | Top_Xtr: 0.0196079 | Bot_Xtr: 0.0220838 +Loss contributors: + s_ln_CD : 1.1929 + s_CL : 0.951389 + s_CM : 0.439065 + s_analysis_confidence : 0.206048 + s_Bot_Xtr : 0.0620899 + s_Top_Xtr : 0.0418045 + s_lower_bl_H_31 : 0.00717981 + s_lower_bl_H_1 : 0.00714724 + s_upper_bl_H_31 : 0.00698158 + s_lower_bl_H_2 : 0.00696033 +Epoch: 72 | Train Loss: 3.11575 | Test Loss: 3.54769 | analysis_confidence: 0.134468 | CL: 0.025547 | ln_CD: 0.047943 | CM: 0.00364302 | Top_Xtr: 0.019716 | Bot_Xtr: 0.0227334 +Loss contributors: + s_ln_CD : 1.31776 + s_CL : 1.00868 + s_CM : 0.446003 + s_analysis_confidence : 0.207502 + s_Bot_Xtr : 0.0629353 + s_Top_Xtr : 0.0409561 + s_lower_bl_H_31 : 0.00726757 + s_lower_bl_H_1 : 0.00712246 + s_upper_bl_H_31 : 0.00706892 + s_lower_bl_H_2 : 0.00697506 +Epoch: 73 | Train Loss: 3.09927 | Test Loss: 3.32654 | analysis_confidence: 0.130726 | CL: 0.0221474 | ln_CD: 0.0446688 | CM: 0.00345404 | Top_Xtr: 0.0180337 | Bot_Xtr: 0.0207487 +Loss contributors: + s_ln_CD : 1.21261 + s_CL : 0.927174 + s_CM : 0.437693 + s_analysis_confidence : 0.206195 + s_Bot_Xtr : 0.0583762 + s_Top_Xtr : 0.0383983 + s_lower_bl_H_31 : 0.00725389 + s_lower_bl_H_1 : 0.00720583 + s_upper_bl_H_31 : 0.00707151 + s_lower_bl_H_2 : 0.007011 +Epoch: 74 | Train Loss: 3.09829 | Test Loss: 3.43842 | analysis_confidence: 0.128473 | CL: 0.0225689 | ln_CD: 0.0485875 | CM: 0.00388626 | Top_Xtr: 0.0222771 | Bot_Xtr: 0.0241011 +Loss contributors: + s_ln_CD : 1.23805 + s_CL : 0.95619 + s_CM : 0.470037 + s_analysis_confidence : 0.20692 + s_Bot_Xtr : 0.0648773 + s_Top_Xtr : 0.0464751 + s_lower_bl_H_31 : 0.00731251 + s_upper_bl_H_31 : 0.0071959 + s_lower_bl_H_1 : 0.00707436 + s_lower_bl_H_2 : 0.0070055 +Epoch: 75 | Train Loss: 3.08206 | Test Loss: 3.3674 | analysis_confidence: 0.129917 | CL: 0.022646 | ln_CD: 0.0418895 | CM: 0.00359328 | Top_Xtr: 0.0178994 | Bot_Xtr: 0.0203542 +Loss contributors: + s_ln_CD : 1.21819 + s_CL : 0.959027 + s_CM : 0.44475 + s_analysis_confidence : 0.206115 + s_Bot_Xtr : 0.0585622 + s_Top_Xtr : 0.0385374 + s_lower_bl_H_1 : 0.00720895 + s_lower_bl_H_31 : 0.00702991 + s_lower_bl_H_2 : 0.00690077 + s_upper_bl_H_31 : 0.00687865 +Epoch: 76 | Train Loss: 3.0795 | Test Loss: 3.47271 | analysis_confidence: 0.132904 | CL: 0.0230138 | ln_CD: 0.0479446 | CM: 0.00361529 | Top_Xtr: 0.0179152 | Bot_Xtr: 0.0210167 +Loss contributors: + s_ln_CD : 1.27374 + s_CL : 0.987894 + s_CM : 0.451928 + s_analysis_confidence : 0.20619 + s_Bot_Xtr : 0.0607861 + s_Top_Xtr : 0.0395641 + s_lower_bl_H_1 : 0.00720063 + s_lower_bl_H_31 : 0.00717073 + s_upper_bl_H_31 : 0.0071172 + s_lower_bl_H_2 : 0.00709654 +Epoch: 77 | Train Loss: 3.07036 | Test Loss: 3.43747 | analysis_confidence: 0.12871 | CL: 0.0238213 | ln_CD: 0.0447174 | CM: 0.00389942 | Top_Xtr: 0.0181325 | Bot_Xtr: 0.0209437 +Loss contributors: + s_ln_CD : 1.22164 + s_CL : 0.979847 + s_CM : 0.469566 + s_analysis_confidence : 0.206426 + s_Bot_Xtr : 0.0605268 + s_Top_Xtr : 0.0391246 + s_lower_bl_H_2 : 0.00722051 + s_lower_bl_H_1 : 0.00712596 + s_lower_bl_H_31 : 0.00711579 + s_upper_bl_H_31 : 0.00696448 +Epoch: 78 | Train Loss: 3.05834 | Test Loss: 3.32466 | analysis_confidence: 0.130228 | CL: 0.023351 | ln_CD: 0.0435951 | CM: 0.00346561 | Top_Xtr: 0.017932 | Bot_Xtr: 0.0206015 +Loss contributors: + s_ln_CD : 1.18705 + s_CL : 0.957308 + s_CM : 0.434016 + s_analysis_confidence : 0.207722 + s_Bot_Xtr : 0.0587048 + s_Top_Xtr : 0.0381577 + s_lower_bl_H_2 : 0.00703572 + s_lower_bl_H_31 : 0.00701609 + s_lower_bl_H_1 : 0.00692511 + s_upper_bl_H_31 : 0.00685347 +Epoch: 79 | Train Loss: 3.04671 | Test Loss: 3.3555 | analysis_confidence: 0.132099 | CL: 0.0236786 | ln_CD: 0.0476484 | CM: 0.00356363 | Top_Xtr: 0.0191063 | Bot_Xtr: 0.0216231 +Loss contributors: + s_ln_CD : 1.21345 + s_CL : 0.950258 + s_CM : 0.439884 + s_analysis_confidence : 0.207081 + s_Bot_Xtr : 0.0600272 + s_Top_Xtr : 0.0392438 + s_lower_bl_H_31 : 0.00714943 + s_lower_bl_H_2 : 0.0071465 + s_lower_bl_H_1 : 0.0070572 + s_upper_bl_H_31 : 0.00704733 +Epoch: 80 | Train Loss: 3.03857 | Test Loss: 3.46146 | analysis_confidence: 0.13637 | CL: 0.0237796 | ln_CD: 0.0448848 | CM: 0.00361885 | Top_Xtr: 0.0190012 | Bot_Xtr: 0.0214732 +Loss contributors: + s_ln_CD : 1.26014 + s_CL : 0.97903 + s_CM : 0.450927 + s_analysis_confidence : 0.210829 + s_Bot_Xtr : 0.0646649 + s_Top_Xtr : 0.043893 + s_lower_bl_H_1 : 0.00724462 + s_lower_bl_H_31 : 0.00715823 + s_lower_bl_H_2 : 0.00713412 + s_upper_bl_H_31 : 0.00698547 +Epoch: 81 | Train Loss: 3.03563 | Test Loss: 3.30974 | analysis_confidence: 0.128021 | CL: 0.0237587 | ln_CD: 0.0440825 | CM: 0.00344085 | Top_Xtr: 0.0178773 | Bot_Xtr: 0.0203119 +Loss contributors: + s_ln_CD : 1.18105 + s_CL : 0.953383 + s_CM : 0.431311 + s_analysis_confidence : 0.20712 + s_Bot_Xtr : 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0.00704222 + s_lower_bl_H_31 : 0.00692873 + s_lower_bl_H_0 : 0.00673939 +Epoch: 84 | Train Loss: 3.00318 | Test Loss: 3.33929 | analysis_confidence: 0.127616 | CL: 0.0226508 | ln_CD: 0.0475188 | CM: 0.0034949 | Top_Xtr: 0.0175664 | Bot_Xtr: 0.0204047 +Loss contributors: + s_ln_CD : 1.2109 + s_CL : 0.9431 + s_CM : 0.437035 + s_analysis_confidence : 0.20667 + s_Bot_Xtr : 0.0625532 + s_Top_Xtr : 0.0391331 + s_lower_bl_H_2 : 0.00702471 + s_lower_bl_H_1 : 0.00701038 + s_lower_bl_H_31 : 0.00698356 + s_lower_bl_H_0 : 0.00672831 +Epoch: 85 | Train Loss: 2.99573 | Test Loss: 3.32111 | analysis_confidence: 0.129793 | CL: 0.0221066 | ln_CD: 0.0443297 | CM: 0.00348198 | Top_Xtr: 0.0182993 | Bot_Xtr: 0.0208661 +Loss contributors: + s_ln_CD : 1.1962 + s_CL : 0.945149 + s_CM : 0.432726 + s_analysis_confidence : 0.20622 + s_Bot_Xtr : 0.0595498 + s_Top_Xtr : 0.0388728 + s_lower_bl_H_2 : 0.00698729 + s_lower_bl_H_1 : 0.0069706 + s_lower_bl_H_31 : 0.00692454 + s_upper_bl_H_31 : 0.00685562 +Epoch: 86 | Train Loss: 2.98636 | Test Loss: 3.34783 | analysis_confidence: 0.129205 | CL: 0.0222285 | ln_CD: 0.0444626 | CM: 0.00342668 | Top_Xtr: 0.0180674 | Bot_Xtr: 0.0206787 +Loss contributors: + s_ln_CD : 1.24436 + s_CL : 0.940055 + s_CM : 0.429831 + s_analysis_confidence : 0.20571 + s_Bot_Xtr : 0.0577667 + s_Top_Xtr : 0.0376198 + s_lower_bl_H_2 : 0.00704774 + s_lower_bl_H_31 : 0.0069286 + s_lower_bl_H_1 : 0.00677026 + s_upper_bl_H_31 : 0.00671702 +Epoch: 87 | Train Loss: 2.98479 | Test Loss: 3.40301 | analysis_confidence: 0.128904 | CL: 0.0226917 | ln_CD: 0.0427546 | CM: 0.00376734 | Top_Xtr: 0.0190203 | Bot_Xtr: 0.021322 +Loss contributors: + s_ln_CD : 1.25106 + s_CL : 0.952193 + s_CM : 0.455236 + s_analysis_confidence : 0.205865 + s_Bot_Xtr : 0.0595197 + s_Top_Xtr : 0.0392737 + s_lower_bl_H_31 : 0.00690667 + s_lower_bl_H_2 : 0.00682303 + s_lower_bl_H_1 : 0.00678864 + s_upper_bl_H_31 : 0.00672468 +Epoch: 88 | Train Loss: 2.97006 | Test Loss: 3.42869 | analysis_confidence: 0.131088 | CL: 0.0220227 | ln_CD: 0.046626 | CM: 0.00343717 | Top_Xtr: 0.0187133 | Bot_Xtr: 0.0214723 +Loss contributors: + s_ln_CD : 1.25691 + s_CL : 0.987312 + s_CM : 0.436928 + s_analysis_confidence : 0.20776 + s_Bot_Xtr : 0.0584882 + s_Top_Xtr : 0.0387402 + s_lower_bl_H_2 : 0.00739728 + s_lower_bl_H_1 : 0.00703146 + s_lower_bl_H_0 : 0.00690353 + s_lower_bl_H_31 : 0.00690033 +Epoch: 89 | Train Loss: 2.96424 | Test Loss: 3.43618 | analysis_confidence: 0.128021 | CL: 0.0238349 | ln_CD: 0.0467569 | CM: 0.00347326 | Top_Xtr: 0.0182514 | Bot_Xtr: 0.0210517 +Loss contributors: + s_ln_CD : 1.2748 + s_CL : 0.980583 + s_CM : 0.433604 + s_analysis_confidence : 0.206144 + s_Bot_Xtr : 0.0616243 + s_Top_Xtr : 0.0401329 + s_lower_bl_H_2 : 0.00720183 + s_lower_bl_H_31 : 0.00695409 + s_lower_bl_H_1 : 0.00678836 + s_upper_bl_H_31 : 0.00668509 +Epoch: 90 | Train Loss: 2.95059 | Test Loss: 3.34449 | analysis_confidence: 0.128325 | CL: 0.0221358 | ln_CD: 0.0471602 | CM: 0.00353064 | Top_Xtr: 0.019548 | Bot_Xtr: 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2.88812 | Test Loss: 3.27991 | analysis_confidence: 0.131857 | CL: 0.0221016 | ln_CD: 0.0445594 | CM: 0.00356729 | Top_Xtr: 0.0174653 | Bot_Xtr: 0.0198325 +Loss contributors: + s_ln_CD : 1.17681 + s_CL : 0.939943 + s_CM : 0.437061 + s_analysis_confidence : 0.205426 + s_Bot_Xtr : 0.056732 + s_Top_Xtr : 0.0368587 + s_lower_bl_H_2 : 0.00703414 + s_lower_bl_H_1 : 0.00686247 + s_lower_bl_H_31 : 0.00679411 + s_upper_bl_H_31 : 0.00675208 +Epoch: 100 | Train Loss: 2.88363 | Test Loss: 3.25024 | analysis_confidence: 0.134784 | CL: 0.0218594 | ln_CD: 0.0430545 | CM: 0.00338095 | Top_Xtr: 0.0172083 | Bot_Xtr: 0.0194127 +Loss contributors: + s_ln_CD : 1.16307 + s_CL : 0.927745 + s_CM : 0.426102 + s_analysis_confidence : 0.20875 + s_Bot_Xtr : 0.0577906 + s_Top_Xtr : 0.0412598 + s_lower_bl_H_2 : 0.00713954 + s_lower_bl_H_0 : 0.00682953 + s_lower_bl_H_1 : 0.00671583 + s_lower_bl_H_31 : 0.00651617 +Epoch: 101 | Train Loss: 2.86881 | Test Loss: 3.24035 | analysis_confidence: 0.12705 | CL: 0.0219864 | ln_CD: 0.0408348 | CM: 0.00342284 | Top_Xtr: 0.0175204 | Bot_Xtr: 0.0199313 +Loss contributors: + s_ln_CD : 1.17629 + s_CL : 0.917208 + s_CM : 0.426846 + s_analysis_confidence : 0.205298 + s_Bot_Xtr : 0.0569121 + s_Top_Xtr : 0.0374603 + s_lower_bl_H_2 : 0.00689741 + s_lower_bl_H_1 : 0.00681863 + s_lower_bl_H_31 : 0.00654787 + s_lower_bl_H_0 : 0.00649484 +Epoch: 102 | Train Loss: 2.86716 | Test Loss: 3.30031 | analysis_confidence: 0.126733 | CL: 0.021912 | ln_CD: 0.0424136 | CM: 0.00369093 | Top_Xtr: 0.0178155 | Bot_Xtr: 0.0200958 +Loss contributors: + s_ln_CD : 1.18723 + s_CL : 0.931858 + s_CM : 0.439932 + s_analysis_confidence : 0.207466 + s_Bot_Xtr : 0.0629611 + s_Top_Xtr : 0.0440469 + s_lower_bl_H_2 : 0.00727257 + s_lower_bl_H_1 : 0.00686602 + s_lower_bl_H_0 : 0.00685374 + s_lower_bl_H_31 : 0.0066637 +Epoch: 103 | Train Loss: 2.85495 | Test Loss: 3.34099 | analysis_confidence: 0.131671 | CL: 0.0224251 | ln_CD: 0.0457765 | CM: 0.00343742 | Top_Xtr: 0.0179429 | Bot_Xtr: 0.0206384 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Loss: 3.33737 | analysis_confidence: 0.130159 | CL: 0.0218425 | ln_CD: 0.0494948 | CM: 0.00339572 | Top_Xtr: 0.0176912 | Bot_Xtr: 0.0202573 +Loss contributors: + s_ln_CD : 1.25644 + s_CL : 0.919312 + s_CM : 0.425362 + s_analysis_confidence : 0.212993 + s_Bot_Xtr : 0.0585366 + s_Top_Xtr : 0.0404576 + s_lower_bl_H_2 : 0.00686825 + s_lower_bl_H_0 : 0.0066652 + s_lower_bl_H_1 : 0.00661436 + s_upper_bl_H_31 : 0.00656625 +Epoch: 113 | Train Loss: 2.79431 | Test Loss: 3.30649 | analysis_confidence: 0.132618 | CL: 0.0215915 | ln_CD: 0.0419011 | CM: 0.0034458 | Top_Xtr: 0.0172251 | Bot_Xtr: 0.0199356 +Loss contributors: + s_ln_CD : 1.20155 + s_CL : 0.932394 + s_CM : 0.43936 + s_analysis_confidence : 0.206168 + s_Bot_Xtr : 0.0579459 + s_Top_Xtr : 0.0360612 + s_lower_bl_H_1 : 0.0074701 + s_lower_bl_H_2 : 0.0074282 + s_lower_bl_H_0 : 0.00714944 + s_lower_bl_H_3 : 0.00658065 +Epoch: 114 | Train Loss: 2.78738 | Test Loss: 3.18322 | analysis_confidence: 0.134102 | CL: 0.0214813 | ln_CD: 0.041194 | 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0.00335612 | Top_Xtr: 0.01757 | Bot_Xtr: 0.0202746 +Loss contributors: + s_ln_CD : 1.12576 + s_CL : 0.90728 + s_CM : 0.415045 + s_analysis_confidence : 0.207413 + s_Bot_Xtr : 0.0543875 + s_Top_Xtr : 0.0348149 + s_lower_bl_H_2 : 0.00705074 + s_lower_bl_H_1 : 0.00657133 + s_lower_bl_H_0 : 0.00654411 + s_lower_bl_H_31 : 0.00626313 +Epoch: 128 | Train Loss: 2.71353 | Test Loss: 3.17832 | analysis_confidence: 0.130719 | CL: 0.0217931 | ln_CD: 0.0426741 | CM: 0.00333674 | Top_Xtr: 0.0164994 | Bot_Xtr: 0.0188264 +Loss contributors: + s_ln_CD : 1.12635 + s_CL : 0.921544 + s_CM : 0.421264 + s_analysis_confidence : 0.204704 + s_Bot_Xtr : 0.053913 + s_Top_Xtr : 0.0341939 + s_lower_bl_H_2 : 0.00701858 + s_lower_bl_H_1 : 0.0067715 + s_lower_bl_H_0 : 0.00660327 + s_lower_bl_H_31 : 0.00612809 +Epoch: 129 | Train Loss: 2.70845 | Test Loss: 3.1697 | analysis_confidence: 0.129977 | CL: 0.021897 | ln_CD: 0.0438152 | CM: 0.0033105 | Top_Xtr: 0.0162973 | Bot_Xtr: 0.0185175 +Loss contributors: + s_ln_CD : 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s_Bot_Xtr : 0.054273 + s_Top_Xtr : 0.033336 + s_lower_bl_H_2 : 0.00684473 + s_lower_bl_H_1 : 0.00658897 + s_lower_bl_H_0 : 0.00658347 + s_upper_bl_H_31 : 0.00651102 +Epoch: 132 | Train Loss: 2.69432 | Test Loss: 3.22216 | analysis_confidence: 0.127464 | CL: 0.0234245 | ln_CD: 0.0436068 | CM: 0.00362128 | Top_Xtr: 0.016101 | Bot_Xtr: 0.0186328 +Loss contributors: + s_ln_CD : 1.13554 + s_CL : 0.950467 + s_CM : 0.434252 + s_analysis_confidence : 0.203881 + s_Bot_Xtr : 0.0527543 + s_Top_Xtr : 0.0329165 + s_lower_bl_H_2 : 0.00678495 + s_lower_bl_H_1 : 0.00654453 + s_lower_bl_H_0 : 0.00650796 + s_lower_bl_H_31 : 0.00615633 +Epoch: 133 | Train Loss: 2.68642 | Test Loss: 3.23217 | analysis_confidence: 0.125953 | CL: 0.0220072 | ln_CD: 0.0456723 | CM: 0.00342184 | Top_Xtr: 0.0202105 | Bot_Xtr: 0.0234372 +Loss contributors: + s_ln_CD : 1.16195 + s_CL : 0.933432 + s_CM : 0.42218 + s_analysis_confidence : 0.204282 + s_Bot_Xtr : 0.0581837 + s_Top_Xtr : 0.0376869 + s_lower_bl_H_2 : 0.00704466 + s_lower_bl_H_1 : 0.00686696 + s_lower_bl_H_0 : 0.00676456 + s_lower_bl_H_31 : 0.00615376 +Epoch: 134 | Train Loss: 2.68429 | Test Loss: 3.20322 | analysis_confidence: 0.127731 | CL: 0.0211758 | ln_CD: 0.0406901 | CM: 0.00345643 | Top_Xtr: 0.0180452 | Bot_Xtr: 0.0206012 +Loss contributors: + s_ln_CD : 1.14488 + s_CL : 0.922837 + s_CM : 0.417876 + s_analysis_confidence : 0.20322 + s_Bot_Xtr : 0.0629446 + s_Top_Xtr : 0.0431072 + s_lower_bl_H_2 : 0.00683247 + s_lower_bl_H_1 : 0.00650828 + s_lower_bl_H_0 : 0.00639838 + s_lower_bl_H_31 : 0.00626081 +Epoch: 135 | Train Loss: 2.67974 | Test Loss: 3.16415 | analysis_confidence: 0.129827 | CL: 0.0211355 | ln_CD: 0.0432114 | CM: 0.00331938 | Top_Xtr: 0.0161587 | Bot_Xtr: 0.0187006 +Loss contributors: + s_ln_CD : 1.16094 + s_CL : 0.896402 + s_CM : 0.410006 + s_analysis_confidence : 0.204007 + s_Bot_Xtr : 0.0526594 + s_Top_Xtr : 0.0330458 + s_lower_bl_H_2 : 0.00661244 + s_lower_bl_H_1 : 0.00650883 + s_lower_bl_H_0 : 0.00643531 + s_lower_bl_H_3 : 0.00611631 +Epoch: 136 | Train Loss: 2.67677 | Test Loss: 3.24602 | analysis_confidence: 0.128545 | CL: 0.0215702 | ln_CD: 0.0407586 | CM: 0.00326159 | Top_Xtr: 0.0167538 | Bot_Xtr: 0.0194413 +Loss contributors: + s_ln_CD : 1.18337 + s_CL : 0.939211 + s_CM : 0.412924 + s_analysis_confidence : 0.205264 + s_Bot_Xtr : 0.0536588 + s_Top_Xtr : 0.0349068 + s_lower_bl_H_2 : 0.00678812 + s_lower_bl_H_1 : 0.00671329 + s_lower_bl_H_0 : 0.00656744 + s_lower_bl_H_31 : 0.0061939 +Epoch: 137 | Train Loss: 2.67227 | Test Loss: 3.32408 | analysis_confidence: 0.12798 | CL: 0.0218113 | ln_CD: 0.0459507 | CM: 0.00376153 | Top_Xtr: 0.0167531 | Bot_Xtr: 0.0200989 +Loss contributors: + s_ln_CD : 1.22667 + s_CL : 0.930184 + s_CM : 0.453052 + s_analysis_confidence : 0.205041 + s_Bot_Xtr : 0.0575157 + s_Top_Xtr : 0.0347458 + s_lower_bl_H_2 : 0.00699043 + s_lower_bl_H_0 : 0.00670545 + s_lower_bl_H_1 : 0.00661722 + s_lower_bl_H_31 : 0.00622606 +Epoch: 138 | Train Loss: 2.66529 | Test Loss: 3.22758 | analysis_confidence: 0.132256 | CL: 0.0221587 | ln_CD: 0.045113 | CM: 0.00338631 | Top_Xtr: 0.0167481 | Bot_Xtr: 0.0195438 +Loss contributors: + s_ln_CD : 1.15913 + s_CL : 0.941227 + s_CM : 0.420061 + s_analysis_confidence : 0.204691 + s_Bot_Xtr : 0.0565047 + s_Top_Xtr : 0.035155 + s_lower_bl_H_2 : 0.00679553 + s_lower_bl_H_0 : 0.00653513 + s_lower_bl_H_1 : 0.00649459 + s_upper_bl_H_31 : 0.00616836 +Epoch: 139 | Train Loss: 2.66006 | Test Loss: 3.22773 | analysis_confidence: 0.131378 | CL: 0.0223167 | ln_CD: 0.0410109 | CM: 0.00338916 | Top_Xtr: 0.017617 | Bot_Xtr: 0.0206262 +Loss contributors: + s_ln_CD : 1.12909 + s_CL : 0.951593 + s_CM : 0.425535 + s_analysis_confidence : 0.210918 + s_Bot_Xtr : 0.0583304 + s_Top_Xtr : 0.0380229 + s_lower_bl_H_0 : 0.00670752 + s_lower_bl_H_2 : 0.00670178 + s_lower_bl_H_1 : 0.00649544 + s_lower_bl_H_31 : 0.00633637 +Epoch: 140 | Train Loss: 2.65618 | Test Loss: 3.18098 | analysis_confidence: 0.127203 | CL: 0.0220005 | ln_CD: 0.0412397 | CM: 0.00327315 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s_Bot_Xtr : 0.0546641 + s_Top_Xtr : 0.0344604 + s_lower_bl_H_2 : 0.00679623 + s_lower_bl_H_0 : 0.00652642 + s_lower_bl_H_1 : 0.00650844 + s_upper_bl_H_31 : 0.00611601 +Epoch: 145 | Train Loss: 2.63412 | Test Loss: 3.27396 | analysis_confidence: 0.129685 | CL: 0.0215802 | ln_CD: 0.041231 | CM: 0.00330846 | Top_Xtr: 0.0175452 | Bot_Xtr: 0.0198713 +Loss contributors: + s_ln_CD : 1.24431 + s_CL : 0.914927 + s_CM : 0.411096 + s_analysis_confidence : 0.204957 + s_Bot_Xtr : 0.0547727 + s_Top_Xtr : 0.0368585 + s_lower_bl_H_2 : 0.00691445 + s_lower_bl_H_0 : 0.00670315 + s_lower_bl_H_1 : 0.00647816 + s_upper_bl_H_31 : 0.00601631 +Epoch: 146 | Train Loss: 2.63174 | Test Loss: 3.17562 | analysis_confidence: 0.131819 | CL: 0.0215496 | ln_CD: 0.040742 | CM: 0.00336487 | Top_Xtr: 0.0166529 | Bot_Xtr: 0.0187641 +Loss contributors: + s_ln_CD : 1.14885 + s_CL : 0.920837 + s_CM : 0.411962 + s_analysis_confidence : 0.204152 + s_Bot_Xtr : 0.0531001 + s_Top_Xtr : 0.0345609 + s_lower_bl_H_2 : 0.00668667 + s_lower_bl_H_0 : 0.00648056 + s_lower_bl_H_1 : 0.00643314 + s_lower_bl_H_31 : 0.00603776 +Epoch: 147 | Train Loss: 2.63152 | Test Loss: 3.17385 | analysis_confidence: 0.130978 | CL: 0.0212205 | ln_CD: 0.0438942 | CM: 0.00336128 | Top_Xtr: 0.0166304 | Bot_Xtr: 0.0190705 +Loss contributors: + s_ln_CD : 1.15348 + s_CL : 0.905316 + s_CM : 0.41184 + s_analysis_confidence : 0.203896 + s_Bot_Xtr : 0.0554131 + s_Top_Xtr : 0.0387202 + s_lower_bl_H_2 : 0.00672215 + s_lower_bl_H_1 : 0.00654073 + s_lower_bl_H_0 : 0.00652811 + s_lower_bl_H_31 : 0.00602103 +Epoch: 148 | Train Loss: 2.61875 | Test Loss: 3.19843 | analysis_confidence: 0.127421 | CL: 0.0232876 | ln_CD: 0.0458548 | CM: 0.00389462 | Top_Xtr: 0.0179784 | Bot_Xtr: 0.0201577 +Loss contributors: + s_ln_CD : 1.13014 + s_CL : 0.928715 + s_CM : 0.445062 + s_analysis_confidence : 0.203105 + s_Bot_Xtr : 0.0544382 + s_Top_Xtr : 0.0346158 + s_lower_bl_H_2 : 0.00667828 + s_lower_bl_H_1 : 0.00645991 + s_lower_bl_H_0 : 0.00645261 + s_upper_bl_H_31 : 0.00597509 +Epoch: 149 | Train Loss: 2.61998 | Test Loss: 3.17477 | analysis_confidence: 0.133426 | CL: 0.0215554 | ln_CD: 0.0429082 | CM: 0.00335504 | Top_Xtr: 0.0164696 | Bot_Xtr: 0.018848 +Loss contributors: + s_ln_CD : 1.13252 + s_CL : 0.928999 + s_CM : 0.416756 + s_analysis_confidence : 0.204445 + s_Bot_Xtr : 0.0519945 + s_Top_Xtr : 0.0332923 + s_lower_bl_H_2 : 0.00682247 + s_lower_bl_H_0 : 0.00663603 + s_lower_bl_H_1 : 0.0064709 + s_upper_bl_H_31 : 0.0061385 +Epoch: 150 | Train Loss: 2.61623 | Test Loss: 3.1115 | analysis_confidence: 0.128416 | CL: 0.0221845 | ln_CD: 0.0419474 | CM: 0.00352088 | Top_Xtr: 0.016789 | Bot_Xtr: 0.0193484 +Loss contributors: + s_ln_CD : 1.09324 + s_CL : 0.901285 + s_CM : 0.415856 + s_analysis_confidence : 0.202967 + s_Bot_Xtr : 0.0548101 + s_Top_Xtr : 0.0356907 + s_lower_bl_H_2 : 0.00666939 + s_lower_bl_H_0 : 0.0066539 + s_lower_bl_H_1 : 0.0063947 + s_lower_bl_H_31 : 0.00615676 +Epoch: 151 | Train Loss: 2.60881 | Test Loss: 3.14275 | analysis_confidence: 0.128573 | CL: 0.0216922 | ln_CD: 0.0416501 | CM: 0.00345525 | Top_Xtr: 0.0168635 | Bot_Xtr: 0.0191318 +Loss contributors: + s_ln_CD : 1.09969 + s_CL : 0.921092 + s_CM : 0.418565 + s_analysis_confidence : 0.203526 + s_Bot_Xtr : 0.0548241 + s_Top_Xtr : 0.0391868 + s_lower_bl_H_2 : 0.0066942 + s_lower_bl_H_0 : 0.00651168 + s_lower_bl_H_1 : 0.0063903 + s_upper_bl_H_31 : 0.00622244 +Epoch: 152 | Train Loss: 2.60317 | Test Loss: 3.35223 | analysis_confidence: 0.128133 | CL: 0.0220201 | ln_CD: 0.0436425 | CM: 0.00349812 | Top_Xtr: 0.0182969 | Bot_Xtr: 0.0209033 +Loss contributors: + s_ln_CD : 1.26636 + s_CL : 0.93785 + s_CM : 0.439654 + s_analysis_confidence : 0.206488 + s_Bot_Xtr : 0.0546639 + s_Top_Xtr : 0.0347112 + s_lower_bl_H_2 : 0.006697 + s_lower_bl_H_0 : 0.0066887 + s_lower_bl_H_1 : 0.00666367 + s_upper_bl_H_31 : 0.00628469 +Epoch: 153 | Train Loss: 2.60584 | Test Loss: 3.24151 | analysis_confidence: 0.130395 | CL: 0.0222299 | ln_CD: 0.0433959 | CM: 0.00337068 | Top_Xtr: 0.016632 | Bot_Xtr: 0.0186806 +Loss contributors: + s_ln_CD : 1.20496 + s_CL : 0.917937 + s_CM : 0.416655 + s_analysis_confidence : 0.205538 + s_Bot_Xtr : 0.0532945 + s_Top_Xtr : 0.0351288 + s_lower_bl_H_2 : 0.00676044 + s_lower_bl_H_1 : 0.00668313 + s_lower_bl_H_0 : 0.00661327 + s_upper_bl_H_31 : 0.00602123 +Epoch: 154 | Train Loss: 2.59444 | Test Loss: 3.1481 | analysis_confidence: 0.127882 | CL: 0.0216214 | ln_CD: 0.0404921 | CM: 0.00329749 | Top_Xtr: 0.0168629 | Bot_Xtr: 0.0198368 +Loss contributors: + s_ln_CD : 1.12372 + s_CL : 0.915336 + s_CM : 0.41056 + s_analysis_confidence : 0.202958 + s_Bot_Xtr : 0.0552824 + s_Top_Xtr : 0.0342107 + s_lower_bl_H_0 : 0.00651317 + s_lower_bl_H_2 : 0.00648586 + s_lower_bl_H_1 : 0.00643058 + s_lower_bl_H_31 : 0.00606907 +Epoch: 155 | Train Loss: 2.59932 | Test Loss: 3.15691 | analysis_confidence: 0.126306 | CL: 0.0216195 | ln_CD: 0.0436778 | CM: 0.00334651 | Top_Xtr: 0.0156759 | Bot_Xtr: 0.0180331 +Loss contributors: + s_ln_CD : 1.14936 + 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0.00655599 + s_lower_bl_H_0 : 0.00639737 + s_upper_bl_H_31 : 0.00596615 +Epoch: 160 | Train Loss: 2.57581 | Test Loss: 3.22491 | analysis_confidence: 0.126447 | CL: 0.0211544 | ln_CD: 0.0422951 | CM: 0.00334956 | Top_Xtr: 0.0165314 | Bot_Xtr: 0.0191353 +Loss contributors: + s_ln_CD : 1.21963 + s_CL : 0.893129 + s_CM : 0.416445 + s_analysis_confidence : 0.202521 + s_Bot_Xtr : 0.0554543 + s_Top_Xtr : 0.0346386 + s_lower_bl_H_1 : 0.00652269 + s_lower_bl_H_0 : 0.00648233 + s_lower_bl_H_2 : 0.00647938 + s_lower_bl_H_31 : 0.00605618 +Epoch: 161 | Train Loss: 2.57334 | Test Loss: 3.16017 | analysis_confidence: 0.130123 | CL: 0.0231841 | ln_CD: 0.0406668 | CM: 0.00338126 | Top_Xtr: 0.0163843 | Bot_Xtr: 0.018138 +Loss contributors: + s_ln_CD : 1.10039 + s_CL : 0.948171 + s_CM : 0.417119 + s_analysis_confidence : 0.20558 + s_Bot_Xtr : 0.0523056 + s_Top_Xtr : 0.0337742 + s_lower_bl_H_2 : 0.00657351 + s_lower_bl_H_0 : 0.0064994 + s_lower_bl_H_1 : 0.00641521 + s_upper_bl_H_31 : 0.00599783 +Epoch: 162 | Train Loss: 2.56951 | Test Loss: 3.13789 | analysis_confidence: 0.127831 | CL: 0.0207157 | ln_CD: 0.0423484 | CM: 0.00343764 | Top_Xtr: 0.0168469 | Bot_Xtr: 0.0192093 +Loss contributors: + s_ln_CD : 1.13648 + s_CL : 0.897128 + s_CM : 0.416045 + s_analysis_confidence : 0.203366 + s_Bot_Xtr : 0.0524943 + s_Top_Xtr : 0.0339595 + s_lower_bl_H_2 : 0.00664689 + s_lower_bl_H_0 : 0.00658712 + s_lower_bl_H_1 : 0.00639336 + s_upper_bl_H_31 : 0.00588992 +Epoch: 163 | Train Loss: 2.56546 | Test Loss: 3.43762 | analysis_confidence: 0.127769 | CL: 0.0246147 | ln_CD: 0.050838 | CM: 0.00364989 | Top_Xtr: 0.0168065 | Bot_Xtr: 0.0188341 +Loss contributors: + s_ln_CD : 1.29236 + s_CL : 0.978306 + s_CM : 0.447364 + s_analysis_confidence : 0.204634 + s_Bot_Xtr : 0.05247 + s_Top_Xtr : 0.0344335 + s_lower_bl_H_2 : 0.00726245 + s_lower_bl_H_1 : 0.00679999 + s_lower_bl_H_0 : 0.0067788 + s_lower_bl_H_4 : 0.00644122 +Epoch: 164 | Train Loss: 2.56082 | Test Loss: 3.17008 | analysis_confidence: 0.128068 | CL: 0.0211526 | ln_CD: 0.0415588 | CM: 0.00334301 | Top_Xtr: 0.0183724 | Bot_Xtr: 0.0206586 +Loss contributors: + s_ln_CD : 1.15446 + s_CL : 0.905177 + s_CM : 0.417842 + s_analysis_confidence : 0.202859 + s_Bot_Xtr : 0.0543659 + s_Top_Xtr : 0.0346774 + s_lower_bl_H_2 : 0.00688002 + s_lower_bl_H_0 : 0.00664684 + s_lower_bl_H_1 : 0.0064296 + s_lower_bl_H_4 : 0.00600738 +Epoch: 165 | Train Loss: 2.55841 | Test Loss: 3.13708 | analysis_confidence: 0.127589 | CL: 0.0214883 | ln_CD: 0.0417218 | CM: 0.00329328 | Top_Xtr: 0.0164154 | Bot_Xtr: 0.0186268 +Loss contributors: + s_ln_CD : 1.09804 + s_CL : 0.935312 + s_CM : 0.411349 + s_analysis_confidence : 0.202367 + s_Bot_Xtr : 0.0516319 + s_Top_Xtr : 0.0322448 + s_lower_bl_H_2 : 0.00661948 + s_lower_bl_H_0 : 0.00651735 + s_lower_bl_H_1 : 0.00645239 + s_upper_bl_H_31 : 0.00601381 +Epoch: 166 | Train Loss: 2.5542 | Test Loss: 3.18206 | analysis_confidence: 0.129101 | CL: 0.0212991 | ln_CD: 0.0419285 | CM: 0.00341097 | Top_Xtr: 0.0176611 | Bot_Xtr: 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0.414935 + s_analysis_confidence : 0.202623 + s_Bot_Xtr : 0.0518777 + s_Top_Xtr : 0.0329665 + s_lower_bl_H_0 : 0.00661169 + s_lower_bl_H_2 : 0.00656241 + s_lower_bl_H_1 : 0.0063412 + s_upper_bl_H_31 : 0.00593711 +Epoch: 169 | Train Loss: 2.54668 | Test Loss: 3.17265 | analysis_confidence: 0.127751 | CL: 0.0215328 | ln_CD: 0.0406012 | CM: 0.00343245 | Top_Xtr: 0.0163009 | Bot_Xtr: 0.0187211 +Loss contributors: + s_ln_CD : 1.13438 + s_CL : 0.928187 + s_CM : 0.418903 + s_analysis_confidence : 0.202939 + s_Bot_Xtr : 0.0514759 + s_Top_Xtr : 0.0322593 + s_lower_bl_H_2 : 0.00654844 + s_lower_bl_H_1 : 0.00640931 + s_lower_bl_H_0 : 0.00640731 + s_upper_bl_H_31 : 0.00596384 +Epoch: 170 | Train Loss: 2.54179 | Test Loss: 3.27156 | analysis_confidence: 0.128174 | CL: 0.0235959 | ln_CD: 0.0441332 | CM: 0.00336063 | Top_Xtr: 0.0161617 | Bot_Xtr: 0.018578 +Loss contributors: + s_ln_CD : 1.17967 + s_CL : 0.958816 + s_CM : 0.426018 + s_analysis_confidence : 0.204475 + s_Bot_Xtr : 0.0571332 + s_Top_Xtr 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s_lower_bl_H_1 : 0.00653304 + s_lower_bl_H_31 : 0.00597424 +Epoch: 173 | Train Loss: 2.53086 | Test Loss: 3.1395 | analysis_confidence: 0.132054 | CL: 0.0218597 | ln_CD: 0.0410244 | CM: 0.00335526 | Top_Xtr: 0.0168935 | Bot_Xtr: 0.018597 +Loss contributors: + s_ln_CD : 1.11335 + s_CL : 0.918655 + s_CM : 0.415321 + s_analysis_confidence : 0.205733 + s_Bot_Xtr : 0.0515631 + s_Top_Xtr : 0.0325496 + s_lower_bl_H_2 : 0.00666625 + s_lower_bl_H_0 : 0.00655859 + s_lower_bl_H_1 : 0.00652798 + s_upper_bl_H_31 : 0.00598458 +Epoch: 174 | Train Loss: 2.52918 | Test Loss: 3.14019 | analysis_confidence: 0.125121 | CL: 0.0213313 | ln_CD: 0.0418594 | CM: 0.00323602 | Top_Xtr: 0.0161219 | Bot_Xtr: 0.0188408 +Loss contributors: + s_ln_CD : 1.15549 + s_CL : 0.898947 + s_CM : 0.402222 + s_analysis_confidence : 0.202654 + s_Bot_Xtr : 0.0521484 + s_Top_Xtr : 0.0322065 + s_lower_bl_H_2 : 0.0065614 + s_lower_bl_H_0 : 0.00645423 + s_lower_bl_H_1 : 0.0063247 + s_upper_bl_H_31 : 0.0058764 +Epoch: 175 | Train Loss: 2.5266 | Test Loss: 3.08327 | analysis_confidence: 0.125992 | CL: 0.0207701 | ln_CD: 0.0403964 | CM: 0.00322606 | Top_Xtr: 0.0154522 | Bot_Xtr: 0.0176941 +Loss contributors: + s_ln_CD : 1.09691 + s_CL : 0.895234 + s_CM : 0.406137 + s_analysis_confidence : 0.203089 + s_Bot_Xtr : 0.0518945 + s_Top_Xtr : 0.0325872 + s_lower_bl_H_2 : 0.00657541 + s_lower_bl_H_0 : 0.00649612 + s_lower_bl_H_1 : 0.00645573 + s_upper_bl_H_31 : 0.00586868 +Epoch: 176 | Train Loss: 2.52664 | Test Loss: 3.1376 | analysis_confidence: 0.129038 | CL: 0.0214072 | ln_CD: 0.0398958 | CM: 0.00335828 | Top_Xtr: 0.0158301 | Bot_Xtr: 0.0180966 +Loss contributors: + s_ln_CD : 1.13222 + s_CL : 0.903677 + s_CM : 0.413915 + s_analysis_confidence : 0.202617 + s_Bot_Xtr : 0.0516293 + s_Top_Xtr : 0.0316528 + s_lower_bl_H_2 : 0.00655153 + s_lower_bl_H_1 : 0.00645651 + s_lower_bl_H_0 : 0.00628421 + s_lower_bl_H_31 : 0.00596395 +Epoch: 177 | Train Loss: 2.51513 | Test Loss: 3.24617 | analysis_confidence: 0.125723 | CL: 0.0214319 | ln_CD: 0.0411983 | CM: 0.00345005 | Top_Xtr: 0.016221 | Bot_Xtr: 0.0184354 +Loss contributors: + s_ln_CD : 1.20946 + s_CL : 0.913705 + s_CM : 0.431207 + s_analysis_confidence : 0.203294 + s_Bot_Xtr : 0.0529268 + s_Top_Xtr : 0.0340934 + s_lower_bl_H_0 : 0.00643938 + s_lower_bl_H_1 : 0.00638832 + s_lower_bl_H_2 : 0.00637802 + s_upper_bl_H_31 : 0.00593538 +Epoch: 178 | Train Loss: 2.52023 | Test Loss: 3.10858 | analysis_confidence: 0.127827 | CL: 0.021876 | ln_CD: 0.0419169 | CM: 0.00347856 | Top_Xtr: 0.0155009 | Bot_Xtr: 0.0177568 +Loss contributors: + s_ln_CD : 1.09695 + s_CL : 0.919434 + s_CM : 0.414348 + s_analysis_confidence : 0.202791 + s_Bot_Xtr : 0.0496736 + s_Top_Xtr : 0.031404 + s_lower_bl_H_2 : 0.00648697 + s_lower_bl_H_1 : 0.0063296 + s_lower_bl_H_0 : 0.00626988 + s_lower_bl_H_3 : 0.00588791 +Epoch: 179 | Train Loss: 2.51543 | Test Loss: 3.1032 | analysis_confidence: 0.122445 | CL: 0.0207938 | ln_CD: 0.0413243 | CM: 0.00332913 | Top_Xtr: 0.0162529 | Bot_Xtr: 0.0183434 +Loss contributors: + s_ln_CD : 1.10079 + s_CL : 0.89533 + s_CM : 0.420419 + s_analysis_confidence : 0.20471 + s_Bot_Xtr : 0.0517961 + s_Top_Xtr : 0.0353331 + s_lower_bl_H_2 : 0.00670253 + s_lower_bl_H_0 : 0.00648991 + s_lower_bl_H_1 : 0.00639994 + s_upper_bl_H_31 : 0.00599832 +Epoch: 180 | Train Loss: 2.5112 | Test Loss: 3.2203 | analysis_confidence: 0.130609 | CL: 0.0221274 | ln_CD: 0.0423809 | CM: 0.00351991 | Top_Xtr: 0.0169202 | Bot_Xtr: 0.019873 +Loss contributors: + s_ln_CD : 1.15659 + s_CL : 0.945715 + s_CM : 0.420414 + s_analysis_confidence : 0.204675 + s_Bot_Xtr : 0.0543413 + s_Top_Xtr : 0.03574 + s_lower_bl_H_2 : 0.00686313 + s_lower_bl_H_0 : 0.00668096 + s_lower_bl_H_1 : 0.00664508 + s_upper_bl_H_31 : 0.00597312 +Epoch: 181 | Train Loss: 2.5085 | Test Loss: 3.40978 | analysis_confidence: 0.125975 | CL: 0.021625 | ln_CD: 0.0447727 | CM: 0.00344916 | Top_Xtr: 0.0215055 | Bot_Xtr: 0.0241901 +Loss contributors: + s_ln_CD : 1.21646 + s_CL : 0.956252 + s_CM : 0.431958 + s_analysis_confidence : 0.202579 + s_Bot_Xtr : 0.104779 + s_Top_Xtr : 0.0731597 + s_lower_bl_H_2 : 0.00702767 + s_lower_bl_H_0 : 0.00677129 + s_lower_bl_H_1 : 0.00673463 + s_lower_bl_H_4 : 0.00632309 +Epoch: 182 | Train Loss: 2.4999 | Test Loss: 3.21228 | analysis_confidence: 0.128474 | CL: 0.0239127 | ln_CD: 0.0406681 | CM: 0.00398148 | Top_Xtr: 0.0167102 | Bot_Xtr: 0.0191593 +Loss contributors: + s_ln_CD : 1.09962 + s_CL : 0.952004 + s_CM : 0.467746 + s_analysis_confidence : 0.204702 + s_Bot_Xtr : 0.0525749 + s_Top_Xtr : 0.0327781 + s_lower_bl_H_2 : 0.00649674 + s_lower_bl_H_0 : 0.00641249 + s_lower_bl_H_1 : 0.00626638 + s_upper_bl_H_31 : 0.00587976 +Epoch: 183 | Train Loss: 2.49963 | Test Loss: 3.07497 | analysis_confidence: 0.128945 | CL: 0.0213534 | ln_CD: 0.0398108 | CM: 0.0033135 | Top_Xtr: 0.0162355 | Bot_Xtr: 0.0190919 +Loss contributors: + s_ln_CD : 1.08898 + s_CL : 0.902592 + s_CM : 0.404193 + s_analysis_confidence : 0.201743 + s_Bot_Xtr : 0.0518434 + s_Top_Xtr : 0.0313286 + s_lower_bl_H_2 : 0.00663494 + s_lower_bl_H_0 : 0.00639182 + s_lower_bl_H_1 : 0.00630195 + s_lower_bl_H_4 : 0.00581592 +Epoch: 184 | Train Loss: 2.49883 | Test Loss: 3.09609 | analysis_confidence: 0.127046 | CL: 0.0216489 | ln_CD: 0.0405973 | CM: 0.0033434 | Top_Xtr: 0.0163243 | Bot_Xtr: 0.0192441 +Loss contributors: + s_ln_CD : 1.10834 + s_CL : 0.902226 + s_CM : 0.404767 + s_analysis_confidence : 0.202897 + s_Bot_Xtr : 0.0515489 + s_Top_Xtr : 0.031341 + s_lower_bl_H_2 : 0.00648758 + s_lower_bl_H_1 : 0.00645832 + s_lower_bl_H_0 : 0.00641964 + s_lower_bl_H_31 : 0.00580412 +Epoch: 185 | Train Loss: 2.49599 | Test Loss: 3.07394 | analysis_confidence: 0.127255 | CL: 0.0205279 | ln_CD: 0.0403022 | CM: 0.00326836 | Top_Xtr: 0.0168395 | Bot_Xtr: 0.0191793 +Loss contributors: + s_ln_CD : 1.10525 + s_CL : 0.883206 + s_CM : 0.399874 + s_analysis_confidence : 0.202663 + s_Bot_Xtr : 0.0563789 + s_Top_Xtr : 0.0358246 + s_lower_bl_H_2 : 0.00630891 + s_lower_bl_H_1 : 0.00629829 + s_lower_bl_H_0 : 0.00628915 + s_lower_bl_H_3 : 0.00583752 +Epoch: 186 | Train Loss: 2.49521 | Test Loss: 3.13182 | analysis_confidence: 0.128985 | CL: 0.0220022 | ln_CD: 0.0494449 | CM: 0.00333845 | Top_Xtr: 0.0164996 | Bot_Xtr: 0.0182515 +Loss contributors: + s_ln_CD : 1.14174 + s_CL : 0.898339 + s_CM : 0.408111 + s_analysis_confidence : 0.202925 + s_Bot_Xtr : 0.0504735 + s_Top_Xtr : 0.0321649 + s_lower_bl_H_2 : 0.00660768 + s_lower_bl_H_1 : 0.0064913 + s_lower_bl_H_0 : 0.00642593 + s_lower_bl_H_3 : 0.00591742 +Epoch: 187 | Train Loss: 2.49191 | Test Loss: 3.10529 | analysis_confidence: 0.125294 | CL: 0.0227857 | ln_CD: 0.0426652 | CM: 0.0032918 | Top_Xtr: 0.0163525 | Bot_Xtr: 0.018796 +Loss contributors: + s_ln_CD : 1.10053 + s_CL : 0.910377 + s_CM : 0.406414 + s_analysis_confidence : 0.202754 + s_Bot_Xtr : 0.0527341 + s_Top_Xtr : 0.0324639 + s_lower_bl_H_0 : 0.00666365 + s_lower_bl_H_2 : 0.00661952 + s_lower_bl_H_1 : 0.00642667 + s_lower_bl_H_31 : 0.00587288 +Epoch: 188 | Train Loss: 2.49047 | Test Loss: 3.07187 | analysis_confidence: 0.126876 | CL: 0.0210113 | ln_CD: 0.0415644 | CM: 0.00327026 | Top_Xtr: 0.0162732 | Bot_Xtr: 0.0185551 +Loss contributors: + s_ln_CD : 1.09199 + s_CL : 0.89862 + s_CM : 0.401232 + s_analysis_confidence : 0.201671 + s_Bot_Xtr : 0.052373 + s_Top_Xtr : 0.0332075 + s_lower_bl_H_2 : 0.00645585 + s_lower_bl_H_0 : 0.00636402 + s_lower_bl_H_1 : 0.00633604 + s_lower_bl_H_4 : 0.00576447 +Epoch: 189 | Train Loss: 2.48502 | Test Loss: 3.10336 | analysis_confidence: 0.131207 | CL: 0.0204103 | ln_CD: 0.0397879 | CM: 0.00330868 | Top_Xtr: 0.0160771 | Bot_Xtr: 0.0185298 +Loss contributors: + s_ln_CD : 1.11571 + s_CL : 0.888881 + s_CM : 0.412191 + s_analysis_confidence : 0.204077 + s_Bot_Xtr : 0.0526615 + s_Top_Xtr : 0.0338231 + s_lower_bl_H_2 : 0.0066299 + s_lower_bl_H_0 : 0.00639266 + s_lower_bl_H_1 : 0.00637515 + s_lower_bl_H_4 : 0.0059043 +Epoch: 190 | Train Loss: 2.48163 | Test Loss: 3.11626 | analysis_confidence: 0.126014 | CL: 0.021218 | ln_CD: 0.0389302 | CM: 0.00319829 | Top_Xtr: 0.0163989 | Bot_Xtr: 0.0191422 +Loss contributors: + s_ln_CD : 1.13698 + s_CL : 0.896969 + s_CM : 0.39962 + s_analysis_confidence : 0.203751 + s_Bot_Xtr : 0.0525382 + s_Top_Xtr : 0.0330045 + s_lower_bl_H_2 : 0.00645334 + s_lower_bl_H_0 : 0.00643869 + s_lower_bl_H_1 : 0.00638153 + s_lower_bl_H_3 : 0.00584367 +Epoch: 191 | Train Loss: 2.48307 | Test Loss: 3.13081 | analysis_confidence: 0.12613 | CL: 0.0216215 | ln_CD: 0.0483626 | CM: 0.00327764 | Top_Xtr: 0.0163314 | Bot_Xtr: 0.0186453 +Loss contributors: + s_ln_CD : 1.13307 + s_CL : 0.905005 + s_CM : 0.402998 + s_analysis_confidence : 0.204247 + s_Bot_Xtr : 0.0531741 + s_Top_Xtr : 0.0340048 + s_lower_bl_H_2 : 0.00664739 + s_lower_bl_H_0 : 0.00643328 + s_lower_bl_H_1 : 0.00639091 + s_lower_bl_H_4 : 0.00591074 +Epoch: 192 | Train Loss: 2.4787 | Test Loss: 3.12644 | analysis_confidence: 0.129654 | CL: 0.0211478 | ln_CD: 0.0387258 | CM: 0.0033563 | Top_Xtr: 0.0162341 | Bot_Xtr: 0.0186587 +Loss contributors: + 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0.202058 + s_Bot_Xtr : 0.0498972 + s_Top_Xtr : 0.0322204 + s_lower_bl_H_1 : 0.00645337 + s_lower_bl_H_0 : 0.00642779 + s_lower_bl_H_2 : 0.00642129 + s_upper_bl_H_31 : 0.00593249 +Epoch: 195 | Train Loss: 2.46832 | Test Loss: 3.11379 | analysis_confidence: 0.125613 | CL: 0.0209657 | ln_CD: 0.0407621 | CM: 0.00336161 | Top_Xtr: 0.0153317 | Bot_Xtr: 0.0177015 +Loss contributors: + s_ln_CD : 1.13375 + s_CL : 0.894869 + s_CM : 0.40511 + s_analysis_confidence : 0.203473 + s_Bot_Xtr : 0.0511611 + s_Top_Xtr : 0.0309455 + s_lower_bl_H_2 : 0.00663887 + s_lower_bl_H_1 : 0.00660219 + s_lower_bl_H_0 : 0.00652517 + s_lower_bl_H_4 : 0.00582177 +Epoch: 196 | Train Loss: 2.46782 | Test Loss: 3.10568 | analysis_confidence: 0.127723 | CL: 0.02137 | ln_CD: 0.0414346 | CM: 0.00323364 | Top_Xtr: 0.015512 | Bot_Xtr: 0.0178059 +Loss contributors: + s_ln_CD : 1.11057 + s_CL : 0.912864 + s_CM : 0.400363 + s_analysis_confidence : 0.202665 + s_Bot_Xtr : 0.0499694 + s_Top_Xtr : 0.0318807 + s_lower_bl_H_2 : 0.00650316 + s_lower_bl_H_0 : 0.00633862 + s_lower_bl_H_1 : 0.00632219 + s_upper_bl_H_31 : 0.0057589 +Epoch: 197 | Train Loss: 2.46886 | Test Loss: 3.14853 | analysis_confidence: 0.126361 | CL: 0.0217857 | ln_CD: 0.0451615 | CM: 0.00323921 | Top_Xtr: 0.0160212 | Bot_Xtr: 0.0184831 +Loss contributors: + s_ln_CD : 1.15797 + s_CL : 0.906386 + s_CM : 0.405082 + s_analysis_confidence : 0.202276 + s_Bot_Xtr : 0.0526974 + s_Top_Xtr : 0.0329152 + s_lower_bl_H_0 : 0.00655749 + s_lower_bl_H_2 : 0.00653595 + s_lower_bl_H_1 : 0.00637091 + s_lower_bl_H_4 : 0.005982 +Epoch: 198 | Train Loss: 2.45795 | Test Loss: 3.08968 | analysis_confidence: 0.125947 | CL: 0.0226853 | ln_CD: 0.0394954 | CM: 0.00341856 | Top_Xtr: 0.0162837 | Bot_Xtr: 0.0184032 +Loss contributors: + s_ln_CD : 1.09228 + s_CL : 0.906094 + s_CM : 0.411227 + s_analysis_confidence : 0.202623 + s_Bot_Xtr : 0.0505386 + s_Top_Xtr : 0.0324309 + s_lower_bl_H_2 : 0.00651789 + s_lower_bl_H_1 : 0.00634939 + s_lower_bl_H_0 : 0.00624695 + s_upper_bl_H_31 : 0.0059596 +Epoch: 199 | Train Loss: 2.45917 | Test Loss: 3.12679 | analysis_confidence: 0.12755 | CL: 0.0215623 | ln_CD: 0.0404486 | CM: 0.00326709 | Top_Xtr: 0.0154276 | Bot_Xtr: 0.0176876 +Loss contributors: + s_ln_CD : 1.13022 + s_CL : 0.91032 + s_CM : 0.406129 + s_analysis_confidence : 0.201458 + s_Bot_Xtr : 0.0518776 + s_Top_Xtr : 0.0328276 + s_lower_bl_H_2 : 0.00637082 + s_lower_bl_H_0 : 0.00627737 + s_lower_bl_H_1 : 0.006192 + s_lower_bl_H_31 : 0.00578814 +Epoch: 200 | Train Loss: 2.46174 | Test Loss: 3.16482 | analysis_confidence: 0.129332 | CL: 0.0216042 | ln_CD: 0.0444884 | CM: 0.00340213 | Top_Xtr: 0.0155349 | Bot_Xtr: 0.0179989 +Loss contributors: + s_ln_CD : 1.14496 + s_CL : 0.915166 + s_CM : 0.423338 + s_analysis_confidence : 0.203481 + s_Bot_Xtr : 0.0515331 + s_Top_Xtr : 0.0332416 + s_lower_bl_H_2 : 0.00641924 + s_lower_bl_H_1 : 0.00639909 + s_lower_bl_H_0 : 0.00618955 + s_lower_bl_H_3 : 0.00590986 +Epoch: 201 | Train Loss: 2.45942 | Test Loss: 3.06747 | analysis_confidence: 0.128926 | CL: 0.021285 | ln_CD: 0.0388195 | CM: 0.00335609 | Top_Xtr: 0.0150782 | Bot_Xtr: 0.0176545 +Loss contributors: + s_ln_CD : 1.07544 + s_CL : 0.909322 + s_CM : 0.412125 + s_analysis_confidence : 0.202012 + s_Bot_Xtr : 0.0494746 + s_Top_Xtr : 0.0302948 + s_lower_bl_H_0 : 0.00642327 + s_lower_bl_H_2 : 0.00622117 + s_lower_bl_H_1 : 0.00613661 + s_upper_bl_H_31 : 0.00587156 +Epoch: 202 | Train Loss: 2.45102 | Test Loss: 3.0641 | analysis_confidence: 0.127124 | CL: 0.0217805 | ln_CD: 0.0388804 | CM: 0.00323235 | Top_Xtr: 0.0156555 | Bot_Xtr: 0.0181523 +Loss contributors: + s_ln_CD : 1.08574 + s_CL : 0.904715 + s_CM : 0.398476 + s_analysis_confidence : 0.201645 + s_Bot_Xtr : 0.053785 + s_Top_Xtr : 0.033609 + s_lower_bl_H_2 : 0.00630105 + s_lower_bl_H_0 : 0.00621079 + s_lower_bl_H_1 : 0.00618369 + s_lower_bl_H_3 : 0.00578266 +Epoch: 203 | Train Loss: 2.44877 | Test Loss: 3.04629 | analysis_confidence: 0.126587 | CL: 0.0203414 | ln_CD: 0.0404674 | CM: 0.00329321 | Top_Xtr: 0.0158478 | Bot_Xtr: 0.0180568 +Loss contributors: + s_ln_CD : 1.08997 + s_CL : 0.877254 + s_CM : 0.407353 + s_analysis_confidence : 0.202147 + s_Bot_Xtr : 0.0501145 + s_Top_Xtr : 0.0318289 + s_lower_bl_H_2 : 0.00647998 + s_lower_bl_H_0 : 0.00634796 + s_lower_bl_H_1 : 0.00619889 + s_upper_bl_H_31 : 0.00575127 +Epoch: 204 | Train Loss: 2.44537 | Test Loss: 3.06245 | analysis_confidence: 0.127715 | CL: 0.0209527 | ln_CD: 0.041086 | CM: 0.00341035 | Top_Xtr: 0.0152649 | Bot_Xtr: 0.0176515 +Loss contributors: + s_ln_CD : 1.085 + s_CL : 0.895833 + s_CM : 0.407043 + s_analysis_confidence : 0.201525 + s_Bot_Xtr : 0.0504082 + s_Top_Xtr : 0.0317062 + s_lower_bl_H_0 : 0.00650616 + s_lower_bl_H_2 : 0.00643028 + s_lower_bl_H_1 : 0.00635841 + s_lower_bl_H_3 : 0.00583136 +Epoch: 205 | Train Loss: 2.44768 | Test Loss: 3.30822 | analysis_confidence: 0.126392 | CL: 0.020775 | ln_CD: 0.0397821 | CM: 0.00332689 | Top_Xtr: 0.016265 | Bot_Xtr: 0.0181757 +Loss contributors: + s_ln_CD : 1.2845 + s_CL : 0.927521 + s_CM : 0.407437 + s_analysis_confidence : 0.202243 + s_Bot_Xtr : 0.05244 + s_Top_Xtr : 0.0342142 + s_lower_bl_H_2 : 0.0064439 + s_lower_bl_H_1 : 0.00632693 + s_lower_bl_H_0 : 0.00630287 + s_upper_bl_H_31 : 0.00578651 +Epoch: 206 | Train Loss: 2.44198 | Test Loss: 3.10012 | analysis_confidence: 0.127313 | CL: 0.0213927 | ln_CD: 0.0399141 | CM: 0.00335007 | Top_Xtr: 0.0152124 | Bot_Xtr: 0.0175428 +Loss contributors: + s_ln_CD : 1.11954 + s_CL : 0.904701 + s_CM : 0.405831 + s_analysis_confidence : 0.201696 + s_Bot_Xtr : 0.0489501 + s_Top_Xtr : 0.0299753 + s_lower_bl_H_2 : 0.00645326 + s_lower_bl_H_1 : 0.00623578 + s_lower_bl_H_0 : 0.00620807 + s_lower_bl_H_3 : 0.00584027 +Epoch: 207 | Train Loss: 2.44219 | Test Loss: 3.17408 | analysis_confidence: 0.128012 | CL: 0.0219543 | ln_CD: 0.040393 | CM: 0.00331377 | Top_Xtr: 0.0215695 | Bot_Xtr: 0.0239632 +Loss contributors: + s_ln_CD : 1.18472 + s_CL : 0.896666 + s_CM : 0.403699 + s_analysis_confidence : 0.202972 + s_Bot_Xtr : 0.0561164 + s_Top_Xtr : 0.0373547 + s_lower_bl_H_2 : 0.00624734 + s_lower_bl_H_0 : 0.00624191 + s_lower_bl_H_1 : 0.00616795 + s_upper_bl_H_31 : 0.005711 +Epoch: 208 | Train Loss: 2.43982 | Test Loss: 3.18239 | analysis_confidence: 0.125214 | CL: 0.0231453 | ln_CD: 0.0424345 | CM: 0.00359049 | Top_Xtr: 0.0151116 | Bot_Xtr: 0.017474 +Loss contributors: + s_ln_CD : 1.1378 + s_CL : 0.931357 + s_CM : 0.428413 + s_analysis_confidence : 0.203799 + s_Bot_Xtr : 0.0506243 + s_Top_Xtr : 0.031088 + s_lower_bl_H_2 : 0.00654671 + s_lower_bl_H_1 : 0.00632182 + s_lower_bl_H_0 : 0.00623759 + s_lower_bl_H_4 : 0.00586997 +Epoch: 209 | Train Loss: 2.43747 | Test Loss: 3.08562 | analysis_confidence: 0.124949 | CL: 0.0209043 | ln_CD: 0.0444104 | CM: 0.00339392 | Top_Xtr: 0.0154673 | Bot_Xtr: 0.0182032 +Loss contributors: + s_ln_CD : 1.11671 + s_CL : 0.891342 + s_CM : 0.403884 + s_analysis_confidence : 0.202556 + s_Bot_Xtr : 0.0513579 + s_Top_Xtr : 0.0348278 + s_lower_bl_H_2 : 0.00627693 + s_lower_bl_H_1 : 0.0062268 + s_lower_bl_H_0 : 0.00621033 + s_lower_bl_H_31 : 0.0056922 +Epoch: 210 | Train Loss: 2.43606 | Test Loss: 3.01466 | analysis_confidence: 0.126095 | CL: 0.0206734 | ln_CD: 0.0390054 | CM: 0.00323946 | Top_Xtr: 0.0153206 | Bot_Xtr: 0.0175553 +Loss contributors: + s_ln_CD : 1.0654 + s_CL : 0.883578 + s_CM : 0.393002 + s_analysis_confidence : 0.202811 + s_Bot_Xtr : 0.0498843 + s_Top_Xtr : 0.0324597 + s_lower_bl_H_2 : 0.00638833 + s_lower_bl_H_0 : 0.00631936 + s_lower_bl_H_1 : 0.00617027 + s_upper_bl_H_31 : 0.00566149 +Epoch: 211 | Train Loss: 2.43039 | Test Loss: 3.11866 | analysis_confidence: 0.124805 | CL: 0.0221562 | ln_CD: 0.0417592 | CM: 0.00333872 | Top_Xtr: 0.0162427 | Bot_Xtr: 0.0189865 +Loss contributors: + s_ln_CD : 1.11593 + s_CL : 0.917401 + s_CM : 0.407224 + s_analysis_confidence : 0.201658 + s_Bot_Xtr : 0.052319 + s_Top_Xtr : 0.0315997 + s_lower_bl_H_2 : 0.00644654 + s_lower_bl_H_1 : 0.00632031 + s_lower_bl_H_0 : 0.00617145 + s_upper_bl_H_31 : 0.00588168 +Epoch: 212 | Train Loss: 2.43314 | Test Loss: 3.37628 | analysis_confidence: 0.126867 | CL: 0.0230352 | ln_CD: 0.0483282 | CM: 0.00338335 | Top_Xtr: 0.0154375 | Bot_Xtr: 0.0185357 +Loss contributors: + s_ln_CD : 1.26225 + s_CL : 0.989416 + s_CM : 0.428609 + s_analysis_confidence : 0.201223 + s_Bot_Xtr : 0.0505654 + s_Top_Xtr : 0.0303247 + s_lower_bl_H_2 : 0.00665633 + s_lower_bl_H_1 : 0.00642013 + s_lower_bl_H_3 : 0.00641203 + s_lower_bl_H_0 : 0.00633728 +Epoch: 213 | Train Loss: 2.42945 | Test Loss: 3.07762 | analysis_confidence: 0.129611 | CL: 0.0218021 | ln_CD: 0.042055 | CM: 0.00343912 | Top_Xtr: 0.0156033 | Bot_Xtr: 0.0178261 +Loss contributors: + s_ln_CD : 1.08592 + s_CL : 0.90087 + s_CM : 0.407774 + s_analysis_confidence : 0.202808 + s_Bot_Xtr : 0.0503705 + s_Top_Xtr : 0.0312652 + s_lower_bl_H_2 : 0.00628559 + s_lower_bl_H_0 : 0.00627134 + s_lower_bl_H_1 : 0.00625269 + s_lower_bl_H_3 : 0.0058619 +Epoch: 214 | Train Loss: 2.42592 | Test Loss: 3.1186 | analysis_confidence: 0.129216 | CL: 0.0201774 | ln_CD: 0.0404148 | CM: 0.00315995 | Top_Xtr: 0.0155298 | Bot_Xtr: 0.017956 +Loss contributors: + s_ln_CD : 1.11475 + s_CL : 0.916745 + s_CM : 0.404042 + s_analysis_confidence : 0.202336 + s_Bot_Xtr : 0.0509765 + s_Top_Xtr : 0.0313431 + s_lower_bl_H_2 : 0.00667756 + s_lower_bl_H_1 : 0.00631035 + s_lower_bl_H_0 : 0.00625653 + s_lower_bl_H_4 : 0.00581513 +Epoch: 215 | Train Loss: 2.42002 | Test Loss: 3.31015 | analysis_confidence: 0.129745 | CL: 0.0222322 | ln_CD: 0.0474936 | CM: 0.0036709 | Top_Xtr: 0.0158014 | Bot_Xtr: 0.0181723 +Loss contributors: + s_ln_CD : 1.27617 + s_CL : 0.92459 + s_CM : 0.424137 + s_analysis_confidence : 0.205333 + s_Bot_Xtr : 0.0526878 + s_Top_Xtr : 0.0339284 + s_lower_bl_H_2 : 0.00640125 + s_lower_bl_H_1 : 0.00624776 + s_lower_bl_H_0 : 0.00618265 + s_lower_bl_H_3 : 0.00580942 +Epoch: 216 | Train Loss: 2.42119 | Test Loss: 3.04219 | analysis_confidence: 0.127022 | CL: 0.0203736 | ln_CD: 0.0431111 | CM: 0.00325814 | Top_Xtr: 0.0150012 | Bot_Xtr: 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0.421811 + s_analysis_confidence : 0.201836 + s_Bot_Xtr : 0.0511978 + s_Top_Xtr : 0.0330908 + s_lower_bl_H_2 : 0.00640311 + s_lower_bl_H_1 : 0.00620572 + s_lower_bl_H_0 : 0.00616168 + s_upper_bl_H_31 : 0.00586569 +Epoch: 219 | Train Loss: 2.41322 | Test Loss: 3.04939 | analysis_confidence: 0.130847 | CL: 0.0214174 | ln_CD: 0.0422576 | CM: 0.00347159 | Top_Xtr: 0.0148812 | Bot_Xtr: 0.0170532 +Loss contributors: + s_ln_CD : 1.08564 + s_CL : 0.891628 + s_CM : 0.408885 + s_analysis_confidence : 0.202947 + s_Bot_Xtr : 0.048287 + s_Top_Xtr : 0.0295707 + s_lower_bl_H_1 : 0.00627951 + s_lower_bl_H_2 : 0.00627463 + s_lower_bl_H_0 : 0.00616128 + s_lower_bl_H_3 : 0.00572635 +Epoch: 220 | Train Loss: 2.40813 | Test Loss: 3.10917 | analysis_confidence: 0.127783 | CL: 0.0211103 | ln_CD: 0.0404041 | CM: 0.00330963 | Top_Xtr: 0.0158327 | Bot_Xtr: 0.0180012 +Loss contributors: + s_ln_CD : 1.10495 + s_CL : 0.915645 + s_CM : 0.405557 + s_analysis_confidence : 0.201931 + s_Bot_Xtr : 0.0514803 + s_Top_Xtr 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s_lower_bl_H_1 : 0.00612818 + s_lower_bl_H_3 : 0.00563916 +Epoch: 223 | Train Loss: 2.41004 | Test Loss: 3.1607 | analysis_confidence: 0.128069 | CL: 0.0206764 | ln_CD: 0.0437425 | CM: 0.00336441 | Top_Xtr: 0.0169409 | Bot_Xtr: 0.0194481 +Loss contributors: + s_ln_CD : 1.20107 + s_CL : 0.889799 + s_CM : 0.39844 + s_analysis_confidence : 0.201514 + s_Bot_Xtr : 0.0504699 + s_Top_Xtr : 0.0322824 + s_lower_bl_H_2 : 0.00628004 + s_lower_bl_H_0 : 0.00627133 + s_lower_bl_H_1 : 0.006127 + s_upper_bl_H_31 : 0.00577282 +Epoch: 224 | Train Loss: 2.40555 | Test Loss: 3.09331 | analysis_confidence: 0.128075 | CL: 0.0215572 | ln_CD: 0.0394422 | CM: 0.00327091 | Top_Xtr: 0.0153749 | Bot_Xtr: 0.0177528 +Loss contributors: + s_ln_CD : 1.13071 + s_CL : 0.898044 + s_CM : 0.397875 + s_analysis_confidence : 0.201962 + s_Bot_Xtr : 0.051112 + s_Top_Xtr : 0.0312057 + s_lower_bl_H_0 : 0.00629748 + s_lower_bl_H_2 : 0.00627894 + s_lower_bl_H_1 : 0.00612296 + s_lower_bl_H_3 : 0.00563465 +Epoch: 225 | Train Loss: 2.40278 | Test Loss: 3.03424 | analysis_confidence: 0.127359 | CL: 0.020839 | ln_CD: 0.0387675 | CM: 0.00327614 | Top_Xtr: 0.0151277 | Bot_Xtr: 0.0174653 +Loss contributors: + s_ln_CD : 1.08276 + s_CL : 0.887763 + s_CM : 0.397812 + s_analysis_confidence : 0.200979 + s_Bot_Xtr : 0.0496007 + s_Top_Xtr : 0.0306673 + s_lower_bl_H_0 : 0.00637127 + s_lower_bl_H_2 : 0.0063556 + s_lower_bl_H_1 : 0.00616437 + s_upper_bl_H_31 : 0.005782 +Epoch: 226 | Train Loss: 2.4064 | Test Loss: 3.02915 | analysis_confidence: 0.123364 | CL: 0.020615 | ln_CD: 0.0422599 | CM: 0.00323187 | Top_Xtr: 0.016095 | Bot_Xtr: 0.0185636 +Loss contributors: + s_ln_CD : 1.08556 + s_CL : 0.875925 + s_CM : 0.394179 + s_analysis_confidence : 0.202097 + s_Bot_Xtr : 0.053836 + s_Top_Xtr : 0.0330532 + s_lower_bl_H_2 : 0.00633646 + s_lower_bl_H_0 : 0.00625943 + s_lower_bl_H_1 : 0.00619586 + s_upper_bl_H_31 : 0.0057107 +Epoch: 227 | Train Loss: 2.39455 | Test Loss: 3.03445 | analysis_confidence: 0.127087 | CL: 0.0209656 | ln_CD: 0.0399313 | CM: 0.00329669 | Top_Xtr: 0.0152154 | Bot_Xtr: 0.0175622 +Loss contributors: + s_ln_CD : 1.07732 + s_CL : 0.89242 + s_CM : 0.401271 + s_analysis_confidence : 0.2018 + s_Bot_Xtr : 0.0488415 + s_Top_Xtr : 0.0301103 + s_lower_bl_H_2 : 0.00624425 + s_lower_bl_H_0 : 0.00616116 + s_lower_bl_H_1 : 0.00610502 + s_upper_bl_H_31 : 0.00568711 +Epoch: 228 | Train Loss: 2.3992 | Test Loss: 3.02043 | analysis_confidence: 0.127977 | CL: 0.0211401 | ln_CD: 0.0389021 | CM: 0.00328971 | Top_Xtr: 0.0167423 | Bot_Xtr: 0.0185343 +Loss contributors: + s_ln_CD : 1.06784 + s_CL : 0.88675 + s_CM : 0.397133 + s_analysis_confidence : 0.2016 + s_Bot_Xtr : 0.0498069 + s_Top_Xtr : 0.0315864 + s_lower_bl_H_0 : 0.00632537 + s_lower_bl_H_2 : 0.00624416 + s_lower_bl_H_1 : 0.00612427 + s_lower_bl_H_31 : 0.00570257 +Epoch: 229 | Train Loss: 2.39813 | Test Loss: 3.04875 | analysis_confidence: 0.129166 | CL: 0.0218647 | ln_CD: 0.0412454 | CM: 0.00325658 | Top_Xtr: 0.015175 | Bot_Xtr: 0.0172296 +Loss 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s_analysis_confidence : 0.201874 + s_Bot_Xtr : 0.0484207 + s_Top_Xtr : 0.0300237 + s_lower_bl_H_0 : 0.00617153 + s_lower_bl_H_2 : 0.0061647 + s_lower_bl_H_1 : 0.00611468 + s_lower_bl_H_3 : 0.00563637 +Epoch: 232 | Train Loss: 2.3922 | Test Loss: 3.04927 | analysis_confidence: 0.126032 | CL: 0.0201968 | ln_CD: 0.0396678 | CM: 0.00318065 | Top_Xtr: 0.014832 | Bot_Xtr: 0.0171662 +Loss contributors: + s_ln_CD : 1.11294 + s_CL : 0.876205 + s_CM : 0.392925 + s_analysis_confidence : 0.201208 + s_Bot_Xtr : 0.0491439 + s_Top_Xtr : 0.0306944 + s_lower_bl_H_2 : 0.00630449 + s_lower_bl_H_0 : 0.00623682 + s_lower_bl_H_1 : 0.00613887 + s_lower_bl_H_3 : 0.00577642 +Epoch: 233 | Train Loss: 2.38514 | Test Loss: 3.15915 | analysis_confidence: 0.125849 | CL: 0.0221446 | ln_CD: 0.0409411 | CM: 0.00333407 | Top_Xtr: 0.0151775 | Bot_Xtr: 0.0174723 +Loss contributors: + s_ln_CD : 1.13171 + s_CL : 0.930394 + s_CM : 0.419279 + s_analysis_confidence : 0.201739 + s_Bot_Xtr : 0.0491436 + s_Top_Xtr : 0.030081 + s_lower_bl_H_2 : 0.00665255 + s_lower_bl_H_1 : 0.0063498 + s_lower_bl_H_0 : 0.00623473 + s_lower_bl_H_3 : 0.00605672 +Epoch: 234 | Train Loss: 2.38553 | Test Loss: 3.13429 | analysis_confidence: 0.127323 | CL: 0.0221542 | ln_CD: 0.0432015 | CM: 0.00363063 | Top_Xtr: 0.0162746 | Bot_Xtr: 0.0185421 +Loss contributors: + s_ln_CD : 1.09458 + s_CL : 0.915958 + s_CM : 0.423525 + s_analysis_confidence : 0.201498 + s_Bot_Xtr : 0.0621496 + s_Top_Xtr : 0.0400877 + s_lower_bl_H_2 : 0.00650728 + s_lower_bl_H_0 : 0.00630814 + s_lower_bl_H_1 : 0.00618592 + s_lower_bl_H_4 : 0.00586928 +Epoch: 235 | Train Loss: 2.38333 | Test Loss: 3.04636 | analysis_confidence: 0.129044 | CL: 0.0212902 | ln_CD: 0.0386289 | CM: 0.00326531 | Top_Xtr: 0.0152354 | Bot_Xtr: 0.0178898 +Loss contributors: + s_ln_CD : 1.0882 + s_CL : 0.889611 + s_CM : 0.400112 + s_analysis_confidence : 0.201556 + s_Bot_Xtr : 0.049337 + s_Top_Xtr : 0.0315505 + s_lower_bl_H_2 : 0.00641567 + s_lower_bl_H_1 : 0.00625569 + s_lower_bl_H_0 : 0.00617699 + s_upper_bl_H_31 : 0.00577161 +Epoch: 236 | Train Loss: 2.38361 | Test Loss: 3.10184 | analysis_confidence: 0.127129 | CL: 0.0209578 | ln_CD: 0.0397287 | CM: 0.00334689 | Top_Xtr: 0.0151406 | Bot_Xtr: 0.0174856 +Loss contributors: + s_ln_CD : 1.13892 + s_CL : 0.890165 + s_CM : 0.402488 + s_analysis_confidence : 0.20128 + s_Bot_Xtr : 0.0503596 + s_Top_Xtr : 0.0314406 + s_lower_bl_H_2 : 0.00624414 + s_lower_bl_H_0 : 0.00624322 + s_lower_bl_H_1 : 0.006181 + s_lower_bl_H_3 : 0.00566983 +Epoch: 237 | Train Loss: 2.38041 | Test Loss: 3.13741 | analysis_confidence: 0.126921 | CL: 0.0212443 | ln_CD: 0.040935 | CM: 0.0033091 | Top_Xtr: 0.016228 | Bot_Xtr: 0.0183306 +Loss contributors: + s_ln_CD : 1.10355 + s_CL : 0.945683 + s_CM : 0.406024 + s_analysis_confidence : 0.201419 + s_Bot_Xtr : 0.0530127 + s_Top_Xtr : 0.0352629 + s_lower_bl_H_2 : 0.00640681 + s_lower_bl_H_1 : 0.00617955 + s_lower_bl_H_0 : 0.00617501 + s_upper_bl_H_31 : 0.00575246 +Epoch: 238 | Train Loss: 2.37707 | Test Loss: 3.02995 | analysis_confidence: 0.123112 | CL: 0.020746 | ln_CD: 0.0399419 | CM: 0.00348649 | Top_Xtr: 0.015821 | Bot_Xtr: 0.0180976 +Loss contributors: + s_ln_CD : 1.06887 + s_CL : 0.883311 + s_CM : 0.41175 + s_analysis_confidence : 0.203005 + s_Bot_Xtr : 0.0484914 + s_Top_Xtr : 0.0306659 + s_lower_bl_H_2 : 0.00652932 + s_lower_bl_H_0 : 0.00625674 + s_lower_bl_H_1 : 0.00610203 + s_upper_bl_H_31 : 0.00569157 +Epoch: 239 | Train Loss: 2.37642 | Test Loss: 3.04757 | analysis_confidence: 0.128324 | CL: 0.0209441 | ln_CD: 0.0423563 | CM: 0.00324945 | Top_Xtr: 0.0152223 | Bot_Xtr: 0.0172786 +Loss contributors: + s_ln_CD : 1.08606 + s_CL : 0.89652 + s_CM : 0.399321 + s_analysis_confidence : 0.202191 + s_Bot_Xtr : 0.0490977 + s_Top_Xtr : 0.0309345 + s_lower_bl_H_2 : 0.00624068 + s_lower_bl_H_0 : 0.00611011 + s_lower_bl_H_1 : 0.00605156 + s_upper_bl_H_31 : 0.00579857 +Epoch: 240 | Train Loss: 2.37372 | Test Loss: 3.06764 | analysis_confidence: 0.126384 | CL: 0.021228 | ln_CD: 0.0480818 | CM: 0.00331628 | Top_Xtr: 0.0150275 | Bot_Xtr: 0.0171505 +Loss contributors: + s_ln_CD : 1.1013 + s_CL : 0.891424 + s_CM : 0.408469 + s_analysis_confidence : 0.201029 + s_Bot_Xtr : 0.0487723 + s_Top_Xtr : 0.0300843 + s_lower_bl_H_2 : 0.00636395 + s_lower_bl_H_0 : 0.00621783 + s_lower_bl_H_1 : 0.006104 + s_upper_bl_H_31 : 0.00584128 +Epoch: 241 | Train Loss: 2.36907 | Test Loss: 3.06124 | analysis_confidence: 0.126945 | CL: 0.021235 | ln_CD: 0.0413881 | CM: 0.00320818 | Top_Xtr: 0.0146879 | Bot_Xtr: 0.0171434 +Loss contributors: + s_ln_CD : 1.10493 + s_CL : 0.892642 + s_CM : 0.398179 + s_analysis_confidence : 0.201333 + s_Bot_Xtr : 0.0493116 + s_Top_Xtr : 0.0311633 + s_lower_bl_H_2 : 0.00616956 + s_lower_bl_H_0 : 0.00612647 + s_lower_bl_H_1 : 0.00603603 + s_lower_bl_H_3 : 0.005729 +Epoch: 242 | Train Loss: 2.36913 | Test Loss: 3.08458 | analysis_confidence: 0.125183 | CL: 0.0206821 | ln_CD: 0.0415447 | CM: 0.00343008 | Top_Xtr: 0.0155175 | Bot_Xtr: 0.0175539 +Loss contributors: + s_ln_CD : 1.13675 + s_CL : 0.878971 + s_CM : 0.406958 + s_analysis_confidence : 0.201806 + s_Bot_Xtr : 0.0490856 + s_Top_Xtr : 0.0316278 + s_lower_bl_H_2 : 0.00617004 + s_lower_bl_H_1 : 0.00612473 + s_lower_bl_H_0 : 0.00602162 + s_lower_bl_H_3 : 0.00569718 +Epoch: 243 | Train Loss: 2.37087 | Test Loss: 3.12835 | analysis_confidence: 0.128889 | CL: 0.0210418 | ln_CD: 0.0396618 | CM: 0.00325899 | Top_Xtr: 0.015069 | Bot_Xtr: 0.0175125 +Loss contributors: + s_ln_CD : 1.15159 + s_CL : 0.904801 + s_CM : 0.397149 + s_analysis_confidence : 0.202243 + s_Bot_Xtr : 0.0493694 + s_Top_Xtr : 0.031462 + s_lower_bl_H_2 : 0.00620838 + s_lower_bl_H_0 : 0.00615417 + s_lower_bl_H_1 : 0.00601465 + s_upper_bl_H_31 : 0.00570615 +Epoch: 244 | Train Loss: 2.36555 | Test Loss: 3.081 | analysis_confidence: 0.127953 | CL: 0.0221325 | ln_CD: 0.0394848 | CM: 0.00330375 | Top_Xtr: 0.0153775 | Bot_Xtr: 0.0175815 +Loss contributors: + s_ln_CD : 1.08685 + s_CL : 0.910413 + s_CM : 0.408405 + s_analysis_confidence : 0.201637 + s_Bot_Xtr : 0.0489975 + s_Top_Xtr : 0.0304941 + s_lower_bl_H_2 : 0.00639454 + s_lower_bl_H_0 : 0.00630273 + s_lower_bl_H_1 : 0.00623256 + s_lower_bl_H_31 : 0.00581752 +Epoch: 245 | Train Loss: 2.36539 | Test Loss: 3.00823 | analysis_confidence: 0.126092 | CL: 0.0207392 | ln_CD: 0.0398596 | CM: 0.00319397 | Top_Xtr: 0.0153443 | Bot_Xtr: 0.0174338 +Loss contributors: + s_ln_CD : 1.08555 + s_CL : 0.873933 + s_CM : 0.390162 + s_analysis_confidence : 0.201254 + s_Bot_Xtr : 0.0486468 + s_Top_Xtr : 0.0306028 + s_lower_bl_H_2 : 0.0061648 + s_lower_bl_H_0 : 0.00611032 + s_lower_bl_H_1 : 0.00601479 + s_upper_bl_H_31 : 0.00578736 +Epoch: 246 | Train Loss: 2.36484 | Test Loss: 3.0888 | analysis_confidence: 0.129228 | CL: 0.0220113 | ln_CD: 0.0445652 | CM: 0.00336537 | Top_Xtr: 0.0157774 | Bot_Xtr: 0.0180254 +Loss contributors: + s_ln_CD : 1.12042 + s_CL : 0.898896 + s_CM : 0.406515 + s_analysis_confidence : 0.20153 + s_Bot_Xtr : 0.049275 + s_Top_Xtr : 0.0309592 + s_lower_bl_H_1 : 0.00616824 + s_lower_bl_H_2 : 0.00614011 + s_lower_bl_H_0 : 0.00608516 + s_lower_bl_H_3 : 0.00571389 +Epoch: 247 | Train Loss: 2.36525 | Test Loss: 3.02878 | analysis_confidence: 0.123061 | CL: 0.0204238 | ln_CD: 0.0413938 | CM: 0.00335335 | Top_Xtr: 0.0167482 | Bot_Xtr: 0.020032 +Loss contributors: + s_ln_CD : 1.08139 + s_CL : 0.874334 + s_CM : 0.403135 + s_analysis_confidence : 0.201043 + s_Bot_Xtr : 0.0516486 + s_Top_Xtr : 0.0319381 + s_lower_bl_H_1 : 0.00622166 + s_lower_bl_H_2 : 0.00617604 + s_lower_bl_H_0 : 0.00617159 + s_lower_bl_H_3 : 0.00592289 +Epoch: 248 | Train Loss: 2.36002 | Test Loss: 3.19385 | analysis_confidence: 0.124874 | CL: 0.0218067 | ln_CD: 0.0440388 | CM: 0.00347608 | Top_Xtr: 0.0162781 | Bot_Xtr: 0.0181586 +Loss contributors: + s_ln_CD : 1.17541 + s_CL : 0.92044 + s_CM : 0.422611 + s_analysis_confidence : 0.201356 + s_Bot_Xtr : 0.0510359 + s_Top_Xtr : 0.0314926 + s_lower_bl_H_2 : 0.00629618 + s_lower_bl_H_1 : 0.00614798 + s_lower_bl_H_0 : 0.00605131 + s_upper_bl_H_31 : 0.005978 +Epoch: 249 | Train Loss: 2.35348 | Test Loss: 3.05728 | analysis_confidence: 0.127795 | CL: 0.021663 | ln_CD: 0.0382262 | CM: 0.00339914 | Top_Xtr: 0.0149323 | Bot_Xtr: 0.0170391 +Loss contributors: + s_ln_CD : 1.0929 + s_CL : 0.898426 + s_CM : 0.403512 + s_analysis_confidence : 0.20153 + s_Bot_Xtr : 0.0486044 + s_Top_Xtr : 0.0308258 + s_lower_bl_H_2 : 0.00618469 + s_lower_bl_H_0 : 0.00617306 + s_lower_bl_H_1 : 0.00611622 + s_upper_bl_H_31 : 0.00575608 +Epoch: 250 | Train Loss: 2.35803 | Test Loss: 3.13701 | analysis_confidence: 0.126078 | CL: 0.0221497 | ln_CD: 0.0420801 | CM: 0.00323049 | Top_Xtr: 0.016672 | Bot_Xtr: 0.0193991 +Loss contributors: + s_ln_CD : 1.12382 + s_CL : 0.936752 + s_CM : 0.398205 + s_analysis_confidence : 0.200847 + s_Bot_Xtr : 0.0526811 + s_Top_Xtr : 0.0311529 + s_lower_bl_H_2 : 0.00625903 + s_lower_bl_H_1 : 0.00616068 + s_lower_bl_H_0 : 0.00614754 + s_upper_bl_H_31 : 0.00588864 +Epoch: 251 | Train Loss: 2.35773 | Test Loss: 3.10207 | analysis_confidence: 0.126701 | CL: 0.0207011 | ln_CD: 0.0412108 | CM: 0.00329431 | Top_Xtr: 0.0171836 | Bot_Xtr: 0.0198783 +Loss contributors: + s_ln_CD : 1.10486 + s_CL : 0.905408 + s_CM : 0.410804 + s_analysis_confidence : 0.200804 + s_Bot_Xtr : 0.0522283 + s_Top_Xtr : 0.0336809 + s_lower_bl_H_0 : 0.00622372 + s_upper_bl_H_31 : 0.00619489 + s_lower_bl_H_1 : 0.00607198 + s_lower_bl_H_2 : 0.00605787 +Epoch: 252 | Train Loss: 2.35491 | Test Loss: 3.04315 | analysis_confidence: 0.125938 | CL: 0.0203039 | ln_CD: 0.0394535 | CM: 0.00315602 | Top_Xtr: 0.0146896 | Bot_Xtr: 0.0168851 +Loss contributors: + s_ln_CD : 1.10606 + s_CL : 0.883931 + s_CM : 0.392524 + s_analysis_confidence : 0.200381 + s_Bot_Xtr : 0.0480425 + s_Top_Xtr : 0.0299824 + s_lower_bl_H_2 : 0.0061239 + s_lower_bl_H_0 : 0.00608777 + s_lower_bl_H_1 : 0.00606501 + s_lower_bl_H_3 : 0.00582943 +Epoch: 253 | Train Loss: 2.3547 | Test Loss: 3.13507 | analysis_confidence: 0.124271 | CL: 0.0231167 | ln_CD: 0.0410903 | CM: 0.00321638 | Top_Xtr: 0.018997 | Bot_Xtr: 0.0223684 +Loss contributors: + s_ln_CD : 1.13424 + s_CL : 0.927638 + s_CM : 0.398966 + s_analysis_confidence : 0.201106 + s_Bot_Xtr : 0.0529937 + s_Top_Xtr : 0.0338757 + s_lower_bl_H_2 : 0.00633996 + s_lower_bl_H_0 : 0.00621864 + s_lower_bl_H_1 : 0.00612703 + s_lower_bl_H_31 : 0.0057941 +Epoch: 254 | Train Loss: 2.34836 | Test Loss: 3.08885 | analysis_confidence: 0.126629 | CL: 0.0214178 | ln_CD: 0.0458258 | CM: 0.00323686 | Top_Xtr: 0.0159898 | Bot_Xtr: 0.0178176 +Loss contributors: + s_ln_CD : 1.14233 + s_CL : 0.888361 + s_CM : 0.396677 + s_analysis_confidence : 0.201051 + s_Bot_Xtr : 0.0495319 + s_Top_Xtr : 0.0310961 + s_lower_bl_H_2 : 0.00624819 + s_lower_bl_H_0 : 0.00609631 + s_lower_bl_H_1 : 0.0060773 + s_lower_bl_H_31 : 0.00586769 +Epoch: 255 | Train Loss: 2.34907 | Test Loss: 3.05582 | analysis_confidence: 0.131077 | CL: 0.021566 | ln_CD: 0.0436395 | CM: 0.00331955 | Top_Xtr: 0.015448 | Bot_Xtr: 0.0180535 +Loss contributors: + s_ln_CD 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s_Bot_Xtr : 0.0491975 + s_Top_Xtr : 0.0312449 + s_lower_bl_H_2 : 0.00608354 + s_lower_bl_H_0 : 0.00603636 + s_lower_bl_H_1 : 0.00602026 + s_lower_bl_H_3 : 0.00570433 +Epoch: 258 | Train Loss: 2.35141 | Test Loss: 3.02481 | analysis_confidence: 0.12481 | CL: 0.0207594 | ln_CD: 0.037516 | CM: 0.00331731 | Top_Xtr: 0.0147283 | Bot_Xtr: 0.0170495 +Loss contributors: + s_ln_CD : 1.05578 + s_CL : 0.905654 + s_CM : 0.404123 + s_analysis_confidence : 0.200366 + s_Bot_Xtr : 0.0489136 + s_Top_Xtr : 0.0301993 + s_lower_bl_H_2 : 0.0061579 + s_lower_bl_H_0 : 0.00605765 + s_lower_bl_H_1 : 0.00601892 + s_lower_bl_H_3 : 0.00564797 +Epoch: 259 | Train Loss: 2.34206 | Test Loss: 3.25809 | analysis_confidence: 0.126699 | CL: 0.0215478 | ln_CD: 0.0450901 | CM: 0.00325986 | Top_Xtr: 0.0154236 | Bot_Xtr: 0.0173773 +Loss contributors: + s_ln_CD : 1.27407 + s_CL : 0.904194 + s_CM : 0.407457 + s_analysis_confidence : 0.203277 + s_Bot_Xtr : 0.0495599 + s_Top_Xtr : 0.0315532 + s_lower_bl_H_2 : 0.0062793 + s_lower_bl_H_0 : 0.00602003 + s_lower_bl_H_1 : 0.00600938 + s_lower_bl_H_3 : 0.00574801 +Epoch: 260 | Train Loss: 2.34269 | Test Loss: 3.03974 | analysis_confidence: 0.127161 | CL: 0.0205194 | ln_CD: 0.0387604 | CM: 0.00313019 | Top_Xtr: 0.0146774 | Bot_Xtr: 0.0170084 +Loss contributors: + s_ln_CD : 1.09197 + s_CL : 0.893326 + s_CM : 0.394728 + s_analysis_confidence : 0.201038 + s_Bot_Xtr : 0.0483301 + s_Top_Xtr : 0.030573 + s_lower_bl_H_2 : 0.00624752 + s_lower_bl_H_0 : 0.00619201 + s_lower_bl_H_1 : 0.00610532 + s_lower_bl_H_3 : 0.00562153 +Epoch: 261 | Train Loss: 2.33712 | Test Loss: 3.15683 | analysis_confidence: 0.124136 | CL: 0.0214875 | ln_CD: 0.0424348 | CM: 0.00332453 | Top_Xtr: 0.0150556 | Bot_Xtr: 0.0174456 +Loss contributors: + s_ln_CD : 1.137 + s_CL : 0.923344 + s_CM : 0.420564 + s_analysis_confidence : 0.202681 + s_Bot_Xtr : 0.0480361 + s_Top_Xtr : 0.0302553 + s_lower_bl_H_2 : 0.00628582 + s_lower_bl_H_0 : 0.00627107 + s_lower_bl_H_1 : 0.00622087 + s_lower_bl_H_3 : 0.00591569 +Epoch: 262 | Train Loss: 2.33156 | Test Loss: 3.08417 | analysis_confidence: 0.128031 | CL: 0.0222545 | ln_CD: 0.038466 | CM: 0.00342396 | Top_Xtr: 0.0169873 | Bot_Xtr: 0.0186446 +Loss contributors: + s_ln_CD : 1.12156 + s_CL : 0.898027 + s_CM : 0.402396 + s_analysis_confidence : 0.201181 + s_Bot_Xtr : 0.0495861 + s_Top_Xtr : 0.0319386 + s_lower_bl_H_2 : 0.00614768 + s_lower_bl_H_0 : 0.00606162 + s_lower_bl_H_1 : 0.00601188 + s_lower_bl_H_3 : 0.00566091 +Epoch: 263 | Train Loss: 2.3324 | Test Loss: 3.04237 | analysis_confidence: 0.127107 | CL: 0.0223488 | ln_CD: 0.0403259 | CM: 0.00348498 | Top_Xtr: 0.0154491 | Bot_Xtr: 0.0176959 +Loss contributors: + s_ln_CD : 1.0654 + s_CL : 0.905138 + s_CM : 0.412274 + s_analysis_confidence : 0.201007 + s_Bot_Xtr : 0.0482797 + s_Top_Xtr : 0.0306607 + s_lower_bl_H_2 : 0.0062321 + s_lower_bl_H_0 : 0.00622932 + s_lower_bl_H_1 : 0.00599938 + s_lower_bl_H_31 : 0.00568952 +Epoch: 264 | Train Loss: 2.33731 | Test Loss: 3.05921 | analysis_confidence: 0.125292 | CL: 0.0203636 | ln_CD: 0.0389527 | CM: 0.00317096 | Top_Xtr: 0.0159119 | Bot_Xtr: 0.0180236 +Loss contributors: + s_ln_CD : 1.12277 + s_CL : 0.87816 + s_CM : 0.390789 + s_analysis_confidence : 0.200679 + s_Bot_Xtr : 0.0500913 + s_Top_Xtr : 0.0330625 + s_lower_bl_H_2 : 0.00615203 + s_lower_bl_H_0 : 0.00609212 + s_lower_bl_H_1 : 0.00603799 + s_lower_bl_H_3 : 0.00563791 +Epoch: 265 | Train Loss: 2.33401 | Test Loss: 3.10748 | analysis_confidence: 0.121342 | CL: 0.0216654 | ln_CD: 0.0397157 | CM: 0.00332029 | Top_Xtr: 0.0171565 | Bot_Xtr: 0.0193897 +Loss contributors: + s_ln_CD : 1.11684 + s_CL : 0.907095 + s_CM : 0.402861 + s_analysis_confidence : 0.203473 + s_Bot_Xtr : 0.0527923 + s_Top_Xtr : 0.0357671 + s_lower_bl_H_0 : 0.00618247 + s_lower_bl_H_2 : 0.0060989 + s_lower_bl_H_1 : 0.00602959 + s_lower_bl_H_3 : 0.00570297 +Epoch: 266 | Train Loss: 2.33748 | Test Loss: 3.03038 | analysis_confidence: 0.125753 | CL: 0.0208447 | ln_CD: 0.0386703 | CM: 0.00321072 | Top_Xtr: 0.0150386 | Bot_Xtr: 0.0174322 +Loss contributors: + s_ln_CD : 1.08126 + s_CL : 0.886603 + s_CM : 0.396649 + s_analysis_confidence : 0.201217 + s_Bot_Xtr : 0.049956 + s_Top_Xtr : 0.0302566 + s_lower_bl_H_0 : 0.00625858 + s_lower_bl_H_2 : 0.00619616 + s_lower_bl_H_1 : 0.00606082 + s_lower_bl_H_3 : 0.00563546 +Epoch: 267 | Train Loss: 2.32817 | Test Loss: 3.06789 | analysis_confidence: 0.124528 | CL: 0.0205645 | ln_CD: 0.0423545 | CM: 0.00325132 | Top_Xtr: 0.0160856 | Bot_Xtr: 0.0182257 +Loss contributors: + s_ln_CD : 1.10139 + s_CL : 0.898899 + s_CM : 0.404387 + s_analysis_confidence : 0.2012 + s_Bot_Xtr : 0.0499781 + s_Top_Xtr : 0.031001 + s_lower_bl_H_2 : 0.0061641 + s_lower_bl_H_0 : 0.00615223 + s_lower_bl_H_1 : 0.0059445 + s_lower_bl_H_31 : 0.00580113 +Epoch: 268 | Train Loss: 2.33089 | Test Loss: 3.02517 | analysis_confidence: 0.126197 | CL: 0.0222295 | ln_CD: 0.0388414 | CM: 0.00335888 | Top_Xtr: 0.0147298 | Bot_Xtr: 0.0172654 +Loss contributors: + s_ln_CD : 1.06898 + s_CL : 0.89441 + s_CM : 0.404761 + s_analysis_confidence : 0.200966 + s_Bot_Xtr : 0.0482406 + s_Top_Xtr : 0.0303895 + s_lower_bl_H_2 : 0.00624276 + s_lower_bl_H_0 : 0.00610484 + s_lower_bl_H_1 : 0.00610462 + s_upper_bl_H_31 : 0.00563297 +Epoch: 269 | Train Loss: 2.32724 | Test Loss: 3.14674 | analysis_confidence: 0.127255 | CL: 0.0219597 | ln_CD: 0.0479246 | CM: 0.00340565 | Top_Xtr: 0.0151641 | Bot_Xtr: 0.0172467 +Loss contributors: + s_ln_CD : 1.14246 + s_CL : 0.921877 + s_CM : 0.417639 + s_analysis_confidence : 0.200459 + s_Bot_Xtr : 0.0490097 + s_Top_Xtr : 0.0299377 + s_lower_bl_H_2 : 0.00632506 + s_lower_bl_H_0 : 0.00608748 + s_lower_bl_H_1 : 0.00604555 + s_lower_bl_H_31 : 0.00569244 +Epoch: 270 | Train Loss: 2.32577 | Test Loss: 2.99524 | analysis_confidence: 0.123516 | CL: 0.0206803 | ln_CD: 0.0404001 | CM: 0.00320539 | Top_Xtr: 0.0153015 | Bot_Xtr: 0.0179645 +Loss contributors: + s_ln_CD : 1.06364 + s_CL : 0.880813 + s_CM : 0.389781 + s_analysis_confidence : 0.201006 + s_Bot_Xtr : 0.0490019 + s_Top_Xtr : 0.0308978 + s_lower_bl_H_0 : 0.0062213 + s_lower_bl_H_2 : 0.00615856 + s_lower_bl_H_1 : 0.00601389 + s_upper_bl_H_31 : 0.00563437 +Epoch: 271 | Train Loss: 2.32537 | Test Loss: 3.02696 | analysis_confidence: 0.12688 | CL: 0.0205785 | ln_CD: 0.0405991 | CM: 0.00313732 | Top_Xtr: 0.0160986 | Bot_Xtr: 0.018189 +Loss contributors: + s_ln_CD : 1.082 + s_CL : 0.885679 + s_CM : 0.396522 + s_analysis_confidence : 0.200933 + s_Bot_Xtr : 0.0493918 + s_Top_Xtr : 0.0319551 + s_lower_bl_H_2 : 0.00624583 + s_lower_bl_H_0 : 0.00615743 + s_lower_bl_H_1 : 0.00609318 + s_lower_bl_H_3 : 0.0057747 +Epoch: 272 | Train Loss: 2.31664 | Test Loss: 3.09856 | analysis_confidence: 0.126133 | CL: 0.021771 | ln_CD: 0.0420102 | CM: 0.00344189 | Top_Xtr: 0.0152053 | Bot_Xtr: 0.0173719 +Loss contributors: + s_ln_CD : 1.10789 + s_CL : 0.909388 + s_CM : 0.412173 + s_analysis_confidence : 0.200891 + s_Bot_Xtr : 0.0503741 + s_Top_Xtr : 0.0316993 + s_lower_bl_H_2 : 0.00629407 + s_lower_bl_H_1 : 0.0062439 + s_lower_bl_H_0 : 0.0061568 + s_lower_bl_H_3 : 0.00598253 +Epoch: 273 | Train Loss: 2.32369 | Test Loss: 2.98512 | analysis_confidence: 0.12714 | CL: 0.021421 | ln_CD: 0.0378588 | CM: 0.00325305 | Top_Xtr: 0.015246 | Bot_Xtr: 0.0173409 +Loss contributors: + s_ln_CD : 1.0573 + s_CL : 0.879031 + s_CM : 0.393325 + s_analysis_confidence : 0.200742 + s_Bot_Xtr : 0.0485211 + s_Top_Xtr : 0.0294465 + s_lower_bl_H_2 : 0.0061734 + s_lower_bl_H_0 : 0.00612411 + s_lower_bl_H_1 : 0.00590756 + s_lower_bl_H_3 : 0.00555475 +Epoch: 274 | Train Loss: 2.31748 | Test Loss: 3.02085 | analysis_confidence: 0.125522 | CL: 0.021136 | ln_CD: 0.0390339 | CM: 0.00319696 | Top_Xtr: 0.0158437 | Bot_Xtr: 0.0183126 +Loss contributors: + s_ln_CD : 1.07047 + s_CL : 0.894643 + s_CM : 0.396604 + s_analysis_confidence : 0.200873 + s_Bot_Xtr : 0.0487117 + s_Top_Xtr : 0.0307817 + s_lower_bl_H_0 : 0.0062477 + s_lower_bl_H_2 : 0.00603502 + s_lower_bl_H_1 : 0.00602129 + s_upper_bl_H_31 : 0.00574452 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0.127386 | CL: 0.0201909 | ln_CD: 0.0382873 | CM: 0.00318618 | Top_Xtr: 0.0150594 | Bot_Xtr: 0.0171251 +Loss contributors: + s_ln_CD : 1.07336 + s_CL : 0.873276 + s_CM : 0.38812 + s_analysis_confidence : 0.200704 + s_Bot_Xtr : 0.0472061 + s_Top_Xtr : 0.0288274 + s_lower_bl_H_2 : 0.00623604 + s_lower_bl_H_0 : 0.00604066 + s_lower_bl_H_1 : 0.00591099 + s_lower_bl_H_31 : 0.00555201 +Epoch: 278 | Train Loss: 2.31597 | Test Loss: 2.9904 | analysis_confidence: 0.12517 | CL: 0.0199783 | ln_CD: 0.0384682 | CM: 0.0031788 | Top_Xtr: 0.0153082 | Bot_Xtr: 0.0174412 +Loss contributors: + s_ln_CD : 1.06045 + s_CL : 0.88307 + s_CM : 0.388418 + s_analysis_confidence : 0.200593 + s_Bot_Xtr : 0.0494898 + s_Top_Xtr : 0.0302749 + s_lower_bl_H_2 : 0.00616716 + s_lower_bl_H_0 : 0.00607036 + s_lower_bl_H_1 : 0.00593694 + s_upper_bl_H_31 : 0.00558956 +Epoch: 279 | Train Loss: 2.31543 | Test Loss: 3.00304 | analysis_confidence: 0.12754 | CL: 0.0208471 | ln_CD: 0.0391844 | CM: 0.00325454 | Top_Xtr: 0.016112 | Bot_Xtr: 0.0187499 +Loss contributors: + s_ln_CD : 1.07153 + s_CL : 0.883649 + s_CM : 0.390899 + s_analysis_confidence : 0.200161 + s_Bot_Xtr : 0.049439 + s_Top_Xtr : 0.0314142 + s_lower_bl_H_2 : 0.00612685 + s_lower_bl_H_1 : 0.0060788 + s_lower_bl_H_0 : 0.00603992 + s_lower_bl_H_3 : 0.0056993 +Epoch: 280 | Train Loss: 2.31352 | Test Loss: 3.03476 | analysis_confidence: 0.125951 | CL: 0.0213124 | ln_CD: 0.0386996 | CM: 0.00318486 | Top_Xtr: 0.016169 | Bot_Xtr: 0.0186391 +Loss contributors: + s_ln_CD : 1.06526 + s_CL : 0.908867 + s_CM : 0.399105 + s_analysis_confidence : 0.20194 + s_Bot_Xtr : 0.0496218 + s_Top_Xtr : 0.0310321 + s_lower_bl_H_2 : 0.00643492 + s_lower_bl_H_0 : 0.00622534 + s_lower_bl_H_1 : 0.00610289 + s_lower_bl_H_3 : 0.00571048 +Epoch: 281 | Train Loss: 2.31064 | Test Loss: 3.12443 | analysis_confidence: 0.126671 | CL: 0.0224182 | ln_CD: 0.0488514 | CM: 0.00329892 | Top_Xtr: 0.0150451 | Bot_Xtr: 0.017431 +Loss contributors: + s_ln_CD : 1.1475 + s_CL : 0.911142 + s_CM : 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0.0295249 + s_lower_bl_H_0 : 0.00614851 + s_lower_bl_H_2 : 0.00610677 + s_lower_bl_H_1 : 0.00595054 + s_lower_bl_H_3 : 0.00571556 +Epoch: 284 | Train Loss: 2.30416 | Test Loss: 3.0293 | analysis_confidence: 0.124506 | CL: 0.0209554 | ln_CD: 0.0410321 | CM: 0.00321051 | Top_Xtr: 0.0150136 | Bot_Xtr: 0.0175162 +Loss contributors: + s_ln_CD : 1.1087 + s_CL : 0.878587 + s_CM : 0.388489 + s_analysis_confidence : 0.201049 + s_Bot_Xtr : 0.0474564 + s_Top_Xtr : 0.0295702 + s_lower_bl_H_0 : 0.00616186 + s_lower_bl_H_2 : 0.00599317 + s_lower_bl_H_1 : 0.00588835 + s_lower_bl_H_3 : 0.00553293 +Epoch: 285 | Train Loss: 2.30498 | Test Loss: 3.027 | analysis_confidence: 0.126893 | CL: 0.0201807 | ln_CD: 0.0409534 | CM: 0.00321777 | Top_Xtr: 0.0148397 | Bot_Xtr: 0.0177658 +Loss contributors: + s_ln_CD : 1.09829 + s_CL : 0.874416 + s_CM : 0.396261 + s_analysis_confidence : 0.20061 + s_Bot_Xtr : 0.0482472 + s_Top_Xtr : 0.0312698 + s_lower_bl_H_2 : 0.00614216 + s_lower_bl_H_0 : 0.00602904 + s_lower_bl_H_1 : 0.00595058 + s_upper_bl_H_31 : 0.00576186 +Epoch: 286 | Train Loss: 2.30299 | Test Loss: 3.02679 | analysis_confidence: 0.125192 | CL: 0.0209755 | ln_CD: 0.0379158 | CM: 0.00318088 | Top_Xtr: 0.0148421 | Bot_Xtr: 0.0169335 +Loss contributors: + s_ln_CD : 1.10187 + s_CL : 0.878761 + s_CM : 0.387795 + s_analysis_confidence : 0.200375 + s_Bot_Xtr : 0.0484243 + s_Top_Xtr : 0.0300058 + s_lower_bl_H_2 : 0.00616568 + s_lower_bl_H_0 : 0.00603399 + s_lower_bl_H_1 : 0.00600221 + s_lower_bl_H_3 : 0.00565493 +Epoch: 287 | Train Loss: 2.3015 | Test Loss: 3.02289 | analysis_confidence: 0.123647 | CL: 0.0214427 | ln_CD: 0.0387436 | CM: 0.00331355 | Top_Xtr: 0.0165312 | Bot_Xtr: 0.0178754 +Loss contributors: + s_ln_CD : 1.0701 + s_CL : 0.896873 + s_CM : 0.401203 + s_analysis_confidence : 0.202046 + s_Bot_Xtr : 0.0471763 + s_Top_Xtr : 0.0305085 + s_lower_bl_H_2 : 0.0061664 + s_lower_bl_H_0 : 0.00613375 + s_lower_bl_H_1 : 0.00598117 + s_upper_bl_H_31 : 0.00553238 +Epoch: 288 | Train Loss: 2.30192 | Test Loss: 3.0181 | analysis_confidence: 0.128844 | CL: 0.0204641 | ln_CD: 0.0387561 | CM: 0.00317893 | Top_Xtr: 0.0153898 | Bot_Xtr: 0.0172606 +Loss contributors: + s_ln_CD : 1.08052 + s_CL : 0.882068 + s_CM : 0.391519 + s_analysis_confidence : 0.201183 + s_Bot_Xtr : 0.0482117 + s_Top_Xtr : 0.0300282 + s_lower_bl_H_2 : 0.00610183 + s_lower_bl_H_0 : 0.00607198 + s_lower_bl_H_1 : 0.0060294 + s_lower_bl_H_31 : 0.00558497 +Epoch: 289 | Train Loss: 2.29753 | Test Loss: 3.09508 | analysis_confidence: 0.126268 | CL: 0.0210875 | ln_CD: 0.0405015 | CM: 0.00332056 | Top_Xtr: 0.0146541 | Bot_Xtr: 0.0167733 +Loss contributors: + s_ln_CD : 1.12362 + s_CL : 0.910774 + s_CM : 0.400292 + s_analysis_confidence : 0.200882 + s_Bot_Xtr : 0.0484011 + s_Top_Xtr : 0.0306699 + s_lower_bl_H_2 : 0.00607949 + s_lower_bl_H_0 : 0.0060328 + s_lower_bl_H_1 : 0.00590494 + s_lower_bl_H_3 : 0.00561018 +Epoch: 290 | Train Loss: 2.299 | Test Loss: 2.97446 | analysis_confidence: 0.125704 | CL: 0.0212184 | 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s_lower_bl_H_3 : 0.00555213 +Epoch: 312 | Train Loss: 2.2688 | Test Loss: 2.95527 | analysis_confidence: 0.125005 | CL: 0.0204122 | ln_CD: 0.0373098 | CM: 0.0032539 | Top_Xtr: 0.0156114 | Bot_Xtr: 0.0177683 +Loss contributors: + s_ln_CD : 1.04415 + s_CL : 0.87054 + s_CM : 0.389114 + s_analysis_confidence : 0.200927 + s_Bot_Xtr : 0.0478834 + s_Top_Xtr : 0.029631 + s_lower_bl_H_2 : 0.00614775 + s_lower_bl_H_0 : 0.00601966 + s_lower_bl_H_1 : 0.00596024 + s_lower_bl_H_3 : 0.00567778 +Epoch: 313 | Train Loss: 2.26984 | Test Loss: 3.04685 | analysis_confidence: 0.125788 | CL: 0.0215354 | ln_CD: 0.0416093 | CM: 0.00337315 | Top_Xtr: 0.0159629 | Bot_Xtr: 0.0184387 +Loss contributors: + s_ln_CD : 1.10506 + s_CL : 0.890165 + s_CM : 0.399936 + s_analysis_confidence : 0.200805 + s_Bot_Xtr : 0.0479061 + s_Top_Xtr : 0.0295351 + s_lower_bl_H_0 : 0.00624139 + s_lower_bl_H_2 : 0.00613238 + s_lower_bl_H_1 : 0.00584359 + s_lower_bl_H_3 : 0.00556492 +Epoch: 314 | Train Loss: 2.26723 | Test Loss: 3.01933 | analysis_confidence: 0.128459 | CL: 0.0212693 | ln_CD: 0.03771 | CM: 0.00311773 | Top_Xtr: 0.0154523 | Bot_Xtr: 0.0177238 +Loss contributors: + s_ln_CD : 1.07087 + s_CL : 0.903413 + s_CM : 0.387407 + s_analysis_confidence : 0.200768 + s_Bot_Xtr : 0.051177 + s_Top_Xtr : 0.0319122 + s_lower_bl_H_2 : 0.00611215 + s_lower_bl_H_0 : 0.00604581 + s_lower_bl_H_1 : 0.00577308 + s_lower_bl_H_31 : 0.00554348 +slurmstepd-d-12-1-1: error: *** JOB 25353001 ON d-12-1-1 CANCELLED AT 2024-03-09T00:55:12 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25353060 b/training/gen2_architecture/log.log-25353060 new file mode 100644 index 0000000..0e649bb --- /dev/null +++ b/training/gen2_architecture/log.log-25353060 @@ -0,0 +1,3819 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 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0.0115019 +Epoch: 1 | Train Loss: 8.92225 | Test Loss: 7.8309 | analysis_confidence: 0.202939 | CL: 0.0429184 | ln_CD: 0.0923447 | CM: 0.00711432 | Top_Xtr: 0.0473724 | Bot_Xtr: 0.0554056 +Loss contributors: + s_ln_CD : 2.78811 + s_CL : 2.42384 + s_CM : 1.3348 + s_analysis_confidence : 0.327942 + s_Bot_Xtr : 0.257951 + s_Top_Xtr : 0.173677 + s_lower_bl_H_31 : 0.00932079 + s_upper_bl_H_31 : 0.00921613 + s_upper_bl_H_30 : 0.0084577 + s_lower_bl_H_30 : 0.0081809 +Epoch: 2 | Train Loss: 7.36561 | Test Loss: 6.94778 | analysis_confidence: 0.177616 | CL: 0.0404804 | ln_CD: 0.0827939 | CM: 0.00658271 | Top_Xtr: 0.0426511 | Bot_Xtr: 0.0499451 +Loss contributors: + s_ln_CD : 2.52328 + s_CL : 2.13475 + s_CM : 1.15343 + s_analysis_confidence : 0.296456 + s_Bot_Xtr : 0.225309 + s_Top_Xtr : 0.152715 + s_lower_bl_H_31 : 0.00778253 + s_upper_bl_H_31 : 0.00769202 + s_upper_bl_H_30 : 0.00722862 + s_lower_bl_H_30 : 0.00705397 +Epoch: 3 | Train Loss: 6.54806 | Test Loss: 6.19336 | analysis_confidence: 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s_lower_bl_H_0 : 0.00399123 + s_lower_bl_H_31 : 0.00397441 + s_lower_bl_H_2 : 0.00387565 +Epoch: 23 | Train Loss: 3.90059 | Test Loss: 3.89689 | analysis_confidence: 0.141311 | CL: 0.0253569 | ln_CD: 0.0488697 | CM: 0.00411595 | Top_Xtr: 0.0247579 | Bot_Xtr: 0.0287021 +Loss contributors: + s_ln_CD : 1.49052 + s_CL : 1.16669 + s_CM : 0.584878 + s_analysis_confidence : 0.239342 + s_Bot_Xtr : 0.0932909 + s_Top_Xtr : 0.0659948 + s_lower_bl_H_1 : 0.00425672 + s_lower_bl_H_31 : 0.0040218 + s_lower_bl_H_0 : 0.00391387 + s_lower_bl_H_2 : 0.00389871 +Epoch: 24 | Train Loss: 3.86438 | Test Loss: 3.92153 | analysis_confidence: 0.137534 | CL: 0.0272408 | ln_CD: 0.0500023 | CM: 0.00419295 | Top_Xtr: 0.0240319 | Bot_Xtr: 0.0278147 +Loss contributors: + s_ln_CD : 1.49252 + s_CL : 1.18974 + s_CM : 0.590149 + s_analysis_confidence : 0.236147 + s_Bot_Xtr : 0.0914184 + s_Top_Xtr : 0.0648626 + s_lower_bl_H_1 : 0.00426313 + s_lower_bl_H_31 : 0.00401379 + s_upper_bl_H_31 : 0.00390537 + s_lower_bl_H_2 : 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0.0815917 + s_Top_Xtr : 0.0567631 + s_lower_bl_H_2 : 0.00382485 + s_lower_bl_H_1 : 0.00376907 + s_lower_bl_H_31 : 0.00367982 + s_upper_bl_H_31 : 0.00365356 +Epoch: 34 | Train Loss: 3.61832 | Test Loss: 3.95514 | analysis_confidence: 0.137796 | CL: 0.0258276 | ln_CD: 0.0495858 | CM: 0.00409416 | Top_Xtr: 0.0232973 | Bot_Xtr: 0.0257903 +Loss contributors: + s_ln_CD : 1.52689 + s_CL : 1.23067 + s_CM : 0.574288 + s_analysis_confidence : 0.232919 + s_Bot_Xtr : 0.0833068 + s_Top_Xtr : 0.0606857 + s_lower_bl_H_2 : 0.00382291 + s_lower_bl_H_1 : 0.00378352 + s_upper_bl_H_31 : 0.00373913 + s_lower_bl_H_31 : 0.00371082 +Epoch: 35 | Train Loss: 3.60653 | Test Loss: 3.73667 | analysis_confidence: 0.137372 | CL: 0.0246945 | ln_CD: 0.0490707 | CM: 0.00390174 | Top_Xtr: 0.0231244 | Bot_Xtr: 0.026622 +Loss contributors: + s_ln_CD : 1.44842 + s_CL : 1.12463 + s_CM : 0.550252 + s_analysis_confidence : 0.234282 + s_Bot_Xtr : 0.0830965 + s_Top_Xtr : 0.0576611 + s_lower_bl_H_1 : 0.00394636 + s_lower_bl_H_31 : 0.00362515 + s_lower_bl_H_2 : 0.00361351 + s_lower_bl_H_0 : 0.00355037 +Epoch: 36 | Train Loss: 3.58585 | Test Loss: 3.78529 | analysis_confidence: 0.136897 | CL: 0.0239844 | ln_CD: 0.050302 | CM: 0.00393168 | Top_Xtr: 0.0231635 | Bot_Xtr: 0.0265597 +Loss contributors: + s_ln_CD : 1.51048 + s_CL : 1.12147 + s_CM : 0.544852 + s_analysis_confidence : 0.234002 + s_Bot_Xtr : 0.0816002 + s_Top_Xtr : 0.0566164 + s_lower_bl_H_1 : 0.0036976 + s_lower_bl_H_2 : 0.00367763 + s_lower_bl_H_31 : 0.0036491 + s_upper_bl_H_31 : 0.00354513 +Epoch: 37 | Train Loss: 3.57142 | Test Loss: 3.69681 | analysis_confidence: 0.135893 | CL: 0.0245644 | ln_CD: 0.046025 | CM: 0.00386581 | Top_Xtr: 0.0210209 | Bot_Xtr: 0.024511 +Loss contributors: + s_ln_CD : 1.44039 + s_CL : 1.12093 + s_CM : 0.539119 + s_analysis_confidence : 0.232184 + s_Bot_Xtr : 0.077763 + s_Top_Xtr : 0.052729 + s_lower_bl_H_2 : 0.00370838 + s_lower_bl_H_1 : 0.00369422 + s_lower_bl_H_31 : 0.00354497 + s_upper_bl_H_31 : 0.00352666 +Epoch: 38 | Train Loss: 3.54922 | Test Loss: 3.77338 | analysis_confidence: 0.13559 | CL: 0.0249664 | ln_CD: 0.0470977 | CM: 0.00394758 | Top_Xtr: 0.0214537 | Bot_Xtr: 0.0248984 +Loss contributors: + s_ln_CD : 1.50903 + s_CL : 1.11865 + s_CM : 0.544273 + s_analysis_confidence : 0.231373 + s_Bot_Xtr : 0.0783557 + s_Top_Xtr : 0.0559671 + s_lower_bl_H_1 : 0.0037181 + s_lower_bl_H_2 : 0.00365373 + s_lower_bl_H_31 : 0.00357963 + s_upper_bl_H_31 : 0.00353677 +Epoch: 39 | Train Loss: 3.54087 | Test Loss: 3.64863 | analysis_confidence: 0.136822 | CL: 0.0249003 | ln_CD: 0.0512634 | CM: 0.00400454 | Top_Xtr: 0.021254 | Bot_Xtr: 0.0250209 +Loss contributors: + s_ln_CD : 1.41147 + s_CL : 1.10426 + s_CM : 0.541634 + s_analysis_confidence : 0.230434 + s_Bot_Xtr : 0.0769087 + s_Top_Xtr : 0.0516547 + s_lower_bl_H_1 : 0.00361012 + s_lower_bl_H_2 : 0.00359559 + s_lower_bl_H_31 : 0.00355022 + s_upper_bl_H_31 : 0.00347324 +Epoch: 40 | Train Loss: 3.51547 | Test Loss: 3.71522 | analysis_confidence: 0.135651 | CL: 0.0244072 | ln_CD: 0.0471046 | CM: 0.00400055 | Top_Xtr: 0.0225121 | Bot_Xtr: 0.0254561 +Loss contributors: + s_ln_CD : 1.41885 + s_CL : 1.12487 + s_CM : 0.569411 + s_analysis_confidence : 0.231958 + s_Bot_Xtr : 0.0802875 + s_Top_Xtr : 0.0565091 + s_lower_bl_H_1 : 0.00367165 + s_lower_bl_H_2 : 0.00357569 + s_lower_bl_H_31 : 0.00354569 + s_upper_bl_H_31 : 0.00346578 +Epoch: 41 | Train Loss: 3.50796 | Test Loss: 3.69896 | analysis_confidence: 0.136313 | CL: 0.0237334 | ln_CD: 0.0453861 | CM: 0.00387404 | Top_Xtr: 0.0216294 | Bot_Xtr: 0.0251983 +Loss contributors: + s_ln_CD : 1.47605 + s_CL : 1.0978 + s_CM : 0.532984 + s_analysis_confidence : 0.231846 + s_Bot_Xtr : 0.0773278 + s_Top_Xtr : 0.0528215 + s_lower_bl_H_2 : 0.00366703 + s_lower_bl_H_1 : 0.00357096 + s_lower_bl_H_31 : 0.00356773 + s_upper_bl_H_31 : 0.00345134 +Epoch: 42 | Train Loss: 3.48745 | Test Loss: 3.69936 | analysis_confidence: 0.135647 | CL: 0.0242086 | ln_CD: 0.0470571 | CM: 0.00393451 | Top_Xtr: 0.0212332 | Bot_Xtr: 0.0244641 +Loss contributors: + s_ln_CD : 1.44083 + s_CL : 1.11841 + s_CM : 0.546966 + s_analysis_confidence : 0.231974 + s_Bot_Xtr : 0.0764964 + s_Top_Xtr : 0.0520335 + s_lower_bl_H_2 : 0.00368186 + s_lower_bl_H_1 : 0.00366903 + s_lower_bl_H_31 : 0.00351904 + s_lower_bl_H_0 : 0.00349534 +Epoch: 43 | Train Loss: 3.46593 | Test Loss: 3.69294 | analysis_confidence: 0.134219 | CL: 0.0252621 | ln_CD: 0.047701 | CM: 0.00383753 | Top_Xtr: 0.0203943 | Bot_Xtr: 0.0239637 +Loss contributors: + s_ln_CD : 1.45155 + s_CL : 1.12573 + s_CM : 0.526934 + s_analysis_confidence : 0.229523 + s_Bot_Xtr : 0.0781223 + s_Top_Xtr : 0.0513416 + s_lower_bl_H_2 : 0.00359732 + s_lower_bl_H_31 : 0.00359561 + s_lower_bl_H_1 : 0.00354792 + s_upper_bl_H_31 : 0.00344426 +Epoch: 44 | Train Loss: 3.45811 | Test Loss: 3.60686 | analysis_confidence: 0.135438 | CL: 0.0239612 | ln_CD: 0.0482307 | CM: 0.00381753 | Top_Xtr: 0.0211459 | Bot_Xtr: 0.0240849 +Loss contributors: + s_ln_CD : 1.41945 + s_CL : 1.07983 + s_CM : 0.519998 + s_analysis_confidence : 0.230316 + s_Bot_Xtr : 0.0772641 + s_Top_Xtr : 0.0535543 + s_lower_bl_H_2 : 0.0036399 + s_lower_bl_H_1 : 0.00352384 + s_lower_bl_H_31 : 0.00345132 + s_upper_bl_H_31 : 0.00343397 +Epoch: 45 | Train Loss: 3.4332 | Test Loss: 3.6251 | analysis_confidence: 0.131505 | CL: 0.0237755 | ln_CD: 0.0482021 | CM: 0.00381664 | Top_Xtr: 0.0205261 | Bot_Xtr: 0.0235343 +Loss contributors: + s_ln_CD : 1.4458 + s_CL : 1.07468 + s_CM : 0.521311 + s_analysis_confidence : 0.23144 + s_Bot_Xtr : 0.0749164 + s_Top_Xtr : 0.0514566 + s_lower_bl_H_1 : 0.00362403 + s_lower_bl_H_2 : 0.0035697 + s_lower_bl_H_31 : 0.00348426 + s_upper_bl_H_31 : 0.00342944 +Epoch: 46 | Train Loss: 3.43038 | Test Loss: 3.60167 | analysis_confidence: 0.13416 | CL: 0.0253496 | ln_CD: 0.0456531 | CM: 0.00377571 | Top_Xtr: 0.0201849 | Bot_Xtr: 0.0234044 +Loss contributors: + s_ln_CD : 1.40041 + s_CL : 1.10435 + s_CM : 0.518434 + s_analysis_confidence : 0.230515 + s_Bot_Xtr : 0.0739922 + s_Top_Xtr : 0.0495527 + s_lower_bl_H_2 : 0.00367101 + s_lower_bl_H_1 : 0.00346041 + s_lower_bl_H_31 : 0.00337457 + s_lower_bl_H_0 : 0.00337129 +Epoch: 47 | Train Loss: 3.42177 | Test Loss: 3.57588 | analysis_confidence: 0.131097 | CL: 0.0235623 | ln_CD: 0.0456013 | CM: 0.00376447 | Top_Xtr: 0.0204683 | Bot_Xtr: 0.023546 +Loss contributors: + s_ln_CD : 1.38858 + s_CL : 1.07881 + s_CM : 0.5255 + s_analysis_confidence : 0.236011 + s_Bot_Xtr : 0.0727488 + s_Top_Xtr : 0.0493534 + s_lower_bl_H_1 : 0.00357356 + s_lower_bl_H_2 : 0.00356421 + s_lower_bl_H_31 : 0.00345612 + s_upper_bl_H_31 : 0.00343284 +Epoch: 48 | Train Loss: 3.39996 | Test Loss: 3.72127 | analysis_confidence: 0.13171 | CL: 0.0265887 | ln_CD: 0.0476307 | CM: 0.00422459 | Top_Xtr: 0.022187 | Bot_Xtr: 0.0249791 +Loss contributors: + s_ln_CD : 1.42286 + s_CL : 1.14873 + s_CM : 0.562981 + s_analysis_confidence : 0.23308 + s_Bot_Xtr : 0.0762293 + s_Top_Xtr : 0.0543644 + s_lower_bl_H_2 : 0.00361215 + s_upper_bl_H_31 : 0.00344262 + s_lower_bl_H_1 : 0.00344112 + s_lower_bl_H_31 : 0.00342907 +Epoch: 49 | Train Loss: 3.38809 | Test Loss: 3.6881 | analysis_confidence: 0.136095 | CL: 0.0238409 | ln_CD: 0.0530759 | CM: 0.00377434 | Top_Xtr: 0.0219395 | Bot_Xtr: 0.0254101 +Loss contributors: + s_ln_CD : 1.47313 + s_CL : 1.10731 + s_CM : 0.522121 + s_analysis_confidence : 0.230492 + s_Bot_Xtr : 0.0770558 + s_Top_Xtr : 0.0535051 + s_lower_bl_H_2 : 0.00361988 + s_lower_bl_H_1 : 0.003485 + s_lower_bl_H_31 : 0.00341183 + s_lower_bl_H_0 : 0.00334807 +Epoch: 50 | Train Loss: 3.37453 | Test Loss: 3.58374 | analysis_confidence: 0.136811 | CL: 0.0241619 | ln_CD: 0.0472789 | CM: 0.00387229 | Top_Xtr: 0.0222599 | Bot_Xtr: 0.0252967 +Loss contributors: + s_ln_CD : 1.37677 + s_CL : 1.0957 + s_CM : 0.521342 + s_analysis_confidence : 0.234027 + s_Bot_Xtr : 0.0772652 + s_Top_Xtr : 0.052246 + s_lower_bl_H_31 : 0.00354209 + s_lower_bl_H_1 : 0.00352899 + s_lower_bl_H_2 : 0.00347434 + s_upper_bl_H_31 : 0.00341784 +Epoch: 51 | Train Loss: 3.36168 | Test Loss: 3.90986 | analysis_confidence: 0.135207 | CL: 0.0270899 | ln_CD: 0.0530961 | CM: 0.00394957 | Top_Xtr: 0.0213792 | Bot_Xtr: 0.0247407 +Loss contributors: + s_ln_CD : 1.60093 + s_CL : 1.18217 + s_CM : 0.533995 + s_analysis_confidence : 0.230846 + s_Bot_Xtr : 0.0787013 + s_Top_Xtr : 0.0531114 + s_lower_bl_H_2 : 0.00359353 + s_lower_bl_H_31 : 0.00351514 + s_lower_bl_H_1 : 0.00349853 + s_upper_bl_H_31 : 0.00343428 +Epoch: 52 | Train Loss: 3.35261 | Test Loss: 3.68001 | analysis_confidence: 0.132264 | CL: 0.0237519 | ln_CD: 0.049637 | CM: 0.00378306 | Top_Xtr: 0.0207356 | Bot_Xtr: 0.02426 +Loss contributors: + s_ln_CD : 1.47755 + s_CL : 1.10134 + s_CM : 0.519151 + s_analysis_confidence : 0.231885 + s_Bot_Xtr : 0.0744003 + s_Top_Xtr : 0.050127 + s_lower_bl_H_2 : 0.00363635 + s_lower_bl_H_1 : 0.00350872 + s_lower_bl_H_31 : 0.00342383 + s_upper_bl_H_31 : 0.00341482 +Epoch: 53 | Train Loss: 3.34304 | Test Loss: 3.55964 | analysis_confidence: 0.133603 | CL: 0.0239046 | ln_CD: 0.0482866 | CM: 0.00380233 | Top_Xtr: 0.0202958 | Bot_Xtr: 0.023853 +Loss contributors: + s_ln_CD : 1.38528 + s_CL : 1.0908 + s_CM : 0.510626 + s_analysis_confidence : 0.226949 + s_Bot_Xtr : 0.0750494 + s_Top_Xtr : 0.0488418 + s_lower_bl_H_2 : 0.00346621 + s_lower_bl_H_1 : 0.00343342 + s_lower_bl_H_31 : 0.00336724 + s_upper_bl_H_31 : 0.00332056 +Epoch: 54 | Train Loss: 3.32902 | Test Loss: 3.78402 | analysis_confidence: 0.135669 | CL: 0.0246831 | ln_CD: 0.048655 | CM: 0.0039985 | Top_Xtr: 0.0208681 | Bot_Xtr: 0.0254712 +Loss contributors: + s_ln_CD : 1.49067 + s_CL : 1.1534 + s_CM : 0.548779 + s_analysis_confidence : 0.238633 + s_Bot_Xtr : 0.0767982 + s_Top_Xtr : 0.0497336 + s_lower_bl_H_2 : 0.00357544 + s_upper_bl_H_31 : 0.00341253 + s_lower_bl_H_31 : 0.00340244 + s_lower_bl_H_1 : 0.00336313 +Epoch: 55 | Train Loss: 3.32012 | Test Loss: 3.51401 | analysis_confidence: 0.131245 | CL: 0.0236017 | ln_CD: 0.0454375 | CM: 0.00371078 | Top_Xtr: 0.0206812 | Bot_Xtr: 0.0238097 +Loss contributors: + s_ln_CD : 1.35495 + s_CL : 1.07385 + s_CM : 0.512545 + s_analysis_confidence : 0.228516 + s_Bot_Xtr : 0.0738687 + s_Top_Xtr : 0.0511907 + s_lower_bl_H_2 : 0.00349004 + s_lower_bl_H_1 : 0.0034198 + s_lower_bl_H_31 : 0.0034071 + s_upper_bl_H_31 : 0.00336246 +Epoch: 56 | Train Loss: 3.30681 | Test Loss: 3.52655 | analysis_confidence: 0.136905 | CL: 0.0245267 | ln_CD: 0.0436555 | CM: 0.00393751 | Top_Xtr: 0.0209144 | Bot_Xtr: 0.0236288 +Loss contributors: + s_ln_CD : 1.35149 + s_CL : 1.07266 + s_CM : 0.528935 + s_analysis_confidence : 0.232151 + s_Bot_Xtr : 0.0727219 + s_Top_Xtr : 0.0500584 + s_lower_bl_H_2 : 0.00349349 + s_lower_bl_H_1 : 0.00341153 + s_lower_bl_H_31 : 0.00335425 + s_lower_bl_H_0 : 0.00330251 +Epoch: 57 | Train Loss: 3.29556 | Test Loss: 3.62096 | analysis_confidence: 0.13341 | CL: 0.0238196 | ln_CD: 0.0445983 | CM: 0.0038354 | Top_Xtr: 0.0199148 | Bot_Xtr: 0.0231915 +Loss contributors: + s_ln_CD : 1.40922 + s_CL : 1.11875 + s_CM : 0.522603 + s_analysis_confidence : 0.227839 + s_Bot_Xtr : 0.0732587 + s_Top_Xtr : 0.0487671 + s_lower_bl_H_2 : 0.00358635 + s_lower_bl_H_1 : 0.00338449 + s_lower_bl_H_31 : 0.00334232 + s_upper_bl_H_31 : 0.00325116 +Epoch: 58 | Train Loss: 3.28215 | Test Loss: 3.50154 | analysis_confidence: 0.130898 | CL: 0.0230664 | ln_CD: 0.0457791 | CM: 0.00366039 | Top_Xtr: 0.0195727 | Bot_Xtr: 0.0227285 +Loss contributors: + s_ln_CD : 1.3661 + s_CL : 1.06368 + s_CM : 0.508874 + s_analysis_confidence : 0.226663 + s_Bot_Xtr : 0.0726672 + s_Top_Xtr : 0.0465804 + s_lower_bl_H_2 : 0.00342806 + s_lower_bl_H_1 : 0.00340937 + s_lower_bl_H_0 : 0.00332371 + s_lower_bl_H_31 : 0.00329586 +Epoch: 59 | Train Loss: 3.2776 | Test Loss: 3.59642 | analysis_confidence: 0.134402 | CL: 0.0243018 | ln_CD: 0.0526928 | CM: 0.00392333 | Top_Xtr: 0.0206281 | Bot_Xtr: 0.0236287 +Loss contributors: + s_ln_CD : 1.39801 + s_CL : 1.08397 + s_CM : 0.535382 + s_analysis_confidence : 0.227907 + s_Bot_Xtr : 0.0783818 + s_Top_Xtr : 0.0521501 + s_lower_bl_H_2 : 0.00349352 + s_lower_bl_H_1 : 0.00336707 + s_lower_bl_H_31 : 0.00336188 + s_upper_bl_H_31 : 0.00335361 +Epoch: 60 | Train Loss: 3.26676 | Test Loss: 3.65911 | analysis_confidence: 0.132666 | CL: 0.0236991 | ln_CD: 0.0482076 | CM: 0.00369655 | Top_Xtr: 0.0202015 | Bot_Xtr: 0.0227559 +Loss contributors: + s_ln_CD : 1.51749 + s_CL : 1.07169 + s_CM : 0.505745 + s_analysis_confidence : 0.227952 + s_Bot_Xtr : 0.0702145 + s_Top_Xtr : 0.0488486 + s_lower_bl_H_2 : 0.00346211 + s_lower_bl_H_1 : 0.00334813 + s_lower_bl_H_31 : 0.00333382 + s_upper_bl_H_31 : 0.0033219 +Epoch: 61 | Train Loss: 3.25896 | Test Loss: 3.6792 | analysis_confidence: 0.132665 | CL: 0.0265016 | ln_CD: 0.0476855 | CM: 0.00402305 | Top_Xtr: 0.0214615 | Bot_Xtr: 0.0244898 +Loss contributors: + s_ln_CD : 1.42114 + s_CL : 1.13507 + s_CM : 0.548506 + s_analysis_confidence : 0.226943 + s_Bot_Xtr : 0.0737821 + s_Top_Xtr : 0.0502661 + s_lower_bl_H_2 : 0.00359391 + s_lower_bl_H_31 : 0.00348327 + s_upper_bl_H_31 : 0.00343756 + s_lower_bl_H_1 : 0.003426 +Epoch: 62 | Train Loss: 3.24215 | Test Loss: 3.5463 | analysis_confidence: 0.130131 | CL: 0.023494 | ln_CD: 0.0475043 | CM: 0.00384651 | Top_Xtr: 0.0215812 | Bot_Xtr: 0.0247323 +Loss contributors: + s_ln_CD : 1.39881 + s_CL : 1.06606 + s_CM : 0.519626 + s_analysis_confidence : 0.226575 + s_Bot_Xtr : 0.0711176 + s_Top_Xtr : 0.0475845 + s_lower_bl_H_2 : 0.00350833 + s_lower_bl_H_1 : 0.00339683 + s_lower_bl_H_31 : 0.00329181 + s_upper_bl_H_31 : 0.00326296 +Epoch: 63 | Train Loss: 3.23371 | Test Loss: 3.53382 | analysis_confidence: 0.133213 | CL: 0.0230059 | ln_CD: 0.044046 | CM: 0.00366184 | Top_Xtr: 0.0197807 | Bot_Xtr: 0.0228051 +Loss contributors: + s_ln_CD : 1.38468 + s_CL : 1.07737 + s_CM : 0.510964 + s_analysis_confidence : 0.227054 + s_Bot_Xtr : 0.0706691 + s_Top_Xtr : 0.0467531 + s_lower_bl_H_2 : 0.00355024 + s_lower_bl_H_1 : 0.00339086 + s_lower_bl_H_31 : 0.00336269 + s_upper_bl_H_31 : 0.00330994 +Epoch: 64 | Train Loss: 3.22227 | Test Loss: 3.61053 | analysis_confidence: 0.130886 | CL: 0.0247292 | ln_CD: 0.0545501 | CM: 0.0038099 | Top_Xtr: 0.0192751 | Bot_Xtr: 0.0224571 +Loss contributors: + s_ln_CD : 1.43118 + s_CL : 1.09401 + s_CM : 0.526037 + s_analysis_confidence : 0.226315 + s_Bot_Xtr : 0.0695543 + s_Top_Xtr : 0.0459449 + s_lower_bl_H_2 : 0.0035469 + s_lower_bl_H_1 : 0.00331428 + s_lower_bl_H_31 : 0.00330422 + s_upper_bl_H_31 : 0.00328182 +Epoch: 65 | Train Loss: 3.21384 | Test Loss: 3.41799 | analysis_confidence: 0.13204 | CL: 0.0228771 | ln_CD: 0.0462939 | CM: 0.00365452 | Top_Xtr: 0.0189268 | Bot_Xtr: 0.0219719 +Loss contributors: + s_ln_CD : 1.33485 + s_CL : 1.03227 + s_CM : 0.499055 + s_analysis_confidence : 0.226698 + s_Bot_Xtr : 0.0679729 + s_Top_Xtr : 0.0441457 + s_lower_bl_H_2 : 0.00352772 + s_lower_bl_H_1 : 0.00333988 + s_lower_bl_H_31 : 0.00329399 + s_upper_bl_H_31 : 0.003275 +Epoch: 66 | Train Loss: 3.2054 | Test Loss: 3.53284 | analysis_confidence: 0.130644 | CL: 0.0234217 | ln_CD: 0.0462445 | CM: 0.00372464 | Top_Xtr: 0.0192301 | Bot_Xtr: 0.0222534 +Loss contributors: + s_ln_CD : 1.39675 + s_CL : 1.06858 + s_CM : 0.51136 + s_analysis_confidence : 0.225765 + s_Bot_Xtr : 0.0696276 + s_Top_Xtr : 0.0460131 + s_lower_bl_H_2 : 0.00347247 + s_lower_bl_H_31 : 0.00343859 + s_upper_bl_H_31 : 0.00338759 + s_lower_bl_H_1 : 0.00336299 +Epoch: 67 | Train Loss: 3.19619 | Test Loss: 3.53098 | analysis_confidence: 0.136316 | CL: 0.0240173 | ln_CD: 0.0476826 | CM: 0.00381445 | Top_Xtr: 0.0208907 | Bot_Xtr: 0.023582 +Loss contributors: + s_ln_CD : 1.40604 + s_CL : 1.04961 + s_CM : 0.508619 + s_analysis_confidence : 0.230539 + s_Bot_Xtr : 0.0712396 + s_Top_Xtr : 0.0491071 + s_lower_bl_H_2 : 0.00348054 + s_lower_bl_H_1 : 0.00332803 + s_upper_bl_H_31 : 0.00329747 + s_lower_bl_H_31 : 0.00327571 +Epoch: 68 | Train Loss: 3.18144 | Test Loss: 3.53071 | analysis_confidence: 0.134637 | CL: 0.0237553 | ln_CD: 0.044789 | CM: 0.00380218 | Top_Xtr: 0.0196619 | Bot_Xtr: 0.0226805 +Loss contributors: + s_ln_CD : 1.37711 + s_CL : 1.08029 + s_CM : 0.511534 + s_analysis_confidence : 0.22774 + s_Bot_Xtr : 0.0704697 + s_Top_Xtr : 0.0468039 + s_lower_bl_H_2 : 0.00346723 + s_upper_bl_H_31 : 0.00336513 + s_lower_bl_H_31 : 0.00336051 + s_lower_bl_H_1 : 0.00333496 +Epoch: 69 | Train Loss: 3.17786 | Test Loss: 3.39034 | analysis_confidence: 0.128822 | CL: 0.0225933 | ln_CD: 0.0433487 | CM: 0.00359237 | Top_Xtr: 0.0187041 | Bot_Xtr: 0.0215256 +Loss contributors: + s_ln_CD : 1.32541 + s_CL : 1.02989 + s_CM : 0.488148 + s_analysis_confidence : 0.226093 + s_Bot_Xtr : 0.0668163 + s_Top_Xtr : 0.0439318 + s_lower_bl_H_2 : 0.00335187 + s_lower_bl_H_1 : 0.00327824 + s_lower_bl_H_31 : 0.00324605 + s_upper_bl_H_31 : 0.00323043 +Epoch: 70 | Train Loss: 3.16452 | Test Loss: 3.37473 | analysis_confidence: 0.128382 | CL: 0.0224689 | ln_CD: 0.0469761 | CM: 0.00355332 | Top_Xtr: 0.01936 | Bot_Xtr: 0.0225411 +Loss contributors: + s_ln_CD : 1.31387 + s_CL : 1.02067 + s_CM : 0.488433 + s_analysis_confidence : 0.226821 + s_Bot_Xtr : 0.0689707 + s_Top_Xtr : 0.0447198 + s_lower_bl_H_2 : 0.00351881 + s_lower_bl_H_1 : 0.00332453 + s_lower_bl_H_31 : 0.00321244 + s_upper_bl_H_31 : 0.00318791 +Epoch: 71 | Train Loss: 3.16138 | Test Loss: 3.90423 | analysis_confidence: 0.135432 | CL: 0.023825 | ln_CD: 0.0457764 | CM: 0.00383275 | Top_Xtr: 0.0206778 | Bot_Xtr: 0.0239507 +Loss contributors: + s_ln_CD : 1.7407 + s_CL : 1.07908 + s_CM : 0.517938 + s_analysis_confidence : 0.230005 + s_Bot_Xtr : 0.0729454 + s_Top_Xtr : 0.0502306 + s_lower_bl_H_2 : 0.00344843 + s_upper_bl_H_31 : 0.00331746 + s_lower_bl_H_31 : 0.00331377 + s_lower_bl_H_1 : 0.00329802 +Epoch: 72 | Train Loss: 3.14554 | Test Loss: 3.58513 | analysis_confidence: 0.130109 | CL: 0.0249095 | ln_CD: 0.0470302 | CM: 0.00373344 | Top_Xtr: 0.0194158 | Bot_Xtr: 0.0222211 +Loss contributors: + s_ln_CD : 1.39373 + s_CL : 1.11835 + s_CM : 0.515329 + s_analysis_confidence : 0.226217 + s_Bot_Xtr : 0.0698825 + s_Top_Xtr : 0.0455644 + s_lower_bl_H_2 : 0.00339905 + s_lower_bl_H_31 : 0.00334242 + s_upper_bl_H_31 : 0.00330985 + s_lower_bl_H_1 : 0.00324086 +Epoch: 73 | Train Loss: 3.13082 | Test Loss: 3.49688 | analysis_confidence: 0.130709 | CL: 0.0236619 | ln_CD: 0.045706 | CM: 0.00381059 | Top_Xtr: 0.0207833 | Bot_Xtr: 0.0243896 +Loss contributors: + s_ln_CD : 1.37312 + s_CL : 1.05068 + s_CM : 0.515668 + s_analysis_confidence : 0.227031 + s_Bot_Xtr : 0.0724622 + s_Top_Xtr : 0.0471398 + s_lower_bl_H_2 : 0.00341459 + s_lower_bl_H_1 : 0.00329105 + s_lower_bl_H_31 : 0.00328955 + s_upper_bl_H_31 : 0.00325294 +Epoch: 74 | Train Loss: 3.1296 | Test Loss: 3.46784 | analysis_confidence: 0.134531 | CL: 0.02284 | ln_CD: 0.0518899 | CM: 0.00353874 | Top_Xtr: 0.0195948 | Bot_Xtr: 0.0225068 +Loss contributors: + s_ln_CD : 1.40347 + s_CL : 1.02955 + s_CM : 0.487706 + s_analysis_confidence : 0.226384 + s_Bot_Xtr : 0.0663334 + s_Top_Xtr : 0.0447125 + s_lower_bl_H_2 : 0.00341063 + s_lower_bl_H_31 : 0.00325266 + s_lower_bl_H_1 : 0.00324534 + s_upper_bl_H_31 : 0.00322084 +Epoch: 75 | Train Loss: 3.11218 | Test Loss: 3.43748 | analysis_confidence: 0.131133 | CL: 0.0236554 | ln_CD: 0.0485791 | CM: 0.00362815 | Top_Xtr: 0.0206012 | Bot_Xtr: 0.0232792 +Loss contributors: + s_ln_CD : 1.34727 + s_CL : 1.04627 + s_CM : 0.492042 + s_analysis_confidence : 0.224361 + s_Bot_Xtr : 0.0698214 + s_Top_Xtr : 0.0466487 + s_lower_bl_H_2 : 0.00338789 + s_lower_bl_H_31 : 0.00324821 + s_lower_bl_H_1 : 0.00322868 + s_upper_bl_H_31 : 0.0032065 +Epoch: 76 | Train Loss: 3.10738 | Test Loss: 3.39087 | analysis_confidence: 0.134556 | CL: 0.023273 | ln_CD: 0.0451938 | CM: 0.00365741 | Top_Xtr: 0.0217306 | Bot_Xtr: 0.0249014 +Loss contributors: + s_ln_CD : 1.30006 + s_CL : 1.03938 + s_CM : 0.498869 + s_analysis_confidence : 0.226958 + s_Bot_Xtr : 0.0701855 + s_Top_Xtr : 0.0460215 + s_lower_bl_H_2 : 0.00339752 + s_lower_bl_H_1 : 0.00319408 + s_upper_bl_H_31 : 0.00318051 + s_lower_bl_H_31 : 0.00317312 +Epoch: 77 | Train Loss: 3.09938 | Test Loss: 3.45079 | analysis_confidence: 0.131315 | CL: 0.0232108 | ln_CD: 0.0439791 | CM: 0.00372914 | Top_Xtr: 0.0188148 | Bot_Xtr: 0.0216568 +Loss contributors: + s_ln_CD : 1.3634 + s_CL : 1.04175 + s_CM : 0.501065 + s_analysis_confidence : 0.224747 + s_Bot_Xtr : 0.0669968 + s_Top_Xtr : 0.0437757 + s_lower_bl_H_2 : 0.00336449 + s_lower_bl_H_1 : 0.00324163 + s_upper_bl_H_31 : 0.00315762 + s_lower_bl_H_31 : 0.0031448 +Epoch: 78 | Train Loss: 3.0915 | Test Loss: 3.53204 | analysis_confidence: 0.129619 | CL: 0.0274862 | ln_CD: 0.0500857 | CM: 0.00373619 | Top_Xtr: 0.0199085 | Bot_Xtr: 0.0225014 +Loss contributors: + s_ln_CD : 1.3618 + s_CL : 1.12313 + s_CM : 0.495814 + s_analysis_confidence : 0.224257 + s_Bot_Xtr : 0.0694542 + s_Top_Xtr : 0.0465415 + s_lower_bl_H_2 : 0.00340792 + s_lower_bl_H_1 : 0.00326512 + s_upper_bl_H_31 : 0.00323689 + s_lower_bl_H_31 : 0.00322518 +Epoch: 79 | Train Loss: 3.08075 | Test Loss: 3.4325 | analysis_confidence: 0.130177 | CL: 0.0243158 | ln_CD: 0.042898 | CM: 0.00368895 | Top_Xtr: 0.0191133 | Bot_Xtr: 0.0218038 +Loss contributors: + s_ln_CD : 1.3353 + s_CL : 1.0629 + s_CM : 0.492007 + s_analysis_confidence : 0.224357 + s_Bot_Xtr : 0.0663513 + s_Top_Xtr : 0.0439109 + s_lower_bl_H_2 : 0.0034291 + s_upper_bl_H_31 : 0.00329315 + s_lower_bl_H_1 : 0.00322718 + s_lower_bl_H_31 : 0.00320527 +Epoch: 80 | Train Loss: 3.07146 | Test Loss: 3.44549 | analysis_confidence: 0.132654 | CL: 0.0238108 | ln_CD: 0.0447272 | CM: 0.00386962 | Top_Xtr: 0.0193725 | Bot_Xtr: 0.0224173 +Loss contributors: + s_ln_CD : 1.33246 + s_CL : 1.05409 + s_CM : 0.516963 + s_analysis_confidence : 0.224163 + s_Bot_Xtr : 0.0666218 + s_Top_Xtr : 0.0438799 + s_lower_bl_H_2 : 0.00337652 + s_upper_bl_H_31 : 0.00327422 + s_lower_bl_H_1 : 0.00322418 + s_lower_bl_H_31 : 0.00322058 +Epoch: 81 | Train Loss: 3.06174 | Test Loss: 3.4285 | analysis_confidence: 0.129489 | CL: 0.0224002 | ln_CD: 0.0460079 | CM: 0.00359463 | Top_Xtr: 0.0193236 | Bot_Xtr: 0.0218394 +Loss contributors: + s_ln_CD : 1.34338 + s_CL : 1.04274 + s_CM : 0.498858 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s_lower_bl_H_2 : 0.00329242 + s_lower_bl_H_1 : 0.00325581 + s_upper_bl_H_31 : 0.00317545 + s_lower_bl_H_31 : 0.00317528 +Epoch: 84 | Train Loss: 3.03545 | Test Loss: 3.38742 | analysis_confidence: 0.132993 | CL: 0.0229034 | ln_CD: 0.0451346 | CM: 0.00368143 | Top_Xtr: 0.0189798 | Bot_Xtr: 0.0222 +Loss contributors: + s_ln_CD : 1.31834 + s_CL : 1.03048 + s_CM : 0.493812 + s_analysis_confidence : 0.227403 + s_Bot_Xtr : 0.0667914 + s_Top_Xtr : 0.0436514 + s_lower_bl_H_2 : 0.00335192 + s_lower_bl_H_1 : 0.00326123 + s_lower_bl_H_31 : 0.00317924 + s_upper_bl_H_31 : 0.00312911 +Epoch: 85 | Train Loss: 3.02459 | Test Loss: 3.43201 | analysis_confidence: 0.129003 | CL: 0.0235871 | ln_CD: 0.0465059 | CM: 0.00362465 | Top_Xtr: 0.0212584 | Bot_Xtr: 0.0243726 +Loss contributors: + s_ln_CD : 1.32243 + s_CL : 1.05232 + s_CM : 0.501278 + s_analysis_confidence : 0.224622 + s_Bot_Xtr : 0.074383 + s_Top_Xtr : 0.0503208 + s_lower_bl_H_2 : 0.00346698 + s_lower_bl_H_31 : 0.00335421 + s_upper_bl_H_31 : 0.00325886 + s_lower_bl_H_1 : 0.00325675 +Epoch: 86 | Train Loss: 3.01795 | Test Loss: 3.40829 | analysis_confidence: 0.129229 | CL: 0.0226786 | ln_CD: 0.0469304 | CM: 0.00362802 | Top_Xtr: 0.0189571 | Bot_Xtr: 0.021878 +Loss contributors: + s_ln_CD : 1.33315 + s_CL : 1.03696 + s_CM : 0.493223 + s_analysis_confidence : 0.224868 + s_Bot_Xtr : 0.069047 + s_Top_Xtr : 0.0454188 + s_lower_bl_H_2 : 0.00339108 + s_lower_bl_H_1 : 0.00326427 + s_lower_bl_H_31 : 0.00317833 + s_upper_bl_H_31 : 0.00315914 +Epoch: 87 | Train Loss: 3.00865 | Test Loss: 3.42443 | analysis_confidence: 0.131386 | CL: 0.0225546 | ln_CD: 0.0455997 | CM: 0.003575 | Top_Xtr: 0.0198674 | Bot_Xtr: 0.0225883 +Loss contributors: + s_ln_CD : 1.33164 + s_CL : 1.04814 + s_CM : 0.490743 + s_analysis_confidence : 0.223709 + s_Bot_Xtr : 0.0733288 + s_Top_Xtr : 0.0495307 + s_lower_bl_H_2 : 0.00334032 + s_upper_bl_H_31 : 0.00321758 + s_lower_bl_H_31 : 0.00320328 + s_lower_bl_H_1 : 0.00319698 +Epoch: 88 | Train Loss: 2.99368 | Test Loss: 3.43031 | analysis_confidence: 0.135807 | CL: 0.0232362 | ln_CD: 0.0440613 | CM: 0.00365556 | Top_Xtr: 0.0206808 | Bot_Xtr: 0.0243837 +Loss contributors: + s_ln_CD : 1.30806 + s_CL : 1.07466 + s_CM : 0.498188 + s_analysis_confidence : 0.229532 + s_Bot_Xtr : 0.0696807 + s_Top_Xtr : 0.0455109 + s_lower_bl_H_2 : 0.00339331 + s_upper_bl_H_31 : 0.00318583 + s_lower_bl_H_31 : 0.00315873 + s_lower_bl_H_1 : 0.00314738 +Epoch: 89 | Train Loss: 2.98994 | Test Loss: 3.56104 | analysis_confidence: 0.128237 | CL: 0.0241205 | ln_CD: 0.0509866 | CM: 0.00388613 | Top_Xtr: 0.0208127 | Bot_Xtr: 0.0237579 +Loss contributors: + s_ln_CD : 1.43692 + s_CL : 1.05245 + s_CM : 0.512934 + s_analysis_confidence : 0.225382 + s_Bot_Xtr : 0.0738003 + s_Top_Xtr : 0.0516991 + s_lower_bl_H_2 : 0.00340685 + s_upper_bl_H_31 : 0.00321213 + s_lower_bl_H_1 : 0.00318718 + s_lower_bl_H_31 : 0.0031802 +Epoch: 90 | Train Loss: 2.98119 | Test Loss: 3.30362 | analysis_confidence: 0.132261 | CL: 0.0225512 | ln_CD: 0.0416147 | CM: 0.0036198 | Top_Xtr: 0.0190626 | Bot_Xtr: 0.0221093 +Loss contributors: + s_ln_CD : 1.27159 + s_CL : 1.00775 + s_CM : 0.487726 + s_analysis_confidence : 0.224588 + s_Bot_Xtr : 0.0663565 + s_Top_Xtr : 0.0431329 + s_lower_bl_H_2 : 0.0032976 + s_lower_bl_H_1 : 0.00317922 + s_upper_bl_H_31 : 0.00315837 + s_lower_bl_H_31 : 0.00312661 +Epoch: 91 | Train Loss: 2.97256 | Test Loss: 3.35678 | analysis_confidence: 0.131028 | CL: 0.0225187 | ln_CD: 0.0421537 | CM: 0.0035587 | Top_Xtr: 0.0199498 | Bot_Xtr: 0.0223555 +Loss contributors: + s_ln_CD : 1.30637 + s_CL : 1.03502 + s_CM : 0.479645 + s_analysis_confidence : 0.223611 + s_Bot_Xtr : 0.0655981 + s_Top_Xtr : 0.0437463 + s_lower_bl_H_2 : 0.00341014 + s_upper_bl_H_31 : 0.00319367 + s_lower_bl_H_31 : 0.0031641 + s_lower_bl_H_1 : 0.00312592 +Epoch: 92 | Train Loss: 2.96794 | Test Loss: 3.42712 | analysis_confidence: 0.129049 | CL: 0.0232287 | ln_CD: 0.0446046 | CM: 0.00385676 | Top_Xtr: 0.0189939 | Bot_Xtr: 0.0222113 +Loss contributors: + 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0.223596 + s_Bot_Xtr : 0.0662101 + s_Top_Xtr : 0.042797 + s_lower_bl_H_2 : 0.0033178 + s_lower_bl_H_1 : 0.00317823 + s_lower_bl_H_31 : 0.00313168 + s_upper_bl_H_31 : 0.00310045 +Epoch: 95 | Train Loss: 2.94174 | Test Loss: 3.34833 | analysis_confidence: 0.132524 | CL: 0.023544 | ln_CD: 0.0442754 | CM: 0.00364898 | Top_Xtr: 0.0188282 | Bot_Xtr: 0.0216773 +Loss contributors: + s_ln_CD : 1.29351 + s_CL : 1.03536 + s_CM : 0.486435 + s_analysis_confidence : 0.224393 + s_Bot_Xtr : 0.0644954 + s_Top_Xtr : 0.0419743 + s_lower_bl_H_2 : 0.00336199 + s_lower_bl_H_1 : 0.00316673 + s_lower_bl_H_31 : 0.0031525 + s_upper_bl_H_31 : 0.00313153 +Epoch: 96 | Train Loss: 2.93879 | Test Loss: 3.45359 | analysis_confidence: 0.133259 | CL: 0.0257231 | ln_CD: 0.0561056 | CM: 0.00376266 | Top_Xtr: 0.0180692 | Bot_Xtr: 0.0208124 +Loss contributors: + s_ln_CD : 1.38342 + s_CL : 1.05006 + s_CM : 0.489405 + s_analysis_confidence : 0.223824 + s_Bot_Xtr : 0.0639707 + s_Top_Xtr : 0.041697 + s_lower_bl_H_2 : 0.00334204 + s_lower_bl_H_1 : 0.00313407 + s_lower_bl_H_31 : 0.00312371 + s_upper_bl_H_31 : 0.0031136 +Epoch: 97 | Train Loss: 2.92763 | Test Loss: 3.39508 | analysis_confidence: 0.129833 | CL: 0.0232405 | ln_CD: 0.0469842 | CM: 0.00355065 | Top_Xtr: 0.0203089 | Bot_Xtr: 0.024183 +Loss contributors: + s_ln_CD : 1.32727 + s_CL : 1.03691 + s_CM : 0.48949 + s_analysis_confidence : 0.22556 + s_Bot_Xtr : 0.0681063 + s_Top_Xtr : 0.0440492 + s_lower_bl_H_2 : 0.003324 + s_upper_bl_H_31 : 0.00316691 + s_lower_bl_H_1 : 0.00313443 + s_lower_bl_H_31 : 0.00310109 +Epoch: 98 | Train Loss: 2.92193 | Test Loss: 3.41661 | analysis_confidence: 0.130752 | CL: 0.0228088 | ln_CD: 0.043121 | CM: 0.00402015 | Top_Xtr: 0.0180823 | Bot_Xtr: 0.0209378 +Loss contributors: + s_ln_CD : 1.32168 + s_CL : 1.03874 + s_CM : 0.516178 + s_analysis_confidence : 0.223958 + s_Bot_Xtr : 0.0675061 + s_Top_Xtr : 0.0436536 + s_lower_bl_H_2 : 0.00332675 + s_lower_bl_H_1 : 0.00319069 + s_lower_bl_H_31 : 0.00309107 + s_upper_bl_H_31 : 0.00306357 +Epoch: 99 | Train Loss: 2.91815 | Test Loss: 3.38118 | analysis_confidence: 0.130524 | CL: 0.0245599 | ln_CD: 0.04346 | CM: 0.00368027 | Top_Xtr: 0.0188855 | Bot_Xtr: 0.0213822 +Loss contributors: + s_ln_CD : 1.31266 + s_CL : 1.04377 + s_CM : 0.490229 + s_analysis_confidence : 0.22251 + s_Bot_Xtr : 0.0657209 + s_Top_Xtr : 0.0444998 + s_lower_bl_H_2 : 0.00340756 + s_lower_bl_H_1 : 0.00312292 + s_upper_bl_H_31 : 0.00311007 + s_lower_bl_H_31 : 0.00309922 +Epoch: 100 | Train Loss: 2.90548 | Test Loss: 3.44053 | analysis_confidence: 0.132567 | CL: 0.0240559 | ln_CD: 0.0560486 | CM: 0.00352953 | Top_Xtr: 0.0200604 | Bot_Xtr: 0.0223767 +Loss contributors: + s_ln_CD : 1.38746 + s_CL : 1.04078 + s_CM : 0.474407 + s_analysis_confidence : 0.227567 + s_Bot_Xtr : 0.0658593 + s_Top_Xtr : 0.0434697 + s_lower_bl_H_2 : 0.00334295 + s_lower_bl_H_1 : 0.00318661 + s_upper_bl_H_31 : 0.00315262 + s_lower_bl_H_31 : 0.003139 +Epoch: 101 | Train Loss: 2.8957 | Test Loss: 3.39919 | analysis_confidence: 0.134376 | CL: 0.0241038 | ln_CD: 0.0475628 | CM: 0.00356344 | Top_Xtr: 0.0192966 | Bot_Xtr: 0.0219851 +Loss contributors: + s_ln_CD : 1.34064 + s_CL : 1.0405 + s_CM : 0.477494 + s_analysis_confidence : 0.223902 + s_Bot_Xtr : 0.0678115 + s_Top_Xtr : 0.0445181 + s_lower_bl_H_2 : 0.00330657 + s_lower_bl_H_1 : 0.00319852 + s_lower_bl_H_31 : 0.00310797 + s_upper_bl_H_31 : 0.0030692 +Epoch: 102 | Train Loss: 2.89055 | Test Loss: 3.42607 | analysis_confidence: 0.12847 | CL: 0.0234863 | ln_CD: 0.0432913 | CM: 0.0037575 | Top_Xtr: 0.0200789 | Bot_Xtr: 0.0222693 +Loss contributors: + s_ln_CD : 1.34878 + s_CL : 1.04147 + s_CM : 0.492373 + s_analysis_confidence : 0.223149 + s_Bot_Xtr : 0.0692387 + s_Top_Xtr : 0.0470765 + s_lower_bl_H_1 : 0.00333479 + s_lower_bl_H_2 : 0.00333234 + s_upper_bl_H_31 : 0.00319136 + s_lower_bl_H_31 : 0.00314232 +Epoch: 103 | Train Loss: 2.87826 | Test Loss: 3.32751 | analysis_confidence: 0.131276 | CL: 0.0225978 | ln_CD: 0.0439607 | CM: 0.00372103 | Top_Xtr: 0.0181739 | Bot_Xtr: 0.0211628 +Loss contributors: + s_ln_CD : 1.29508 + s_CL : 1.01506 + s_CM : 0.488754 + s_analysis_confidence : 0.224049 + s_Bot_Xtr : 0.0637499 + s_Top_Xtr : 0.0407288 + s_lower_bl_H_2 : 0.00334765 + s_lower_bl_H_1 : 0.00321146 + s_upper_bl_H_31 : 0.00312335 + s_lower_bl_H_31 : 0.00311309 +Epoch: 104 | Train Loss: 2.87764 | Test Loss: 3.37296 | analysis_confidence: 0.130396 | CL: 0.0243062 | ln_CD: 0.0442548 | CM: 0.0036287 | Top_Xtr: 0.019052 | Bot_Xtr: 0.021482 +Loss contributors: + s_ln_CD : 1.28957 + s_CL : 1.06113 + s_CM : 0.486249 + s_analysis_confidence : 0.222488 + s_Bot_Xtr : 0.0650993 + s_Top_Xtr : 0.0437545 + s_lower_bl_H_2 : 0.00337454 + s_lower_bl_H_1 : 0.00326286 + s_upper_bl_H_31 : 0.00313357 + s_lower_bl_H_31 : 0.00310398 +Epoch: 105 | Train Loss: 2.86823 | Test Loss: 3.2855 | analysis_confidence: 0.12784 | CL: 0.0231911 | ln_CD: 0.0499511 | CM: 0.0035575 | Top_Xtr: 0.018603 | Bot_Xtr: 0.0209012 +Loss contributors: + s_ln_CD : 1.27043 + s_CL : 1.01852 + s_CM : 0.469328 + s_analysis_confidence : 0.222273 + s_Bot_Xtr : 0.0639092 + s_Top_Xtr : 0.0419238 + s_lower_bl_H_2 : 0.00331557 + s_lower_bl_H_1 : 0.00324612 + s_lower_bl_H_0 : 0.00310787 + s_upper_bl_H_31 : 0.0030417 +Epoch: 106 | Train Loss: 2.86082 | Test Loss: 3.35808 | analysis_confidence: 0.129698 | CL: 0.0227001 | ln_CD: 0.0515765 | CM: 0.00353506 | Top_Xtr: 0.0183315 | Bot_Xtr: 0.021116 +Loss contributors: + s_ln_CD : 1.32825 + s_CL : 1.02712 + s_CM : 0.475237 + s_analysis_confidence : 0.222779 + s_Bot_Xtr : 0.0643528 + s_Top_Xtr : 0.0414159 + s_lower_bl_H_2 : 0.00333241 + s_upper_bl_H_31 : 0.00313208 + s_lower_bl_H_1 : 0.00311185 + s_lower_bl_H_31 : 0.0030987 +Epoch: 107 | Train Loss: 2.85215 | Test Loss: 3.43764 | analysis_confidence: 0.127835 | CL: 0.0238287 | ln_CD: 0.0456264 | CM: 0.00369954 | Top_Xtr: 0.0190441 | Bot_Xtr: 0.0215954 +Loss contributors: + s_ln_CD : 1.34677 + s_CL : 1.07568 + s_CM : 0.484141 + s_analysis_confidence : 0.22374 + s_Bot_Xtr : 0.0640391 + s_Top_Xtr : 0.041629 + s_lower_bl_H_2 : 0.00327988 + s_lower_bl_H_1 : 0.00319589 + s_upper_bl_H_31 : 0.00314791 + s_lower_bl_H_31 : 0.00308919 +Epoch: 108 | Train Loss: 2.85932 | Test Loss: 3.45225 | analysis_confidence: 0.132296 | CL: 0.022582 | ln_CD: 0.0456255 | CM: 0.00360246 | Top_Xtr: 0.0184496 | Bot_Xtr: 0.0212566 +Loss contributors: + s_ln_CD : 1.34954 + s_CL : 1.06844 + s_CM : 0.498062 + s_analysis_confidence : 0.224241 + s_Bot_Xtr : 0.0649018 + s_Top_Xtr : 0.0434154 + s_lower_bl_H_2 : 0.00336571 + s_lower_bl_H_1 : 0.00331668 + s_upper_bl_H_31 : 0.00312027 + s_lower_bl_H_0 : 0.00310708 +Epoch: 109 | Train Loss: 2.8454 | Test Loss: 3.27858 | analysis_confidence: 0.132337 | CL: 0.0215896 | ln_CD: 0.0425554 | CM: 0.00355032 | Top_Xtr: 0.0180078 | Bot_Xtr: 0.020731 +Loss contributors: + s_ln_CD : 1.26628 + s_CL : 1.00314 + s_CM : 0.480592 + s_analysis_confidence : 0.222291 + s_Bot_Xtr : 0.0650207 + s_Top_Xtr : 0.0421856 + s_lower_bl_H_2 : 0.00330337 + s_lower_bl_H_1 : 0.00318495 + s_upper_bl_H_31 : 0.00305833 + s_lower_bl_H_31 : 0.00305729 +Epoch: 110 | Train Loss: 2.83752 | Test Loss: 3.3985 | analysis_confidence: 0.128686 | CL: 0.0249281 | ln_CD: 0.0465878 | CM: 0.0037274 | Top_Xtr: 0.0182683 | Bot_Xtr: 0.0206504 +Loss contributors: + s_ln_CD : 1.32532 + s_CL : 1.05092 + s_CM : 0.488998 + s_analysis_confidence : 0.223691 + s_Bot_Xtr : 0.0660135 + s_Top_Xtr : 0.0438524 + s_lower_bl_H_2 : 0.00327131 + s_lower_bl_H_1 : 0.00316409 + s_lower_bl_H_0 : 0.00309538 + s_upper_bl_H_31 : 0.00307764 +Epoch: 111 | Train Loss: 2.82927 | Test Loss: 3.28815 | analysis_confidence: 0.127093 | CL: 0.0230203 | ln_CD: 0.0446998 | CM: 0.00348451 | Top_Xtr: 0.018108 | Bot_Xtr: 0.020667 +Loss contributors: + s_ln_CD : 1.28954 + s_CL : 1.00767 + s_CM : 0.46548 + s_analysis_confidence : 0.221956 + s_Bot_Xtr : 0.0630942 + s_Top_Xtr : 0.0413271 + s_lower_bl_H_2 : 0.0032969 + s_lower_bl_H_1 : 0.00316351 + s_lower_bl_H_0 : 0.00307837 + s_upper_bl_H_31 : 0.0030495 +Epoch: 112 | Train Loss: 2.82667 | Test Loss: 3.44214 | analysis_confidence: 0.129778 | CL: 0.0265261 | ln_CD: 0.0502143 | CM: 0.00376746 | Top_Xtr: 0.0186972 | Bot_Xtr: 0.0213147 +Loss contributors: + s_ln_CD : 1.33354 + s_CL : 1.0909 + s_CM : 0.489015 + s_analysis_confidence : 0.222178 + s_Bot_Xtr : 0.0641417 + s_Top_Xtr : 0.0416661 + s_lower_bl_H_2 : 0.00337134 + s_upper_bl_H_31 : 0.00317008 + s_lower_bl_H_1 : 0.00315821 + s_lower_bl_H_0 : 0.0030736 +Epoch: 113 | Train Loss: 2.82319 | Test Loss: 3.29441 | analysis_confidence: 0.126318 | CL: 0.0224383 | ln_CD: 0.0420288 | CM: 0.00349097 | Top_Xtr: 0.0182891 | Bot_Xtr: 0.0209973 +Loss contributors: + s_ln_CD : 1.28221 + s_CL : 1.01456 + s_CM : 0.470624 + s_analysis_confidence : 0.222133 + s_Bot_Xtr : 0.0643498 + s_Top_Xtr : 0.0416163 + s_lower_bl_H_2 : 0.00329184 + s_lower_bl_H_1 : 0.00315698 + s_upper_bl_H_31 : 0.00310821 + s_lower_bl_H_31 : 0.00308256 +Epoch: 114 | Train Loss: 2.81383 | Test Loss: 3.43519 | analysis_confidence: 0.127104 | CL: 0.0230601 | ln_CD: 0.0459641 | CM: 0.00351824 | Top_Xtr: 0.0182399 | Bot_Xtr: 0.0211665 +Loss contributors: + s_ln_CD : 1.40316 + s_CL : 1.02725 + s_CM : 0.473333 + s_analysis_confidence : 0.222597 + s_Bot_Xtr : 0.0662166 + s_Top_Xtr : 0.0426233 + s_lower_bl_H_2 : 0.00337363 + s_lower_bl_H_1 : 0.00322518 + s_upper_bl_H_31 : 0.00308046 + s_lower_bl_H_31 : 0.0030393 +Epoch: 115 | Train Loss: 2.8017 | Test Loss: 3.37116 | analysis_confidence: 0.134479 | CL: 0.0228454 | ln_CD: 0.0457739 | CM: 0.003566 | Top_Xtr: 0.018199 | Bot_Xtr: 0.021083 +Loss contributors: + s_ln_CD : 1.32676 + s_CL : 1.03013 + s_CM : 0.480557 + s_analysis_confidence : 0.223752 + s_Bot_Xtr : 0.0654572 + s_Top_Xtr : 0.0436135 + s_lower_bl_H_2 : 0.00330275 + s_upper_bl_H_31 : 0.00311379 + s_lower_bl_H_1 : 0.00311252 + s_lower_bl_H_0 : 0.00304464 +Epoch: 116 | Train Loss: 2.79509 | Test Loss: 3.37435 | analysis_confidence: 0.128903 | CL: 0.0223053 | ln_CD: 0.043124 | CM: 0.0036809 | Top_Xtr: 0.0181517 | Bot_Xtr: 0.0206279 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s_analysis_confidence : 0.221873 + s_Bot_Xtr : 0.0644411 + s_Top_Xtr : 0.0447251 + s_lower_bl_H_2 : 0.00334534 + s_lower_bl_H_1 : 0.00317499 + s_upper_bl_H_31 : 0.00305765 + s_lower_bl_H_0 : 0.00304738 +Epoch: 119 | Train Loss: 2.77793 | Test Loss: 3.37926 | analysis_confidence: 0.130422 | CL: 0.0231836 | ln_CD: 0.0479862 | CM: 0.00381188 | Top_Xtr: 0.0180627 | Bot_Xtr: 0.0207736 +Loss contributors: + s_ln_CD : 1.34227 + s_CL : 1.01822 + s_CM : 0.492743 + s_analysis_confidence : 0.222949 + s_Bot_Xtr : 0.0634729 + s_Top_Xtr : 0.0409805 + s_lower_bl_H_2 : 0.0033517 + s_lower_bl_H_1 : 0.00318309 + s_upper_bl_H_31 : 0.00310966 + s_lower_bl_H_31 : 0.00309481 +Epoch: 120 | Train Loss: 2.77511 | Test Loss: 3.31949 | analysis_confidence: 0.128663 | CL: 0.0254227 | ln_CD: 0.0421676 | CM: 0.00358783 | Top_Xtr: 0.0184217 | Bot_Xtr: 0.0210493 +Loss contributors: + s_ln_CD : 1.25416 + s_CL : 1.06408 + s_CM : 0.475623 + s_analysis_confidence : 0.222037 + s_Bot_Xtr : 0.063423 + s_Top_Xtr : 0.0409643 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0.00310957 + s_lower_bl_H_0 : 0.00302529 +Epoch: 123 | Train Loss: 2.752 | Test Loss: 3.23334 | analysis_confidence: 0.128168 | CL: 0.0221657 | ln_CD: 0.0409921 | CM: 0.0034871 | Top_Xtr: 0.0176827 | Bot_Xtr: 0.0201823 +Loss contributors: + s_ln_CD : 1.2376 + s_CL : 1.00584 + s_CM : 0.467549 + s_analysis_confidence : 0.221334 + s_Bot_Xtr : 0.0629907 + s_Top_Xtr : 0.0417425 + s_lower_bl_H_2 : 0.00329794 + s_lower_bl_H_1 : 0.0031645 + s_upper_bl_H_31 : 0.0031258 + s_lower_bl_H_31 : 0.00305158 +Epoch: 124 | Train Loss: 2.75166 | Test Loss: 3.34489 | analysis_confidence: 0.127349 | CL: 0.0218913 | ln_CD: 0.0413362 | CM: 0.00343517 | Top_Xtr: 0.0181043 | Bot_Xtr: 0.0213804 +Loss contributors: + s_ln_CD : 1.33127 + s_CL : 1.01337 + s_CM : 0.469677 + s_analysis_confidence : 0.223157 + s_Bot_Xtr : 0.0658501 + s_Top_Xtr : 0.0432789 + s_lower_bl_H_2 : 0.0032668 + s_lower_bl_H_1 : 0.00320141 + s_upper_bl_H_31 : 0.00300643 + s_lower_bl_H_31 : 0.00298979 +Epoch: 125 | Train Loss: 2.74422 | Test Loss: 3.2625 | analysis_confidence: 0.129772 | CL: 0.0219707 | ln_CD: 0.0439769 | CM: 0.00370909 | Top_Xtr: 0.0189443 | Bot_Xtr: 0.0211108 +Loss contributors: + s_ln_CD : 1.24107 + s_CL : 1.002 + s_CM : 0.499489 + s_analysis_confidence : 0.220984 + s_Bot_Xtr : 0.0619327 + s_Top_Xtr : 0.0408147 + s_lower_bl_H_2 : 0.00327979 + s_lower_bl_H_1 : 0.0031599 + s_upper_bl_H_31 : 0.0030558 + s_lower_bl_H_31 : 0.00304453 +Epoch: 126 | Train Loss: 2.73389 | Test Loss: 3.28428 | analysis_confidence: 0.129277 | CL: 0.0225709 | ln_CD: 0.0424974 | CM: 0.00367826 | Top_Xtr: 0.0186374 | Bot_Xtr: 0.0210651 +Loss contributors: + s_ln_CD : 1.25089 + s_CL : 1.01948 + s_CM : 0.486689 + s_analysis_confidence : 0.222584 + s_Bot_Xtr : 0.0647119 + s_Top_Xtr : 0.0417033 + s_lower_bl_H_2 : 0.00329229 + s_lower_bl_H_1 : 0.00320823 + s_lower_bl_H_0 : 0.00305088 + s_upper_bl_H_31 : 0.00304484 +Epoch: 127 | Train Loss: 2.73676 | Test Loss: 3.36357 | analysis_confidence: 0.128818 | CL: 0.0225051 | ln_CD: 0.044735 | CM: 0.00353233 | Top_Xtr: 0.0187665 | Bot_Xtr: 0.0209579 +Loss contributors: + s_ln_CD : 1.31231 + s_CL : 1.04311 + s_CM : 0.483509 + s_analysis_confidence : 0.220871 + s_Bot_Xtr : 0.0620118 + s_Top_Xtr : 0.0405655 + s_lower_bl_H_2 : 0.00330358 + s_lower_bl_H_1 : 0.0032344 + s_upper_bl_H_31 : 0.00309146 + s_lower_bl_H_31 : 0.00306172 +Epoch: 128 | Train Loss: 2.73016 | Test Loss: 3.27093 | analysis_confidence: 0.130075 | CL: 0.0229048 | ln_CD: 0.0445919 | CM: 0.00353828 | Top_Xtr: 0.0176291 | Bot_Xtr: 0.0201547 +Loss contributors: + s_ln_CD : 1.27685 + s_CL : 1.00559 + s_CM : 0.465171 + s_analysis_confidence : 0.221566 + s_Bot_Xtr : 0.063976 + s_Top_Xtr : 0.0411818 + s_lower_bl_H_2 : 0.00333113 + s_lower_bl_H_1 : 0.00319225 + s_lower_bl_H_0 : 0.00303504 + s_upper_bl_H_31 : 0.00301714 +Epoch: 129 | Train Loss: 2.72482 | Test Loss: 3.36879 | analysis_confidence: 0.128564 | CL: 0.0226083 | ln_CD: 0.0448237 | CM: 0.00352937 | Top_Xtr: 0.0182119 | Bot_Xtr: 0.0207021 +Loss contributors: + 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0.00301272 +Epoch: 136 | Train Loss: 2.68826 | Test Loss: 3.28368 | analysis_confidence: 0.127116 | CL: 0.0222033 | ln_CD: 0.0491806 | CM: 0.00349161 | Top_Xtr: 0.0183186 | Bot_Xtr: 0.0208636 +Loss contributors: + s_ln_CD : 1.29162 + s_CL : 0.996718 + s_CM : 0.467783 + s_analysis_confidence : 0.226195 + s_Bot_Xtr : 0.0630697 + s_Top_Xtr : 0.0403414 + s_lower_bl_H_2 : 0.00332937 + s_lower_bl_H_1 : 0.00317366 + s_upper_bl_H_31 : 0.00302596 + s_lower_bl_H_31 : 0.0030072 +Epoch: 137 | Train Loss: 2.68531 | Test Loss: 3.24437 | analysis_confidence: 0.12795 | CL: 0.0224535 | ln_CD: 0.0433205 | CM: 0.0035581 | Top_Xtr: 0.018676 | Bot_Xtr: 0.0216401 +Loss contributors: + s_ln_CD : 1.25564 + s_CL : 0.995995 + s_CM : 0.470329 + s_analysis_confidence : 0.222114 + s_Bot_Xtr : 0.0639278 + s_Top_Xtr : 0.0401635 + s_lower_bl_H_2 : 0.00330259 + s_lower_bl_H_1 : 0.0031323 + s_upper_bl_H_31 : 0.00306996 + s_lower_bl_H_31 : 0.0030252 +Epoch: 138 | Train Loss: 2.68238 | Test Loss: 3.23524 | analysis_confidence: 0.123738 | CL: 0.0228676 | ln_CD: 0.0424341 | CM: 0.00353564 | Top_Xtr: 0.0182141 | Bot_Xtr: 0.0211205 +Loss contributors: + s_ln_CD : 1.23244 + s_CL : 1.01438 + s_CM : 0.466439 + s_analysis_confidence : 0.223382 + s_Bot_Xtr : 0.0629593 + s_Top_Xtr : 0.0403274 + s_lower_bl_H_2 : 0.00330005 + s_lower_bl_H_1 : 0.00323201 + s_lower_bl_H_0 : 0.00309998 + s_upper_bl_H_31 : 0.00301998 +Epoch: 139 | Train Loss: 2.68383 | Test Loss: 3.16683 | analysis_confidence: 0.126479 | CL: 0.0218467 | ln_CD: 0.0409133 | CM: 0.00341508 | Top_Xtr: 0.0182816 | Bot_Xtr: 0.0213693 +Loss contributors: + s_ln_CD : 1.21259 + s_CL : 0.982008 + s_CM : 0.456718 + s_analysis_confidence : 0.220241 + s_Bot_Xtr : 0.0621198 + s_Top_Xtr : 0.0394991 + s_lower_bl_H_2 : 0.00326294 + s_lower_bl_H_1 : 0.00310021 + s_upper_bl_H_31 : 0.00302411 + s_lower_bl_H_0 : 0.00299464 +Epoch: 140 | Train Loss: 2.6653 | Test Loss: 3.27525 | analysis_confidence: 0.132229 | CL: 0.023072 | ln_CD: 0.0466977 | CM: 0.00359003 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0.00323143 + s_lower_bl_H_0 : 0.00313118 + s_upper_bl_H_31 : 0.00297231 +Epoch: 147 | Train Loss: 2.64196 | Test Loss: 3.25774 | analysis_confidence: 0.127296 | CL: 0.0225229 | ln_CD: 0.0449594 | CM: 0.00354205 | Top_Xtr: 0.0179551 | Bot_Xtr: 0.0201962 +Loss contributors: + s_ln_CD : 1.26454 + s_CL : 1.01123 + s_CM : 0.465063 + s_analysis_confidence : 0.220288 + s_Bot_Xtr : 0.0616082 + s_Top_Xtr : 0.039702 + s_lower_bl_H_2 : 0.00327023 + s_lower_bl_H_1 : 0.0031598 + s_upper_bl_H_31 : 0.00302653 + s_lower_bl_H_0 : 0.00300273 +Epoch: 148 | Train Loss: 2.63258 | Test Loss: 3.2752 | analysis_confidence: 0.127526 | CL: 0.0240179 | ln_CD: 0.0458443 | CM: 0.00353336 | Top_Xtr: 0.0200574 | Bot_Xtr: 0.0228828 +Loss contributors: + s_ln_CD : 1.26931 + s_CL : 1.02262 + s_CM : 0.462462 + s_analysis_confidence : 0.221445 + s_Bot_Xtr : 0.0641072 + s_Top_Xtr : 0.041355 + s_lower_bl_H_2 : 0.00331528 + s_lower_bl_H_1 : 0.00323011 + s_lower_bl_H_0 : 0.00302221 + s_upper_bl_H_31 : 0.00300762 +Epoch: 149 | Train Loss: 2.62984 | Test Loss: 3.24622 | analysis_confidence: 0.125829 | CL: 0.0224803 | ln_CD: 0.0432738 | CM: 0.0034885 | Top_Xtr: 0.0186117 | Bot_Xtr: 0.0208734 +Loss contributors: + s_ln_CD : 1.25259 + s_CL : 1.00774 + s_CM : 0.464061 + s_analysis_confidence : 0.222416 + s_Bot_Xtr : 0.0636124 + s_Top_Xtr : 0.0413531 + s_lower_bl_H_2 : 0.00334388 + s_lower_bl_H_1 : 0.00321432 + s_lower_bl_H_0 : 0.00308615 + s_upper_bl_H_31 : 0.00300265 +Epoch: 150 | Train Loss: 2.6261 | Test Loss: 3.23937 | analysis_confidence: 0.128867 | CL: 0.0226082 | ln_CD: 0.0421846 | CM: 0.00374445 | Top_Xtr: 0.0179728 | Bot_Xtr: 0.0205978 +Loss contributors: + s_ln_CD : 1.24043 + s_CL : 1.00486 + s_CM : 0.478057 + s_analysis_confidence : 0.219795 + s_Bot_Xtr : 0.0624528 + s_Top_Xtr : 0.0395289 + s_lower_bl_H_2 : 0.00324771 + s_lower_bl_H_1 : 0.00320183 + s_lower_bl_H_0 : 0.00303712 + s_upper_bl_H_31 : 0.00299869 +Epoch: 151 | Train Loss: 2.61657 | Test Loss: 3.22334 | analysis_confidence: 0.127253 | CL: 0.0227605 | ln_CD: 0.0427398 | CM: 0.00358624 | Top_Xtr: 0.018167 | Bot_Xtr: 0.0210743 +Loss contributors: + s_ln_CD : 1.2182 + s_CL : 1.01469 + s_CM : 0.472936 + s_analysis_confidence : 0.220033 + s_Bot_Xtr : 0.061486 + s_Top_Xtr : 0.0409476 + s_lower_bl_H_2 : 0.0035295 + s_lower_bl_H_1 : 0.003312 + s_lower_bl_H_0 : 0.00305576 + s_lower_bl_H_3 : 0.00305136 +Epoch: 152 | Train Loss: 2.62077 | Test Loss: 3.29727 | analysis_confidence: 0.129816 | CL: 0.0220266 | ln_CD: 0.0416295 | CM: 0.00350329 | Top_Xtr: 0.0181743 | Bot_Xtr: 0.0203852 +Loss contributors: + s_ln_CD : 1.28623 + s_CL : 1.01845 + s_CM : 0.475902 + s_analysis_confidence : 0.22047 + s_Bot_Xtr : 0.0621376 + s_Top_Xtr : 0.0394954 + s_lower_bl_H_2 : 0.00332263 + s_lower_bl_H_1 : 0.00319373 + s_lower_bl_H_0 : 0.00300852 + s_upper_bl_H_31 : 0.00295807 +Epoch: 153 | Train Loss: 2.61208 | Test Loss: 3.15348 | analysis_confidence: 0.128185 | CL: 0.0213766 | ln_CD: 0.0425663 | CM: 0.00335715 | Top_Xtr: 0.0175594 | Bot_Xtr: 0.0197376 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s_analysis_confidence : 0.220157 + s_Bot_Xtr : 0.0687056 + s_Top_Xtr : 0.0416881 + s_lower_bl_H_2 : 0.00338957 + s_lower_bl_H_1 : 0.00320121 + s_lower_bl_H_0 : 0.00307601 + s_upper_bl_H_31 : 0.00307205 +Epoch: 156 | Train Loss: 2.59686 | Test Loss: 3.25803 | analysis_confidence: 0.12676 | CL: 0.0229447 | ln_CD: 0.0455784 | CM: 0.00358802 | Top_Xtr: 0.0177251 | Bot_Xtr: 0.02025 +Loss contributors: + s_ln_CD : 1.2457 + s_CL : 1.02861 + s_CM : 0.470275 + s_analysis_confidence : 0.219401 + s_Bot_Xtr : 0.0614771 + s_Top_Xtr : 0.0398268 + s_lower_bl_H_2 : 0.00325979 + s_lower_bl_H_1 : 0.00323011 + s_upper_bl_H_31 : 0.00302001 + s_lower_bl_H_0 : 0.00301916 +Epoch: 157 | Train Loss: 2.59337 | Test Loss: 3.22198 | analysis_confidence: 0.128641 | CL: 0.0218524 | ln_CD: 0.0435982 | CM: 0.00355613 | Top_Xtr: 0.0174216 | Bot_Xtr: 0.0204318 +Loss contributors: + s_ln_CD : 1.24285 + s_CL : 0.990101 + s_CM : 0.473978 + s_analysis_confidence : 0.220123 + s_Bot_Xtr : 0.0629159 + s_Top_Xtr : 0.0384077 + 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0.00308061 + s_upper_bl_H_31 : 0.00292872 +Epoch: 160 | Train Loss: 2.58712 | Test Loss: 3.16417 | analysis_confidence: 0.12898 | CL: 0.0216755 | ln_CD: 0.0410976 | CM: 0.00350918 | Top_Xtr: 0.017548 | Bot_Xtr: 0.0198367 +Loss contributors: + s_ln_CD : 1.2044 + s_CL : 0.989781 + s_CM : 0.458968 + s_analysis_confidence : 0.219555 + s_Bot_Xtr : 0.0615781 + s_Top_Xtr : 0.0389278 + s_lower_bl_H_2 : 0.00331613 + s_lower_bl_H_1 : 0.00312278 + s_lower_bl_H_0 : 0.00299582 + s_upper_bl_H_31 : 0.00297184 +Epoch: 161 | Train Loss: 2.57668 | Test Loss: 3.32009 | analysis_confidence: 0.126977 | CL: 0.022532 | ln_CD: 0.045041 | CM: 0.00382413 | Top_Xtr: 0.0176098 | Bot_Xtr: 0.0201109 +Loss contributors: + s_ln_CD : 1.27178 + s_CL : 1.01983 + s_CM : 0.512094 + s_analysis_confidence : 0.219992 + s_Bot_Xtr : 0.06193 + s_Top_Xtr : 0.0389214 + s_lower_bl_H_2 : 0.00331754 + s_lower_bl_H_1 : 0.00320935 + s_lower_bl_H_0 : 0.0030559 + s_upper_bl_H_31 : 0.00301212 +Epoch: 162 | Train Loss: 2.57128 | Test Loss: 3.30262 | analysis_confidence: 0.129532 | CL: 0.0229706 | ln_CD: 0.0437706 | CM: 0.00357966 | Top_Xtr: 0.0172899 | Bot_Xtr: 0.0196342 +Loss contributors: + s_ln_CD : 1.29259 + s_CL : 1.02051 + s_CM : 0.470942 + s_analysis_confidence : 0.220693 + s_Bot_Xtr : 0.060697 + s_Top_Xtr : 0.040328 + s_lower_bl_H_2 : 0.0034433 + s_lower_bl_H_1 : 0.00323849 + s_upper_bl_H_31 : 0.00305212 + s_lower_bl_H_0 : 0.00304323 +Epoch: 163 | Train Loss: 2.56998 | Test Loss: 3.31013 | analysis_confidence: 0.127522 | CL: 0.0227862 | ln_CD: 0.0467224 | CM: 0.0035838 | Top_Xtr: 0.019612 | Bot_Xtr: 0.0221513 +Loss contributors: + s_ln_CD : 1.30253 + s_CL : 1.01796 + s_CM : 0.470682 + s_analysis_confidence : 0.219217 + s_Bot_Xtr : 0.0626509 + s_Top_Xtr : 0.040265 + s_lower_bl_H_2 : 0.00327908 + s_lower_bl_H_1 : 0.00313916 + s_upper_bl_H_31 : 0.00307467 + s_lower_bl_H_0 : 0.00302712 +Epoch: 164 | Train Loss: 2.56667 | Test Loss: 3.19618 | analysis_confidence: 0.126078 | CL: 0.0214853 | ln_CD: 0.0461955 | CM: 0.00337039 | Top_Xtr: 0.0179867 | Bot_Xtr: 0.0204149 +Loss contributors: + s_ln_CD : 1.24246 + s_CL : 0.982105 + s_CM : 0.455501 + s_analysis_confidence : 0.219064 + s_Bot_Xtr : 0.0630152 + s_Top_Xtr : 0.0402645 + s_lower_bl_H_2 : 0.00325988 + s_lower_bl_H_1 : 0.00316087 + s_lower_bl_H_0 : 0.00302664 + s_upper_bl_H_31 : 0.00290595 +Epoch: 165 | Train Loss: 2.56475 | Test Loss: 3.26374 | analysis_confidence: 0.126153 | CL: 0.023257 | ln_CD: 0.0441395 | CM: 0.00349006 | Top_Xtr: 0.0175722 | Bot_Xtr: 0.019965 +Loss contributors: + s_ln_CD : 1.27339 + s_CL : 1.01682 + s_CM : 0.461511 + s_analysis_confidence : 0.220116 + s_Bot_Xtr : 0.0605538 + s_Top_Xtr : 0.038027 + s_lower_bl_H_2 : 0.00337255 + s_lower_bl_H_1 : 0.00322689 + s_lower_bl_H_0 : 0.00310082 + s_upper_bl_H_31 : 0.00297007 +Epoch: 166 | Train Loss: 2.56056 | Test Loss: 3.24096 | analysis_confidence: 0.130434 | CL: 0.0215688 | ln_CD: 0.0538559 | CM: 0.00341552 | Top_Xtr: 0.017693 | Bot_Xtr: 0.0203458 +Loss contributors: + s_ln_CD 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s_Bot_Xtr : 0.0607812 + s_Top_Xtr : 0.0386364 + s_lower_bl_H_2 : 0.0033897 + s_lower_bl_H_1 : 0.0031588 + s_lower_bl_H_0 : 0.00304649 + s_lower_bl_H_31 : 0.00298857 +Epoch: 169 | Train Loss: 2.55233 | Test Loss: 3.26467 | analysis_confidence: 0.127418 | CL: 0.0223585 | ln_CD: 0.0493702 | CM: 0.00360593 | Top_Xtr: 0.0177091 | Bot_Xtr: 0.0197266 +Loss contributors: + s_ln_CD : 1.29271 + s_CL : 0.993004 + s_CM : 0.468316 + s_analysis_confidence : 0.220106 + s_Bot_Xtr : 0.060057 + s_Top_Xtr : 0.0382076 + s_lower_bl_H_2 : 0.00329036 + s_lower_bl_H_1 : 0.00317193 + s_lower_bl_H_0 : 0.00298032 + s_upper_bl_H_31 : 0.00294717 +Epoch: 170 | Train Loss: 2.54742 | Test Loss: 3.18714 | analysis_confidence: 0.128703 | CL: 0.0217994 | ln_CD: 0.0409687 | CM: 0.00349713 | Top_Xtr: 0.0171402 | Bot_Xtr: 0.0195185 +Loss contributors: + s_ln_CD : 1.22769 + s_CL : 0.993612 + s_CM : 0.455658 + s_analysis_confidence : 0.219687 + s_Bot_Xtr : 0.0607879 + s_Top_Xtr : 0.0386958 + s_lower_bl_H_2 : 0.00330797 + s_lower_bl_H_1 : 0.00316286 + s_lower_bl_H_0 : 0.00305516 + s_upper_bl_H_31 : 0.0028688 +Epoch: 171 | Train Loss: 2.54275 | Test Loss: 3.22625 | analysis_confidence: 0.127228 | CL: 0.0223045 | ln_CD: 0.0406384 | CM: 0.00350993 | Top_Xtr: 0.0171124 | Bot_Xtr: 0.0198692 +Loss contributors: + s_ln_CD : 1.26595 + s_CL : 0.99279 + s_CM : 0.460212 + s_analysis_confidence : 0.219123 + s_Bot_Xtr : 0.0599478 + s_Top_Xtr : 0.0381874 + s_lower_bl_H_2 : 0.0032091 + s_lower_bl_H_1 : 0.00317061 + s_lower_bl_H_0 : 0.00300789 + s_upper_bl_H_31 : 0.00299649 +Epoch: 172 | Train Loss: 2.53968 | Test Loss: 3.26269 | analysis_confidence: 0.124565 | CL: 0.023267 | ln_CD: 0.0405674 | CM: 0.00358648 | Top_Xtr: 0.0182697 | Bot_Xtr: 0.0212 +Loss contributors: + s_ln_CD : 1.27088 + s_CL : 1.00964 + s_CM : 0.467176 + s_analysis_confidence : 0.22046 + s_Bot_Xtr : 0.0622668 + s_Top_Xtr : 0.0396187 + s_lower_bl_H_2 : 0.00327328 + s_lower_bl_H_1 : 0.00314234 + s_lower_bl_H_0 : 0.00303162 + s_upper_bl_H_31 : 0.0029278 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0.125508 | CL: 0.0223157 | ln_CD: 0.0426751 | CM: 0.00355531 | Top_Xtr: 0.0173711 | Bot_Xtr: 0.0194368 +Loss contributors: + s_ln_CD : 1.23121 + s_CL : 1.00669 + s_CM : 0.462924 + s_analysis_confidence : 0.219624 + s_Bot_Xtr : 0.060186 + s_Top_Xtr : 0.0413158 + s_lower_bl_H_2 : 0.00338103 + s_lower_bl_H_1 : 0.00319232 + s_lower_bl_H_0 : 0.00307466 + s_upper_bl_H_31 : 0.0028954 +Epoch: 176 | Train Loss: 2.53072 | Test Loss: 3.22873 | analysis_confidence: 0.130003 | CL: 0.0220259 | ln_CD: 0.0444256 | CM: 0.00347939 | Top_Xtr: 0.0186061 | Bot_Xtr: 0.0209069 +Loss contributors: + s_ln_CD : 1.2614 + s_CL : 0.991255 + s_CM : 0.462162 + s_analysis_confidence : 0.222592 + s_Bot_Xtr : 0.0609222 + s_Top_Xtr : 0.0393972 + s_lower_bl_H_2 : 0.00339179 + s_lower_bl_H_1 : 0.00319084 + s_lower_bl_H_0 : 0.00305712 + s_upper_bl_H_31 : 0.00292353 +Epoch: 177 | Train Loss: 2.52424 | Test Loss: 3.18446 | analysis_confidence: 0.128695 | CL: 0.0218821 | ln_CD: 0.0417997 | CM: 0.0034161 | Top_Xtr: 0.0174159 | Bot_Xtr: 0.0202119 +Loss contributors: + s_ln_CD : 1.21527 + s_CL : 1.00152 + s_CM : 0.457226 + s_analysis_confidence : 0.21929 + s_Bot_Xtr : 0.061032 + s_Top_Xtr : 0.038612 + s_lower_bl_H_2 : 0.00321816 + s_lower_bl_H_1 : 0.00315682 + s_lower_bl_H_0 : 0.00297665 + s_upper_bl_H_31 : 0.00292229 +Epoch: 178 | Train Loss: 2.52304 | Test Loss: 3.1465 | analysis_confidence: 0.125539 | CL: 0.021848 | ln_CD: 0.0408958 | CM: 0.00352488 | Top_Xtr: 0.0169884 | Bot_Xtr: 0.0194309 +Loss contributors: + s_ln_CD : 1.18856 + s_CL : 0.988857 + s_CM : 0.461347 + s_analysis_confidence : 0.218832 + s_Bot_Xtr : 0.0600897 + s_Top_Xtr : 0.0390467 + s_lower_bl_H_2 : 0.00334648 + s_lower_bl_H_1 : 0.00313449 + s_lower_bl_H_0 : 0.0030209 + s_upper_bl_H_31 : 0.00295071 +Epoch: 179 | Train Loss: 2.5146 | Test Loss: 3.20105 | analysis_confidence: 0.127527 | CL: 0.0222251 | ln_CD: 0.0434437 | CM: 0.00340263 | Top_Xtr: 0.0168111 | Bot_Xtr: 0.0191632 +Loss contributors: + s_ln_CD : 1.24581 + s_CL : 0.993751 + s_CM : 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s_lower_bl_H_0 : 0.0030361 + s_upper_bl_H_31 : 0.00289092 +Epoch: 184 | Train Loss: 2.49601 | Test Loss: 3.24628 | analysis_confidence: 0.124875 | CL: 0.0231886 | ln_CD: 0.0421508 | CM: 0.00369979 | Top_Xtr: 0.0178139 | Bot_Xtr: 0.0201374 +Loss contributors: + s_ln_CD : 1.24029 + s_CL : 1.02201 + s_CM : 0.475901 + s_analysis_confidence : 0.219646 + s_Bot_Xtr : 0.060022 + s_Top_Xtr : 0.0376191 + s_lower_bl_H_2 : 0.00325524 + s_lower_bl_H_1 : 0.00314237 + s_lower_bl_H_0 : 0.00292615 + s_upper_bl_H_31 : 0.00289342 +Epoch: 185 | Train Loss: 2.50023 | Test Loss: 3.37208 | analysis_confidence: 0.128596 | CL: 0.0237951 | ln_CD: 0.0467301 | CM: 0.00340702 | Top_Xtr: 0.0181626 | Bot_Xtr: 0.0209783 +Loss contributors: + s_ln_CD : 1.30777 + s_CL : 1.08341 + s_CM : 0.461992 + s_analysis_confidence : 0.220014 + s_Bot_Xtr : 0.0641025 + s_Top_Xtr : 0.0402284 + s_lower_bl_H_2 : 0.00336225 + s_lower_bl_H_1 : 0.00313478 + s_lower_bl_H_0 : 0.00301485 + s_upper_bl_H_31 : 0.00297318 +Epoch: 186 | Train Loss: 2.49771 | Test Loss: 3.28593 | analysis_confidence: 0.129268 | CL: 0.0235733 | ln_CD: 0.0428334 | CM: 0.00349412 | Top_Xtr: 0.0180939 | Bot_Xtr: 0.0202183 +Loss contributors: + s_ln_CD : 1.27944 + s_CL : 1.03266 + s_CM : 0.463086 + s_analysis_confidence : 0.219389 + s_Bot_Xtr : 0.0605743 + s_Top_Xtr : 0.0388764 + s_lower_bl_H_2 : 0.00329185 + s_lower_bl_H_0 : 0.00322715 + s_lower_bl_H_1 : 0.00318264 + s_upper_bl_H_31 : 0.00295808 +Epoch: 187 | Train Loss: 2.4959 | Test Loss: 3.23552 | analysis_confidence: 0.128408 | CL: 0.0217359 | ln_CD: 0.0437595 | CM: 0.00334728 | Top_Xtr: 0.0193126 | Bot_Xtr: 0.0214132 +Loss contributors: + s_ln_CD : 1.24159 + s_CL : 1.02094 + s_CM : 0.458526 + s_analysis_confidence : 0.218501 + s_Bot_Xtr : 0.0626816 + s_Top_Xtr : 0.0405784 + s_lower_bl_H_2 : 0.00326642 + s_lower_bl_H_1 : 0.00314998 + s_upper_bl_H_31 : 0.00301073 + s_lower_bl_H_0 : 0.00299039 +Epoch: 188 | Train Loss: 2.48876 | Test Loss: 3.25422 | analysis_confidence: 0.127598 | CL: 0.0230573 | ln_CD: 0.0468111 | CM: 0.00351768 | Top_Xtr: 0.017576 | Bot_Xtr: 0.0196193 +Loss contributors: + s_ln_CD : 1.25367 + s_CL : 1.02527 + s_CM : 0.466691 + s_analysis_confidence : 0.218463 + s_Bot_Xtr : 0.0594468 + s_Top_Xtr : 0.0376279 + s_lower_bl_H_2 : 0.003323 + s_lower_bl_H_1 : 0.00310475 + s_lower_bl_H_0 : 0.00306738 + s_upper_bl_H_31 : 0.00291727 +Epoch: 189 | Train Loss: 2.49489 | Test Loss: 3.24342 | analysis_confidence: 0.126636 | CL: 0.0214711 | ln_CD: 0.0454799 | CM: 0.00337897 | Top_Xtr: 0.0179941 | Bot_Xtr: 0.0205178 +Loss contributors: + s_ln_CD : 1.28395 + s_CL : 0.994241 + s_CM : 0.457644 + s_analysis_confidence : 0.219437 + s_Bot_Xtr : 0.0596385 + s_Top_Xtr : 0.0376218 + s_lower_bl_H_2 : 0.00326461 + s_lower_bl_H_1 : 0.00318104 + s_lower_bl_H_0 : 0.00300125 + s_upper_bl_H_31 : 0.00296641 +Epoch: 190 | Train Loss: 2.48711 | Test Loss: 3.18849 | analysis_confidence: 0.12993 | CL: 0.0218806 | ln_CD: 0.0420212 | CM: 0.00342881 | Top_Xtr: 0.0172695 | Bot_Xtr: 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0.0420653 + s_lower_bl_H_2 : 0.00324232 + s_lower_bl_H_1 : 0.0031623 + s_lower_bl_H_0 : 0.00300237 + s_upper_bl_H_31 : 0.00290904 +Epoch: 195 | Train Loss: 2.47211 | Test Loss: 3.17673 | analysis_confidence: 0.125481 | CL: 0.0218093 | ln_CD: 0.0418523 | CM: 0.00342555 | Top_Xtr: 0.0166558 | Bot_Xtr: 0.018792 +Loss contributors: + s_ln_CD : 1.23918 + s_CL : 0.982322 + s_CM : 0.453192 + s_analysis_confidence : 0.219088 + s_Bot_Xtr : 0.0576534 + s_Top_Xtr : 0.0364207 + s_lower_bl_H_2 : 0.00320116 + s_lower_bl_H_1 : 0.00310043 + s_lower_bl_H_0 : 0.00298058 + s_upper_bl_H_31 : 0.00293714 +Epoch: 196 | Train Loss: 2.46571 | Test Loss: 3.32236 | analysis_confidence: 0.126316 | CL: 0.0232309 | ln_CD: 0.0483521 | CM: 0.0038333 | Top_Xtr: 0.0171848 | Bot_Xtr: 0.0197147 +Loss contributors: + s_ln_CD : 1.28325 + s_CL : 1.03715 + s_CM : 0.486986 + s_analysis_confidence : 0.219169 + s_Bot_Xtr : 0.0644635 + s_Top_Xtr : 0.0414348 + s_lower_bl_H_2 : 0.00321675 + s_lower_bl_H_1 : 0.00318955 + s_lower_bl_H_0 : 0.00305952 + s_upper_bl_H_31 : 0.00292674 +Epoch: 197 | Train Loss: 2.46502 | Test Loss: 3.19119 | analysis_confidence: 0.128621 | CL: 0.0220668 | ln_CD: 0.0429195 | CM: 0.00357204 | Top_Xtr: 0.0180929 | Bot_Xtr: 0.0202291 +Loss contributors: + s_ln_CD : 1.21466 + s_CL : 1.00446 + s_CM : 0.465487 + s_analysis_confidence : 0.220521 + s_Bot_Xtr : 0.0589299 + s_Top_Xtr : 0.0381644 + s_lower_bl_H_2 : 0.00327636 + s_lower_bl_H_1 : 0.00310181 + s_lower_bl_H_0 : 0.00304202 + s_upper_bl_H_31 : 0.00280499 +Epoch: 198 | Train Loss: 2.46437 | Test Loss: 3.13386 | analysis_confidence: 0.126495 | CL: 0.0219435 | ln_CD: 0.0409629 | CM: 0.00357488 | Top_Xtr: 0.017792 | Bot_Xtr: 0.0202036 +Loss contributors: + s_ln_CD : 1.16958 + s_CL : 0.987111 + s_CM : 0.46938 + s_analysis_confidence : 0.218321 + s_Bot_Xtr : 0.0613364 + s_Top_Xtr : 0.0380928 + s_lower_bl_H_2 : 0.00324182 + s_lower_bl_H_1 : 0.00317304 + s_lower_bl_H_0 : 0.00297138 + s_lower_bl_H_31 : 0.00289077 +Epoch: 199 | Train Loss: 2.46169 | Test Loss: 3.16273 | analysis_confidence: 0.127622 | CL: 0.0210183 | ln_CD: 0.0411566 | CM: 0.00336352 | Top_Xtr: 0.0184011 | Bot_Xtr: 0.0203074 +Loss contributors: + s_ln_CD : 1.21881 + s_CL : 0.986199 + s_CM : 0.451602 + s_analysis_confidence : 0.218964 + s_Bot_Xtr : 0.0592325 + s_Top_Xtr : 0.0399855 + s_lower_bl_H_2 : 0.00322725 + s_lower_bl_H_1 : 0.00317899 + s_lower_bl_H_0 : 0.00304604 + s_upper_bl_H_31 : 0.00286127 +Epoch: 200 | Train Loss: 2.45769 | Test Loss: 3.23798 | analysis_confidence: 0.126779 | CL: 0.0227781 | ln_CD: 0.0415893 | CM: 0.00347998 | Top_Xtr: 0.017497 | Bot_Xtr: 0.0198374 +Loss contributors: + s_ln_CD : 1.22459 + s_CL : 1.04372 + s_CM : 0.462077 + s_analysis_confidence : 0.219135 + s_Bot_Xtr : 0.0599658 + s_Top_Xtr : 0.0389342 + s_lower_bl_H_2 : 0.00323703 + s_lower_bl_H_1 : 0.00306955 + s_lower_bl_H_0 : 0.00294415 + s_upper_bl_H_31 : 0.00289081 +Epoch: 201 | Train Loss: 2.45315 | Test Loss: 3.14783 | analysis_confidence: 0.126993 | CL: 0.0223227 | ln_CD: 0.0410986 | CM: 0.00341064 | Top_Xtr: 0.016824 | Bot_Xtr: 0.0193812 +Loss contributors: + s_ln_CD : 1.19568 + s_CL : 0.996056 + s_CM : 0.452746 + s_analysis_confidence : 0.21815 + s_Bot_Xtr : 0.0596347 + s_Top_Xtr : 0.0374602 + s_lower_bl_H_2 : 0.00321825 + s_lower_bl_H_1 : 0.00310823 + s_lower_bl_H_0 : 0.00298985 + s_upper_bl_H_31 : 0.0028706 +Epoch: 202 | Train Loss: 2.44786 | Test Loss: 3.23568 | analysis_confidence: 0.126928 | CL: 0.0214002 | ln_CD: 0.051483 | CM: 0.0033686 | Top_Xtr: 0.0180201 | Bot_Xtr: 0.019897 +Loss contributors: + s_ln_CD : 1.30437 + s_CL : 0.979476 + s_CM : 0.446161 + s_analysis_confidence : 0.218079 + s_Bot_Xtr : 0.0600595 + s_Top_Xtr : 0.0382007 + s_lower_bl_H_1 : 0.00325888 + s_lower_bl_H_2 : 0.00325526 + s_lower_bl_H_0 : 0.00299346 + s_upper_bl_H_31 : 0.00287982 +Epoch: 203 | Train Loss: 2.44932 | Test Loss: 3.1743 | analysis_confidence: 0.127039 | CL: 0.0232235 | ln_CD: 0.0424104 | CM: 0.00342284 | Top_Xtr: 0.0169385 | Bot_Xtr: 0.018907 +Loss contributors: + s_ln_CD : 1.21785 + s_CL : 1.00048 + s_CM : 0.452407 + s_analysis_confidence : 0.220656 + s_Bot_Xtr : 0.0579879 + s_Top_Xtr : 0.0375632 + s_lower_bl_H_2 : 0.0032399 + s_lower_bl_H_1 : 0.00317201 + s_lower_bl_H_0 : 0.00300454 + s_upper_bl_H_31 : 0.00288331 +Epoch: 204 | Train Loss: 2.44877 | Test Loss: 3.1819 | analysis_confidence: 0.124873 | CL: 0.0221116 | ln_CD: 0.0411827 | CM: 0.00338845 | Top_Xtr: 0.0169406 | Bot_Xtr: 0.0190596 +Loss contributors: + s_ln_CD : 1.22625 + s_CL : 0.998339 + s_CM : 0.447719 + s_analysis_confidence : 0.217912 + s_Bot_Xtr : 0.0613327 + s_Top_Xtr : 0.0404245 + s_lower_bl_H_2 : 0.00328384 + s_lower_bl_H_1 : 0.00312079 + s_lower_bl_H_0 : 0.00303672 + s_upper_bl_H_31 : 0.00289927 +Epoch: 205 | Train Loss: 2.44491 | Test Loss: 3.17379 | analysis_confidence: 0.128735 | CL: 0.0216762 | ln_CD: 0.0418643 | CM: 0.00341272 | Top_Xtr: 0.0171682 | Bot_Xtr: 0.0188369 +Loss contributors: + s_ln_CD : 1.20342 + s_CL : 1.0123 + s_CM : 0.456709 + s_analysis_confidence : 0.218721 + s_Bot_Xtr : 0.057236 + s_Top_Xtr : 0.0362341 + s_lower_bl_H_2 : 0.0032793 + s_lower_bl_H_1 : 0.00315558 + s_lower_bl_H_0 : 0.0029728 + s_upper_bl_H_31 : 0.00283845 +Epoch: 206 | Train Loss: 2.44305 | Test Loss: 3.17107 | analysis_confidence: 0.126301 | CL: 0.0214443 | ln_CD: 0.0448153 | CM: 0.00343104 | Top_Xtr: 0.0180959 | Bot_Xtr: 0.0206514 +Loss contributors: + s_ln_CD : 1.23684 + s_CL : 0.983774 + s_CM : 0.448489 + s_analysis_confidence : 0.218044 + s_Bot_Xtr : 0.0590365 + s_Top_Xtr : 0.0383866 + s_lower_bl_H_2 : 0.00326214 + s_lower_bl_H_1 : 0.00311829 + s_lower_bl_H_0 : 0.00297832 + s_upper_bl_H_31 : 0.00281394 +Epoch: 207 | Train Loss: 2.44374 | Test Loss: 3.24087 | analysis_confidence: 0.127458 | CL: 0.0216079 | ln_CD: 0.0480072 | CM: 0.00351871 | Top_Xtr: 0.0174644 | Bot_Xtr: 0.019947 +Loss contributors: + s_ln_CD : 1.27581 + s_CL : 0.989038 + s_CM : 0.472818 + s_analysis_confidence : 0.218203 + s_Bot_Xtr : 0.0591582 + s_Top_Xtr : 0.0366309 + s_lower_bl_H_2 : 0.00324543 + s_lower_bl_H_1 : 0.00314496 + s_lower_bl_H_0 : 0.00306618 + s_upper_bl_H_31 : 0.00291068 +Epoch: 208 | Train Loss: 2.43343 | Test Loss: 3.14638 | analysis_confidence: 0.130841 | CL: 0.0216766 | ln_CD: 0.0423394 | CM: 0.00339708 | Top_Xtr: 0.017175 | Bot_Xtr: 0.0194637 +Loss contributors: + s_ln_CD : 1.20535 + s_CL : 0.983072 + s_CM : 0.449976 + s_analysis_confidence : 0.218892 + s_Bot_Xtr : 0.0620766 + s_Top_Xtr : 0.0392413 + s_lower_bl_H_2 : 0.0032792 + s_lower_bl_H_1 : 0.00319281 + s_lower_bl_H_0 : 0.0029787 + s_lower_bl_H_3 : 0.00282607 +Epoch: 209 | Train Loss: 2.43514 | Test Loss: 3.2424 | analysis_confidence: 0.127753 | CL: 0.0238082 | ln_CD: 0.0403061 | CM: 0.00339836 | Top_Xtr: 0.017794 | Bot_Xtr: 0.0199288 +Loss contributors: + s_ln_CD : 1.24021 + s_CL : 1.0421 + s_CM : 0.449635 + s_analysis_confidence : 0.217951 + s_Bot_Xtr : 0.0627324 + s_Top_Xtr : 0.0388289 + s_lower_bl_H_2 : 0.00319039 + s_lower_bl_H_1 : 0.0031439 + s_lower_bl_H_0 : 0.00299177 + s_lower_bl_H_31 : 0.00287674 +Epoch: 210 | Train Loss: 2.43123 | Test Loss: 3.17036 | analysis_confidence: 0.125665 | CL: 0.0225547 | ln_CD: 0.0440813 | CM: 0.00368026 | Top_Xtr: 0.0169322 | Bot_Xtr: 0.0197265 +Loss contributors: + s_ln_CD : 1.20573 + s_CL : 0.996005 + s_CM : 0.470349 + s_analysis_confidence : 0.217799 + s_Bot_Xtr : 0.0579334 + s_Top_Xtr : 0.0362944 + s_lower_bl_H_2 : 0.00321162 + s_lower_bl_H_1 : 0.00315071 + s_lower_bl_H_0 : 0.00300574 + s_upper_bl_H_31 : 0.00284556 +Epoch: 211 | Train Loss: 2.43365 | Test Loss: 3.13403 | analysis_confidence: 0.129826 | CL: 0.0218609 | ln_CD: 0.040259 | CM: 0.00336509 | Top_Xtr: 0.0173435 | Bot_Xtr: 0.0198346 +Loss contributors: + s_ln_CD : 1.19693 + s_CL : 0.986435 + s_CM : 0.445995 + s_analysis_confidence : 0.218842 + s_Bot_Xtr : 0.0606849 + s_Top_Xtr : 0.0382051 + s_lower_bl_H_2 : 0.00323641 + s_lower_bl_H_1 : 0.0031796 + s_lower_bl_H_0 : 0.00302647 + s_upper_bl_H_31 : 0.00280387 +Epoch: 212 | Train Loss: 2.42244 | Test Loss: 3.33432 | analysis_confidence: 0.126227 | CL: 0.0218661 | ln_CD: 0.0430563 | CM: 0.00343718 | Top_Xtr: 0.0178813 | Bot_Xtr: 0.0200766 +Loss contributors: + s_ln_CD : 1.30856 + s_CL : 1.04591 + s_CM : 0.470229 + s_analysis_confidence : 0.218374 + s_Bot_Xtr : 0.0607358 + s_Top_Xtr : 0.0392264 + s_lower_bl_H_2 : 0.00331935 + s_lower_bl_H_1 : 0.00321242 + s_lower_bl_H_0 : 0.0030495 + s_lower_bl_H_3 : 0.00287803 +Epoch: 213 | Train Loss: 2.4287 | Test Loss: 3.19993 | analysis_confidence: 0.126526 | CL: 0.0218052 | ln_CD: 0.0428851 | CM: 0.00339393 | Top_Xtr: 0.0170951 | Bot_Xtr: 0.0200788 +Loss contributors: + s_ln_CD : 1.21507 + s_CL : 1.02643 + s_CM : 0.455769 + s_analysis_confidence : 0.217595 + s_Bot_Xtr : 0.0591306 + s_Top_Xtr : 0.0375621 + s_lower_bl_H_2 : 0.00328273 + s_lower_bl_H_1 : 0.00309998 + s_lower_bl_H_0 : 0.00299613 + s_upper_bl_H_31 : 0.00284102 +Epoch: 214 | Train Loss: 2.42098 | Test Loss: 3.18789 | analysis_confidence: 0.126611 | CL: 0.0213493 | ln_CD: 0.042096 | CM: 0.00332728 | Top_Xtr: 0.0193793 | Bot_Xtr: 0.0215763 +Loss contributors: + s_ln_CD : 1.24104 + s_CL : 0.987538 + s_CM : 0.449112 + s_analysis_confidence : 0.218286 + s_Bot_Xtr : 0.0618068 + s_Top_Xtr : 0.0428825 + s_lower_bl_H_2 : 0.00328803 + s_lower_bl_H_1 : 0.0031919 + s_lower_bl_H_0 : 0.00300028 + s_upper_bl_H_31 : 0.00288607 +Epoch: 215 | Train Loss: 2.41782 | Test Loss: 3.24585 | analysis_confidence: 0.128736 | CL: 0.0216932 | ln_CD: 0.0502012 | CM: 0.00335187 | Top_Xtr: 0.017037 | Bot_Xtr: 0.0193191 +Loss contributors: + s_ln_CD : 1.31055 + s_CL : 0.987171 + s_CM : 0.446927 + s_analysis_confidence : 0.218387 + s_Bot_Xtr : 0.0582074 + s_Top_Xtr : 0.0366143 + s_lower_bl_H_2 : 0.00330126 + s_lower_bl_H_1 : 0.00317791 + s_lower_bl_H_0 : 0.00309564 + s_lower_bl_H_3 : 0.0028733 +Epoch: 216 | Train Loss: 2.42012 | Test Loss: 3.18122 | analysis_confidence: 0.125269 | CL: 0.02251 | ln_CD: 0.0418651 | CM: 0.00346496 | Top_Xtr: 0.0187349 | Bot_Xtr: 0.0209948 +Loss contributors: + s_ln_CD : 1.19992 + s_CL : 1.01499 + s_CM : 0.463662 + s_analysis_confidence : 0.217575 + s_Bot_Xtr : 0.0597936 + s_Top_Xtr : 0.0387687 + s_lower_bl_H_2 : 0.00327316 + s_lower_bl_H_1 : 0.00307228 + s_lower_bl_H_0 : 0.0029958 + s_upper_bl_H_31 : 0.00291518 +Epoch: 217 | Train Loss: 2.42115 | Test Loss: 3.3144 | analysis_confidence: 0.128661 | CL: 0.0221885 | ln_CD: 0.0442747 | CM: 0.00336841 | Top_Xtr: 0.0177416 | Bot_Xtr: 0.0200576 +Loss contributors: + s_ln_CD : 1.35014 + s_CL : 0.99713 + s_CM : 0.454269 + s_analysis_confidence : 0.219494 + s_Bot_Xtr : 0.0630878 + s_Top_Xtr : 0.040204 + s_lower_bl_H_2 : 0.0032847 + s_lower_bl_H_1 : 0.00314723 + s_lower_bl_H_0 : 0.00305675 + s_upper_bl_H_31 : 0.00286339 +Epoch: 218 | Train Loss: 2.41467 | Test Loss: 3.31283 | analysis_confidence: 0.126913 | CL: 0.0225027 | ln_CD: 0.0434884 | CM: 0.00343312 | Top_Xtr: 0.0175832 | Bot_Xtr: 0.0198731 +Loss contributors: + s_ln_CD : 1.31473 + s_CL : 1.02874 + s_CM : 0.459431 + s_analysis_confidence : 0.217534 + s_Bot_Xtr : 0.0637863 + s_Top_Xtr : 0.0397813 + s_lower_bl_H_2 : 0.00327883 + s_lower_bl_H_1 : 0.00314112 + s_lower_bl_H_0 : 0.00292547 + s_lower_bl_H_31 : 0.00285626 +Epoch: 219 | Train Loss: 2.41578 | Test Loss: 3.22715 | analysis_confidence: 0.131865 | CL: 0.022254 | ln_CD: 0.0431015 | CM: 0.00369121 | Top_Xtr: 0.0187364 | Bot_Xtr: 0.0208848 +Loss contributors: + s_ln_CD : 1.23135 + s_CL : 1.01203 + s_CM : 0.470819 + s_analysis_confidence : 0.226783 + s_Bot_Xtr : 0.0593063 + s_Top_Xtr : 0.0385102 + s_lower_bl_H_2 : 0.00335275 + s_lower_bl_H_1 : 0.00322522 + s_lower_bl_H_0 : 0.00297642 + s_upper_bl_H_31 : 0.00281027 +Epoch: 220 | Train Loss: 2.41122 | Test Loss: 3.22634 | analysis_confidence: 0.128309 | CL: 0.0233865 | ln_CD: 0.0443051 | CM: 0.00348019 | Top_Xtr: 0.0177576 | Bot_Xtr: 0.0202401 +Loss contributors: + s_ln_CD : 1.22836 + s_CL : 1.02181 + s_CM : 0.457655 + s_analysis_confidence : 0.218112 + s_Bot_Xtr : 0.0676198 + s_Top_Xtr : 0.0444152 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0.00299576 + s_upper_bl_H_31 : 0.00283514 +Epoch: 223 | Train Loss: 2.40121 | Test Loss: 3.34354 | analysis_confidence: 0.127293 | CL: 0.0217895 | ln_CD: 0.0511377 | CM: 0.00337877 | Top_Xtr: 0.0169929 | Bot_Xtr: 0.01911 +Loss contributors: + s_ln_CD : 1.37432 + s_CL : 1.01592 + s_CM : 0.44847 + s_analysis_confidence : 0.217691 + s_Bot_Xtr : 0.0601586 + s_Top_Xtr : 0.0384975 + s_lower_bl_H_2 : 0.00324217 + s_lower_bl_H_1 : 0.00311851 + s_lower_bl_H_0 : 0.0030055 + s_upper_bl_H_31 : 0.00288055 +Epoch: 224 | Train Loss: 2.40414 | Test Loss: 3.27331 | analysis_confidence: 0.130304 | CL: 0.0227566 | ln_CD: 0.0477424 | CM: 0.00336816 | Top_Xtr: 0.0183027 | Bot_Xtr: 0.0209451 +Loss contributors: + s_ln_CD : 1.29646 + s_CL : 1.01581 + s_CM : 0.455787 + s_analysis_confidence : 0.218868 + s_Bot_Xtr : 0.0601925 + s_Top_Xtr : 0.0376206 + s_lower_bl_H_2 : 0.00333771 + s_lower_bl_H_1 : 0.00322081 + s_lower_bl_H_0 : 0.00307272 + s_upper_bl_H_31 : 0.00283234 +Epoch: 225 | Train Loss: 2.39648 | Test Loss: 3.1911 | analysis_confidence: 0.124505 | CL: 0.0240295 | ln_CD: 0.0420968 | CM: 0.00336973 | Top_Xtr: 0.0188516 | Bot_Xtr: 0.0223465 +Loss contributors: + s_ln_CD : 1.2135 + s_CL : 1.02189 + s_CM : 0.449553 + s_analysis_confidence : 0.217851 + s_Bot_Xtr : 0.0613668 + s_Top_Xtr : 0.0394696 + s_lower_bl_H_2 : 0.00324661 + s_lower_bl_H_1 : 0.00310208 + s_lower_bl_H_0 : 0.00300892 + s_upper_bl_H_31 : 0.00277362 +Epoch: 226 | Train Loss: 2.39999 | Test Loss: 3.16387 | analysis_confidence: 0.128675 | CL: 0.021282 | ln_CD: 0.0407285 | CM: 0.00339185 | Top_Xtr: 0.0170972 | Bot_Xtr: 0.0194033 +Loss contributors: + s_ln_CD : 1.22802 + s_CL : 0.990489 + s_CM : 0.446875 + s_analysis_confidence : 0.217413 + s_Bot_Xtr : 0.0580246 + s_Top_Xtr : 0.0364055 + s_lower_bl_H_2 : 0.00326521 + s_lower_bl_H_1 : 0.00314724 + s_lower_bl_H_0 : 0.00298991 + s_upper_bl_H_31 : 0.00280863 +Epoch: 227 | Train Loss: 2.39239 | Test Loss: 3.20003 | analysis_confidence: 0.12607 | CL: 0.0216309 | ln_CD: 0.0452873 | CM: 0.00338623 | Top_Xtr: 0.0180094 | Bot_Xtr: 0.0199161 +Loss contributors: + s_ln_CD : 1.24025 + s_CL : 1.00427 + s_CM : 0.452433 + s_analysis_confidence : 0.217892 + s_Bot_Xtr : 0.0595979 + s_Top_Xtr : 0.0376297 + s_lower_bl_H_2 : 0.00327606 + s_lower_bl_H_1 : 0.00316633 + s_lower_bl_H_0 : 0.00304081 + s_upper_bl_H_31 : 0.00288577 +Epoch: 228 | Train Loss: 2.39586 | Test Loss: 3.14589 | analysis_confidence: 0.127151 | CL: 0.0216332 | ln_CD: 0.0433315 | CM: 0.00330839 | Top_Xtr: 0.0179746 | Bot_Xtr: 0.0204505 +Loss contributors: + s_ln_CD : 1.19953 + s_CL : 1.00122 + s_CM : 0.446063 + s_analysis_confidence : 0.217259 + s_Bot_Xtr : 0.059167 + s_Top_Xtr : 0.037467 + s_lower_bl_H_2 : 0.00315583 + s_lower_bl_H_1 : 0.00312543 + s_lower_bl_H_0 : 0.0029663 + s_upper_bl_H_31 : 0.00280944 +Epoch: 229 | Train Loss: 2.3867 | Test Loss: 3.28551 | analysis_confidence: 0.12623 | CL: 0.0220889 | ln_CD: 0.0426224 | CM: 0.00340248 | Top_Xtr: 0.0169122 | Bot_Xtr: 0.0191986 +Loss contributors: + s_ln_CD : 1.29957 + s_CL : 1.02421 + s_CM : 0.460639 + s_analysis_confidence : 0.217022 + s_Bot_Xtr : 0.0578901 + s_Top_Xtr : 0.0359625 + s_lower_bl_H_2 : 0.00327393 + s_lower_bl_H_1 : 0.00316056 + s_lower_bl_H_0 : 0.00302935 + s_upper_bl_H_31 : 0.00292612 +Epoch: 230 | Train Loss: 2.39014 | Test Loss: 3.13718 | analysis_confidence: 0.128825 | CL: 0.0212799 | ln_CD: 0.0408182 | CM: 0.00335718 | Top_Xtr: 0.0163079 | Bot_Xtr: 0.0186291 +Loss contributors: + s_ln_CD : 1.22021 + s_CL : 0.973949 + s_CM : 0.448312 + s_analysis_confidence : 0.217262 + s_Bot_Xtr : 0.0573302 + s_Top_Xtr : 0.0352547 + s_lower_bl_H_2 : 0.00320784 + s_lower_bl_H_1 : 0.00316582 + s_lower_bl_H_0 : 0.00298587 + s_upper_bl_H_31 : 0.00282902 +Epoch: 231 | Train Loss: 2.38724 | Test Loss: 3.18018 | analysis_confidence: 0.127407 | CL: 0.0218462 | ln_CD: 0.0409911 | CM: 0.00335717 | Top_Xtr: 0.0186762 | Bot_Xtr: 0.0203279 +Loss contributors: + s_ln_CD : 1.22411 + s_CL : 1.00371 + s_CM : 0.446634 + s_analysis_confidence : 0.217165 + s_Bot_Xtr : 0.0612481 + s_Top_Xtr : 0.040551 + s_lower_bl_H_2 : 0.00327355 + s_lower_bl_H_1 : 0.00314579 + s_lower_bl_H_0 : 0.00299061 + s_upper_bl_H_31 : 0.00287959 +Epoch: 232 | Train Loss: 2.38275 | Test Loss: 3.1511 | analysis_confidence: 0.125429 | CL: 0.0217018 | ln_CD: 0.0429884 | CM: 0.00333732 | Top_Xtr: 0.0171563 | Bot_Xtr: 0.0191022 +Loss contributors: + s_ln_CD : 1.22377 + s_CL : 0.980306 + s_CM : 0.44608 + s_analysis_confidence : 0.217445 + s_Bot_Xtr : 0.0581252 + s_Top_Xtr : 0.0390694 + s_lower_bl_H_2 : 0.00316969 + s_lower_bl_H_1 : 0.00309254 + s_lower_bl_H_0 : 0.00296234 + s_upper_bl_H_31 : 0.00285324 +Epoch: 233 | Train Loss: 2.38278 | Test Loss: 3.15489 | analysis_confidence: 0.128892 | CL: 0.0220599 | ln_CD: 0.0400736 | CM: 0.00345191 | Top_Xtr: 0.0165926 | Bot_Xtr: 0.019096 +Loss contributors: + s_ln_CD : 1.22271 + s_CL : 0.982182 + s_CM : 0.451951 + s_analysis_confidence : 0.218679 + s_Bot_Xtr : 0.0586837 + s_Top_Xtr : 0.0362257 + s_lower_bl_H_2 : 0.0032084 + s_lower_bl_H_1 : 0.00318381 + s_lower_bl_H_0 : 0.00298961 + s_upper_bl_H_31 : 0.00282902 +Epoch: 234 | Train Loss: 2.38383 | Test Loss: 3.14913 | analysis_confidence: 0.12863 | CL: 0.0210139 | ln_CD: 0.0403646 | CM: 0.00330044 | Top_Xtr: 0.0168519 | Bot_Xtr: 0.0189284 +Loss contributors: + s_ln_CD : 1.22559 + s_CL : 0.979303 + s_CM : 0.447157 + s_analysis_confidence : 0.218387 + s_Bot_Xtr : 0.0569366 + s_Top_Xtr : 0.036652 + s_lower_bl_H_2 : 0.00325026 + s_lower_bl_H_1 : 0.00312735 + s_lower_bl_H_0 : 0.00305221 + s_upper_bl_H_31 : 0.00288593 +Epoch: 235 | Train Loss: 2.37659 | Test Loss: 3.14565 | analysis_confidence: 0.128491 | CL: 0.022255 | ln_CD: 0.0410231 | CM: 0.00345468 | Top_Xtr: 0.0175144 | Bot_Xtr: 0.0196131 +Loss contributors: + s_ln_CD : 1.20106 + s_CL : 0.987501 + s_CM : 0.451647 + s_analysis_confidence : 0.217505 + s_Bot_Xtr : 0.061165 + s_Top_Xtr : 0.0397951 + s_lower_bl_H_2 : 0.00320671 + s_lower_bl_H_1 : 0.00312342 + s_lower_bl_H_0 : 0.00297288 + s_upper_bl_H_31 : 0.00289134 +Epoch: 236 | Train Loss: 2.37653 | Test Loss: 3.18277 | analysis_confidence: 0.124885 | CL: 0.0220949 | ln_CD: 0.0445173 | CM: 0.00342567 | Top_Xtr: 0.0168571 | Bot_Xtr: 0.0192642 +Loss contributors: + s_ln_CD : 1.21374 + s_CL : 1.00723 + s_CM : 0.461882 + s_analysis_confidence : 0.21844 + s_Bot_Xtr : 0.0585075 + s_Top_Xtr : 0.0366445 + s_lower_bl_H_2 : 0.00324579 + s_lower_bl_H_1 : 0.00315582 + s_lower_bl_H_0 : 0.00298967 + s_lower_bl_H_31 : 0.00282457 +Epoch: 237 | Train Loss: 2.37346 | Test Loss: 3.09881 | analysis_confidence: 0.126278 | CL: 0.0209192 | ln_CD: 0.0419041 | CM: 0.00326189 | Top_Xtr: 0.0163624 | Bot_Xtr: 0.0185194 +Loss contributors: + s_ln_CD : 1.20123 + s_CL : 0.967176 + s_CM : 0.436091 + s_analysis_confidence : 0.217488 + s_Bot_Xtr : 0.056799 + s_Top_Xtr : 0.0357468 + s_lower_bl_H_2 : 0.00319157 + s_lower_bl_H_1 : 0.00311202 + s_lower_bl_H_0 : 0.0029793 + s_upper_bl_H_31 : 0.00283093 +Epoch: 238 | Train Loss: 2.36625 | Test Loss: 3.1644 | analysis_confidence: 0.128166 | CL: 0.0219601 | ln_CD: 0.0467146 | CM: 0.0034712 | Top_Xtr: 0.0175129 | Bot_Xtr: 0.0194854 +Loss contributors: + s_ln_CD : 1.21445 + s_CL : 0.989783 + s_CM : 0.455758 + s_analysis_confidence : 0.217239 + s_Bot_Xtr : 0.0607442 + s_Top_Xtr : 0.0388813 + s_lower_bl_H_2 : 0.00324834 + s_lower_bl_H_1 : 0.00324581 + s_lower_bl_H_0 : 0.00302589 + s_upper_bl_H_31 : 0.00286046 +Epoch: 239 | Train Loss: 2.37336 | Test Loss: 3.21614 | analysis_confidence: 0.126525 | CL: 0.0214181 | ln_CD: 0.0425135 | CM: 0.00338098 | Top_Xtr: 0.0171413 | Bot_Xtr: 0.0197105 +Loss contributors: + s_ln_CD : 1.28051 + s_CL : 0.988666 + s_CM : 0.449943 + s_analysis_confidence : 0.218016 + s_Bot_Xtr : 0.0583989 + s_Top_Xtr : 0.0364922 + s_lower_bl_H_2 : 0.00321775 + s_lower_bl_H_1 : 0.00315029 + s_lower_bl_H_0 : 0.00297932 + s_upper_bl_H_31 : 0.00282074 +Epoch: 240 | Train Loss: 2.36841 | Test Loss: 3.14558 | analysis_confidence: 0.124825 | CL: 0.0219605 | ln_CD: 0.0405027 | CM: 0.00342679 | Top_Xtr: 0.0186248 | Bot_Xtr: 0.0207867 +Loss contributors: + s_ln_CD : 1.19569 + s_CL : 0.992933 + s_CM : 0.454135 + s_analysis_confidence : 0.218735 + s_Bot_Xtr : 0.0595811 + s_Top_Xtr : 0.0390603 + s_lower_bl_H_2 : 0.00327345 + s_lower_bl_H_1 : 0.0031252 + s_lower_bl_H_0 : 0.00297605 + s_upper_bl_H_31 : 0.00286038 +Epoch: 241 | Train Loss: 2.36537 | Test Loss: 3.19479 | analysis_confidence: 0.125454 | CL: 0.0211382 | ln_CD: 0.0454125 | CM: 0.00336234 | Top_Xtr: 0.0170401 | Bot_Xtr: 0.0193757 +Loss contributors: + s_ln_CD : 1.24836 + s_CL : 0.992685 + s_CM : 0.455945 + s_analysis_confidence : 0.217431 + s_Bot_Xtr : 0.0575678 + s_Top_Xtr : 0.0363238 + s_lower_bl_H_2 : 0.00327698 + s_lower_bl_H_1 : 0.00320579 + s_lower_bl_H_0 : 0.00300805 + s_upper_bl_H_31 : 0.00279887 +Epoch: 242 | Train Loss: 2.36312 | Test Loss: 3.1528 | analysis_confidence: 0.125423 | CL: 0.0210819 | ln_CD: 0.0408004 | CM: 0.00347849 | Top_Xtr: 0.0168569 | Bot_Xtr: 0.0191452 +Loss contributors: + s_ln_CD : 1.21501 + s_CL : 0.972722 + s_CM : 0.464055 + s_analysis_confidence : 0.217464 + s_Bot_Xtr : 0.0609574 + s_Top_Xtr : 0.0378682 + s_lower_bl_H_2 : 0.00319768 + s_lower_bl_H_1 : 0.00319674 + s_lower_bl_H_0 : 0.00303539 + s_upper_bl_H_31 : 0.00283039 +Epoch: 243 | Train Loss: 2.36259 | Test Loss: 3.24039 | analysis_confidence: 0.126486 | CL: 0.0218904 | ln_CD: 0.0491404 | CM: 0.00349728 | Top_Xtr: 0.0170912 | Bot_Xtr: 0.0189783 +Loss contributors: + s_ln_CD : 1.24788 + s_CL : 1.01855 + s_CM : 0.471458 + s_analysis_confidence : 0.217826 + s_Bot_Xtr : 0.0597963 + s_Top_Xtr : 0.0381792 + s_lower_bl_H_2 : 0.00329207 + s_lower_bl_H_1 : 0.00309591 + s_upper_bl_H_31 : 0.00301305 + s_lower_bl_H_0 : 0.00295254 +Epoch: 244 | Train Loss: 2.36028 | Test Loss: 3.15951 | analysis_confidence: 0.128208 | CL: 0.020931 | ln_CD: 0.0418506 | CM: 0.00338952 | Top_Xtr: 0.0179884 | Bot_Xtr: 0.0198673 +Loss contributors: + s_ln_CD : 1.20243 + s_CL : 1.00323 + s_CM : 0.452489 + s_analysis_confidence : 0.218523 + s_Bot_Xtr : 0.0582782 + s_Top_Xtr : 0.0371815 + s_lower_bl_H_2 : 0.00335426 + s_lower_bl_H_1 : 0.00321213 + s_lower_bl_H_0 : 0.00298945 + s_lower_bl_H_3 : 0.00282879 +Epoch: 245 | Train Loss: 2.3627 | Test Loss: 3.19563 | analysis_confidence: 0.129122 | CL: 0.0220592 | ln_CD: 0.0426912 | CM: 0.0033511 | Top_Xtr: 0.0165506 | Bot_Xtr: 0.018786 +Loss contributors: + s_ln_CD : 1.23885 + s_CL : 1.00733 + s_CM : 0.449308 + s_analysis_confidence : 0.217464 + s_Bot_Xtr : 0.0591402 + s_Top_Xtr : 0.0361673 + s_lower_bl_H_2 : 0.00321266 + s_lower_bl_H_1 : 0.0031103 + s_lower_bl_H_0 : 0.00295188 + s_lower_bl_H_31 : 0.00281751 +Epoch: 246 | Train Loss: 2.35201 | Test Loss: 3.14336 | analysis_confidence: 0.124778 | CL: 0.0221888 | ln_CD: 0.0413687 | CM: 0.0034121 | Top_Xtr: 0.017179 | Bot_Xtr: 0.0190315 +Loss contributors: + s_ln_CD : 1.18863 + s_CL : 0.998592 + s_CM : 0.458359 + s_analysis_confidence : 0.217478 + s_Bot_Xtr : 0.0586223 + s_Top_Xtr : 0.0369063 + s_lower_bl_H_2 : 0.00329268 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0.00277061 +Epoch: 249 | Train Loss: 2.3531 | Test Loss: 3.14594 | analysis_confidence: 0.127985 | CL: 0.0217194 | ln_CD: 0.0411941 | CM: 0.00345839 | Top_Xtr: 0.018512 | Bot_Xtr: 0.0209452 +Loss contributors: + s_ln_CD : 1.19386 + s_CL : 0.990956 + s_CM : 0.463369 + s_analysis_confidence : 0.217664 + s_Bot_Xtr : 0.0584727 + s_Top_Xtr : 0.0383081 + s_lower_bl_H_2 : 0.00327661 + s_lower_bl_H_1 : 0.00315334 + s_lower_bl_H_0 : 0.00303417 + s_upper_bl_H_31 : 0.00284135 +Epoch: 250 | Train Loss: 2.35562 | Test Loss: 3.11975 | analysis_confidence: 0.130303 | CL: 0.0223983 | ln_CD: 0.0390948 | CM: 0.00329259 | Top_Xtr: 0.0167171 | Bot_Xtr: 0.0195207 +Loss contributors: + s_ln_CD : 1.17812 + s_CL : 0.999104 + s_CM : 0.447159 + s_analysis_confidence : 0.217849 + s_Bot_Xtr : 0.0580937 + s_Top_Xtr : 0.035401 + s_lower_bl_H_2 : 0.00329048 + s_lower_bl_H_1 : 0.00312133 + s_lower_bl_H_0 : 0.00298633 + s_upper_bl_H_31 : 0.00286157 +Epoch: 251 | Train Loss: 2.34511 | Test Loss: 3.38623 | analysis_confidence: 0.13005 | CL: 0.0214921 | ln_CD: 0.0475722 | CM: 0.00334294 | Top_Xtr: 0.0176019 | Bot_Xtr: 0.0206295 +Loss contributors: + s_ln_CD : 1.37458 + s_CL : 1.04441 + s_CM : 0.455737 + s_analysis_confidence : 0.217828 + s_Bot_Xtr : 0.0650857 + s_Top_Xtr : 0.0401514 + s_lower_bl_H_2 : 0.00319267 + s_lower_bl_H_1 : 0.00316012 + s_upper_bl_H_31 : 0.00300118 + s_lower_bl_H_0 : 0.00298268 +Epoch: 252 | Train Loss: 2.34622 | Test Loss: 3.09739 | analysis_confidence: 0.127449 | CL: 0.0220519 | ln_CD: 0.0401174 | CM: 0.00327074 | Top_Xtr: 0.0167403 | Bot_Xtr: 0.0189848 +Loss contributors: + s_ln_CD : 1.1695 + s_CL : 0.996924 + s_CM : 0.437652 + s_analysis_confidence : 0.216917 + s_Bot_Xtr : 0.0567389 + s_Top_Xtr : 0.0354785 + s_lower_bl_H_2 : 0.00319857 + s_lower_bl_H_1 : 0.00315296 + s_lower_bl_H_0 : 0.00300604 + s_upper_bl_H_31 : 0.00276505 +Epoch: 253 | Train Loss: 2.3442 | Test Loss: 3.16782 | analysis_confidence: 0.12765 | CL: 0.0216492 | ln_CD: 0.0458265 | CM: 0.00340401 | Top_Xtr: 0.0163491 | Bot_Xtr: 0.0185909 +Loss contributors: + s_ln_CD : 1.22915 + s_CL : 0.988313 + s_CM : 0.453179 + s_analysis_confidence : 0.217071 + s_Bot_Xtr : 0.058616 + s_Top_Xtr : 0.0366795 + s_lower_bl_H_2 : 0.0032542 + s_lower_bl_H_1 : 0.00310823 + s_lower_bl_H_0 : 0.00294516 + s_lower_bl_H_31 : 0.00280877 +Epoch: 254 | Train Loss: 2.34409 | Test Loss: 3.16767 | analysis_confidence: 0.125429 | CL: 0.0234666 | ln_CD: 0.0435391 | CM: 0.00355147 | Top_Xtr: 0.0172024 | Bot_Xtr: 0.0190136 +Loss contributors: + s_ln_CD : 1.2061 + s_CL : 1.00772 + s_CM : 0.459708 + s_analysis_confidence : 0.216829 + s_Bot_Xtr : 0.0566832 + s_Top_Xtr : 0.0361116 + s_lower_bl_H_2 : 0.00319572 + s_lower_bl_H_1 : 0.00317402 + s_lower_bl_H_0 : 0.00298196 + s_upper_bl_H_31 : 0.00282691 +Epoch: 255 | Train Loss: 2.34221 | Test Loss: 3.16483 | analysis_confidence: 0.129437 | CL: 0.0215934 | ln_CD: 0.0414252 | CM: 0.00343336 | Top_Xtr: 0.0164391 | Bot_Xtr: 0.0185841 +Loss contributors: + s_ln_CD : 1.21461 + 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0.0574883 + s_Top_Xtr : 0.0354474 + s_lower_bl_H_2 : 0.00319469 + s_lower_bl_H_1 : 0.00310749 + s_lower_bl_H_0 : 0.00297249 + s_lower_bl_H_31 : 0.00279772 +Epoch: 258 | Train Loss: 2.3363 | Test Loss: 3.16708 | analysis_confidence: 0.125719 | CL: 0.0206579 | ln_CD: 0.0394658 | CM: 0.00334421 | Top_Xtr: 0.0164501 | Bot_Xtr: 0.0188484 +Loss contributors: + s_ln_CD : 1.2581 + s_CL : 0.970995 + s_CM : 0.442619 + s_analysis_confidence : 0.216231 + s_Bot_Xtr : 0.0598754 + s_Top_Xtr : 0.0376626 + s_lower_bl_H_2 : 0.00321124 + s_lower_bl_H_1 : 0.00310471 + s_lower_bl_H_0 : 0.00296996 + s_upper_bl_H_31 : 0.00278622 +Epoch: 259 | Train Loss: 2.33752 | Test Loss: 3.19752 | analysis_confidence: 0.12571 | CL: 0.0224219 | ln_CD: 0.0407757 | CM: 0.00384214 | Top_Xtr: 0.0167918 | Bot_Xtr: 0.0187605 +Loss contributors: + s_ln_CD : 1.19805 + s_CL : 1.01104 + s_CM : 0.492652 + s_analysis_confidence : 0.217915 + s_Bot_Xtr : 0.0566108 + s_Top_Xtr : 0.0370286 + s_lower_bl_H_2 : 0.00319935 + s_lower_bl_H_1 : 0.00312542 + s_lower_bl_H_0 : 0.00308176 + s_upper_bl_H_31 : 0.00279816 +Epoch: 260 | Train Loss: 2.33226 | Test Loss: 3.12911 | analysis_confidence: 0.126132 | CL: 0.0226172 | ln_CD: 0.0418992 | CM: 0.00330341 | Top_Xtr: 0.0176073 | Bot_Xtr: 0.0197741 +Loss contributors: + s_ln_CD : 1.19363 + s_CL : 0.995386 + s_CM : 0.441167 + s_analysis_confidence : 0.217963 + s_Bot_Xtr : 0.0575486 + s_Top_Xtr : 0.0373176 + s_lower_bl_H_2 : 0.00324948 + s_lower_bl_H_1 : 0.0031049 + s_lower_bl_H_0 : 0.00302595 + s_upper_bl_H_31 : 0.00277708 +Epoch: 261 | Train Loss: 2.3327 | Test Loss: 3.26256 | analysis_confidence: 0.126979 | CL: 0.0216357 | ln_CD: 0.048397 | CM: 0.00365562 | Top_Xtr: 0.0163903 | Bot_Xtr: 0.0187649 +Loss contributors: + s_ln_CD : 1.28736 + s_CL : 1.00814 + s_CM : 0.472718 + s_analysis_confidence : 0.217007 + s_Bot_Xtr : 0.0570652 + s_Top_Xtr : 0.0346519 + s_lower_bl_H_2 : 0.0032437 + s_lower_bl_H_1 : 0.00315569 + s_lower_bl_H_0 : 0.0030219 + s_upper_bl_H_31 : 0.00288736 +Epoch: 262 | Train Loss: 2.33183 | Test Loss: 3.09056 | analysis_confidence: 0.129705 | CL: 0.0211807 | ln_CD: 0.0421715 | CM: 0.00341146 | Top_Xtr: 0.0170425 | Bot_Xtr: 0.0199904 +Loss contributors: + s_ln_CD : 1.17568 + s_CL : 0.969984 + s_CM : 0.449752 + s_analysis_confidence : 0.217298 + s_Bot_Xtr : 0.0579997 + s_Top_Xtr : 0.0359434 + s_lower_bl_H_2 : 0.00326143 + s_lower_bl_H_1 : 0.00308133 + s_lower_bl_H_0 : 0.0030097 + s_upper_bl_H_31 : 0.00281625 +Epoch: 263 | Train Loss: 2.33019 | Test Loss: 3.14111 | analysis_confidence: 0.127877 | CL: 0.0218383 | ln_CD: 0.0433559 | CM: 0.00332774 | Top_Xtr: 0.0166555 | Bot_Xtr: 0.0190128 +Loss contributors: + s_ln_CD : 1.20744 + s_CL : 0.993636 + s_CM : 0.443782 + s_analysis_confidence : 0.216889 + s_Bot_Xtr : 0.0590627 + s_Top_Xtr : 0.0362759 + s_lower_bl_H_2 : 0.00326569 + s_lower_bl_H_1 : 0.00308968 + s_lower_bl_H_0 : 0.00300343 + s_upper_bl_H_31 : 0.00278281 +Epoch: 264 | Train Loss: 2.32886 | Test Loss: 3.14115 | analysis_confidence: 0.123728 | CL: 0.0220602 | ln_CD: 0.0430004 | CM: 0.00339741 | Top_Xtr: 0.0191902 | Bot_Xtr: 0.0215609 +Loss contributors: + s_ln_CD : 1.2015 + s_CL : 0.993697 + s_CM : 0.449313 + s_analysis_confidence : 0.217391 + s_Bot_Xtr : 0.0588052 + s_Top_Xtr : 0.0378886 + s_lower_bl_H_2 : 0.00319866 + s_lower_bl_H_1 : 0.0030628 + s_lower_bl_H_0 : 0.00297801 + s_upper_bl_H_31 : 0.00281437 +Epoch: 265 | Train Loss: 2.32866 | Test Loss: 3.15256 | analysis_confidence: 0.126321 | CL: 0.0208628 | ln_CD: 0.0440772 | CM: 0.00334847 | Top_Xtr: 0.0164931 | Bot_Xtr: 0.0188653 +Loss contributors: + s_ln_CD : 1.23991 + s_CL : 0.97566 + s_CM : 0.446366 + s_analysis_confidence : 0.216139 + s_Bot_Xtr : 0.0563 + s_Top_Xtr : 0.0352347 + s_lower_bl_H_2 : 0.00321054 + s_lower_bl_H_1 : 0.0030983 + s_lower_bl_H_0 : 0.00296576 + s_upper_bl_H_31 : 0.00276581 +Epoch: 266 | Train Loss: 2.32834 | Test Loss: 3.16306 | analysis_confidence: 0.125348 | CL: 0.0217154 | ln_CD: 0.0443862 | CM: 0.00323419 | Top_Xtr: 0.0164652 | Bot_Xtr: 0.0188991 +Loss contributors: + s_ln_CD : 1.25053 + s_CL : 0.980265 + s_CM : 0.439261 + s_analysis_confidence : 0.216955 + s_Bot_Xtr : 0.0577323 + s_Top_Xtr : 0.0351954 + s_lower_bl_H_2 : 0.00326796 + s_lower_bl_H_1 : 0.00310495 + s_lower_bl_H_0 : 0.00291761 + s_lower_bl_H_3 : 0.00277456 +Epoch: 267 | Train Loss: 2.32108 | Test Loss: 3.15768 | analysis_confidence: 0.128502 | CL: 0.0215857 | ln_CD: 0.04279 | CM: 0.00336622 | Top_Xtr: 0.0165922 | Bot_Xtr: 0.0189162 +Loss contributors: + s_ln_CD : 1.21493 + s_CL : 0.990628 + s_CM : 0.444947 + s_analysis_confidence : 0.217635 + s_Bot_Xtr : 0.063357 + s_Top_Xtr : 0.0413088 + s_lower_bl_H_2 : 0.00316231 + s_lower_bl_H_1 : 0.00310265 + s_lower_bl_H_0 : 0.00298925 + s_upper_bl_H_31 : 0.00276487 +Epoch: 268 | Train Loss: 2.32203 | Test Loss: 3.18169 | analysis_confidence: 0.124863 | CL: 0.0211554 | ln_CD: 0.0455381 | CM: 0.00333935 | Top_Xtr: 0.0162941 | Bot_Xtr: 0.0188614 +Loss contributors: + s_ln_CD : 1.25916 + s_CL : 0.982121 + s_CM : 0.446522 + s_analysis_confidence : 0.216677 + s_Bot_Xtr : 0.0568464 + s_Top_Xtr : 0.0352203 + s_lower_bl_H_2 : 0.00318604 + s_lower_bl_H_1 : 0.00310013 + s_lower_bl_H_0 : 0.00307329 + s_lower_bl_H_3 : 0.00279169 +Epoch: 269 | Train Loss: 2.32017 | Test Loss: 3.18063 | analysis_confidence: 0.125515 | CL: 0.0217198 | ln_CD: 0.0403778 | CM: 0.00343881 | Top_Xtr: 0.0161562 | Bot_Xtr: 0.0185292 +Loss contributors: + s_ln_CD : 1.21673 + s_CL : 1.01006 + s_CM : 0.459862 + s_analysis_confidence : 0.216817 + s_Bot_Xtr : 0.057409 + s_Top_Xtr : 0.0347872 + s_lower_bl_H_2 : 0.00321763 + s_lower_bl_H_1 : 0.00319267 + s_lower_bl_H_0 : 0.00298659 + s_lower_bl_H_3 : 0.00281877 +Epoch: 270 | Train Loss: 2.31989 | Test Loss: 3.11943 | analysis_confidence: 0.126542 | CL: 0.0218113 | ln_CD: 0.0417638 | CM: 0.0033825 | Top_Xtr: 0.0170718 | Bot_Xtr: 0.0191524 +Loss contributors: + s_ln_CD : 1.18151 + s_CL : 0.990093 + s_CM : 0.451142 + s_analysis_confidence : 0.217439 + s_Bot_Xtr : 0.0585449 + s_Top_Xtr : 0.0369013 + s_lower_bl_H_2 : 0.00321717 + s_lower_bl_H_1 : 0.00316456 + s_lower_bl_H_0 : 0.00299595 + s_upper_bl_H_31 : 0.00285038 +Epoch: 271 | Train Loss: 2.31587 | Test Loss: 3.18865 | analysis_confidence: 0.129023 | CL: 0.0218971 | ln_CD: 0.0418702 | CM: 0.00332529 | Top_Xtr: 0.0185842 | Bot_Xtr: 0.0202324 +Loss contributors: + s_ln_CD : 1.22267 + s_CL : 1.01499 + s_CM : 0.446102 + s_analysis_confidence : 0.218082 + s_Bot_Xtr : 0.0608926 + s_Top_Xtr : 0.0417475 + s_lower_bl_H_2 : 0.00325216 + s_lower_bl_H_1 : 0.00311964 + s_lower_bl_H_0 : 0.00293194 + s_upper_bl_H_31 : 0.0029286 +Epoch: 272 | Train Loss: 2.31843 | Test Loss: 3.10621 | analysis_confidence: 0.124862 | CL: 0.0209789 | ln_CD: 0.0409178 | CM: 0.00328485 | Top_Xtr: 0.017264 | Bot_Xtr: 0.019198 +Loss contributors: + s_ln_CD : 1.19195 + s_CL : 0.987364 + s_CM : 0.437226 + s_analysis_confidence : 0.217656 + s_Bot_Xtr : 0.0558202 + s_Top_Xtr : 0.0352929 + s_lower_bl_H_2 : 0.00316956 + s_lower_bl_H_1 : 0.00309407 + s_lower_bl_H_0 : 0.00305603 + s_upper_bl_H_31 : 0.00277227 +Epoch: 273 | Train Loss: 2.3181 | Test Loss: 3.16056 | analysis_confidence: 0.12439 | CL: 0.0218659 | ln_CD: 0.0411307 | CM: 0.00334758 | Top_Xtr: 0.0162456 | Bot_Xtr: 0.0187343 +Loss contributors: + s_ln_CD : 1.22232 + s_CL : 0.993781 + s_CM : 0.455152 + s_analysis_confidence : 0.216499 + s_Bot_Xtr : 0.0555308 + s_Top_Xtr : 0.0345733 + s_lower_bl_H_2 : 0.00321588 + s_lower_bl_H_1 : 0.00307985 + s_lower_bl_H_0 : 0.00296298 + s_upper_bl_H_31 : 0.00281292 +Epoch: 274 | Train Loss: 2.31606 | Test Loss: 3.1465 | analysis_confidence: 0.125735 | CL: 0.02247 | ln_CD: 0.0421327 | CM: 0.00336907 | Top_Xtr: 0.0164291 | Bot_Xtr: 0.0182234 +Loss contributors: + s_ln_CD : 1.1964 + s_CL : 1.01036 + s_CM : 0.446914 + s_analysis_confidence : 0.216526 + s_Bot_Xtr : 0.0556307 + s_Top_Xtr : 0.0349557 + s_lower_bl_H_2 : 0.00335216 + s_lower_bl_H_1 : 0.00315848 + s_lower_bl_H_0 : 0.00296701 + s_upper_bl_H_31 : 0.0028043 +Epoch: 275 | Train Loss: 2.31376 | Test Loss: 3.2394 | analysis_confidence: 0.127252 | CL: 0.0217067 | ln_CD: 0.0422638 | CM: 0.00339874 | Top_Xtr: 0.0170872 | Bot_Xtr: 0.019672 +Loss contributors: + s_ln_CD : 1.28052 + s_CL : 1.00305 + s_CM : 0.454418 + s_analysis_confidence : 0.218816 + s_Bot_Xtr : 0.0590399 + s_Top_Xtr : 0.0370764 + s_lower_bl_H_2 : 0.00319943 + s_lower_bl_H_1 : 0.00318966 + s_lower_bl_H_0 : 0.0030335 + s_upper_bl_H_31 : 0.00282938 +Epoch: 276 | Train Loss: 2.30657 | Test Loss: 3.12473 | analysis_confidence: 0.125899 | CL: 0.0215745 | ln_CD: 0.0390346 | CM: 0.00332079 | Top_Xtr: 0.0190577 | Bot_Xtr: 0.0210389 +Loss contributors: + s_ln_CD : 1.18879 + s_CL : 0.990512 + s_CM : 0.447701 + s_analysis_confidence : 0.217084 + s_Bot_Xtr : 0.0595622 + s_Top_Xtr : 0.038619 + s_lower_bl_H_2 : 0.00324478 + s_lower_bl_H_1 : 0.0031154 + s_lower_bl_H_0 : 0.00296009 + s_upper_bl_H_31 : 0.00282218 +Epoch: 277 | Train Loss: 2.31015 | Test Loss: 3.15909 | analysis_confidence: 0.124345 | CL: 0.0212384 | ln_CD: 0.0464543 | CM: 0.00330502 | Top_Xtr: 0.0163918 | Bot_Xtr: 0.0183643 +Loss contributors: + s_ln_CD : 1.23527 + s_CL : 0.993978 + s_CM : 0.440221 + s_analysis_confidence : 0.21647 + s_Bot_Xtr : 0.0557744 + s_Top_Xtr : 0.0348042 + s_lower_bl_H_2 : 0.00322702 + s_lower_bl_H_1 : 0.00311731 + s_lower_bl_H_0 : 0.00300133 + s_lower_bl_H_3 : 0.00280385 +Epoch: 278 | Train Loss: 2.30299 | Test Loss: 3.14094 | analysis_confidence: 0.123489 | CL: 0.0211247 | ln_CD: 0.0415941 | CM: 0.00328154 | Top_Xtr: 0.0179367 | Bot_Xtr: 0.0206463 +Loss contributors: + s_ln_CD : 1.21996 + s_CL : 0.980096 + s_CM : 0.442989 + s_analysis_confidence : 0.216469 + s_Bot_Xtr : 0.0591956 + s_Top_Xtr : 0.0378105 + s_lower_bl_H_2 : 0.00328609 + s_lower_bl_H_1 : 0.00312256 + s_lower_bl_H_0 : 0.00300377 + s_lower_bl_H_3 : 0.00278482 +Epoch: 279 | Train Loss: 2.30694 | Test Loss: 3.13249 | analysis_confidence: 0.125009 | CL: 0.0207784 | ln_CD: 0.0461259 | CM: 0.00340205 | Top_Xtr: 0.0163295 | Bot_Xtr: 0.0190176 +Loss contributors: + s_ln_CD : 1.22784 + s_CL : 0.968296 + s_CM : 0.445431 + s_analysis_confidence : 0.216763 + s_Bot_Xtr : 0.0560922 + s_Top_Xtr : 0.0347865 + s_lower_bl_H_2 : 0.00323815 + s_lower_bl_H_1 : 0.00313519 + s_lower_bl_H_0 : 0.0030649 + s_upper_bl_H_31 : 0.00275848 +Epoch: 280 | Train Loss: 2.30363 | Test Loss: 3.11566 | analysis_confidence: 0.125815 | CL: 0.0206899 | ln_CD: 0.0395965 | CM: 0.00323664 | Top_Xtr: 0.016723 | Bot_Xtr: 0.0187694 +Loss contributors: + s_ln_CD : 1.20829 + s_CL : 0.978352 + s_CM : 0.436542 + s_analysis_confidence : 0.215955 + s_Bot_Xtr : 0.0582004 + s_Top_Xtr : 0.0363247 + s_lower_bl_H_2 : 0.00320598 + s_lower_bl_H_1 : 0.00311163 + s_lower_bl_H_0 : 0.00297011 + s_upper_bl_H_31 : 0.00278102 +Epoch: 281 | Train Loss: 2.30178 | Test Loss: 3.14952 | analysis_confidence: 0.129052 | CL: 0.0219486 | ln_CD: 0.0391934 | CM: 0.00334447 | Top_Xtr: 0.0172646 | Bot_Xtr: 0.0202437 +Loss contributors: + s_ln_CD : 1.2135 + s_CL : 0.988511 + s_CM : 0.451817 + s_analysis_confidence : 0.217342 + s_Bot_Xtr : 0.0580502 + s_Top_Xtr : 0.0363977 + s_lower_bl_H_2 : 0.00331346 + s_lower_bl_H_1 : 0.00314101 + s_lower_bl_H_0 : 0.00298213 + s_lower_bl_H_3 : 0.0028163 +Epoch: 282 | Train Loss: 2.2987 | Test Loss: 3.15728 | analysis_confidence: 0.127162 | CL: 0.0224872 | ln_CD: 0.0404911 | CM: 0.00334379 | Top_Xtr: 0.0164793 | Bot_Xtr: 0.0186945 +Loss contributors: + s_ln_CD : 1.2053 + s_CL : 1.01162 + s_CM : 0.448099 + s_analysis_confidence : 0.216789 + s_Bot_Xtr : 0.0570247 + s_Top_Xtr : 0.0362108 + s_lower_bl_H_2 : 0.00314536 + s_lower_bl_H_1 : 0.00307067 + s_lower_bl_H_0 : 0.00297236 + s_upper_bl_H_31 : 0.00280964 +Epoch: 283 | Train Loss: 2.30066 | Test Loss: 3.16992 | analysis_confidence: 0.125624 | CL: 0.021894 | ln_CD: 0.0406736 | CM: 0.00347146 | Top_Xtr: 0.0164379 | Bot_Xtr: 0.0187951 +Loss contributors: + s_ln_CD : 1.21012 + s_CL : 1.01061 + s_CM : 0.457362 + s_analysis_confidence : 0.216229 + s_Bot_Xtr : 0.0574025 + s_Top_Xtr : 0.0351347 + s_lower_bl_H_2 : 0.00316832 + s_lower_bl_H_1 : 0.00314753 + s_lower_bl_H_0 : 0.00302253 + s_lower_bl_H_31 : 0.0028019 +Epoch: 284 | Train Loss: 2.29724 | Test Loss: 3.13634 | analysis_confidence: 0.126258 | CL: 0.0212287 | ln_CD: 0.0405699 | CM: 0.00329408 | Top_Xtr: 0.0171319 | Bot_Xtr: 0.0194816 +Loss contributors: + s_ln_CD : 1.20917 + s_CL : 0.992135 + s_CM : 0.44102 + s_analysis_confidence : 0.216677 + s_Bot_Xtr : 0.0577946 + s_Top_Xtr : 0.0375432 + s_lower_bl_H_2 : 0.00319936 + s_lower_bl_H_1 : 0.00307375 + s_lower_bl_H_0 : 0.00299889 + s_lower_bl_H_31 : 0.00278245 +Epoch: 285 | Train Loss: 2.29857 | Test Loss: 3.1794 | analysis_confidence: 0.122633 | CL: 0.0218203 | ln_CD: 0.0436827 | CM: 0.00335061 | Top_Xtr: 0.0179952 | Bot_Xtr: 0.0207949 +Loss contributors: + s_ln_CD : 1.2303 + s_CL : 0.998822 + s_CM : 0.451469 + s_analysis_confidence : 0.21673 + s_Bot_Xtr : 0.061433 + s_Top_Xtr : 0.0376778 + s_lower_bl_H_2 : 0.00318848 + s_lower_bl_H_1 : 0.0030514 + s_lower_bl_H_0 : 0.00298499 + s_upper_bl_H_31 : 0.00281198 +Epoch: 286 | Train Loss: 2.3006 | Test Loss: 3.15728 | analysis_confidence: 0.124763 | CL: 0.0209014 | ln_CD: 0.0498249 | CM: 0.00340749 | Top_Xtr: 0.0173363 | Bot_Xtr: 0.0204982 +Loss contributors: + s_ln_CD : 1.25745 + s_CL : 0.960046 + s_CM : 0.447528 + s_analysis_confidence : 0.216294 + s_Bot_Xtr : 0.0587832 + s_Top_Xtr : 0.0361137 + s_lower_bl_H_2 : 0.00317451 + s_lower_bl_H_1 : 0.00305793 + s_lower_bl_H_0 : 0.00294523 + s_upper_bl_H_31 : 0.0027926 +Epoch: 287 | Train Loss: 2.28946 | Test Loss: 3.09123 | analysis_confidence: 0.126153 | CL: 0.0215275 | ln_CD: 0.0391333 | CM: 0.00333936 | Top_Xtr: 0.0162564 | Bot_Xtr: 0.0183054 +Loss contributors: + s_ln_CD : 1.18928 + s_CL : 0.9705 + s_CM : 0.441772 + s_analysis_confidence : 0.216113 + s_Bot_Xtr : 0.0563494 + s_Top_Xtr : 0.0351302 + s_lower_bl_H_2 : 0.00316328 + s_lower_bl_H_1 : 0.00312334 + s_lower_bl_H_0 : 0.00295812 + s_upper_bl_H_31 : 0.0027934 +Epoch: 288 | Train Loss: 2.29511 | Test Loss: 3.1207 | analysis_confidence: 0.127687 | CL: 0.0221841 | ln_CD: 0.0423964 | CM: 0.00337511 | Top_Xtr: 0.0179572 | Bot_Xtr: 0.0202017 +Loss contributors: + s_ln_CD : 1.18997 + s_CL : 0.987721 + s_CM : 0.447529 + s_analysis_confidence : 0.216798 + s_Bot_Xtr : 0.0584692 + s_Top_Xtr : 0.0366611 + s_lower_bl_H_2 : 0.00324711 + s_lower_bl_H_1 : 0.00312705 + s_lower_bl_H_0 : 0.00299897 + s_upper_bl_H_31 : 0.00278346 +Epoch: 289 | Train Loss: 2.29378 | Test Loss: 3.15324 | analysis_confidence: 0.128472 | CL: 0.0207792 | ln_CD: 0.0394812 | CM: 0.00322514 | Top_Xtr: 0.018192 | Bot_Xtr: 0.0200587 +Loss contributors: + s_ln_CD : 1.23624 + s_CL : 0.982463 + s_CM : 0.43975 + s_analysis_confidence : 0.21688 + s_Bot_Xtr : 0.0584249 + s_Top_Xtr : 0.0369568 + s_lower_bl_H_1 : 0.00326752 + s_lower_bl_H_2 : 0.0032464 + s_lower_bl_H_0 : 0.00301994 + s_upper_bl_H_31 : 0.00276752 +Epoch: 290 | Train Loss: 2.29207 | Test Loss: 3.12538 | analysis_confidence: 0.126105 | CL: 0.0212095 | ln_CD: 0.0400763 | CM: 0.00328837 | Top_Xtr: 0.0161398 | Bot_Xtr: 0.0184495 +Loss contributors: + s_ln_CD : 1.22489 + s_CL : 0.97319 + s_CM : 0.438819 + s_analysis_confidence : 0.216178 + s_Bot_Xtr : 0.056277 + s_Top_Xtr : 0.0346265 + s_lower_bl_H_2 : 0.00320451 + s_lower_bl_H_1 : 0.00310523 + s_lower_bl_H_0 : 0.00300791 + s_lower_bl_H_3 : 0.00276119 +Epoch: 291 | Train Loss: 2.28607 | Test Loss: 3.16147 | analysis_confidence: 0.125621 | CL: 0.0214705 | ln_CD: 0.0467121 | CM: 0.00325992 | Top_Xtr: 0.0176192 | Bot_Xtr: 0.0210575 +Loss contributors: + s_ln_CD : 1.2509 + s_CL : 0.977343 + s_CM : 0.438469 + s_analysis_confidence : 0.219562 + s_Bot_Xtr : 0.0583539 + s_Top_Xtr : 0.0357032 + s_lower_bl_H_2 : 0.00322743 + s_lower_bl_H_1 : 0.0030951 + s_lower_bl_H_0 : 0.00292575 + s_upper_bl_H_31 : 0.00275822 +Epoch: 292 | Train Loss: 2.2867 | Test Loss: 3.11675 | analysis_confidence: 0.125473 | CL: 0.0212152 | ln_CD: 0.0419153 | CM: 0.00337587 | Top_Xtr: 0.0164068 | Bot_Xtr: 0.0187986 +Loss contributors: + 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s_upper_bl_H_31 : 0.00277917 +Epoch: 299 | Train Loss: 2.27703 | Test Loss: 3.0742 | analysis_confidence: 0.127091 | CL: 0.0209493 | ln_CD: 0.0386398 | CM: 0.00322218 | Top_Xtr: 0.016042 | Bot_Xtr: 0.0182191 +Loss contributors: + s_ln_CD : 1.18507 + s_CL : 0.968613 + s_CM : 0.430742 + s_analysis_confidence : 0.216975 + s_Bot_Xtr : 0.056668 + s_Top_Xtr : 0.0358138 + s_lower_bl_H_2 : 0.00318944 + s_lower_bl_H_1 : 0.00308791 + s_lower_bl_H_0 : 0.00301111 + s_lower_bl_H_3 : 0.00273907 +Epoch: 300 | Train Loss: 2.27631 | Test Loss: 3.13277 | analysis_confidence: 0.122607 | CL: 0.0222888 | ln_CD: 0.039092 | CM: 0.00329691 | Top_Xtr: 0.0165408 | Bot_Xtr: 0.0192066 +Loss contributors: + s_ln_CD : 1.19637 + s_CL : 1.00485 + s_CM : 0.442498 + s_analysis_confidence : 0.217624 + s_Bot_Xtr : 0.0557204 + s_Top_Xtr : 0.034686 + s_lower_bl_H_2 : 0.00317538 + s_lower_bl_H_1 : 0.00307058 + s_lower_bl_H_0 : 0.00297685 + s_upper_bl_H_31 : 0.00277932 +Epoch: 301 | Train Loss: 2.27454 | Test Loss: 3.06005 | 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0.00308175 + s_lower_bl_H_0 : 0.00301791 + s_upper_bl_H_31 : 0.0028199 +Epoch: 310 | Train Loss: 2.2616 | Test Loss: 3.13849 | analysis_confidence: 0.12773 | CL: 0.0224652 | ln_CD: 0.0417287 | CM: 0.0033554 | Top_Xtr: 0.0164203 | Bot_Xtr: 0.0187743 +Loss contributors: + s_ln_CD : 1.18692 + s_CL : 1.01431 + s_CM : 0.447957 + s_analysis_confidence : 0.216689 + s_Bot_Xtr : 0.0562547 + s_Top_Xtr : 0.0347395 + s_lower_bl_H_2 : 0.00320254 + s_lower_bl_H_1 : 0.00310526 + s_lower_bl_H_0 : 0.00292868 + s_upper_bl_H_31 : 0.00271051 +Epoch: 311 | Train Loss: 2.26187 | Test Loss: 3.13052 | analysis_confidence: 0.126407 | CL: 0.0217412 | ln_CD: 0.0450747 | CM: 0.00322189 | Top_Xtr: 0.0167761 | Bot_Xtr: 0.0188282 +Loss contributors: + s_ln_CD : 1.21978 + s_CL : 0.987702 + s_CM : 0.433839 + s_analysis_confidence : 0.21631 + s_Bot_Xtr : 0.0568508 + s_Top_Xtr : 0.0357389 + s_lower_bl_H_2 : 0.00322405 + s_lower_bl_H_1 : 0.0030777 + s_lower_bl_H_0 : 0.00297634 + s_upper_bl_H_31 : 0.00278914 +Epoch: 312 | Train Loss: 2.25973 | Test Loss: 3.09682 | analysis_confidence: 0.125233 | CL: 0.0213547 | ln_CD: 0.0397853 | CM: 0.00328696 | Top_Xtr: 0.0165196 | Bot_Xtr: 0.0189822 +Loss contributors: + s_ln_CD : 1.19373 + s_CL : 0.972041 + s_CM : 0.440082 + s_analysis_confidence : 0.216791 + s_Bot_Xtr : 0.0578486 + s_Top_Xtr : 0.0353957 + s_lower_bl_H_2 : 0.00320663 + s_lower_bl_H_1 : 0.00310339 + s_lower_bl_H_0 : 0.00299608 + s_lower_bl_H_3 : 0.00273225 +slurmstepd-d-13-3-1: error: *** JOB 25353060 ON d-13-3-1 CANCELLED AT 2024-03-09T00:55:12 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25353063 b/training/gen2_architecture/log.log-25353063 new file mode 100644 index 0000000..3ea175c --- /dev/null +++ b/training/gen2_architecture/log.log-25353063 @@ -0,0 +1,3819 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 21.4867 | Test Loss: 10.2038 | analysis_confidence: 0.25642 | CL: 0.0524206 | ln_CD: 0.118163 | CM: 0.00849557 | Top_Xtr: 0.0563722 | Bot_Xtr: 0.0677879 +Loss contributors: + s_ln_CD : 3.87908 + s_CL : 3.3586 + s_CM : 1.88458 + s_analysis_confidence : 0.419211 + s_Bot_Xtr : 0.349116 + s_Top_Xtr : 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Train Loss: 3.5479 | Test Loss: 3.64722 | analysis_confidence: 0.13672 | CL: 0.0234092 | ln_CD: 0.0470087 | CM: 0.00380688 | Top_Xtr: 0.0221663 | Bot_Xtr: 0.0251542 +Loss contributors: + s_ln_CD : 1.51189 + s_CL : 1.14428 + s_CM : 0.559017 + s_analysis_confidence : 0.243808 + s_Bot_Xtr : 0.0891107 + s_Top_Xtr : 0.0638351 + s_lower_bl_H_0 : 0.000652379 + s_lower_bl_H_1 : 0.000593584 + s_lower_bl_H_2 : 0.000545313 + s_upper_bl_H_31 : 0.000508309 +Epoch: 32 | Train Loss: 3.51829 | Test Loss: 3.6357 | analysis_confidence: 0.137468 | CL: 0.0252573 | ln_CD: 0.0483586 | CM: 0.00395388 | Top_Xtr: 0.0241725 | Bot_Xtr: 0.0273691 +Loss contributors: + s_ln_CD : 1.46218 + s_CL : 1.16614 + s_CM : 0.56137 + s_analysis_confidence : 0.242707 + s_Bot_Xtr : 0.0974734 + s_Top_Xtr : 0.0706005 + s_lower_bl_H_0 : 0.000650881 + s_lower_bl_H_1 : 0.000588199 + s_lower_bl_H_2 : 0.000533633 + s_upper_bl_H_31 : 0.000504581 +Epoch: 33 | Train Loss: 3.50855 | Test Loss: 3.77251 | analysis_confidence: 0.137169 | CL: 0.0250721 | ln_CD: 0.0501546 | CM: 0.00403651 | Top_Xtr: 0.0222024 | Bot_Xtr: 0.0253189 +Loss contributors: + s_ln_CD : 1.56778 + s_CL : 1.19596 + s_CM : 0.580885 + s_analysis_confidence : 0.24079 + s_Bot_Xtr : 0.0885656 + s_Top_Xtr : 0.0630561 + s_lower_bl_H_0 : 0.000662996 + s_lower_bl_H_1 : 0.000595034 + s_lower_bl_H_2 : 0.00054327 + s_upper_bl_H_31 : 0.000507702 +Epoch: 34 | Train Loss: 3.48486 | Test Loss: 3.75345 | analysis_confidence: 0.135485 | CL: 0.0244677 | ln_CD: 0.059022 | CM: 0.00382328 | Top_Xtr: 0.0229991 | Bot_Xtr: 0.0256405 +Loss contributors: + s_ln_CD : 1.61266 + s_CL : 1.16159 + s_CM : 0.547778 + s_analysis_confidence : 0.240979 + s_Bot_Xtr : 0.0895119 + s_Top_Xtr : 0.0655095 + s_lower_bl_H_0 : 0.000652302 + s_lower_bl_H_1 : 0.00058529 + s_lower_bl_H_2 : 0.000543998 + s_upper_bl_H_31 : 0.000519703 +Epoch: 35 | Train Loss: 3.46861 | Test Loss: 3.6637 | analysis_confidence: 0.132428 | CL: 0.0248129 | ln_CD: 0.0485285 | CM: 0.00389818 | Top_Xtr: 0.0233618 | Bot_Xtr: 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0.550247 + s_analysis_confidence : 0.243962 + s_Bot_Xtr : 0.0896894 + s_Top_Xtr : 0.0662103 + s_lower_bl_H_0 : 0.000669671 + s_lower_bl_H_1 : 0.000584443 + s_lower_bl_H_2 : 0.000535657 + s_upper_bl_H_31 : 0.000500136 +Epoch: 38 | Train Loss: 3.42553 | Test Loss: 3.61916 | analysis_confidence: 0.1352 | CL: 0.0273961 | ln_CD: 0.0462459 | CM: 0.00424999 | Top_Xtr: 0.021123 | Bot_Xtr: 0.0243287 +Loss contributors: + s_ln_CD : 1.41919 + s_CL : 1.20212 + s_CM : 0.578342 + s_analysis_confidence : 0.239549 + s_Bot_Xtr : 0.0847683 + s_Top_Xtr : 0.0605228 + s_lower_bl_H_0 : 0.00066151 + s_lower_bl_H_1 : 0.000585033 + s_lower_bl_H_2 : 0.000534039 + s_lower_bl_ret_0 : 0.000494884 +Epoch: 39 | Train Loss: 3.39908 | Test Loss: 3.74909 | analysis_confidence: 0.133163 | CL: 0.0249955 | ln_CD: 0.0486671 | CM: 0.00396808 | Top_Xtr: 0.0233265 | Bot_Xtr: 0.0260251 +Loss contributors: + s_ln_CD : 1.58266 + s_CL : 1.16971 + s_CM : 0.560471 + s_analysis_confidence : 0.245092 + s_Bot_Xtr : 0.0896463 + 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0.000587839 + s_lower_bl_H_2 : 0.000534738 + s_upper_bl_H_31 : 0.000516537 +Epoch: 42 | Train Loss: 3.35414 | Test Loss: 3.54012 | analysis_confidence: 0.136335 | CL: 0.0236584 | ln_CD: 0.0465746 | CM: 0.00369227 | Top_Xtr: 0.0212336 | Bot_Xtr: 0.0244024 +Loss contributors: + s_ln_CD : 1.47663 + s_CL : 1.11538 + s_CM : 0.526127 + s_analysis_confidence : 0.238577 + s_Bot_Xtr : 0.086781 + s_Top_Xtr : 0.0620674 + s_lower_bl_H_0 : 0.000651991 + s_lower_bl_H_1 : 0.00058169 + s_lower_bl_H_2 : 0.000530193 + s_upper_bl_H_31 : 0.000498456 +Epoch: 43 | Train Loss: 3.34571 | Test Loss: 3.65052 | analysis_confidence: 0.132355 | CL: 0.0238915 | ln_CD: 0.0517405 | CM: 0.0037906 | Top_Xtr: 0.0224821 | Bot_Xtr: 0.0256992 +Loss contributors: + s_ln_CD : 1.55207 + s_CL : 1.12963 + s_CM : 0.544283 + s_analysis_confidence : 0.23861 + s_Bot_Xtr : 0.0882377 + s_Top_Xtr : 0.0629842 + s_lower_bl_H_0 : 0.000667007 + s_lower_bl_H_1 : 0.000591509 + s_lower_bl_H_2 : 0.000547091 + s_lower_bl_ret_0 : 0.000500156 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0.130939 | CL: 0.0248358 | ln_CD: 0.0500597 | CM: 0.00375597 | Top_Xtr: 0.0217216 | Bot_Xtr: 0.0244119 +Loss contributors: + s_ln_CD : 1.45393 + s_CL : 1.1451 + s_CM : 0.531003 + s_analysis_confidence : 0.238467 + s_Bot_Xtr : 0.0897751 + s_Top_Xtr : 0.0645279 + s_lower_bl_H_0 : 0.000665425 + s_lower_bl_H_1 : 0.000587453 + s_lower_bl_H_2 : 0.000533864 + s_lower_bl_ret_0 : 0.000497206 +Epoch: 47 | Train Loss: 3.2944 | Test Loss: 3.58086 | analysis_confidence: 0.131406 | CL: 0.0240338 | ln_CD: 0.04761 | CM: 0.00384456 | Top_Xtr: 0.0216243 | Bot_Xtr: 0.0243418 +Loss contributors: + s_ln_CD : 1.4701 + s_CL : 1.14815 + s_CM : 0.548596 + s_analysis_confidence : 0.237123 + s_Bot_Xtr : 0.0826153 + s_Top_Xtr : 0.0601074 + s_lower_bl_H_0 : 0.00065836 + s_lower_bl_H_1 : 0.000588972 + s_lower_bl_H_2 : 0.000528359 + s_lower_bl_ret_0 : 0.000499826 +Epoch: 48 | Train Loss: 3.28014 | Test Loss: 3.62247 | analysis_confidence: 0.131762 | CL: 0.0271745 | ln_CD: 0.0458242 | CM: 0.00398635 | Top_Xtr: 0.021538 | Bot_Xtr: 0.0250828 +Loss contributors: + s_ln_CD : 1.45864 + s_CL : 1.18409 + s_CM : 0.560893 + s_analysis_confidence : 0.238818 + s_Bot_Xtr : 0.0852658 + s_Top_Xtr : 0.0604513 + s_lower_bl_H_0 : 0.000651831 + s_lower_bl_H_1 : 0.000582233 + s_lower_bl_H_2 : 0.000530717 + s_lower_bl_ret_0 : 0.000494981 +Epoch: 49 | Train Loss: 3.25919 | Test Loss: 3.47549 | analysis_confidence: 0.132836 | CL: 0.0237577 | ln_CD: 0.0475277 | CM: 0.00375821 | Top_Xtr: 0.0255488 | Bot_Xtr: 0.0288528 +Loss contributors: + s_ln_CD : 1.41905 + s_CL : 1.09015 + s_CM : 0.524221 + s_analysis_confidence : 0.235844 + s_Bot_Xtr : 0.0983403 + s_Top_Xtr : 0.0743992 + s_lower_bl_H_0 : 0.000651771 + s_lower_bl_H_1 : 0.00057937 + s_lower_bl_H_2 : 0.000534099 + s_lower_bl_ret_0 : 0.000487625 +Epoch: 50 | Train Loss: 3.24855 | Test Loss: 3.52604 | analysis_confidence: 0.132732 | CL: 0.023757 | ln_CD: 0.0464871 | CM: 0.0038728 | Top_Xtr: 0.0214213 | Bot_Xtr: 0.0238876 +Loss contributors: + s_ln_CD : 1.44229 + s_CL : 1.12558 + s_CM : 0.542946 + s_analysis_confidence : 0.237914 + s_Bot_Xtr : 0.082322 + s_Top_Xtr : 0.0605145 + s_lower_bl_H_0 : 0.000655876 + s_lower_bl_H_1 : 0.000598852 + s_lower_bl_H_2 : 0.000546723 + s_lower_bl_ret_0 : 0.000502527 +Epoch: 51 | Train Loss: 3.24665 | Test Loss: 3.4616 | analysis_confidence: 0.133602 | CL: 0.0242935 | ln_CD: 0.0481258 | CM: 0.00365538 | Top_Xtr: 0.022104 | Bot_Xtr: 0.0253447 +Loss contributors: + s_ln_CD : 1.41958 + s_CL : 1.10827 + s_CM : 0.517711 + s_analysis_confidence : 0.237242 + s_Bot_Xtr : 0.0837108 + s_Top_Xtr : 0.0611135 + s_lower_bl_H_0 : 0.000651756 + s_lower_bl_H_1 : 0.000583808 + s_lower_bl_H_2 : 0.000538888 + s_lower_bl_ret_0 : 0.000501349 +Epoch: 52 | Train Loss: 3.2306 | Test Loss: 3.46499 | analysis_confidence: 0.132082 | CL: 0.0236766 | ln_CD: 0.0449591 | CM: 0.00389649 | Top_Xtr: 0.0223235 | Bot_Xtr: 0.0251485 +Loss contributors: + s_ln_CD : 1.40687 + s_CL : 1.10651 + s_CM : 0.535163 + s_analysis_confidence : 0.23557 + s_Bot_Xtr : 0.0845856 + s_Top_Xtr : 0.0621917 + s_lower_bl_H_0 : 0.000648657 + s_lower_bl_H_1 : 0.000586902 + s_lower_bl_H_2 : 0.000531928 + s_lower_bl_ret_0 : 0.000498608 +Epoch: 53 | Train Loss: 3.22244 | Test Loss: 3.45216 | analysis_confidence: 0.135684 | CL: 0.024335 | ln_CD: 0.0456114 | CM: 0.00369293 | Top_Xtr: 0.0218912 | Bot_Xtr: 0.025122 +Loss contributors: + s_ln_CD : 1.4252 + s_CL : 1.09556 + s_CM : 0.515676 + s_analysis_confidence : 0.235967 + s_Bot_Xtr : 0.0849709 + s_Top_Xtr : 0.0612289 + s_lower_bl_H_0 : 0.000645109 + s_lower_bl_H_1 : 0.000582224 + s_lower_bl_H_2 : 0.000533075 + s_lower_bl_ret_0 : 0.000496107 +Epoch: 54 | Train Loss: 3.21019 | Test Loss: 3.49595 | analysis_confidence: 0.130762 | CL: 0.0247667 | ln_CD: 0.051545 | CM: 0.00383002 | Top_Xtr: 0.0224879 | Bot_Xtr: 0.0248858 +Loss contributors: + s_ln_CD : 1.43361 + s_CL : 1.11312 + s_CM : 0.53006 + s_analysis_confidence : 0.23863 + s_Bot_Xtr : 0.0854487 + s_Top_Xtr : 0.0610777 + s_lower_bl_H_0 : 0.000664133 + s_lower_bl_H_1 : 0.000584352 + s_lower_bl_H_2 : 0.000535142 + s_lower_bl_ret_0 : 0.000495966 +Epoch: 55 | Train Loss: 3.19022 | Test Loss: 3.4342 | analysis_confidence: 0.132498 | CL: 0.0227956 | ln_CD: 0.0466921 | CM: 0.00367503 | Top_Xtr: 0.0214025 | Bot_Xtr: 0.0238409 +Loss contributors: + s_ln_CD : 1.4184 + s_CL : 1.08264 + s_CM : 0.519598 + s_analysis_confidence : 0.23601 + s_Bot_Xtr : 0.0830003 + s_Top_Xtr : 0.0609821 + s_lower_bl_H_0 : 0.000668459 + s_lower_bl_H_1 : 0.000586753 + s_lower_bl_H_2 : 0.000540195 + s_lower_bl_ret_0 : 0.000498391 +Epoch: 56 | Train Loss: 3.18525 | Test Loss: 3.43426 | analysis_confidence: 0.130579 | CL: 0.0240612 | ln_CD: 0.0479218 | CM: 0.00371208 | Top_Xtr: 0.0209053 | Bot_Xtr: 0.024009 +Loss contributors: + s_ln_CD : 1.41231 + s_CL : 1.09227 + s_CM : 0.518934 + s_analysis_confidence : 0.236222 + s_Bot_Xtr : 0.0823855 + s_Top_Xtr : 0.0586721 + s_lower_bl_H_0 : 0.000641452 + s_lower_bl_H_1 : 0.000579566 + s_lower_bl_H_2 : 0.000529765 + s_lower_bl_ret_0 : 0.00049843 +Epoch: 57 | Train Loss: 3.17307 | Test Loss: 3.46569 | analysis_confidence: 0.128088 | CL: 0.0229691 | ln_CD: 0.0469621 | CM: 0.00373111 | Top_Xtr: 0.0216147 | Bot_Xtr: 0.0237883 +Loss contributors: + s_ln_CD : 1.42946 + s_CL : 1.09745 + s_CM : 0.525551 + s_analysis_confidence : 0.235787 + s_Bot_Xtr : 0.0818177 + s_Top_Xtr : 0.061992 + s_lower_bl_H_0 : 0.000653689 + s_lower_bl_H_1 : 0.000589142 + s_lower_bl_H_2 : 0.00052317 + s_lower_bl_ret_0 : 0.000501391 +Epoch: 58 | Train Loss: 3.15753 | Test Loss: 3.52512 | analysis_confidence: 0.129304 | CL: 0.0246486 | ln_CD: 0.0450401 | CM: 0.00393904 | Top_Xtr: 0.0205682 | Bot_Xtr: 0.0233787 +Loss contributors: + s_ln_CD : 1.44542 + s_CL : 1.12575 + s_CM : 0.54082 + s_analysis_confidence : 0.233989 + s_Bot_Xtr : 0.0852162 + s_Top_Xtr : 0.0604546 + s_lower_bl_H_0 : 0.000653219 + s_lower_bl_H_1 : 0.000577993 + s_lower_bl_H_2 : 0.000524786 + s_upper_bl_H_31 : 0.000500763 +Epoch: 59 | Train Loss: 3.14796 | Test Loss: 3.38447 | analysis_confidence: 0.133635 | CL: 0.0238681 | ln_CD: 0.0446924 | CM: 0.00369967 | Top_Xtr: 0.0208917 | Bot_Xtr: 0.0234831 +Loss contributors: + s_ln_CD : 1.37261 + s_CL : 1.08729 + s_CM : 0.518587 + s_analysis_confidence : 0.234131 + s_Bot_Xtr : 0.080522 + s_Top_Xtr : 0.057952 + s_lower_bl_H_0 : 0.000649709 + s_lower_bl_H_1 : 0.000578763 + s_lower_bl_H_2 : 0.00051787 + s_lower_bl_ret_0 : 0.000498569 +Epoch: 60 | Train Loss: 3.13439 | Test Loss: 3.43735 | analysis_confidence: 0.129403 | CL: 0.0231182 | ln_CD: 0.0439564 | CM: 0.00368369 | Top_Xtr: 0.0206985 | Bot_Xtr: 0.0236629 +Loss contributors: + s_ln_CD : 1.43066 + s_CL : 1.07271 + s_CM : 0.520317 + s_analysis_confidence : 0.238158 + s_Bot_Xtr : 0.0831619 + s_Top_Xtr : 0.0586521 + s_lower_bl_H_0 : 0.000663687 + s_lower_bl_H_1 : 0.000580355 + s_lower_bl_H_2 : 0.0005217 + s_lower_bl_ret_0 : 0.000501877 +Epoch: 61 | Train Loss: 3.13324 | Test Loss: 3.31503 | analysis_confidence: 0.137273 | CL: 0.0228403 | ln_CD: 0.0439493 | CM: 0.00377127 | Top_Xtr: 0.020713 | Bot_Xtr: 0.0233857 +Loss contributors: + s_ln_CD : 1.34125 + s_CL : 1.05175 + s_CM : 0.513576 + s_analysis_confidence : 0.237622 + s_Bot_Xtr : 0.079385 + s_Top_Xtr : 0.0580075 + s_lower_bl_H_0 : 0.00066527 + s_lower_bl_H_1 : 0.000587475 + s_lower_bl_H_2 : 0.000530026 + s_lower_bl_ret_0 : 0.000506066 +Epoch: 62 | Train Loss: 3.11912 | Test Loss: 3.4147 | analysis_confidence: 0.133223 | CL: 0.0229959 | ln_CD: 0.0466808 | CM: 0.00369252 | Top_Xtr: 0.0210674 | Bot_Xtr: 0.0238016 +Loss contributors: + s_ln_CD : 1.40147 + s_CL : 1.07969 + s_CM : 0.518428 + s_analysis_confidence : 0.234135 + s_Bot_Xtr : 0.0857303 + s_Top_Xtr : 0.061846 + s_lower_bl_H_0 : 0.000655823 + s_lower_bl_H_1 : 0.00058078 + s_lower_bl_H_2 : 0.000519306 + s_lower_bl_ret_0 : 0.000501204 +Epoch: 63 | Train Loss: 3.10921 | Test Loss: 3.36994 | analysis_confidence: 0.136882 | CL: 0.023005 | ln_CD: 0.0445862 | CM: 0.00361663 | Top_Xtr: 0.0201436 | Bot_Xtr: 0.0228197 +Loss contributors: + 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0.000652694 + s_lower_bl_H_1 : 0.000585 + s_lower_bl_H_2 : 0.000532551 + s_lower_bl_ret_0 : 0.00050059 +Epoch: 68 | Train Loss: 3.05351 | Test Loss: 3.50396 | analysis_confidence: 0.130737 | CL: 0.0249762 | ln_CD: 0.0438536 | CM: 0.00379504 | Top_Xtr: 0.0204821 | Bot_Xtr: 0.0234422 +Loss contributors: + s_ln_CD : 1.41397 + s_CL : 1.16452 + s_CM : 0.523744 + s_analysis_confidence : 0.234316 + s_Bot_Xtr : 0.0786305 + s_Top_Xtr : 0.0555306 + s_lower_bl_H_0 : 0.000659863 + s_lower_bl_H_1 : 0.000587232 + s_lower_bl_H_2 : 0.000530319 + s_lower_bl_ret_0 : 0.000502891 +Epoch: 69 | Train Loss: 3.04631 | Test Loss: 3.46029 | analysis_confidence: 0.133509 | CL: 0.0237515 | ln_CD: 0.0479515 | CM: 0.00385308 | Top_Xtr: 0.0218262 | Bot_Xtr: 0.0240343 +Loss contributors: + s_ln_CD : 1.42394 + s_CL : 1.10359 + s_CM : 0.530687 + s_analysis_confidence : 0.234771 + s_Bot_Xtr : 0.0777586 + s_Top_Xtr : 0.05595 + s_lower_bl_H_0 : 0.000660652 + s_lower_bl_H_1 : 0.000579297 + s_lower_bl_H_2 : 0.000533747 + s_lower_bl_ret_0 : 0.000505606 +Epoch: 70 | Train Loss: 3.0363 | Test Loss: 3.40435 | analysis_confidence: 0.131801 | CL: 0.0234169 | ln_CD: 0.0493281 | CM: 0.00365967 | Top_Xtr: 0.0212612 | Bot_Xtr: 0.0236237 +Loss contributors: + s_ln_CD : 1.39237 + s_CL : 1.08498 + s_CM : 0.516448 + s_analysis_confidence : 0.234405 + s_Bot_Xtr : 0.0829738 + s_Top_Xtr : 0.0598649 + s_lower_bl_H_0 : 0.000657293 + s_lower_bl_H_1 : 0.000585166 + s_lower_bl_H_2 : 0.000525178 + s_lower_bl_ret_0 : 0.000502891 +Epoch: 71 | Train Loss: 3.023 | Test Loss: 3.52885 | analysis_confidence: 0.133517 | CL: 0.0236836 | ln_CD: 0.0472896 | CM: 0.00382298 | Top_Xtr: 0.0203704 | Bot_Xtr: 0.0228616 +Loss contributors: + s_ln_CD : 1.47993 + s_CL : 1.11351 + s_CM : 0.538126 + s_analysis_confidence : 0.233904 + s_Bot_Xtr : 0.0759374 + s_Top_Xtr : 0.053613 + s_lower_bl_H_0 : 0.000669185 + s_lower_bl_H_1 : 0.000587889 + s_lower_bl_H_2 : 0.00053918 + s_lower_bl_ret_0 : 0.000504102 +Epoch: 72 | Train Loss: 3.01177 | Test Loss: 3.49444 | analysis_confidence: 0.130627 | CL: 0.0233306 | ln_CD: 0.058032 | CM: 0.00365652 | Top_Xtr: 0.019747 | Bot_Xtr: 0.0222636 +Loss contributors: + s_ln_CD : 1.52008 + s_CL : 1.07751 + s_CM : 0.503672 + s_analysis_confidence : 0.235516 + s_Bot_Xtr : 0.0743967 + s_Top_Xtr : 0.049943 + s_lower_bl_H_0 : 0.000665923 + s_lower_bl_H_1 : 0.00058741 + s_lower_bl_H_2 : 0.00053466 + s_lower_bl_ret_0 : 0.00051454 +Epoch: 73 | Train Loss: 3.00096 | Test Loss: 3.36855 | analysis_confidence: 0.129805 | CL: 0.0242961 | ln_CD: 0.0478336 | CM: 0.00359319 | Top_Xtr: 0.020587 | Bot_Xtr: 0.0237941 +Loss contributors: + s_ln_CD : 1.38201 + s_CL : 1.08977 + s_CM : 0.500119 + s_analysis_confidence : 0.233802 + s_Bot_Xtr : 0.0778594 + s_Top_Xtr : 0.0512439 + s_lower_bl_H_0 : 0.000671214 + s_lower_bl_H_1 : 0.00058319 + s_lower_bl_H_2 : 0.000526291 + s_lower_bl_ret_0 : 0.000502975 +Epoch: 74 | Train Loss: 2.98971 | Test Loss: 3.37166 | analysis_confidence: 0.135999 | CL: 0.0242308 | ln_CD: 0.0456869 | CM: 0.0036578 | Top_Xtr: 0.0196104 | Bot_Xtr: 0.0222177 +Loss contributors: + s_ln_CD : 1.3797 + s_CL : 1.08812 + s_CM : 0.510253 + s_analysis_confidence : 0.236187 + s_Bot_Xtr : 0.0743947 + s_Top_Xtr : 0.0498354 + s_lower_bl_H_0 : 0.000660675 + s_lower_bl_H_1 : 0.000579713 + s_lower_bl_H_2 : 0.000517084 + s_lower_bl_ret_0 : 0.000503647 +Epoch: 75 | Train Loss: 2.97761 | Test Loss: 3.31119 | analysis_confidence: 0.130238 | CL: 0.0228826 | ln_CD: 0.046117 | CM: 0.00352685 | Top_Xtr: 0.0216851 | Bot_Xtr: 0.0238161 +Loss contributors: + s_ln_CD : 1.36108 + s_CL : 1.06168 + s_CM : 0.497508 + s_analysis_confidence : 0.232385 + s_Bot_Xtr : 0.0738211 + s_Top_Xtr : 0.0514933 + s_lower_bl_H_0 : 0.000673542 + s_lower_bl_H_1 : 0.000581144 + s_lower_bl_H_2 : 0.000520328 + s_lower_bl_ret_0 : 0.000505457 +Epoch: 76 | Train Loss: 2.9694 | Test Loss: 3.39434 | analysis_confidence: 0.131829 | CL: 0.0220428 | ln_CD: 0.0484142 | CM: 0.00372021 | Top_Xtr: 0.0200588 | Bot_Xtr: 0.0229138 +Loss contributors: + s_ln_CD : 1.44477 + s_CL : 1.04632 + s_CM : 0.514561 + s_analysis_confidence : 0.232403 + s_Bot_Xtr : 0.0746734 + s_Top_Xtr : 0.0487406 + s_lower_bl_H_0 : 0.000666824 + s_lower_bl_H_1 : 0.000581515 + s_lower_bl_H_2 : 0.00052103 + s_lower_bl_ret_0 : 0.000507031 +Epoch: 77 | Train Loss: 2.96069 | Test Loss: 3.35691 | analysis_confidence: 0.131257 | CL: 0.0225524 | ln_CD: 0.044766 | CM: 0.00408101 | Top_Xtr: 0.0198527 | Bot_Xtr: 0.0229204 +Loss contributors: + s_ln_CD : 1.36959 + s_CL : 1.0671 + s_CM : 0.533943 + s_analysis_confidence : 0.232936 + s_Bot_Xtr : 0.0723139 + s_Top_Xtr : 0.047788 + s_lower_bl_H_0 : 0.00066816 + s_lower_bl_H_1 : 0.000582363 + s_lower_bl_ret_0 : 0.0005144 + s_lower_bl_H_2 : 0.000511981 +Epoch: 78 | Train Loss: 2.96017 | Test Loss: 3.34009 | analysis_confidence: 0.132069 | CL: 0.0236785 | ln_CD: 0.0476413 | CM: 0.00358738 | Top_Xtr: 0.0195521 | Bot_Xtr: 0.0223732 +Loss contributors: + s_ln_CD : 1.37618 + s_CL : 1.07587 + s_CM : 0.499714 + s_analysis_confidence : 0.233929 + s_Bot_Xtr : 0.0736503 + s_Top_Xtr : 0.0477145 + s_lower_bl_H_0 : 0.000666038 + s_lower_bl_H_1 : 0.000584233 + s_lower_bl_H_2 : 0.000521189 + s_lower_bl_ret_0 : 0.000506127 +Epoch: 79 | Train Loss: 2.941 | Test Loss: 3.29865 | analysis_confidence: 0.131296 | CL: 0.0238618 | ln_CD: 0.0450987 | CM: 0.00367505 | Top_Xtr: 0.0204495 | Bot_Xtr: 0.0230198 +Loss contributors: + s_ln_CD : 1.33434 + s_CL : 1.06948 + s_CM : 0.503885 + s_analysis_confidence : 0.237469 + s_Bot_Xtr : 0.0721222 + s_Top_Xtr : 0.0485717 + s_lower_bl_H_0 : 0.000687251 + s_lower_bl_H_1 : 0.000590405 + s_lower_bl_H_2 : 0.000525389 + s_lower_bl_ret_0 : 0.00051325 +Epoch: 80 | Train Loss: 2.93964 | Test Loss: 3.33341 | analysis_confidence: 0.130254 | CL: 0.0230605 | ln_CD: 0.0491517 | CM: 0.00355091 | Top_Xtr: 0.0199443 | Bot_Xtr: 0.0233278 +Loss contributors: + s_ln_CD : 1.38339 + s_CL : 1.0617 + s_CM : 0.498567 + s_analysis_confidence : 0.232855 + s_Bot_Xtr : 0.0748081 + s_Top_Xtr : 0.0491786 + s_lower_bl_H_0 : 0.000674093 + s_lower_bl_H_1 : 0.000584155 + s_lower_bl_H_2 : 0.000528362 + s_lower_bl_ret_0 : 0.000514129 +Epoch: 81 | Train Loss: 2.92294 | Test Loss: 3.30298 | analysis_confidence: 0.133733 | CL: 0.0240818 | ln_CD: 0.0488986 | CM: 0.00360926 | Top_Xtr: 0.019883 | Bot_Xtr: 0.0225713 +Loss contributors: + s_ln_CD : 1.3631 + s_CL : 1.062 + s_CM : 0.494223 + s_analysis_confidence : 0.2334 + s_Bot_Xtr : 0.070937 + s_Top_Xtr : 0.0466717 + s_lower_bl_H_0 : 0.000681227 + s_lower_bl_H_1 : 0.000586062 + s_lower_bl_H_2 : 0.000515074 + s_lower_bl_ret_0 : 0.000503329 +Epoch: 82 | Train Loss: 2.91402 | Test Loss: 3.34942 | analysis_confidence: 0.131023 | CL: 0.0243306 | ln_CD: 0.0455011 | CM: 0.00368132 | Top_Xtr: 0.0190717 | Bot_Xtr: 0.0222429 +Loss contributors: + s_ln_CD : 1.33845 + s_CL : 1.11758 + s_CM : 0.511754 + s_analysis_confidence : 0.232656 + s_Bot_Xtr : 0.0706811 + s_Top_Xtr : 0.0452063 + s_lower_bl_H_0 : 0.000675177 + s_lower_bl_H_1 : 0.000575319 + s_lower_bl_H_2 : 0.000507128 + s_lower_bl_ret_0 : 0.000504018 +Epoch: 83 | Train Loss: 2.91157 | Test Loss: 3.55027 | analysis_confidence: 0.129824 | CL: 0.0275917 | ln_CD: 0.0528848 | CM: 0.00431906 | Top_Xtr: 0.0204925 | Bot_Xtr: 0.0232571 +Loss contributors: + s_ln_CD : 1.44372 + s_CL : 1.1596 + s_CM : 0.561119 + s_analysis_confidence : 0.234555 + s_Bot_Xtr : 0.0706454 + s_Top_Xtr : 0.0473727 + s_lower_bl_H_0 : 0.000672767 + s_lower_bl_H_1 : 0.000582002 + s_lower_bl_ret_0 : 0.000515157 + s_lower_bl_H_2 : 0.00051159 +Epoch: 84 | Train Loss: 2.90286 | Test Loss: 3.26402 | analysis_confidence: 0.131055 | CL: 0.0237866 | ln_CD: 0.043264 | CM: 0.00361731 | Top_Xtr: 0.0190696 | Bot_Xtr: 0.0217496 +Loss contributors: + s_ln_CD : 1.31834 + s_CL : 1.06636 + s_CM : 0.496859 + s_analysis_confidence : 0.231488 + s_Bot_Xtr : 0.0722962 + s_Top_Xtr : 0.0458414 + s_lower_bl_H_0 : 0.000676425 + s_lower_bl_H_1 : 0.000589237 + s_lower_bl_H_2 : 0.000514095 + s_lower_bl_ret_0 : 0.000507528 +Epoch: 85 | Train Loss: 2.8845 | Test Loss: 3.2191 | analysis_confidence: 0.128534 | CL: 0.0231552 | ln_CD: 0.0420162 | CM: 0.00355261 | Top_Xtr: 0.0200346 | Bot_Xtr: 0.0221955 +Loss contributors: + s_ln_CD : 1.29662 + s_CL : 1.04984 + s_CM : 0.491068 + s_analysis_confidence : 0.232322 + s_Bot_Xtr : 0.0695303 + s_Top_Xtr : 0.0469477 + s_lower_bl_H_0 : 0.000674591 + s_lower_bl_H_1 : 0.00058357 + s_lower_bl_H_2 : 0.0005119 + s_lower_bl_ret_0 : 0.000506739 +Epoch: 86 | Train Loss: 2.88587 | Test Loss: 3.20094 | analysis_confidence: 0.130138 | CL: 0.022303 | ln_CD: 0.0425808 | CM: 0.0035119 | Top_Xtr: 0.019474 | Bot_Xtr: 0.0222271 +Loss contributors: + s_ln_CD : 1.29129 + s_CL : 1.05061 + s_CM : 0.48272 + s_analysis_confidence : 0.231581 + s_Bot_Xtr : 0.0678944 + s_Top_Xtr : 0.0440019 + s_lower_bl_H_0 : 0.000667618 + s_lower_bl_H_1 : 0.000583674 + s_lower_bl_H_2 : 0.000510713 + s_lower_bl_ret_0 : 0.000508533 +Epoch: 87 | Train Loss: 2.87545 | Test Loss: 3.3095 | analysis_confidence: 0.131489 | CL: 0.0224001 | ln_CD: 0.0424996 | CM: 0.00359443 | Top_Xtr: 0.0199356 | Bot_Xtr: 0.0230343 +Loss contributors: + s_ln_CD : 1.36217 + s_CL : 1.05858 + s_CM : 0.504942 + s_analysis_confidence : 0.23186 + s_Bot_Xtr : 0.0716047 + s_Top_Xtr : 0.0469202 + s_lower_bl_H_0 : 0.000683666 + s_lower_bl_H_1 : 0.000590728 + s_lower_bl_H_2 : 0.000523126 + s_lower_bl_ret_0 : 0.000514869 +Epoch: 88 | Train Loss: 2.8669 | Test Loss: 3.27929 | analysis_confidence: 0.135224 | CL: 0.0230521 | ln_CD: 0.0431204 | CM: 0.00380404 | Top_Xtr: 0.019242 | Bot_Xtr: 0.0216694 +Loss contributors: + s_ln_CD : 1.29938 + s_CL : 1.07908 + s_CM : 0.516818 + s_analysis_confidence : 0.237381 + s_Bot_Xtr : 0.0692142 + s_Top_Xtr : 0.044583 + s_lower_bl_H_0 : 0.000681224 + s_lower_bl_H_1 : 0.000586061 + s_lower_bl_H_2 : 0.000520036 + s_lower_bl_ret_0 : 0.000512797 +Epoch: 89 | Train Loss: 2.85675 | Test Loss: 3.33649 | analysis_confidence: 0.132928 | CL: 0.0228784 | ln_CD: 0.0425178 | CM: 0.00375308 | Top_Xtr: 0.0190811 | Bot_Xtr: 0.0214401 +Loss contributors: + s_ln_CD : 1.32316 + s_CL : 1.1177 + s_CM : 0.508154 + s_analysis_confidence : 0.236569 + s_Bot_Xtr : 0.0699938 + s_Top_Xtr : 0.0475051 + s_lower_bl_H_0 : 0.00068594 + s_lower_bl_H_1 : 0.000582781 + s_lower_bl_H_2 : 0.000511573 + s_lower_bl_ret_0 : 0.000506587 +Epoch: 90 | Train Loss: 2.8527 | Test Loss: 3.29143 | analysis_confidence: 0.132159 | CL: 0.0224422 | ln_CD: 0.0428698 | CM: 0.0034711 | Top_Xtr: 0.0200248 | Bot_Xtr: 0.0231691 +Loss contributors: + s_ln_CD : 1.35597 + s_CL : 1.06689 + s_CM : 0.487281 + s_analysis_confidence : 0.232809 + s_Bot_Xtr : 0.0700949 + s_Top_Xtr : 0.0458275 + s_lower_bl_H_0 : 0.00068118 + s_lower_bl_H_1 : 0.000580681 + s_lower_bl_H_2 : 0.000518641 + s_lower_bl_ret_0 : 0.000506734 +Epoch: 91 | Train Loss: 2.842 | Test Loss: 3.27517 | analysis_confidence: 0.129573 | CL: 0.022492 | ln_CD: 0.0457146 | CM: 0.00358878 | Top_Xtr: 0.0200908 | Bot_Xtr: 0.0228573 +Loss contributors: + s_ln_CD : 1.35858 + s_CL : 1.04068 + s_CM : 0.493608 + s_analysis_confidence : 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Loss: 3.26959 | analysis_confidence: 0.131922 | CL: 0.0234511 | ln_CD: 0.0435049 | CM: 0.0036447 | Top_Xtr: 0.0190426 | Bot_Xtr: 0.0215083 +Loss contributors: + s_ln_CD : 1.32489 + s_CL : 1.05962 + s_CM : 0.495159 + s_analysis_confidence : 0.231412 + s_Bot_Xtr : 0.0753822 + s_Top_Xtr : 0.0503527 + s_lower_bl_H_0 : 0.000692214 + s_lower_bl_H_1 : 0.000594512 + s_lower_bl_H_2 : 0.000528179 + s_lower_bl_ret_0 : 0.000508726 +Epoch: 99 | Train Loss: 2.78275 | Test Loss: 3.18996 | analysis_confidence: 0.131347 | CL: 0.0226212 | ln_CD: 0.0418816 | CM: 0.00360829 | Top_Xtr: 0.0207904 | Bot_Xtr: 0.0237132 +Loss contributors: + s_ln_CD : 1.29256 + s_CL : 1.03097 + s_CM : 0.489893 + s_analysis_confidence : 0.231671 + s_Bot_Xtr : 0.0686674 + s_Top_Xtr : 0.043638 + s_lower_bl_H_0 : 0.000699126 + s_lower_bl_H_1 : 0.000593491 + s_lower_bl_H_2 : 0.000524867 + s_lower_bl_ret_0 : 0.000507698 +Epoch: 100 | Train Loss: 2.78031 | Test Loss: 3.23797 | analysis_confidence: 0.131115 | CL: 0.0228404 | ln_CD: 0.0493975 | CM: 0.00348279 | Top_Xtr: 0.0188707 | Bot_Xtr: 0.0221142 +Loss contributors: + s_ln_CD : 1.33749 + s_CL : 1.0379 + s_CM : 0.486344 + s_analysis_confidence : 0.232689 + s_Bot_Xtr : 0.0685467 + s_Top_Xtr : 0.0425725 + s_lower_bl_H_0 : 0.000689582 + s_lower_bl_H_1 : 0.000589361 + s_lower_bl_ret_0 : 0.000507065 + s_lower_bl_H_2 : 0.000505758 +Epoch: 101 | Train Loss: 2.76965 | Test Loss: 3.33035 | analysis_confidence: 0.132489 | CL: 0.0224188 | ln_CD: 0.0489754 | CM: 0.00364656 | Top_Xtr: 0.0197421 | Bot_Xtr: 0.0216281 +Loss contributors: + s_ln_CD : 1.40916 + s_CL : 1.03909 + s_CM : 0.499226 + s_analysis_confidence : 0.23208 + s_Bot_Xtr : 0.0697545 + s_Top_Xtr : 0.0482733 + s_lower_bl_H_0 : 0.000691772 + s_lower_bl_H_1 : 0.000585233 + s_lower_bl_H_2 : 0.000522613 + s_lower_bl_ret_0 : 0.000512717 +Epoch: 102 | Train Loss: 2.76685 | Test Loss: 3.22363 | analysis_confidence: 0.132257 | CL: 0.0231912 | ln_CD: 0.0449775 | CM: 0.00357451 | Top_Xtr: 0.0197398 | Bot_Xtr: 0.0221458 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0.0428334 + s_lower_bl_H_0 : 0.000693929 + s_lower_bl_H_1 : 0.000592995 + s_lower_bl_H_2 : 0.000507825 + s_lower_bl_ret_0 : 0.000506524 +Epoch: 107 | Train Loss: 2.72446 | Test Loss: 3.22529 | analysis_confidence: 0.128768 | CL: 0.0222235 | ln_CD: 0.0448624 | CM: 0.00350983 | Top_Xtr: 0.0190995 | Bot_Xtr: 0.0220006 +Loss contributors: + s_ln_CD : 1.31342 + s_CL : 1.04287 + s_CM : 0.489809 + s_analysis_confidence : 0.232087 + s_Bot_Xtr : 0.0711728 + s_Top_Xtr : 0.0433077 + s_lower_bl_H_0 : 0.000680213 + s_lower_bl_H_1 : 0.000591381 + s_lower_bl_ret_0 : 0.000508861 + s_lower_bl_H_2 : 0.000508587 +Epoch: 108 | Train Loss: 2.7246 | Test Loss: 3.2416 | analysis_confidence: 0.128561 | CL: 0.0227155 | ln_CD: 0.0430099 | CM: 0.00347926 | Top_Xtr: 0.0213411 | Bot_Xtr: 0.0235199 +Loss contributors: + s_ln_CD : 1.31598 + s_CL : 1.04637 + s_CM : 0.477377 + s_analysis_confidence : 0.23124 + s_Bot_Xtr : 0.0812511 + s_Top_Xtr : 0.0565025 + s_lower_bl_H_0 : 0.000695246 + s_lower_bl_H_1 : 0.000586044 + s_lower_bl_H_2 : 0.000511635 + s_lower_bl_ret_0 : 0.00050605 +Epoch: 109 | Train Loss: 2.72051 | Test Loss: 3.22075 | analysis_confidence: 0.130751 | CL: 0.0218285 | ln_CD: 0.0431352 | CM: 0.00346555 | Top_Xtr: 0.0189147 | Bot_Xtr: 0.0213692 +Loss contributors: + s_ln_CD : 1.33892 + s_CL : 1.02849 + s_CM : 0.476777 + s_analysis_confidence : 0.231789 + s_Bot_Xtr : 0.0682743 + s_Top_Xtr : 0.0441808 + s_lower_bl_H_0 : 0.000688703 + s_lower_bl_H_1 : 0.000581047 + s_lower_bl_ret_0 : 0.000499797 + s_lower_bl_H_2 : 0.000499323 +Epoch: 110 | Train Loss: 2.70579 | Test Loss: 3.23441 | analysis_confidence: 0.129911 | CL: 0.0236612 | ln_CD: 0.0432376 | CM: 0.00375235 | Top_Xtr: 0.0205062 | Bot_Xtr: 0.0229088 +Loss contributors: + s_ln_CD : 1.28208 + s_CL : 1.06715 + s_CM : 0.501702 + s_analysis_confidence : 0.23054 + s_Bot_Xtr : 0.0725204 + s_Top_Xtr : 0.0481369 + s_lower_bl_H_0 : 0.000682608 + s_lower_bl_H_1 : 0.000584155 + s_lower_bl_ret_0 : 0.000502919 + s_lower_bl_H_2 : 0.000502661 +Epoch: 111 | Train Loss: 2.70315 | Test Loss: 3.18984 | analysis_confidence: 0.128329 | CL: 0.0221621 | ln_CD: 0.0436722 | CM: 0.0034773 | Top_Xtr: 0.0192339 | Bot_Xtr: 0.0222492 +Loss contributors: + s_ln_CD : 1.28797 + s_CL : 1.04392 + s_CM : 0.483783 + s_analysis_confidence : 0.231853 + s_Bot_Xtr : 0.0669071 + s_Top_Xtr : 0.0430923 + s_lower_bl_H_0 : 0.0006834 + s_lower_bl_H_1 : 0.000586108 + s_lower_bl_H_2 : 0.000513477 + s_lower_bl_ret_0 : 0.000503125 +Epoch: 112 | Train Loss: 2.69988 | Test Loss: 3.23261 | analysis_confidence: 0.131018 | CL: 0.0244064 | ln_CD: 0.0448862 | CM: 0.00359827 | Top_Xtr: 0.0185251 | Bot_Xtr: 0.0211242 +Loss contributors: + s_ln_CD : 1.30759 + s_CL : 1.07092 + s_CM : 0.483177 + s_analysis_confidence : 0.230016 + s_Bot_Xtr : 0.0670435 + s_Top_Xtr : 0.0415169 + s_lower_bl_H_0 : 0.000689087 + s_lower_bl_H_1 : 0.000585505 + s_lower_bl_ret_0 : 0.000508511 + s_lower_bl_H_2 : 0.000499812 +Epoch: 113 | Train Loss: 2.68966 | Test Loss: 3.18556 | analysis_confidence: 0.129121 | CL: 0.0230681 | ln_CD: 0.0421566 | CM: 0.00360301 | Top_Xtr: 0.0194193 | Bot_Xtr: 0.0213871 +Loss contributors: + s_ln_CD : 1.26986 + s_CL : 1.04441 + s_CM : 0.495454 + s_analysis_confidence : 0.230867 + s_Bot_Xtr : 0.067651 + s_Top_Xtr : 0.0449297 + s_lower_bl_H_0 : 0.000688431 + s_lower_bl_H_1 : 0.000592823 + s_lower_bl_ret_0 : 0.000504644 + s_lower_bl_H_2 : 0.000499302 +Epoch: 114 | Train Loss: 2.68701 | Test Loss: 3.30526 | analysis_confidence: 0.129115 | CL: 0.0222217 | ln_CD: 0.0466106 | CM: 0.00360335 | Top_Xtr: 0.0196434 | Bot_Xtr: 0.0220648 +Loss contributors: + s_ln_CD : 1.37478 + s_CL : 1.05252 + s_CM : 0.499579 + s_analysis_confidence : 0.230031 + s_Bot_Xtr : 0.0686517 + s_Top_Xtr : 0.0472681 + s_lower_bl_H_0 : 0.000697999 + s_lower_bl_H_1 : 0.000601324 + s_lower_bl_H_2 : 0.000509346 + s_lower_bl_ret_0 : 0.000502286 +Epoch: 115 | Train Loss: 2.67877 | Test Loss: 3.1464 | analysis_confidence: 0.128617 | CL: 0.022685 | ln_CD: 0.0421894 | CM: 0.00361867 | Top_Xtr: 0.0195765 | Bot_Xtr: 0.0235745 +Loss contributors: + s_ln_CD : 1.26444 + s_CL : 1.02593 + s_CM : 0.482722 + s_analysis_confidence : 0.230772 + s_Bot_Xtr : 0.0686957 + s_Top_Xtr : 0.041647 + s_lower_bl_H_0 : 0.000679869 + s_lower_bl_H_1 : 0.000593806 + s_lower_bl_ret_0 : 0.000507075 + s_lower_bl_H_2 : 0.00050608 +Epoch: 116 | Train Loss: 2.67158 | Test Loss: 3.19953 | analysis_confidence: 0.130472 | CL: 0.0224789 | ln_CD: 0.0434624 | CM: 0.00352439 | Top_Xtr: 0.0187946 | Bot_Xtr: 0.0216064 +Loss contributors: + s_ln_CD : 1.32096 + s_CL : 1.03339 + s_CM : 0.474225 + s_analysis_confidence : 0.230472 + s_Bot_Xtr : 0.0658431 + s_Top_Xtr : 0.0424672 + s_lower_bl_H_0 : 0.000705714 + s_lower_bl_H_1 : 0.000597513 + s_lower_bl_H_2 : 0.00051132 + s_lower_bl_ret_0 : 0.00050001 +Epoch: 117 | Train Loss: 2.66963 | Test Loss: 3.2966 | analysis_confidence: 0.132436 | CL: 0.0227134 | ln_CD: 0.0470722 | CM: 0.00364017 | Top_Xtr: 0.0193665 | Bot_Xtr: 0.0221301 +Loss contributors: + s_ln_CD : 1.35653 + s_CL : 1.05838 + s_CM : 0.494142 + s_analysis_confidence : 0.239287 + s_Bot_Xtr : 0.0704853 + s_Top_Xtr : 0.0451921 + s_lower_bl_H_0 : 0.000693894 + s_lower_bl_H_1 : 0.000587738 + s_lower_bl_ret_0 : 0.000508726 + s_lower_bl_H_2 : 0.000503143 +Epoch: 118 | Train Loss: 2.65645 | Test Loss: 3.17233 | analysis_confidence: 0.131589 | CL: 0.0234571 | ln_CD: 0.0438807 | CM: 0.00366747 | Top_Xtr: 0.0193226 | Bot_Xtr: 0.0224404 +Loss contributors: + s_ln_CD : 1.26633 + s_CL : 1.04476 + s_CM : 0.491204 + s_analysis_confidence : 0.23017 + s_Bot_Xtr : 0.065776 + s_Top_Xtr : 0.0418752 + s_lower_bl_H_0 : 0.000699695 + s_lower_bl_H_1 : 0.000589972 + s_lower_bl_H_2 : 0.000509679 + s_lower_bl_ret_0 : 0.000503936 +Epoch: 119 | Train Loss: 2.65922 | Test Loss: 3.2492 | analysis_confidence: 0.128265 | CL: 0.0221756 | ln_CD: 0.0434777 | CM: 0.00346495 | Top_Xtr: 0.0187496 | Bot_Xtr: 0.021349 +Loss contributors: + s_ln_CD : 1.37872 + s_CL : 1.02127 + s_CM : 0.473851 + s_analysis_confidence : 0.231651 + s_Bot_Xtr : 0.0669144 + s_Top_Xtr : 0.044276 + s_lower_bl_H_0 : 0.000697627 + s_lower_bl_H_1 : 0.000592395 + s_lower_bl_H_2 : 0.00051407 + s_lower_bl_ret_0 : 0.000511368 +Epoch: 120 | Train Loss: 2.65487 | Test Loss: 3.19794 | analysis_confidence: 0.12934 | CL: 0.0223152 | ln_CD: 0.0436717 | CM: 0.0036029 | Top_Xtr: 0.0190195 | Bot_Xtr: 0.0218258 +Loss contributors: + s_ln_CD : 1.27948 + s_CL : 1.06011 + s_CM : 0.487978 + s_analysis_confidence : 0.22903 + s_Bot_Xtr : 0.0666792 + s_Top_Xtr : 0.0424216 + s_lower_bl_H_0 : 0.000680778 + s_lower_bl_H_1 : 0.000593806 + s_lower_bl_ret_0 : 0.00050215 + s_lower_bl_H_2 : 0.000501127 +Epoch: 121 | Train Loss: 2.64751 | Test Loss: 3.25069 | analysis_confidence: 0.128804 | CL: 0.0226111 | ln_CD: 0.0435353 | CM: 0.00360589 | Top_Xtr: 0.0190734 | Bot_Xtr: 0.021546 +Loss contributors: + s_ln_CD : 1.32972 + s_CL : 1.04474 + s_CM : 0.487529 + s_analysis_confidence : 0.231157 + s_Bot_Xtr : 0.073816 + s_Top_Xtr : 0.0513751 + s_lower_bl_H_0 : 0.000701518 + s_lower_bl_H_1 : 0.000589572 + s_lower_bl_H_2 : 0.000502906 + s_lower_bl_ret_0 : 0.000497952 +Epoch: 122 | Train Loss: 2.6342 | Test Loss: 3.19234 | analysis_confidence: 0.127018 | CL: 0.0224641 | ln_CD: 0.0421719 | CM: 0.00370823 | Top_Xtr: 0.0186939 | Bot_Xtr: 0.0215675 +Loss contributors: + s_ln_CD : 1.26986 + s_CL : 1.04587 + s_CM : 0.504375 + s_analysis_confidence : 0.230154 + s_Bot_Xtr : 0.0672058 + s_Top_Xtr : 0.042676 + s_lower_bl_H_0 : 0.000703172 + s_lower_bl_H_1 : 0.000591652 + s_lower_bl_ret_0 : 0.000501265 + s_lower_bl_H_2 : 0.000501023 +Epoch: 123 | Train Loss: 2.63031 | Test Loss: 3.1958 | analysis_confidence: 0.127892 | CL: 0.0227131 | ln_CD: 0.0437105 | CM: 0.00341547 | Top_Xtr: 0.0179861 | Bot_Xtr: 0.0204487 +Loss contributors: + s_ln_CD : 1.31923 + s_CL : 1.03815 + s_CM : 0.470023 + s_analysis_confidence : 0.231333 + s_Bot_Xtr : 0.0644002 + s_Top_Xtr : 0.0404022 + s_lower_bl_H_0 : 0.000695601 + s_lower_bl_H_1 : 0.000598727 + s_lower_bl_H_2 : 0.000507136 + s_lower_bl_ret_0 : 0.000498395 +Epoch: 124 | Train Loss: 2.62372 | Test Loss: 3.21539 | analysis_confidence: 0.132325 | CL: 0.0227567 | ln_CD: 0.0426569 | CM: 0.00377107 | Top_Xtr: 0.0184483 | Bot_Xtr: 0.021174 +Loss contributors: + s_ln_CD : 1.31019 + s_CL : 1.03473 + s_CM : 0.498981 + s_analysis_confidence : 0.231937 + s_Bot_Xtr : 0.0657413 + s_Top_Xtr : 0.0415198 + s_lower_bl_H_0 : 0.000689894 + s_lower_bl_H_1 : 0.000592851 + s_lower_bl_ret_0 : 0.000509665 + s_lower_bl_H_2 : 0.000499155 +Epoch: 125 | Train Loss: 2.61863 | Test Loss: 3.20478 | analysis_confidence: 0.129806 | CL: 0.021787 | ln_CD: 0.0482689 | CM: 0.00345514 | Top_Xtr: 0.0180818 | Bot_Xtr: 0.020406 +Loss contributors: + s_ln_CD : 1.33992 + s_CL : 1.02361 + s_CM : 0.47603 + s_analysis_confidence : 0.229966 + s_Bot_Xtr : 0.0635686 + s_Top_Xtr : 0.0397184 + s_lower_bl_H_0 : 0.000687501 + s_lower_bl_H_1 : 0.000580975 + s_lower_bl_ret_0 : 0.000499995 + s_lower_bl_H_2 : 0.0004853 +Epoch: 126 | Train Loss: 2.61731 | Test Loss: 3.34307 | analysis_confidence: 0.124855 | CL: 0.0215798 | ln_CD: 0.0419705 | CM: 0.00360214 | Top_Xtr: 0.0186389 | Bot_Xtr: 0.0211293 +Loss contributors: + s_ln_CD : 1.42011 + s_CL : 1.05111 + s_CM : 0.49618 + s_analysis_confidence : 0.230785 + s_Bot_Xtr : 0.0673752 + s_Top_Xtr : 0.0451871 + s_lower_bl_H_0 : 0.000683928 + s_lower_bl_H_1 : 0.000589618 + s_lower_bl_ret_0 : 0.000500879 + s_lower_bl_H_2 : 0.000490296 +Epoch: 127 | Train Loss: 2.60848 | Test Loss: 3.14092 | analysis_confidence: 0.130403 | CL: 0.0218733 | ln_CD: 0.0444421 | CM: 0.00351593 | Top_Xtr: 0.0182084 | Bot_Xtr: 0.0208601 +Loss contributors: + s_ln_CD : 1.26902 + s_CL : 1.02003 + s_CM : 0.480094 + s_analysis_confidence : 0.231911 + s_Bot_Xtr : 0.0656528 + s_Top_Xtr : 0.042146 + s_lower_bl_H_0 : 0.000690144 + s_lower_bl_H_1 : 0.000589812 + s_lower_bl_ret_0 : 0.000500635 + s_lower_bl_H_2 : 0.000486632 +Epoch: 128 | Train Loss: 2.60845 | Test Loss: 3.1546 | analysis_confidence: 0.128867 | CL: 0.021862 | ln_CD: 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Train Loss: 2.55489 | Test Loss: 3.24931 | analysis_confidence: 0.128054 | CL: 0.0236501 | ln_CD: 0.043247 | CM: 0.00371199 | Top_Xtr: 0.0185244 | Bot_Xtr: 0.0206838 +Loss contributors: + s_ln_CD : 1.36464 + s_CL : 1.03351 + s_CM : 0.483386 + s_analysis_confidence : 0.22848 + s_Bot_Xtr : 0.0652828 + s_Top_Xtr : 0.0419997 + s_lower_bl_H_0 : 0.000691475 + s_lower_bl_H_1 : 0.000587653 + s_lower_bl_ret_0 : 0.000496885 + s_lower_bl_H_2 : 0.000484192 +Epoch: 140 | Train Loss: 2.54955 | Test Loss: 3.1091 | analysis_confidence: 0.129908 | CL: 0.0222123 | ln_CD: 0.0416144 | CM: 0.00355747 | Top_Xtr: 0.018451 | Bot_Xtr: 0.0213263 +Loss contributors: + s_ln_CD : 1.24793 + s_CL : 1.01812 + s_CM : 0.477055 + s_analysis_confidence : 0.229547 + s_Bot_Xtr : 0.0644206 + s_Top_Xtr : 0.0400071 + s_lower_bl_H_0 : 0.000684224 + s_lower_bl_H_1 : 0.00059295 + s_lower_bl_H_2 : 0.000494935 + s_lower_bl_ret_0 : 0.000494081 +Epoch: 141 | Train Loss: 2.54237 | Test Loss: 3.06744 | analysis_confidence: 0.131062 | CL: 0.0224858 | ln_CD: 0.039962 | CM: 0.00335425 | Top_Xtr: 0.0177454 | Bot_Xtr: 0.0204345 +Loss contributors: + s_ln_CD : 1.23501 + s_CL : 1.01418 + s_CM : 0.456263 + s_analysis_confidence : 0.228972 + s_Bot_Xtr : 0.0627747 + s_Top_Xtr : 0.0386845 + s_lower_bl_H_0 : 0.000695648 + s_lower_bl_H_1 : 0.000595059 + s_lower_bl_ret_0 : 0.000498469 + s_lower_bl_H_2 : 0.000485475 +Epoch: 142 | Train Loss: 2.54302 | Test Loss: 3.22842 | analysis_confidence: 0.130497 | CL: 0.0232736 | ln_CD: 0.0426299 | CM: 0.00342618 | Top_Xtr: 0.0209688 | Bot_Xtr: 0.0228658 +Loss contributors: + s_ln_CD : 1.32569 + s_CL : 1.05755 + s_CM : 0.467639 + s_analysis_confidence : 0.22926 + s_Bot_Xtr : 0.0704201 + s_Top_Xtr : 0.0458159 + s_lower_bl_H_0 : 0.000688266 + s_lower_bl_H_1 : 0.000598514 + s_lower_bl_H_2 : 0.000504581 + s_lower_bl_ret_0 : 0.000500139 +Epoch: 143 | Train Loss: 2.53338 | Test Loss: 3.18826 | analysis_confidence: 0.126005 | CL: 0.0222972 | ln_CD: 0.0421033 | CM: 0.00348663 | Top_Xtr: 0.0184636 | Bot_Xtr: 0.0211167 +Loss contributors: + s_ln_CD : 1.30691 + s_CL : 1.03818 + s_CM : 0.476447 + s_analysis_confidence : 0.22922 + s_Bot_Xtr : 0.064374 + s_Top_Xtr : 0.0413624 + s_lower_bl_H_0 : 0.000690158 + s_lower_bl_H_1 : 0.000602647 + s_lower_bl_H_2 : 0.000497948 + s_lower_bl_ret_0 : 0.000493094 +Epoch: 144 | Train Loss: 2.52995 | Test Loss: 3.2735 | analysis_confidence: 0.128845 | CL: 0.0219258 | ln_CD: 0.0466586 | CM: 0.00365811 | Top_Xtr: 0.020735 | Bot_Xtr: 0.0228475 +Loss contributors: + s_ln_CD : 1.33526 + s_CL : 1.03891 + s_CM : 0.505652 + s_analysis_confidence : 0.23056 + s_Bot_Xtr : 0.0777228 + s_Top_Xtr : 0.0531704 + s_lower_bl_H_0 : 0.000693206 + s_lower_bl_H_1 : 0.00062556 + s_lower_bl_H_2 : 0.000516002 + s_lower_bl_ret_0 : 0.000499415 +Epoch: 145 | Train Loss: 2.52057 | Test Loss: 3.21227 | analysis_confidence: 0.12723 | CL: 0.0225774 | ln_CD: 0.0466439 | CM: 0.00363184 | Top_Xtr: 0.0182541 | Bot_Xtr: 0.0207218 +Loss contributors: + s_ln_CD : 1.28991 + s_CL : 1.05336 + 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0.000493774 +Epoch: 152 | Train Loss: 2.49916 | Test Loss: 3.07323 | analysis_confidence: 0.126013 | CL: 0.0215741 | ln_CD: 0.0441438 | CM: 0.00353687 | Top_Xtr: 0.0176537 | Bot_Xtr: 0.0199432 +Loss contributors: + s_ln_CD : 1.22956 + s_CL : 1.00989 + s_CM : 0.473978 + s_analysis_confidence : 0.228422 + s_Bot_Xtr : 0.0617211 + s_Top_Xtr : 0.038015 + s_lower_bl_H_0 : 0.000693604 + s_lower_bl_H_1 : 0.000602463 + s_lower_bl_ret_0 : 0.00049672 + s_lower_bl_H_2 : 0.000492012 +Epoch: 153 | Train Loss: 2.4934 | Test Loss: 3.16916 | analysis_confidence: 0.127361 | CL: 0.0222113 | ln_CD: 0.0458759 | CM: 0.00345663 | Top_Xtr: 0.0189229 | Bot_Xtr: 0.0215146 +Loss contributors: + s_ln_CD : 1.29183 + s_CL : 1.02831 + s_CM : 0.477089 + s_analysis_confidence : 0.229577 + s_Bot_Xtr : 0.0669229 + s_Top_Xtr : 0.043482 + s_lower_bl_H_0 : 0.000689415 + s_lower_bl_H_1 : 0.000607965 + s_lower_bl_ret_0 : 0.000498782 + s_lower_bl_H_2 : 0.000493818 +Epoch: 154 | Train Loss: 2.4867 | Test Loss: 3.09695 | 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167 | Train Loss: 2.44282 | Test Loss: 3.11667 | analysis_confidence: 0.132145 | CL: 0.021296 | ln_CD: 0.0391789 | CM: 0.00338305 | Top_Xtr: 0.0175916 | Bot_Xtr: 0.0200856 +Loss contributors: + s_ln_CD : 1.28525 + s_CL : 1.00155 + s_CM : 0.46942 + s_analysis_confidence : 0.228406 + s_Bot_Xtr : 0.0616885 + s_Top_Xtr : 0.0388894 + s_lower_bl_H_0 : 0.000676411 + s_lower_bl_H_1 : 0.000598087 + s_lower_bl_ret_0 : 0.000489568 + s_lower_bl_H_2 : 0.00048494 +Epoch: 168 | Train Loss: 2.43847 | Test Loss: 3.21793 | analysis_confidence: 0.127372 | CL: 0.0235303 | ln_CD: 0.0427657 | CM: 0.00337364 | Top_Xtr: 0.0179428 | Bot_Xtr: 0.0207629 +Loss contributors: + s_ln_CD : 1.33501 + s_CL : 1.05973 + s_CM : 0.460709 + s_analysis_confidence : 0.228532 + s_Bot_Xtr : 0.0626658 + s_Top_Xtr : 0.0393912 + s_lower_bl_H_0 : 0.000682467 + s_lower_bl_H_1 : 0.000601415 + s_lower_bl_H_2 : 0.00050005 + s_lower_bl_ret_0 : 0.000491068 +Epoch: 169 | Train Loss: 2.43309 | Test Loss: 3.0734 | analysis_confidence: 0.128957 | CL: 0.0219628 | ln_CD: 0.0409447 | CM: 0.00335498 | Top_Xtr: 0.0198397 | Bot_Xtr: 0.0221037 +Loss contributors: + s_ln_CD : 1.24798 + s_CL : 1.00315 + s_CM : 0.456071 + s_analysis_confidence : 0.228252 + s_Bot_Xtr : 0.0641148 + s_Top_Xtr : 0.0418681 + s_lower_bl_H_0 : 0.000680087 + s_lower_bl_H_1 : 0.000604172 + s_lower_bl_ret_0 : 0.000495647 + s_lower_bl_H_2 : 0.000488838 +Epoch: 170 | Train Loss: 2.43135 | Test Loss: 3.25937 | analysis_confidence: 0.129941 | CL: 0.0221193 | ln_CD: 0.0468641 | CM: 0.00364481 | Top_Xtr: 0.0183934 | Bot_Xtr: 0.0208077 +Loss contributors: + s_ln_CD : 1.37583 + s_CL : 1.01771 + s_CM : 0.485158 + s_analysis_confidence : 0.228722 + s_Bot_Xtr : 0.0734469 + s_Top_Xtr : 0.0466931 + s_lower_bl_H_0 : 0.000678925 + s_lower_bl_H_1 : 0.000606955 + s_lower_bl_H_2 : 0.000495264 + s_lower_bl_ret_0 : 0.000485788 +Epoch: 171 | Train Loss: 2.42547 | Test Loss: 3.16089 | analysis_confidence: 0.126171 | CL: 0.0223971 | ln_CD: 0.0446936 | CM: 0.00342296 | Top_Xtr: 0.0178057 | Bot_Xtr: 0.0199571 +Loss contributors: + s_ln_CD : 1.28786 + s_CL : 1.04103 + s_CM : 0.471391 + s_analysis_confidence : 0.22818 + s_Bot_Xtr : 0.061922 + s_Top_Xtr : 0.0387994 + s_lower_bl_H_0 : 0.00067041 + s_lower_bl_H_1 : 0.000609554 + s_lower_bl_H_2 : 0.000497567 + s_lower_bl_ret_0 : 0.000493982 +Epoch: 172 | Train Loss: 2.42491 | Test Loss: 3.13972 | analysis_confidence: 0.127283 | CL: 0.0218581 | ln_CD: 0.0464652 | CM: 0.00378646 | Top_Xtr: 0.0184533 | Bot_Xtr: 0.020863 +Loss contributors: + s_ln_CD : 1.26917 + s_CL : 1.01014 + s_CM : 0.497947 + s_analysis_confidence : 0.228264 + s_Bot_Xtr : 0.0623562 + s_Top_Xtr : 0.0402289 + s_lower_bl_H_0 : 0.000663616 + s_lower_bl_H_1 : 0.000602615 + s_lower_bl_ret_0 : 0.000492849 + s_lower_bl_H_2 : 0.000485459 +Epoch: 173 | Train Loss: 2.41811 | Test Loss: 3.18906 | analysis_confidence: 0.127579 | CL: 0.0224622 | ln_CD: 0.0450947 | CM: 0.00356562 | Top_Xtr: 0.0173246 | Bot_Xtr: 0.0197994 +Loss contributors: + s_ln_CD : 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0.000492091 + s_lower_bl_ret_0 : 0.000490521 +Epoch: 180 | Train Loss: 2.40133 | Test Loss: 3.13903 | analysis_confidence: 0.126584 | CL: 0.0217636 | ln_CD: 0.0411088 | CM: 0.00340507 | Top_Xtr: 0.017295 | Bot_Xtr: 0.0196159 +Loss contributors: + s_ln_CD : 1.31324 + s_CL : 1.00731 + s_CM : 0.460493 + s_analysis_confidence : 0.227654 + s_Bot_Xtr : 0.0605821 + s_Top_Xtr : 0.0382223 + s_lower_bl_H_0 : 0.000676787 + s_lower_bl_H_1 : 0.000611192 + s_lower_bl_H_2 : 0.000504384 + s_lower_bl_ret_0 : 0.00048833 +Epoch: 181 | Train Loss: 2.39645 | Test Loss: 3.10371 | analysis_confidence: 0.126964 | CL: 0.0209668 | ln_CD: 0.0431409 | CM: 0.00334719 | Top_Xtr: 0.0199735 | Bot_Xtr: 0.023026 +Loss contributors: + s_ln_CD : 1.26328 + s_CL : 0.997296 + s_CM : 0.458402 + s_analysis_confidence : 0.228174 + s_Bot_Xtr : 0.0766377 + s_Top_Xtr : 0.0484615 + s_lower_bl_H_0 : 0.000688089 + s_lower_bl_H_1 : 0.000607888 + s_lower_bl_ret_0 : 0.000489867 + s_lower_bl_H_2 : 0.000488444 +Epoch: 182 | Train Loss: 2.39433 | Test Loss: 3.15731 | analysis_confidence: 0.125863 | CL: 0.0216234 | ln_CD: 0.0407846 | CM: 0.00336828 | Top_Xtr: 0.0176624 | Bot_Xtr: 0.0200225 +Loss contributors: + s_ln_CD : 1.31732 + s_CL : 1.01667 + s_CM : 0.462487 + s_analysis_confidence : 0.228061 + s_Bot_Xtr : 0.0620299 + s_Top_Xtr : 0.0392674 + s_lower_bl_H_0 : 0.000691126 + s_lower_bl_H_1 : 0.000614618 + s_lower_bl_H_2 : 0.000495451 + s_lower_bl_ret_0 : 0.000482905 +Epoch: 183 | Train Loss: 2.39305 | Test Loss: 3.11126 | analysis_confidence: 0.131612 | CL: 0.0222493 | ln_CD: 0.0412355 | CM: 0.00341013 | Top_Xtr: 0.0177592 | Bot_Xtr: 0.0200151 +Loss contributors: + s_ln_CD : 1.27374 + s_CL : 1.01635 + s_CM : 0.461478 + s_analysis_confidence : 0.228998 + s_Bot_Xtr : 0.0607887 + s_Top_Xtr : 0.0383322 + s_lower_bl_H_0 : 0.000671673 + s_lower_bl_H_1 : 0.000605975 + s_lower_bl_ret_0 : 0.00049356 + s_lower_bl_H_2 : 0.000490566 +Epoch: 184 | Train Loss: 2.38877 | Test Loss: 3.15988 | analysis_confidence: 0.127311 | CL: 0.0216705 | ln_CD: 0.0438731 | CM: 0.00338033 | Top_Xtr: 0.017406 | Bot_Xtr: 0.0197918 +Loss contributors: + s_ln_CD : 1.32751 + s_CL : 1.00838 + s_CM : 0.465715 + s_analysis_confidence : 0.22663 + s_Bot_Xtr : 0.0617386 + s_Top_Xtr : 0.0384587 + s_lower_bl_H_0 : 0.000675804 + s_lower_bl_H_1 : 0.000607039 + s_lower_bl_ret_0 : 0.000490664 + s_lower_bl_H_2 : 0.000487901 +Epoch: 185 | Train Loss: 2.38999 | Test Loss: 3.19018 | analysis_confidence: 0.129399 | CL: 0.0215829 | ln_CD: 0.0457508 | CM: 0.00338452 | Top_Xtr: 0.0179969 | Bot_Xtr: 0.020746 +Loss contributors: + s_ln_CD : 1.33473 + s_CL : 1.01833 + s_CM : 0.47349 + s_analysis_confidence : 0.227305 + s_Bot_Xtr : 0.0643024 + s_Top_Xtr : 0.0401991 + s_lower_bl_H_0 : 0.000679403 + s_lower_bl_H_1 : 0.000604911 + s_lower_bl_ret_0 : 0.00049648 + s_lower_bl_H_2 : 0.00049145 +Epoch: 186 | Train Loss: 2.38472 | Test Loss: 3.15315 | analysis_confidence: 0.129018 | CL: 0.0228239 | ln_CD: 0.0425576 | CM: 0.00355866 | Top_Xtr: 0.0175475 | Bot_Xtr: 0.0200326 +Loss contributors: + s_ln_CD : 1.28719 + s_CL : 1.02916 + s_CM : 0.476266 + s_analysis_confidence : 0.226932 + s_Bot_Xtr : 0.0620306 + s_Top_Xtr : 0.0400144 + s_lower_bl_H_0 : 0.000680719 + s_lower_bl_H_1 : 0.000617294 + s_lower_bl_H_2 : 0.00050402 + s_lower_bl_ret_0 : 0.000491025 +Epoch: 187 | Train Loss: 2.37581 | Test Loss: 3.04888 | analysis_confidence: 0.128254 | CL: 0.0207043 | ln_CD: 0.0401667 | CM: 0.00336568 | Top_Xtr: 0.0179757 | Bot_Xtr: 0.0209333 +Loss contributors: + s_ln_CD : 1.2406 + s_CL : 0.988673 + s_CM : 0.462144 + s_analysis_confidence : 0.226724 + s_Bot_Xtr : 0.0611163 + s_Top_Xtr : 0.0381491 + s_lower_bl_H_0 : 0.000679476 + s_lower_bl_H_1 : 0.000606884 + s_lower_bl_ret_0 : 0.000490823 + s_lower_bl_H_2 : 0.000481363 +Epoch: 188 | Train Loss: 2.38246 | Test Loss: 3.10484 | analysis_confidence: 0.127227 | CL: 0.0215992 | ln_CD: 0.0414426 | CM: 0.00334046 | Top_Xtr: 0.0186347 | Bot_Xtr: 0.0203843 +Loss contributors: + s_ln_CD : 1.27607 + s_CL : 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s_lower_bl_ret_0 : 0.000488711 +Epoch: 195 | Train Loss: 2.35555 | Test Loss: 3.15289 | analysis_confidence: 0.125398 | CL: 0.0218713 | ln_CD: 0.0434934 | CM: 0.00330006 | Top_Xtr: 0.017905 | Bot_Xtr: 0.0203739 +Loss contributors: + s_ln_CD : 1.30486 + s_CL : 1.01685 + s_CM : 0.463109 + s_analysis_confidence : 0.227366 + s_Bot_Xtr : 0.0675282 + s_Top_Xtr : 0.0415338 + s_lower_bl_H_0 : 0.000680363 + s_lower_bl_H_1 : 0.000615164 + s_lower_bl_H_2 : 0.000502267 + s_lower_bl_ret_0 : 0.00049463 +Epoch: 196 | Train Loss: 2.35739 | Test Loss: 3.07225 | analysis_confidence: 0.127659 | CL: 0.0215068 | ln_CD: 0.0418201 | CM: 0.00333856 | Top_Xtr: 0.017048 | Bot_Xtr: 0.0193826 +Loss contributors: + s_ln_CD : 1.26205 + s_CL : 0.997872 + s_CM : 0.458074 + s_analysis_confidence : 0.226287 + s_Bot_Xtr : 0.0594859 + s_Top_Xtr : 0.0370259 + s_lower_bl_H_0 : 0.000677674 + s_lower_bl_H_1 : 0.000610373 + s_lower_bl_ret_0 : 0.000494967 + s_lower_bl_H_2 : 0.000486242 +Epoch: 197 | Train Loss: 2.35643 | Test 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0.0441919 | CM: 0.00367036 | Top_Xtr: 0.0178736 | Bot_Xtr: 0.0196954 +Loss contributors: + s_ln_CD : 1.25881 + s_CL : 1.03548 + s_CM : 0.486438 + s_analysis_confidence : 0.233401 + s_Bot_Xtr : 0.0617455 + s_Top_Xtr : 0.0395417 + s_lower_bl_H_0 : 0.000676398 + s_lower_bl_H_1 : 0.000614301 + s_lower_bl_H_2 : 0.000492403 + s_lower_bl_ret_0 : 0.000488192 +Epoch: 200 | Train Loss: 2.34871 | Test Loss: 3.15903 | analysis_confidence: 0.127396 | CL: 0.0215893 | ln_CD: 0.0401928 | CM: 0.00330687 | Top_Xtr: 0.0171403 | Bot_Xtr: 0.0198372 +Loss contributors: + s_ln_CD : 1.29574 + s_CL : 1.04381 + s_CM : 0.459948 + s_analysis_confidence : 0.227395 + s_Bot_Xtr : 0.0613128 + s_Top_Xtr : 0.0391009 + s_lower_bl_H_0 : 0.000688908 + s_lower_bl_H_1 : 0.000614516 + s_lower_bl_H_2 : 0.000493271 + s_lower_bl_ret_0 : 0.000492468 +Epoch: 201 | Train Loss: 2.3481 | Test Loss: 3.12737 | analysis_confidence: 0.126946 | CL: 0.0219551 | ln_CD: 0.0418076 | CM: 0.00352998 | Top_Xtr: 0.0182856 | Bot_Xtr: 0.0203683 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s_analysis_confidence : 0.226561 + s_Bot_Xtr : 0.062579 + s_Top_Xtr : 0.0391339 + s_lower_bl_H_0 : 0.00067999 + s_lower_bl_H_1 : 0.000621706 + s_lower_bl_H_2 : 0.000505755 + s_lower_bl_ret_0 : 0.000486672 +Epoch: 204 | Train Loss: 2.33409 | Test Loss: 3.06217 | analysis_confidence: 0.12513 | CL: 0.0211732 | ln_CD: 0.0391027 | CM: 0.00328244 | Top_Xtr: 0.0173462 | Bot_Xtr: 0.0198919 +Loss contributors: + s_ln_CD : 1.25428 + s_CL : 0.994517 + s_CM : 0.457012 + s_analysis_confidence : 0.22711 + s_Bot_Xtr : 0.0599394 + s_Top_Xtr : 0.0379238 + s_lower_bl_H_0 : 0.000674843 + s_lower_bl_H_1 : 0.000616327 + s_lower_bl_ret_0 : 0.000492015 + s_lower_bl_H_2 : 0.000487137 +Epoch: 205 | Train Loss: 2.33089 | Test Loss: 3.15997 | analysis_confidence: 0.129409 | CL: 0.0218385 | ln_CD: 0.0436499 | CM: 0.00340421 | Top_Xtr: 0.0172573 | Bot_Xtr: 0.0199152 +Loss contributors: + s_ln_CD : 1.30137 + s_CL : 1.03081 + s_CM : 0.467709 + s_analysis_confidence : 0.228267 + s_Bot_Xtr : 0.0613248 + s_Top_Xtr : 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s_lower_bl_ret_0 : 0.000483415 + s_lower_bl_H_2 : 0.000481494 +Epoch: 208 | Train Loss: 2.32907 | Test Loss: 3.11227 | analysis_confidence: 0.127911 | CL: 0.0229476 | ln_CD: 0.0409923 | CM: 0.00352905 | Top_Xtr: 0.0182191 | Bot_Xtr: 0.0205595 +Loss contributors: + s_ln_CD : 1.24421 + s_CL : 1.03133 + s_CM : 0.477367 + s_analysis_confidence : 0.227243 + s_Bot_Xtr : 0.0619079 + s_Top_Xtr : 0.0389139 + s_lower_bl_H_0 : 0.000673489 + s_lower_bl_H_1 : 0.000605903 + s_lower_bl_ret_0 : 0.000487658 + s_lower_bl_H_2 : 0.000475996 +Epoch: 209 | Train Loss: 2.32836 | Test Loss: 3.14108 | analysis_confidence: 0.1292 | CL: 0.0216392 | ln_CD: 0.0409237 | CM: 0.00345171 | Top_Xtr: 0.0179191 | Bot_Xtr: 0.0198724 +Loss contributors: + s_ln_CD : 1.27785 + s_CL : 1.03027 + s_CM : 0.474124 + s_analysis_confidence : 0.229216 + s_Bot_Xtr : 0.060409 + s_Top_Xtr : 0.0376562 + s_lower_bl_H_0 : 0.000680528 + s_lower_bl_H_1 : 0.000620531 + s_lower_bl_H_2 : 0.000499401 + s_lower_bl_ret_0 : 0.000484895 +Epoch: 210 | Train Loss: 2.32282 | Test Loss: 3.15037 | analysis_confidence: 0.127939 | CL: 0.0214904 | ln_CD: 0.043201 | CM: 0.00345279 | Top_Xtr: 0.0176149 | Bot_Xtr: 0.0201848 +Loss contributors: + s_ln_CD : 1.2911 + s_CL : 1.02782 + s_CM : 0.472004 + s_analysis_confidence : 0.22731 + s_Bot_Xtr : 0.0618028 + s_Top_Xtr : 0.0387194 + s_lower_bl_H_0 : 0.000676249 + s_lower_bl_H_1 : 0.000612998 + s_lower_bl_H_2 : 0.000488979 + s_lower_bl_ret_0 : 0.000482169 +Epoch: 211 | Train Loss: 2.32454 | Test Loss: 3.21161 | analysis_confidence: 0.125245 | CL: 0.0215345 | ln_CD: 0.0435024 | CM: 0.00337652 | Top_Xtr: 0.018338 | Bot_Xtr: 0.0206287 +Loss contributors: + s_ln_CD : 1.36794 + s_CL : 1.0134 + s_CM : 0.463354 + s_analysis_confidence : 0.226958 + s_Bot_Xtr : 0.0663489 + s_Top_Xtr : 0.041961 + s_lower_bl_H_0 : 0.000680234 + s_lower_bl_H_1 : 0.000618487 + s_lower_bl_H_2 : 0.000493413 + s_lower_bl_ret_0 : 0.000488514 +Epoch: 212 | Train Loss: 2.31702 | Test Loss: 3.15007 | analysis_confidence: 0.12846 | CL: 0.0215627 | ln_CD: 0.040159 | CM: 0.00341402 | Top_Xtr: 0.0181755 | Bot_Xtr: 0.0203258 +Loss contributors: + s_ln_CD : 1.29704 + s_CL : 1.01551 + s_CM : 0.467568 + s_analysis_confidence : 0.228623 + s_Bot_Xtr : 0.0665332 + s_Top_Xtr : 0.0433784 + s_lower_bl_H_0 : 0.000669676 + s_lower_bl_H_1 : 0.000613188 + s_lower_bl_ret_0 : 0.000492084 + s_lower_bl_H_2 : 0.000485338 +Epoch: 213 | Train Loss: 2.32431 | Test Loss: 3.1157 | analysis_confidence: 0.12615 | CL: 0.0231083 | ln_CD: 0.0406403 | CM: 0.00350319 | Top_Xtr: 0.0194582 | Bot_Xtr: 0.0217981 +Loss contributors: + s_ln_CD : 1.24964 + s_CL : 1.03692 + s_CM : 0.470381 + s_analysis_confidence : 0.226196 + s_Bot_Xtr : 0.0615571 + s_Top_Xtr : 0.0395235 + s_lower_bl_H_0 : 0.000682765 + s_lower_bl_H_1 : 0.000631107 + s_lower_bl_H_2 : 0.000500717 + s_lower_bl_ret_0 : 0.000495438 +Epoch: 214 | Train Loss: 2.31945 | Test Loss: 3.121 | analysis_confidence: 0.129766 | CL: 0.0216488 | ln_CD: 0.0410323 | CM: 0.00337693 | Top_Xtr: 0.0177439 | Bot_Xtr: 0.020029 +Loss contributors: + s_ln_CD : 1.25501 + s_CL : 1.02141 + s_CM : 0.475757 + s_analysis_confidence : 0.227292 + s_Bot_Xtr : 0.0665945 + s_Top_Xtr : 0.043365 + s_lower_bl_H_0 : 0.000682474 + s_lower_bl_H_1 : 0.000626053 + s_lower_bl_H_2 : 0.000500546 + s_lower_bl_ret_0 : 0.000491295 +Epoch: 215 | Train Loss: 2.31255 | Test Loss: 3.15997 | analysis_confidence: 0.127746 | CL: 0.0215132 | ln_CD: 0.0439393 | CM: 0.00327221 | Top_Xtr: 0.0178814 | Bot_Xtr: 0.0206564 +Loss contributors: + s_ln_CD : 1.3145 + s_CL : 1.02189 + s_CM : 0.461383 + s_analysis_confidence : 0.226799 + s_Bot_Xtr : 0.0632941 + s_Top_Xtr : 0.0405535 + s_lower_bl_H_0 : 0.000676292 + s_lower_bl_H_1 : 0.000625119 + s_lower_bl_H_2 : 0.000493265 + s_lower_bl_ret_0 : 0.000483335 +Epoch: 216 | Train Loss: 2.31772 | Test Loss: 3.03567 | analysis_confidence: 0.125506 | CL: 0.0217224 | ln_CD: 0.0409855 | CM: 0.00346124 | Top_Xtr: 0.0196141 | Bot_Xtr: 0.0209891 +Loss contributors: + s_ln_CD : 1.21022 + s_CL : 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s_Bot_Xtr : 0.0599718 + s_Top_Xtr : 0.0389462 + s_lower_bl_H_0 : 0.000676727 + s_lower_bl_H_1 : 0.000618576 + s_lower_bl_H_2 : 0.000492758 + s_lower_bl_ret_0 : 0.000482429 +Epoch: 219 | Train Loss: 2.30748 | Test Loss: 3.17294 | analysis_confidence: 0.127378 | CL: 0.0208475 | ln_CD: 0.0400588 | CM: 0.0033669 | Top_Xtr: 0.0172105 | Bot_Xtr: 0.0195017 +Loss contributors: + s_ln_CD : 1.32165 + s_CL : 1.0184 + s_CM : 0.474193 + s_analysis_confidence : 0.226744 + s_Bot_Xtr : 0.0612992 + s_Top_Xtr : 0.0392425 + s_lower_bl_H_0 : 0.000678645 + s_lower_bl_H_1 : 0.000615971 + s_lower_bl_ret_0 : 0.000488358 + s_lower_bl_H_2 : 0.000484704 +Epoch: 220 | Train Loss: 2.3019 | Test Loss: 3.09934 | analysis_confidence: 0.129446 | CL: 0.0220151 | ln_CD: 0.0442448 | CM: 0.00342514 | Top_Xtr: 0.0170993 | Bot_Xtr: 0.019368 +Loss contributors: + s_ln_CD : 1.2819 + s_CL : 1.00478 + s_CM : 0.45784 + s_analysis_confidence : 0.227044 + s_Bot_Xtr : 0.0591441 + s_Top_Xtr : 0.0373907 + s_lower_bl_H_0 : 0.000701718 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s_lower_bl_H_2 : 0.000484808 +Epoch: 223 | Train Loss: 2.30215 | Test Loss: 3.10068 | analysis_confidence: 0.129039 | CL: 0.0227283 | ln_CD: 0.0398547 | CM: 0.0035047 | Top_Xtr: 0.0170124 | Bot_Xtr: 0.0192407 +Loss contributors: + s_ln_CD : 1.24235 + s_CL : 1.03192 + s_CM : 0.47007 + s_analysis_confidence : 0.226982 + s_Bot_Xtr : 0.0598943 + s_Top_Xtr : 0.0379696 + s_lower_bl_H_0 : 0.000685288 + s_lower_bl_H_1 : 0.000623629 + s_lower_bl_H_2 : 0.000498309 + s_lower_bl_ret_0 : 0.000493913 +Epoch: 224 | Train Loss: 2.29537 | Test Loss: 3.12986 | analysis_confidence: 0.130487 | CL: 0.0218211 | ln_CD: 0.041172 | CM: 0.00337825 | Top_Xtr: 0.0170168 | Bot_Xtr: 0.0191745 +Loss contributors: + s_ln_CD : 1.3013 + s_CL : 1.00876 + s_CM : 0.46276 + s_analysis_confidence : 0.227569 + s_Bot_Xtr : 0.0599855 + s_Top_Xtr : 0.0380934 + s_lower_bl_H_0 : 0.000681011 + s_lower_bl_H_1 : 0.000622605 + s_lower_bl_H_2 : 0.000501925 + s_lower_bl_ret_0 : 0.000486686 +Epoch: 225 | Train Loss: 2.29671 | Test Loss: 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0.0400467 + s_lower_bl_H_0 : 0.00068779 + s_lower_bl_H_1 : 0.000629397 + s_lower_bl_H_2 : 0.000495425 + s_lower_bl_ret_0 : 0.000480182 +Epoch: 234 | Train Loss: 2.2824 | Test Loss: 3.1426 | analysis_confidence: 0.124347 | CL: 0.0212346 | ln_CD: 0.0408804 | CM: 0.00341391 | Top_Xtr: 0.0176565 | Bot_Xtr: 0.0201352 +Loss contributors: + s_ln_CD : 1.31896 + s_CL : 0.996333 + s_CM : 0.4654 + s_analysis_confidence : 0.227986 + s_Bot_Xtr : 0.0621044 + s_Top_Xtr : 0.0404261 + s_lower_bl_H_0 : 0.000678999 + s_lower_bl_H_1 : 0.000622376 + s_lower_bl_H_2 : 0.00049029 + s_lower_bl_ret_0 : 0.000482304 +Epoch: 235 | Train Loss: 2.27539 | Test Loss: 3.14601 | analysis_confidence: 0.125227 | CL: 0.0231419 | ln_CD: 0.0412452 | CM: 0.00357423 | Top_Xtr: 0.0168675 | Bot_Xtr: 0.0190293 +Loss contributors: + s_ln_CD : 1.2781 + s_CL : 1.03718 + s_CM : 0.475877 + s_analysis_confidence : 0.226257 + s_Bot_Xtr : 0.0593489 + s_Top_Xtr : 0.0378864 + s_lower_bl_H_0 : 0.000677693 + s_lower_bl_H_1 : 0.000609212 + s_lower_bl_ret_0 : 0.000484113 + s_lower_bl_H_2 : 0.000469562 +Epoch: 236 | Train Loss: 2.26614 | Test Loss: 3.05407 | analysis_confidence: 0.128793 | CL: 0.0220559 | ln_CD: 0.0416708 | CM: 0.00330264 | Top_Xtr: 0.0175669 | Bot_Xtr: 0.0196808 +Loss contributors: + s_ln_CD : 1.23196 + s_CL : 1.00256 + s_CM : 0.457186 + s_analysis_confidence : 0.228098 + s_Bot_Xtr : 0.0625118 + s_Top_Xtr : 0.0403144 + s_lower_bl_H_0 : 0.000690123 + s_lower_bl_H_1 : 0.000622254 + s_lower_bl_ret_0 : 0.000491332 + s_lower_bl_H_2 : 0.0004908 +Epoch: 237 | Train Loss: 2.27552 | Test Loss: 3.17759 | analysis_confidence: 0.124587 | CL: 0.0211283 | ln_CD: 0.0439353 | CM: 0.00330322 | Top_Xtr: 0.017955 | Bot_Xtr: 0.0200894 +Loss contributors: + s_ln_CD : 1.34828 + s_CL : 1.00669 + s_CM : 0.461014 + s_analysis_confidence : 0.22763 + s_Bot_Xtr : 0.0616158 + s_Top_Xtr : 0.040852 + s_lower_bl_H_0 : 0.000685533 + s_lower_bl_H_1 : 0.000613749 + s_lower_bl_H_2 : 0.000490403 + s_lower_bl_ret_0 : 0.000488709 +Epoch: 238 | Train Loss: 2.26482 | Test Loss: 3.02419 | analysis_confidence: 0.126631 | CL: 0.0210309 | ln_CD: 0.0402397 | CM: 0.00338771 | Top_Xtr: 0.0167233 | Bot_Xtr: 0.0189304 +Loss contributors: + s_ln_CD : 1.2273 + s_CL : 0.986561 + s_CM : 0.454181 + s_analysis_confidence : 0.226045 + s_Bot_Xtr : 0.0593643 + s_Top_Xtr : 0.0395525 + s_lower_bl_H_0 : 0.000683851 + s_lower_bl_H_1 : 0.000621811 + s_lower_bl_H_2 : 0.000491705 + s_lower_bl_ret_0 : 0.000488872 +Epoch: 239 | Train Loss: 2.26222 | Test Loss: 3.11377 | analysis_confidence: 0.12655 | CL: 0.0214252 | ln_CD: 0.0439497 | CM: 0.00330309 | Top_Xtr: 0.0175112 | Bot_Xtr: 0.0198903 +Loss contributors: + s_ln_CD : 1.28785 + s_CL : 1.0122 + s_CM : 0.457583 + s_analysis_confidence : 0.225916 + s_Bot_Xtr : 0.0607062 + s_Top_Xtr : 0.0382231 + s_lower_bl_H_0 : 0.000683571 + s_lower_bl_H_1 : 0.000617972 + s_lower_bl_ret_0 : 0.000481811 + s_lower_bl_H_2 : 0.000481806 +Epoch: 240 | Train Loss: 2.25915 | Test Loss: 3.15346 | analysis_confidence: 0.126357 | CL: 0.0231284 | ln_CD: 0.040736 | CM: 0.00347375 | Top_Xtr: 0.0174319 | Bot_Xtr: 0.0197149 +Loss contributors: + s_ln_CD : 1.28472 + s_CL : 1.0404 + s_CM : 0.47082 + s_analysis_confidence : 0.226565 + s_Bot_Xtr : 0.061005 + s_Top_Xtr : 0.038737 + s_lower_bl_H_0 : 0.000687728 + s_lower_bl_H_1 : 0.000615093 + s_lower_bl_ret_0 : 0.000482231 + s_lower_bl_H_2 : 0.000481726 +Epoch: 241 | Train Loss: 2.26073 | Test Loss: 3.10946 | analysis_confidence: 0.12452 | CL: 0.0212131 | ln_CD: 0.0403116 | CM: 0.00327779 | Top_Xtr: 0.0173621 | Bot_Xtr: 0.019574 +Loss contributors: + s_ln_CD : 1.25492 + s_CL : 1.03414 + s_CM : 0.459478 + s_analysis_confidence : 0.22747 + s_Bot_Xtr : 0.0623909 + s_Top_Xtr : 0.038934 + s_lower_bl_H_0 : 0.000678635 + s_lower_bl_H_1 : 0.000627307 + s_lower_bl_H_2 : 0.000497269 + s_lower_bl_ret_0 : 0.000496587 +Epoch: 242 | Train Loss: 2.26241 | Test Loss: 3.19399 | analysis_confidence: 0.126141 | CL: 0.0219223 | ln_CD: 0.0424695 | CM: 0.00346765 | Top_Xtr: 0.0179848 | Bot_Xtr: 0.0202798 +Loss contributors: + s_ln_CD : 1.34171 + s_CL : 1.00738 + s_CM : 0.47727 + s_analysis_confidence : 0.226638 + s_Bot_Xtr : 0.065165 + s_Top_Xtr : 0.0443863 + s_lower_bl_H_0 : 0.00068485 + s_lower_bl_H_1 : 0.000623724 + s_lower_bl_H_2 : 0.000491491 + s_lower_bl_ret_0 : 0.00048734 +Epoch: 243 | Train Loss: 2.26575 | Test Loss: 3.14509 | analysis_confidence: 0.12718 | CL: 0.0231061 | ln_CD: 0.040408 | CM: 0.00339678 | Top_Xtr: 0.0170048 | Bot_Xtr: 0.0196447 +Loss contributors: + s_ln_CD : 1.31428 + s_CL : 1.01819 + s_CM : 0.455381 + s_analysis_confidence : 0.226773 + s_Bot_Xtr : 0.0601746 + s_Top_Xtr : 0.0388371 + s_lower_bl_H_0 : 0.000687649 + s_lower_bl_H_1 : 0.000627718 + s_lower_bl_H_2 : 0.000494237 + s_lower_bl_ret_0 : 0.000491303 +Epoch: 244 | Train Loss: 2.26136 | Test Loss: 3.08822 | analysis_confidence: 0.130684 | CL: 0.021438 | ln_CD: 0.0414926 | CM: 0.00338135 | Top_Xtr: 0.0168024 | Bot_Xtr: 0.0190803 +Loss contributors: + s_ln_CD : 1.27592 + s_CL : 0.996083 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s_lower_bl_H_1 : 0.000613996 + s_lower_bl_ret_0 : 0.000484549 + s_lower_bl_H_2 : 0.000481495 +Epoch: 249 | Train Loss: 2.24845 | Test Loss: 3.09221 | analysis_confidence: 0.126904 | CL: 0.0216815 | ln_CD: 0.0434415 | CM: 0.0032519 | Top_Xtr: 0.0169788 | Bot_Xtr: 0.0192237 +Loss contributors: + s_ln_CD : 1.27706 + s_CL : 1.0098 + s_CM : 0.449659 + s_analysis_confidence : 0.226476 + s_Bot_Xtr : 0.0602744 + s_Top_Xtr : 0.0373486 + s_lower_bl_H_0 : 0.000695372 + s_lower_bl_H_1 : 0.000640137 + s_lower_bl_H_2 : 0.000516914 + s_lower_bl_ret_0 : 0.000490898 +Epoch: 250 | Train Loss: 2.24527 | Test Loss: 3.12043 | analysis_confidence: 0.125035 | CL: 0.0212921 | ln_CD: 0.0461487 | CM: 0.00334963 | Top_Xtr: 0.0173912 | Bot_Xtr: 0.0198803 +Loss contributors: + s_ln_CD : 1.29799 + s_CL : 1.00213 + s_CM : 0.463034 + s_analysis_confidence : 0.225957 + s_Bot_Xtr : 0.0620482 + s_Top_Xtr : 0.0375691 + s_lower_bl_H_0 : 0.000686582 + s_lower_bl_H_1 : 0.000613761 + s_lower_bl_ret_0 : 0.000482908 + s_upper_bl_ret_0 : 0.000478115 +Epoch: 251 | Train Loss: 2.25007 | Test Loss: 3.11563 | analysis_confidence: 0.124759 | CL: 0.02146 | ln_CD: 0.043969 | CM: 0.00327622 | Top_Xtr: 0.0174347 | Bot_Xtr: 0.0196574 +Loss contributors: + s_ln_CD : 1.29638 + s_CL : 1.00959 + s_CM : 0.452267 + s_analysis_confidence : 0.226585 + s_Bot_Xtr : 0.0595539 + s_Top_Xtr : 0.0400467 + s_lower_bl_H_0 : 0.000678906 + s_lower_bl_H_1 : 0.000632001 + s_lower_bl_H_2 : 0.000494329 + s_lower_bl_ret_0 : 0.000489582 +Epoch: 252 | Train Loss: 2.25104 | Test Loss: 3.27785 | analysis_confidence: 0.129104 | CL: 0.0222303 | ln_CD: 0.0434574 | CM: 0.00341408 | Top_Xtr: 0.0169086 | Bot_Xtr: 0.0196819 +Loss contributors: + s_ln_CD : 1.42941 + s_CL : 1.02521 + s_CM : 0.464747 + s_analysis_confidence : 0.227985 + s_Bot_Xtr : 0.0609938 + s_Top_Xtr : 0.0380516 + s_lower_bl_H_0 : 0.000685348 + s_lower_bl_H_1 : 0.000624599 + s_lower_bl_ret_0 : 0.000486237 + s_upper_bl_ret_0 : 0.000484717 +Epoch: 253 | Train Loss: 2.24022 | Test Loss: 3.28586 | analysis_confidence: 0.127182 | CL: 0.0219765 | ln_CD: 0.0555601 | CM: 0.00328415 | Top_Xtr: 0.0176239 | Bot_Xtr: 0.0196122 +Loss contributors: + s_ln_CD : 1.43266 + s_CL : 1.03612 + s_CM : 0.457776 + s_analysis_confidence : 0.226321 + s_Bot_Xtr : 0.0607477 + s_Top_Xtr : 0.0407334 + s_lower_bl_H_0 : 0.000689827 + s_lower_bl_H_1 : 0.000629754 + s_lower_bl_H_2 : 0.000497946 + s_lower_bl_ret_0 : 0.000484556 +Epoch: 254 | Train Loss: 2.24594 | Test Loss: 3.10551 | analysis_confidence: 0.126749 | CL: 0.0213923 | ln_CD: 0.0403025 | CM: 0.00339432 | Top_Xtr: 0.0168669 | Bot_Xtr: 0.018867 +Loss contributors: + s_ln_CD : 1.26792 + s_CL : 1.01975 + s_CM : 0.465227 + s_analysis_confidence : 0.225086 + s_Bot_Xtr : 0.0583813 + s_Top_Xtr : 0.0380509 + s_lower_bl_H_0 : 0.000687614 + s_lower_bl_H_1 : 0.000624436 + s_lower_bl_H_2 : 0.000495001 + s_lower_bl_ret_0 : 0.000483851 +Epoch: 255 | Train Loss: 2.24481 | Test Loss: 3.17892 | analysis_confidence: 0.124705 | CL: 0.0221525 | ln_CD: 0.0498022 | CM: 0.00329756 | Top_Xtr: 0.0173496 | Bot_Xtr: 0.0190489 +Loss contributors: + s_ln_CD : 1.35501 + s_CL : 1.01322 + s_CM : 0.455152 + s_analysis_confidence : 0.226248 + s_Bot_Xtr : 0.0596007 + s_Top_Xtr : 0.0383644 + s_lower_bl_H_0 : 0.000697376 + s_lower_bl_H_1 : 0.000632921 + s_lower_bl_H_2 : 0.000508937 + s_lower_bl_ret_0 : 0.000492697 +Epoch: 256 | Train Loss: 2.24226 | Test Loss: 3.13021 | analysis_confidence: 0.127364 | CL: 0.0213416 | ln_CD: 0.0426014 | CM: 0.00332766 | Top_Xtr: 0.0170686 | Bot_Xtr: 0.0193286 +Loss contributors: + s_ln_CD : 1.2996 + s_CL : 1.01738 + s_CM : 0.456844 + s_analysis_confidence : 0.227042 + s_Bot_Xtr : 0.0597915 + s_Top_Xtr : 0.0382216 + s_lower_bl_H_0 : 0.000686389 + s_lower_bl_H_1 : 0.000627317 + s_lower_bl_H_2 : 0.00049573 + s_lower_bl_ret_0 : 0.000484956 +Epoch: 257 | Train Loss: 2.23555 | Test Loss: 3.04791 | analysis_confidence: 0.126001 | CL: 0.0209086 | ln_CD: 0.0397354 | CM: 0.00325422 | Top_Xtr: 0.0175498 | Bot_Xtr: 0.0197721 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0.000615947 + s_upper_bl_ret_0 : 0.000485684 + s_lower_bl_ret_0 : 0.000481383 +Epoch: 264 | Train Loss: 2.21999 | Test Loss: 3.12683 | analysis_confidence: 0.125523 | CL: 0.0219083 | ln_CD: 0.0414204 | CM: 0.0033632 | Top_Xtr: 0.0171676 | Bot_Xtr: 0.0194755 +Loss contributors: + s_ln_CD : 1.30374 + s_CL : 1.00718 + s_CM : 0.454801 + s_analysis_confidence : 0.225782 + s_Bot_Xtr : 0.0634896 + s_Top_Xtr : 0.0407206 + s_lower_bl_H_0 : 0.000691966 + s_lower_bl_H_1 : 0.000624001 + s_lower_bl_H_2 : 0.000487836 + s_lower_bl_ret_0 : 0.000482993 +Epoch: 265 | Train Loss: 2.22862 | Test Loss: 3.21085 | analysis_confidence: 0.13138 | CL: 0.0211314 | ln_CD: 0.0403886 | CM: 0.00347752 | Top_Xtr: 0.0176001 | Bot_Xtr: 0.0201632 +Loss contributors: + s_ln_CD : 1.35546 + s_CL : 1.00629 + s_CM : 0.466802 + s_analysis_confidence : 0.227794 + s_Bot_Xtr : 0.0761582 + s_Top_Xtr : 0.047029 + s_lower_bl_H_0 : 0.000697157 + s_lower_bl_H_1 : 0.000621313 + s_lower_bl_ret_0 : 0.000487304 + s_lower_bl_H_2 : 0.000479294 +Epoch: 266 | Train Loss: 2.22618 | Test Loss: 3.15374 | analysis_confidence: 0.124744 | CL: 0.0219022 | ln_CD: 0.0401911 | CM: 0.00347058 | Top_Xtr: 0.0166265 | Bot_Xtr: 0.0187517 +Loss contributors: + s_ln_CD : 1.32111 + s_CL : 1.00587 + s_CM : 0.47266 + s_analysis_confidence : 0.22592 + s_Bot_Xtr : 0.0595167 + s_Top_Xtr : 0.0374398 + s_lower_bl_H_0 : 0.000686384 + s_lower_bl_H_1 : 0.000622455 + s_lower_bl_H_2 : 0.000487237 + s_lower_bl_ret_0 : 0.000486242 +Epoch: 267 | Train Loss: 2.22809 | Test Loss: 3.01674 | analysis_confidence: 0.125536 | CL: 0.0208377 | ln_CD: 0.039299 | CM: 0.00323348 | Top_Xtr: 0.0167967 | Bot_Xtr: 0.018669 +Loss contributors: + s_ln_CD : 1.22514 + s_CL : 0.995323 + s_CM : 0.445029 + s_analysis_confidence : 0.225086 + s_Bot_Xtr : 0.0576145 + s_Top_Xtr : 0.0372662 + s_lower_bl_H_0 : 0.000699855 + s_lower_bl_H_1 : 0.000627477 + s_lower_bl_H_2 : 0.000493692 + s_lower_bl_ret_0 : 0.000488839 +Epoch: 268 | Train Loss: 2.21613 | Test Loss: 3.05863 | analysis_confidence: 0.126855 | CL: 0.0214509 | ln_CD: 0.0393692 | CM: 0.00327257 | Top_Xtr: 0.0207432 | Bot_Xtr: 0.0223792 +Loss contributors: + s_ln_CD : 1.23543 + s_CL : 1.01018 + s_CM : 0.451059 + s_analysis_confidence : 0.226141 + s_Bot_Xtr : 0.0620819 + s_Top_Xtr : 0.0426279 + s_lower_bl_H_0 : 0.000698995 + s_lower_bl_H_1 : 0.000623406 + s_lower_bl_ret_0 : 0.000490207 + s_lower_bl_H_2 : 0.000480658 +Epoch: 269 | Train Loss: 2.21996 | Test Loss: 3.2653 | analysis_confidence: 0.129369 | CL: 0.0214847 | ln_CD: 0.0417481 | CM: 0.00343882 | Top_Xtr: 0.0172225 | Bot_Xtr: 0.0191913 +Loss contributors: + s_ln_CD : 1.42839 + s_CL : 1.01605 + s_CM : 0.462311 + s_analysis_confidence : 0.226299 + s_Bot_Xtr : 0.0612531 + s_Top_Xtr : 0.0393314 + s_lower_bl_H_0 : 0.00069053 + s_lower_bl_H_1 : 0.000622742 + s_lower_bl_ret_0 : 0.000488525 + s_upper_bl_ret_0 : 0.000483177 +Epoch: 270 | Train Loss: 2.21537 | Test Loss: 3.09801 | analysis_confidence: 0.131198 | CL: 0.0205522 | ln_CD: 0.0387646 | CM: 0.00329957 | Top_Xtr: 0.0174331 | Bot_Xtr: 0.0194482 +Loss contributors: + s_ln_CD : 1.30263 + s_CL : 0.989171 + s_CM : 0.450524 + s_analysis_confidence : 0.227541 + s_Bot_Xtr : 0.0588603 + s_Top_Xtr : 0.0381109 + s_lower_bl_H_0 : 0.000703979 + s_lower_bl_H_1 : 0.000633239 + s_lower_bl_H_2 : 0.000497463 + s_lower_bl_ret_0 : 0.000484275 +Epoch: 271 | Train Loss: 2.21506 | Test Loss: 3.09001 | analysis_confidence: 0.126965 | CL: 0.021845 | ln_CD: 0.0438225 | CM: 0.00334974 | Top_Xtr: 0.0175444 | Bot_Xtr: 0.0197962 +Loss contributors: + s_ln_CD : 1.25319 + s_CL : 1.03082 + s_CM : 0.455012 + s_analysis_confidence : 0.225204 + s_Bot_Xtr : 0.0584006 + s_Top_Xtr : 0.0362697 + s_lower_bl_H_0 : 0.000695416 + s_lower_bl_H_1 : 0.000623943 + s_lower_bl_ret_0 : 0.000485689 + s_lower_bl_H_2 : 0.00048409 +Epoch: 272 | Train Loss: 2.21565 | Test Loss: 3.14291 | analysis_confidence: 0.126877 | CL: 0.0218865 | ln_CD: 0.0415915 | CM: 0.00344527 | Top_Xtr: 0.0197821 | Bot_Xtr: 0.0227041 +Loss 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s_analysis_confidence : 0.226007 + s_Bot_Xtr : 0.0607923 + s_Top_Xtr : 0.0403797 + s_lower_bl_H_0 : 0.000707208 + s_lower_bl_H_1 : 0.000629891 + s_lower_bl_H_2 : 0.000490642 + s_lower_bl_ret_0 : 0.000488971 +Epoch: 275 | Train Loss: 2.21091 | Test Loss: 3.1914 | analysis_confidence: 0.126281 | CL: 0.0214452 | ln_CD: 0.0413997 | CM: 0.00336485 | Top_Xtr: 0.0168615 | Bot_Xtr: 0.018842 +Loss contributors: + s_ln_CD : 1.34754 + s_CL : 1.02196 + s_CM : 0.468616 + s_analysis_confidence : 0.226318 + s_Bot_Xtr : 0.0579475 + s_Top_Xtr : 0.037721 + s_lower_bl_H_0 : 0.000702581 + s_lower_bl_H_1 : 0.000644195 + s_lower_bl_ret_0 : 0.000503156 + s_lower_bl_H_2 : 0.000491382 +Epoch: 276 | Train Loss: 2.21237 | Test Loss: 3.07569 | analysis_confidence: 0.126522 | CL: 0.0218133 | ln_CD: 0.0408395 | CM: 0.00334505 | Top_Xtr: 0.0162123 | Bot_Xtr: 0.0188279 +Loss contributors: + s_ln_CD : 1.2544 + s_CL : 1.01444 + s_CM : 0.456056 + s_analysis_confidence : 0.225967 + s_Bot_Xtr : 0.0579918 + s_Top_Xtr : 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0.000640067 + s_lower_bl_H_2 : 0.000499631 + s_lower_bl_ret_0 : 0.000484207 +Epoch: 279 | Train Loss: 2.20272 | Test Loss: 3.04085 | analysis_confidence: 0.128478 | CL: 0.020261 | ln_CD: 0.0387041 | CM: 0.00315959 | Top_Xtr: 0.0167052 | Bot_Xtr: 0.0187517 +Loss contributors: + s_ln_CD : 1.24386 + s_CL : 1.00511 + s_CM : 0.441472 + s_analysis_confidence : 0.22623 + s_Bot_Xtr : 0.0567916 + s_Top_Xtr : 0.0362261 + s_lower_bl_H_0 : 0.000694427 + s_lower_bl_H_1 : 0.00062141 + s_lower_bl_ret_0 : 0.000492532 + s_upper_bl_ret_0 : 0.000474747 +Epoch: 280 | Train Loss: 2.20492 | Test Loss: 3.12609 | analysis_confidence: 0.12488 | CL: 0.0211429 | ln_CD: 0.0442089 | CM: 0.00327702 | Top_Xtr: 0.0177052 | Bot_Xtr: 0.0198296 +Loss contributors: + s_ln_CD : 1.28656 + s_CL : 1.02416 + s_CM : 0.456496 + s_analysis_confidence : 0.226631 + s_Bot_Xtr : 0.0615116 + s_Top_Xtr : 0.0395416 + s_lower_bl_H_0 : 0.000699513 + s_lower_bl_H_1 : 0.000630833 + s_lower_bl_H_2 : 0.000496534 + s_lower_bl_ret_0 : 0.000488871 +Epoch: 281 | Train Loss: 2.20279 | Test Loss: 3.04361 | analysis_confidence: 0.125886 | CL: 0.0208624 | ln_CD: 0.0385058 | CM: 0.00333355 | Top_Xtr: 0.0178592 | Bot_Xtr: 0.0206158 +Loss contributors: + s_ln_CD : 1.24131 + s_CL : 0.990495 + s_CM : 0.458337 + s_analysis_confidence : 0.22501 + s_Bot_Xtr : 0.0596383 + s_Top_Xtr : 0.0377129 + s_lower_bl_H_0 : 0.000693866 + s_lower_bl_H_1 : 0.000631783 + s_lower_bl_H_2 : 0.000492774 + s_lower_bl_ret_0 : 0.000492234 +Epoch: 282 | Train Loss: 2.20654 | Test Loss: 3.06071 | analysis_confidence: 0.122974 | CL: 0.0214684 | ln_CD: 0.0416904 | CM: 0.00341524 | Top_Xtr: 0.0182634 | Bot_Xtr: 0.0207098 +Loss contributors: + s_ln_CD : 1.22074 + s_CL : 1.01832 + s_CM : 0.465366 + s_analysis_confidence : 0.225831 + s_Bot_Xtr : 0.0602612 + s_Top_Xtr : 0.0389844 + s_lower_bl_H_0 : 0.000690124 + s_lower_bl_H_1 : 0.000627876 + s_lower_bl_ret_0 : 0.000490711 + s_lower_bl_H_2 : 0.00048913 +Epoch: 283 | Train Loss: 2.19632 | Test Loss: 3.29203 | analysis_confidence: 0.126804 | CL: 0.0212094 | ln_CD: 0.0409955 | CM: 0.00339764 | Top_Xtr: 0.0202002 | Bot_Xtr: 0.02238 +Loss contributors: + s_ln_CD : 1.34842 + s_CL : 1.0454 + s_CM : 0.468667 + s_analysis_confidence : 0.226123 + s_Bot_Xtr : 0.0988227 + s_Top_Xtr : 0.0729327 + s_lower_bl_H_0 : 0.00070573 + s_lower_bl_H_1 : 0.00064033 + s_lower_bl_H_2 : 0.000505665 + s_lower_bl_ret_0 : 0.00049311 +Epoch: 284 | Train Loss: 2.19702 | Test Loss: 3.09778 | analysis_confidence: 0.128033 | CL: 0.0208818 | ln_CD: 0.0391931 | CM: 0.00332557 | Top_Xtr: 0.0182447 | Bot_Xtr: 0.0203963 +Loss contributors: + s_ln_CD : 1.26112 + s_CL : 1.01806 + s_CM : 0.465447 + s_analysis_confidence : 0.226021 + s_Bot_Xtr : 0.0584056 + s_Top_Xtr : 0.0374356 + s_lower_bl_H_0 : 0.000702793 + s_lower_bl_H_1 : 0.000640515 + s_lower_bl_H_2 : 0.00050292 + s_lower_bl_ret_0 : 0.00048791 +Epoch: 285 | Train Loss: 2.19604 | Test Loss: 3.07156 | analysis_confidence: 0.127926 | CL: 0.0212119 | ln_CD: 0.0430188 | CM: 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296 | Train Loss: 2.18039 | Test Loss: 3.07738 | analysis_confidence: 0.1287 | CL: 0.0222856 | ln_CD: 0.0416532 | CM: 0.00345767 | Top_Xtr: 0.0176048 | Bot_Xtr: 0.0199988 +Loss contributors: + s_ln_CD : 1.25732 + s_CL : 1.00843 + s_CM : 0.456834 + s_analysis_confidence : 0.225404 + s_Bot_Xtr : 0.060044 + s_Top_Xtr : 0.0380094 + s_lower_bl_H_0 : 0.00070628 + s_lower_bl_H_1 : 0.000635352 + s_lower_bl_H_2 : 0.000494854 + s_lower_bl_ret_0 : 0.000489945 +Epoch: 297 | Train Loss: 2.19123 | Test Loss: 3.08299 | analysis_confidence: 0.125711 | CL: 0.020332 | ln_CD: 0.0395801 | CM: 0.00321687 | Top_Xtr: 0.016731 | Bot_Xtr: 0.0189057 +Loss contributors: + s_ln_CD : 1.27913 + s_CL : 1.00515 + s_CM : 0.448762 + s_analysis_confidence : 0.226026 + s_Bot_Xtr : 0.0568515 + s_Top_Xtr : 0.036008 + s_lower_bl_H_0 : 0.000703531 + s_lower_bl_H_1 : 0.000629517 + s_lower_bl_ret_0 : 0.000494601 + s_lower_bl_H_2 : 0.000483922 +Epoch: 298 | Train Loss: 2.18037 | Test Loss: 3.06741 | analysis_confidence: 0.127689 | CL: 0.021646 | ln_CD: 0.0393388 | CM: 0.00329907 | Top_Xtr: 0.0168582 | Bot_Xtr: 0.0192453 +Loss contributors: + s_ln_CD : 1.23795 + s_CL : 1.00946 + s_CM : 0.460022 + s_analysis_confidence : 0.226228 + s_Bot_Xtr : 0.0613805 + s_Top_Xtr : 0.0409566 + s_lower_bl_H_0 : 0.000696117 + s_lower_bl_H_1 : 0.000633136 + s_lower_bl_H_2 : 0.000500049 + s_lower_bl_ret_0 : 0.000494055 +Epoch: 299 | Train Loss: 2.17561 | Test Loss: 3.19433 | analysis_confidence: 0.126417 | CL: 0.0214683 | ln_CD: 0.0430093 | CM: 0.00347364 | Top_Xtr: 0.0171617 | Bot_Xtr: 0.0194384 +Loss contributors: + s_ln_CD : 1.3502 + s_CL : 1.02324 + s_CM : 0.466772 + s_analysis_confidence : 0.226025 + s_Bot_Xtr : 0.0589943 + s_Top_Xtr : 0.0377901 + s_lower_bl_H_0 : 0.000716126 + s_lower_bl_H_1 : 0.000644478 + s_lower_bl_H_2 : 0.000493857 + s_lower_bl_ret_0 : 0.000489577 +Epoch: 300 | Train Loss: 2.17673 | Test Loss: 3.15606 | analysis_confidence: 0.128298 | CL: 0.0215571 | ln_CD: 0.0448855 | CM: 0.00329649 | Top_Xtr: 0.0162326 | Bot_Xtr: 0.0183678 +Loss contributors: + s_ln_CD : 1.31467 + s_CL : 1.03653 + s_CM : 0.454261 + s_analysis_confidence : 0.225604 + s_Bot_Xtr : 0.057343 + s_Top_Xtr : 0.0365885 + s_lower_bl_H_0 : 0.000689214 + s_lower_bl_H_1 : 0.00062591 + s_lower_bl_H_2 : 0.000489339 + s_lower_bl_ret_0 : 0.000488995 +Epoch: 301 | Train Loss: 2.17514 | Test Loss: 3.11713 | analysis_confidence: 0.128738 | CL: 0.0206214 | ln_CD: 0.0391513 | CM: 0.00325852 | Top_Xtr: 0.0171657 | Bot_Xtr: 0.0196564 +Loss contributors: + s_ln_CD : 1.3098 + s_CL : 0.997339 + s_CM : 0.453443 + s_analysis_confidence : 0.225596 + s_Bot_Xtr : 0.0612404 + s_Top_Xtr : 0.0384993 + s_lower_bl_H_0 : 0.0006987 + s_lower_bl_H_1 : 0.000640948 + s_lower_bl_H_2 : 0.000502258 + s_lower_bl_ret_0 : 0.00049473 +Epoch: 302 | Train Loss: 2.17013 | Test Loss: 3.09868 | analysis_confidence: 0.129417 | CL: 0.022523 | ln_CD: 0.0397979 | CM: 0.00335476 | Top_Xtr: 0.0168172 | Bot_Xtr: 0.0187175 +Loss contributors: + s_ln_CD : 1.278 + s_CL 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s_lower_bl_H_1 : 0.000628967 + s_lower_bl_ret_0 : 0.000490291 + s_lower_bl_H_2 : 0.000484794 +Epoch: 307 | Train Loss: 2.16529 | Test Loss: 3.05873 | analysis_confidence: 0.123276 | CL: 0.0208447 | ln_CD: 0.0407944 | CM: 0.00327887 | Top_Xtr: 0.0172683 | Bot_Xtr: 0.0195449 +Loss contributors: + s_ln_CD : 1.26914 + s_CL : 0.988699 + s_CM : 0.449624 + s_analysis_confidence : 0.225419 + s_Bot_Xtr : 0.0578054 + s_Top_Xtr : 0.0370605 + s_lower_bl_H_0 : 0.000701045 + s_lower_bl_H_1 : 0.000632796 + s_lower_bl_ret_0 : 0.00049229 + s_lower_bl_H_2 : 0.000482151 +Epoch: 308 | Train Loss: 2.17587 | Test Loss: 3.35136 | analysis_confidence: 0.127173 | CL: 0.0209865 | ln_CD: 0.0464723 | CM: 0.00324711 | Top_Xtr: 0.0200448 | Bot_Xtr: 0.0219918 +Loss contributors: + s_ln_CD : 1.51511 + s_CL : 1.01325 + s_CM : 0.453763 + s_analysis_confidence : 0.228071 + s_Bot_Xtr : 0.0635293 + s_Top_Xtr : 0.0463913 + s_lower_bl_H_0 : 0.000696328 + s_lower_bl_H_1 : 0.000625478 + s_lower_bl_ret_0 : 0.000490557 + s_lower_bl_H_2 : 0.000485563 +Epoch: 309 | Train Loss: 2.16653 | Test Loss: 3.11271 | analysis_confidence: 0.123375 | CL: 0.0228827 | ln_CD: 0.0390061 | CM: 0.00351293 | Top_Xtr: 0.0167532 | Bot_Xtr: 0.0187536 +Loss contributors: + s_ln_CD : 1.24406 + s_CL : 1.03505 + s_CM : 0.479578 + s_analysis_confidence : 0.225856 + s_Bot_Xtr : 0.0593357 + s_Top_Xtr : 0.0378769 + s_lower_bl_H_0 : 0.000694958 + s_lower_bl_H_1 : 0.000632836 + s_lower_bl_ret_0 : 0.000493473 + s_lower_bl_H_2 : 0.000492262 +Epoch: 310 | Train Loss: 2.16855 | Test Loss: 3.0498 | analysis_confidence: 0.124093 | CL: 0.0209733 | ln_CD: 0.0407434 | CM: 0.00320165 | Top_Xtr: 0.0169945 | Bot_Xtr: 0.0193803 +Loss contributors: + s_ln_CD : 1.24771 + s_CL : 0.998263 + s_CM : 0.451742 + s_analysis_confidence : 0.226877 + s_Bot_Xtr : 0.0573112 + s_Top_Xtr : 0.0366229 + s_lower_bl_H_0 : 0.000708236 + s_lower_bl_H_1 : 0.000631963 + s_lower_bl_ret_0 : 0.00049921 + s_lower_bl_H_2 : 0.000487632 +Epoch: 311 | Train Loss: 2.16522 | Test Loss: 3.02123 | analysis_confidence: 0.126215 | CL: 0.0206509 | ln_CD: 0.0404436 | CM: 0.00321014 | Top_Xtr: 0.0171997 | Bot_Xtr: 0.0191369 +Loss contributors: + s_ln_CD : 1.24331 + s_CL : 0.985378 + s_CM : 0.442315 + s_analysis_confidence : 0.225393 + s_Bot_Xtr : 0.0574272 + s_Top_Xtr : 0.0363515 + s_lower_bl_H_0 : 0.000706159 + s_lower_bl_H_1 : 0.000642472 + s_lower_bl_ret_0 : 0.000489804 + s_lower_bl_H_2 : 0.000487503 +Epoch: 312 | Train Loss: 2.16092 | Test Loss: 3.0568 | analysis_confidence: 0.128036 | CL: 0.0213619 | ln_CD: 0.0392522 | CM: 0.00338151 | Top_Xtr: 0.0178094 | Bot_Xtr: 0.0205928 +Loss contributors: + s_ln_CD : 1.22806 + s_CL : 1.00662 + s_CM : 0.466157 + s_analysis_confidence : 0.225103 + s_Bot_Xtr : 0.060919 + s_Top_Xtr : 0.0388332 + s_lower_bl_H_0 : 0.000700964 + s_lower_bl_H_1 : 0.0006203 + s_lower_bl_ret_0 : 0.00049144 + s_upper_bl_ret_0 : 0.000476102 +slurmstepd-d-13-3-1: error: *** JOB 25353063 ON d-13-3-1 CANCELLED AT 2024-03-09T00:55:12 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25361638 b/training/gen2_architecture/log.log-25361638 new file mode 100644 index 0000000..2237dc8 --- /dev/null +++ b/training/gen2_architecture/log.log-25361638 @@ -0,0 +1,3207 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 12.683 | Test Loss: 5.32497 | analysis_confidence: 0.236936 | CL: 0.0494859 | ln_CD: 0.104081 | CM: 0.00827666 | Top_Xtr: 0.0541138 | Bot_Xtr: 0.0638742 +Loss contributors: + s_ln_CD : 1.47118 + s_CL : 1.31543 + s_CM : 0.764177 + s_analysis_confidence : 0.322996 + s_Bot_Xtr : 0.133305 + s_Top_Xtr : 0.0890341 + s_upper_bl_H_31 : 0.0233412 + s_lower_bl_H_31 : 0.0215365 + s_upper_bl_H_30 : 0.0210329 + s_upper_bl_H_29 : 0.0199645 +Epoch: 1 | Train Loss: 4.69728 | Test Loss: 4.24952 | analysis_confidence: 0.188739 | CL: 0.0443023 | ln_CD: 0.0926347 | CM: 0.00714927 | Top_Xtr: 0.0481517 | Bot_Xtr: 0.0551061 +Loss contributors: + s_ln_CD : 1.20579 + s_CL : 1.0632 + s_CM : 0.586953 + s_analysis_confidence : 0.267202 + s_Bot_Xtr : 0.105087 + s_Top_Xtr : 0.0717747 + s_upper_bl_H_31 : 0.0174692 + s_lower_bl_H_31 : 0.0166212 + s_upper_bl_H_30 : 0.0157611 + s_lower_bl_H_1 : 0.014741 +Epoch: 2 | Train Loss: 3.92272 | Test Loss: 3.68679 | analysis_confidence: 0.169578 | CL: 0.0406795 | ln_CD: 0.0807573 | CM: 0.00645459 | Top_Xtr: 0.042445 | Bot_Xtr: 0.048974 +Loss contributors: + s_ln_CD : 1.05155 + s_CL : 0.923217 + s_CM : 0.490828 + s_analysis_confidence : 0.246905 + s_Bot_Xtr : 0.0889522 + s_Top_Xtr : 0.0606371 + s_upper_bl_H_31 : 0.0147021 + s_lower_bl_H_31 : 0.0144397 + s_upper_bl_H_30 : 0.0130848 + s_lower_bl_H_1 : 0.012966 +Epoch: 3 | Train Loss: 3.49945 | Test Loss: 3.42646 | analysis_confidence: 0.16522 | CL: 0.0378115 | ln_CD: 0.0797103 | CM: 0.00623268 | Top_Xtr: 0.038827 | Bot_Xtr: 0.0453531 +Loss contributors: + s_ln_CD : 1.01073 + s_CL : 0.844644 + s_CM : 0.455512 + s_analysis_confidence : 0.236693 + s_Bot_Xtr : 0.0789544 + s_Top_Xtr : 0.0537722 + s_upper_bl_H_31 : 0.0136843 + s_lower_bl_H_31 : 0.0132851 + s_upper_bl_H_30 : 0.011857 + s_lower_bl_H_0 : 0.0115462 +Epoch: 4 | Train Loss: 3.221 | Test Loss: 3.13063 | analysis_confidence: 0.1561 | CL: 0.0343969 | ln_CD: 0.0744611 | CM: 0.00566621 | Top_Xtr: 0.036276 | Bot_Xtr: 0.0419019 +Loss contributors: + s_ln_CD : 0.933058 + s_CL : 0.759492 + s_CM : 0.407542 + s_analysis_confidence : 0.228927 + s_Bot_Xtr : 0.0704454 + s_Top_Xtr : 0.0481138 + s_upper_bl_H_31 : 0.0121792 + s_lower_bl_H_31 : 0.0120974 + s_lower_bl_H_0 : 0.0109028 + s_upper_bl_H_30 : 0.0106366 +Epoch: 5 | Train Loss: 3.02426 | Test Loss: 3.06124 | analysis_confidence: 0.152048 | CL: 0.0332168 | ln_CD: 0.0730627 | CM: 0.00543312 | Top_Xtr: 0.0355909 | Bot_Xtr: 0.0404853 +Loss contributors: + s_ln_CD : 0.984583 + s_CL : 0.716008 + s_CM : 0.381247 + s_analysis_confidence : 0.224526 + s_Bot_Xtr : 0.0667995 + s_Top_Xtr : 0.0464073 + s_upper_bl_H_31 : 0.0113271 + s_lower_bl_H_31 : 0.0112542 + s_lower_bl_H_0 : 0.0101496 + s_upper_bl_H_30 : 0.0098131 +Epoch: 6 | Train Loss: 2.87558 | Test Loss: 2.79855 | analysis_confidence: 0.151904 | CL: 0.0321611 | ln_CD: 0.0655212 | CM: 0.00518038 | Top_Xtr: 0.0365285 | Bot_Xtr: 0.0425268 +Loss contributors: + s_ln_CD : 0.830102 + s_CL : 0.677269 + s_CM : 0.357117 + s_analysis_confidence : 0.219707 + s_Bot_Xtr : 0.0648059 + s_Top_Xtr : 0.0456314 + s_lower_bl_H_31 : 0.0107278 + s_upper_bl_H_31 : 0.0106346 + s_lower_bl_H_0 : 0.00949013 + s_upper_bl_H_30 : 0.00919155 +Epoch: 7 | Train Loss: 2.75574 | Test Loss: 2.76052 | analysis_confidence: 0.145946 | CL: 0.0328238 | ln_CD: 0.0694212 | CM: 0.00526261 | Top_Xtr: 0.0321797 | Bot_Xtr: 0.0367869 +Loss contributors: + s_ln_CD : 0.831827 + s_CL : 0.677844 + s_CM : 0.3542 + s_analysis_confidence : 0.218651 + s_Bot_Xtr : 0.0582499 + s_Top_Xtr : 0.0402602 + s_lower_bl_H_31 : 0.0101091 + s_upper_bl_H_31 : 0.010094 + s_lower_bl_H_0 : 0.00893798 + s_upper_bl_H_30 : 0.00877155 +Epoch: 8 | Train Loss: 2.65675 | Test Loss: 2.60196 | analysis_confidence: 0.147787 | CL: 0.0307641 | ln_CD: 0.0603442 | CM: 0.00505914 | Top_Xtr: 0.0304561 | Bot_Xtr: 0.0349425 +Loss contributors: + s_ln_CD : 0.778059 + s_CL : 0.627053 + s_CM : 0.338748 + s_analysis_confidence : 0.216567 + s_Bot_Xtr : 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s_upper_bl_H_31 : 0.0086984 + s_lower_bl_H_0 : 0.00769605 + s_lower_bl_H_30 : 0.00759172 +Epoch: 11 | Train Loss: 2.44888 | Test Loss: 2.40904 | analysis_confidence: 0.140708 | CL: 0.0292457 | ln_CD: 0.0562189 | CM: 0.00469509 | Top_Xtr: 0.0287458 | Bot_Xtr: 0.0324693 +Loss contributors: + s_ln_CD : 0.727537 + s_CL : 0.587384 + s_CM : 0.303274 + s_analysis_confidence : 0.209225 + s_Bot_Xtr : 0.0490678 + s_Top_Xtr : 0.0344789 + s_lower_bl_H_31 : 0.00858937 + s_upper_bl_H_31 : 0.00841116 + s_lower_bl_H_2 : 0.00742834 + s_lower_bl_H_0 : 0.00739428 +Epoch: 12 | Train Loss: 2.40073 | Test Loss: 2.40935 | analysis_confidence: 0.139567 | CL: 0.0284203 | ln_CD: 0.0597362 | CM: 0.00461953 | Top_Xtr: 0.0271265 | Bot_Xtr: 0.0314006 +Loss contributors: + s_ln_CD : 0.744495 + s_CL : 0.58509 + s_CM : 0.303497 + s_analysis_confidence : 0.207978 + s_Bot_Xtr : 0.0476158 + s_Top_Xtr : 0.0326858 + s_lower_bl_H_31 : 0.00843981 + s_upper_bl_H_31 : 0.00823207 + s_lower_bl_H_2 : 0.00735335 + s_lower_bl_H_0 : 0.00726777 +Epoch: 13 | Train Loss: 2.35374 | Test Loss: 2.44212 | analysis_confidence: 0.143278 | CL: 0.0298834 | ln_CD: 0.0590081 | CM: 0.00487678 | Top_Xtr: 0.026893 | Bot_Xtr: 0.0308294 +Loss contributors: + s_ln_CD : 0.759751 + s_CL : 0.592983 + s_CM : 0.317007 + s_analysis_confidence : 0.210465 + s_Bot_Xtr : 0.0465264 + s_Top_Xtr : 0.0325168 + s_upper_bl_H_31 : 0.00841079 + s_lower_bl_H_31 : 0.00831472 + s_lower_bl_H_2 : 0.00734301 + s_upper_bl_H_30 : 0.00727642 +Epoch: 14 | Train Loss: 2.31728 | Test Loss: 2.30024 | analysis_confidence: 0.137973 | CL: 0.0276395 | ln_CD: 0.0528527 | CM: 0.00444652 | Top_Xtr: 0.0260343 | Bot_Xtr: 0.030219 +Loss contributors: + s_ln_CD : 0.70189 + s_CL : 0.558836 + s_CM : 0.284021 + s_analysis_confidence : 0.205531 + s_Bot_Xtr : 0.0471304 + s_Top_Xtr : 0.0321067 + s_lower_bl_H_31 : 0.00797294 + s_upper_bl_H_31 : 0.00785244 + s_lower_bl_H_2 : 0.00711941 + s_lower_bl_H_1 : 0.0070769 +Epoch: 15 | Train Loss: 2.28406 | Test Loss: 2.3377 | 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| Top_Xtr: 0.0253096 | Bot_Xtr: 0.0294197 +Loss contributors: + s_ln_CD : 0.704826 + s_CL : 0.566846 + s_CM : 0.285807 + s_analysis_confidence : 0.203491 + s_Bot_Xtr : 0.0427997 + s_Top_Xtr : 0.029593 + s_upper_bl_H_31 : 0.00752109 + s_lower_bl_H_31 : 0.00745453 + s_lower_bl_H_2 : 0.00704436 + s_lower_bl_H_1 : 0.00678916 +Epoch: 18 | Train Loss: 2.19714 | Test Loss: 2.33604 | analysis_confidence: 0.138817 | CL: 0.0284908 | ln_CD: 0.0547967 | CM: 0.00436438 | Top_Xtr: 0.0255159 | Bot_Xtr: 0.0293036 +Loss contributors: + s_ln_CD : 0.777062 + s_CL : 0.554924 + s_CM : 0.276323 + s_analysis_confidence : 0.204309 + s_Bot_Xtr : 0.042923 + s_Top_Xtr : 0.0304274 + s_upper_bl_H_31 : 0.00740316 + s_lower_bl_H_31 : 0.00725756 + s_lower_bl_H_2 : 0.00699916 + s_lower_bl_H_1 : 0.00657088 +Epoch: 19 | Train Loss: 2.17401 | Test Loss: 2.18511 | analysis_confidence: 0.136071 | CL: 0.0261435 | ln_CD: 0.0546301 | CM: 0.00467268 | Top_Xtr: 0.0253709 | Bot_Xtr: 0.0284669 +Loss contributors: + s_ln_CD : 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s_lower_bl_H_1 : 0.0063873 +Epoch: 26 | Train Loss: 2.04658 | Test Loss: 2.14901 | analysis_confidence: 0.133132 | CL: 0.0295319 | ln_CD: 0.0568674 | CM: 0.00414875 | Top_Xtr: 0.0243533 | Bot_Xtr: 0.0269982 +Loss contributors: + s_ln_CD : 0.667628 + s_CL : 0.549784 + s_CM : 0.257933 + s_analysis_confidence : 0.203246 + s_Bot_Xtr : 0.037671 + s_Top_Xtr : 0.0268082 + s_lower_bl_H_31 : 0.0066146 + s_upper_bl_H_31 : 0.00660226 + s_lower_bl_H_2 : 0.00636231 + s_lower_bl_H_1 : 0.00613924 +Epoch: 27 | Train Loss: 2.0331 | Test Loss: 2.09026 | analysis_confidence: 0.133951 | CL: 0.0253279 | ln_CD: 0.0575287 | CM: 0.00401493 | Top_Xtr: 0.0224957 | Bot_Xtr: 0.0257599 +Loss contributors: + s_ln_CD : 0.668956 + s_CL : 0.507647 + s_CM : 0.249631 + s_analysis_confidence : 0.199199 + s_Bot_Xtr : 0.0372759 + s_Top_Xtr : 0.0255583 + s_lower_bl_H_31 : 0.00657059 + s_upper_bl_H_31 : 0.00655197 + s_lower_bl_H_2 : 0.0064907 + s_lower_bl_H_1 : 0.00640592 +Epoch: 28 | Train Loss: 2.01922 | Test Loss: 2.03676 | analysis_confidence: 0.133006 | CL: 0.025164 | ln_CD: 0.0478899 | CM: 0.00408348 | Top_Xtr: 0.0251483 | Bot_Xtr: 0.0273133 +Loss contributors: + s_ln_CD : 0.636634 + s_CL : 0.500292 + s_CM : 0.246049 + s_analysis_confidence : 0.196761 + s_Bot_Xtr : 0.0375117 + s_Top_Xtr : 0.0270272 + s_lower_bl_H_31 : 0.00638251 + s_upper_bl_H_31 : 0.00633455 + s_lower_bl_H_1 : 0.00633185 + s_lower_bl_H_2 : 0.00631162 +Epoch: 29 | Train Loss: 2.00809 | Test Loss: 2.01152 | analysis_confidence: 0.130629 | CL: 0.024481 | ln_CD: 0.0482 | CM: 0.00406775 | Top_Xtr: 0.0231324 | Bot_Xtr: 0.0263734 +Loss contributors: + s_ln_CD : 0.618588 + s_CL : 0.496836 + s_CM : 0.249382 + s_analysis_confidence : 0.195712 + s_Bot_Xtr : 0.0360286 + s_Top_Xtr : 0.0252385 + s_lower_bl_H_31 : 0.00638903 + s_upper_bl_H_31 : 0.00637232 + s_lower_bl_H_2 : 0.0062025 + s_lower_bl_H_1 : 0.00614439 +Epoch: 30 | Train Loss: 1.99232 | Test Loss: 2.03995 | analysis_confidence: 0.131232 | CL: 0.0254594 | ln_CD: 0.0499294 | CM: 0.00400015 | Top_Xtr: 0.0219509 | Bot_Xtr: 0.0247729 +Loss contributors: + s_ln_CD : 0.640706 + s_CL : 0.507677 + s_CM : 0.243577 + s_analysis_confidence : 0.196762 + s_Bot_Xtr : 0.0365108 + s_Top_Xtr : 0.0250108 + s_upper_bl_H_31 : 0.00644345 + s_lower_bl_H_31 : 0.00638382 + s_lower_bl_H_1 : 0.00635669 + s_lower_bl_H_2 : 0.00623734 +Epoch: 31 | Train Loss: 1.98382 | Test Loss: 2.06083 | analysis_confidence: 0.134045 | CL: 0.0253899 | ln_CD: 0.0487691 | CM: 0.00416419 | Top_Xtr: 0.0228038 | Bot_Xtr: 0.0263429 +Loss contributors: + s_ln_CD : 0.65567 + s_CL : 0.503972 + s_CM : 0.252703 + s_analysis_confidence : 0.195067 + s_Bot_Xtr : 0.0371164 + s_Top_Xtr : 0.025348 + s_lower_bl_H_1 : 0.00648157 + s_lower_bl_H_31 : 0.0062763 + s_upper_bl_H_31 : 0.00622567 + s_lower_bl_H_2 : 0.00618229 +Epoch: 32 | Train Loss: 1.97123 | Test Loss: 2.02618 | analysis_confidence: 0.132728 | CL: 0.024846 | ln_CD: 0.0487957 | CM: 0.00413603 | Top_Xtr: 0.0216796 | Bot_Xtr: 0.0246883 +Loss contributors: + 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0.00604074 + s_lower_bl_H_2 : 0.00594796 + s_lower_bl_H_1 : 0.00594687 + s_lower_bl_H_31 : 0.00590785 +Epoch: 37 | Train Loss: 1.92015 | Test Loss: 2.01172 | analysis_confidence: 0.130669 | CL: 0.0253482 | ln_CD: 0.057135 | CM: 0.00410107 | Top_Xtr: 0.0224624 | Bot_Xtr: 0.024952 +Loss contributors: + s_ln_CD : 0.642766 + s_CL : 0.500096 + s_CM : 0.241462 + s_analysis_confidence : 0.192751 + s_Bot_Xtr : 0.035216 + s_Top_Xtr : 0.024296 + s_lower_bl_H_31 : 0.00622373 + s_upper_bl_H_31 : 0.00613112 + s_lower_bl_H_2 : 0.00604268 + s_lower_bl_H_1 : 0.00597754 +Epoch: 38 | Train Loss: 1.91144 | Test Loss: 1.99236 | analysis_confidence: 0.131235 | CL: 0.0256264 | ln_CD: 0.0529288 | CM: 0.00393423 | Top_Xtr: 0.0214731 | Bot_Xtr: 0.023904 +Loss contributors: + s_ln_CD : 0.631039 + s_CL : 0.501225 + s_CM : 0.233718 + s_analysis_confidence : 0.193634 + s_Bot_Xtr : 0.0336663 + s_Top_Xtr : 0.0234675 + s_upper_bl_H_31 : 0.00609709 + s_lower_bl_H_2 : 0.00600254 + s_lower_bl_H_31 : 0.00595604 + 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0.00386547 | Top_Xtr: 0.0207477 | Bot_Xtr: 0.0235879 +Loss contributors: + s_ln_CD : 0.611894 + s_CL : 0.47851 + s_CM : 0.23446 + s_analysis_confidence : 0.190891 + s_Bot_Xtr : 0.0336683 + s_Top_Xtr : 0.0241009 + s_lower_bl_H_31 : 0.0060183 + s_upper_bl_H_31 : 0.00598018 + s_lower_bl_H_1 : 0.00589419 + s_lower_bl_H_2 : 0.00589151 +Epoch: 44 | Train Loss: 1.8612 | Test Loss: 1.95052 | analysis_confidence: 0.127308 | CL: 0.0242619 | ln_CD: 0.0482976 | CM: 0.00396069 | Top_Xtr: 0.0203651 | Bot_Xtr: 0.023322 +Loss contributors: + s_ln_CD : 0.637334 + s_CL : 0.472555 + s_CM : 0.232223 + s_analysis_confidence : 0.191671 + s_Bot_Xtr : 0.0325089 + s_Top_Xtr : 0.0219984 + s_lower_bl_H_1 : 0.00605115 + s_lower_bl_H_31 : 0.00580831 + s_upper_bl_H_31 : 0.00571428 + s_lower_bl_H_2 : 0.0057074 +Epoch: 45 | Train Loss: 1.85494 | Test Loss: 1.97079 | analysis_confidence: 0.1285 | CL: 0.0241167 | ln_CD: 0.0470608 | CM: 0.00384411 | Top_Xtr: 0.0215979 | Bot_Xtr: 0.0245287 +Loss contributors: + s_ln_CD : 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0.00546468 +Epoch: 52 | Train Loss: 1.80832 | Test Loss: 1.94529 | analysis_confidence: 0.133463 | CL: 0.0246789 | ln_CD: 0.0471902 | CM: 0.0039069 | Top_Xtr: 0.0204285 | Bot_Xtr: 0.0226769 +Loss contributors: + s_ln_CD : 0.624921 + s_CL : 0.480678 + s_CM : 0.230483 + s_analysis_confidence : 0.204452 + s_Bot_Xtr : 0.0324513 + s_Top_Xtr : 0.0230082 + s_upper_bl_H_31 : 0.00569597 + s_lower_bl_H_2 : 0.00566644 + s_lower_bl_H_31 : 0.0055848 + s_lower_bl_H_1 : 0.00553682 +Epoch: 53 | Train Loss: 1.80336 | Test Loss: 1.86834 | analysis_confidence: 0.129822 | CL: 0.0228103 | ln_CD: 0.0459704 | CM: 0.00369767 | Top_Xtr: 0.0221284 | Bot_Xtr: 0.0251761 +Loss contributors: + s_ln_CD : 0.595838 + s_CL : 0.461654 + s_CM : 0.218997 + s_analysis_confidence : 0.189496 + s_Bot_Xtr : 0.0338825 + s_Top_Xtr : 0.0231597 + s_lower_bl_H_2 : 0.00565494 + s_upper_bl_H_31 : 0.00564019 + s_lower_bl_H_1 : 0.00559018 + s_lower_bl_H_31 : 0.00553949 +Epoch: 54 | Train Loss: 1.79519 | Test Loss: 1.87039 | analysis_confidence: 0.128168 | CL: 0.0234718 | ln_CD: 0.0453723 | CM: 0.00394332 | Top_Xtr: 0.0221211 | Bot_Xtr: 0.0247183 +Loss contributors: + s_ln_CD : 0.591912 + s_CL : 0.463507 + s_CM : 0.225601 + s_analysis_confidence : 0.18891 + s_Bot_Xtr : 0.0322478 + s_Top_Xtr : 0.0221654 + s_lower_bl_H_31 : 0.0057623 + s_upper_bl_H_31 : 0.00571131 + s_lower_bl_H_2 : 0.00560203 + s_lower_bl_H_1 : 0.00542106 +Epoch: 55 | Train Loss: 1.79102 | Test Loss: 1.91024 | analysis_confidence: 0.142269 | CL: 0.02412 | ln_CD: 0.0511156 | CM: 0.00387365 | Top_Xtr: 0.0210867 | Bot_Xtr: 0.0237312 +Loss contributors: + s_ln_CD : 0.60388 + s_CL : 0.468382 + s_CM : 0.226789 + s_analysis_confidence : 0.208741 + s_Bot_Xtr : 0.031384 + s_Top_Xtr : 0.0213951 + s_lower_bl_H_2 : 0.00567496 + s_upper_bl_H_31 : 0.00566799 + s_lower_bl_H_31 : 0.00562995 + s_lower_bl_H_1 : 0.00560088 +Epoch: 56 | Train Loss: 1.78279 | Test Loss: 1.83517 | analysis_confidence: 0.124657 | CL: 0.0227985 | ln_CD: 0.0444357 | CM: 0.00377035 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s_lower_bl_H_31 : 0.00555899 + s_lower_bl_H_2 : 0.00545818 + s_lower_bl_H_1 : 0.00520614 +Epoch: 63 | Train Loss: 1.74687 | Test Loss: 1.85205 | analysis_confidence: 0.131035 | CL: 0.023065 | ln_CD: 0.046703 | CM: 0.00370411 | Top_Xtr: 0.0196564 | Bot_Xtr: 0.022541 +Loss contributors: + s_ln_CD : 0.596805 + s_CL : 0.456222 + s_CM : 0.217496 + s_analysis_confidence : 0.188629 + s_Bot_Xtr : 0.030459 + s_Top_Xtr : 0.0207547 + s_lower_bl_H_2 : 0.00554956 + s_upper_bl_H_31 : 0.00549616 + s_lower_bl_H_1 : 0.00542165 + s_lower_bl_H_31 : 0.00536401 +Epoch: 64 | Train Loss: 1.73903 | Test Loss: 1.82651 | analysis_confidence: 0.129854 | CL: 0.0223522 | ln_CD: 0.0439641 | CM: 0.00355606 | Top_Xtr: 0.0189427 | Bot_Xtr: 0.021798 +Loss contributors: + s_ln_CD : 0.590508 + s_CL : 0.450217 + s_CM : 0.211668 + s_analysis_confidence : 0.188158 + s_Bot_Xtr : 0.029433 + s_Top_Xtr : 0.019621 + s_lower_bl_H_2 : 0.00559857 + s_upper_bl_H_31 : 0.00539995 + s_lower_bl_H_1 : 0.00536357 + s_lower_bl_H_31 : 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0.00364761 | Top_Xtr: 0.0192984 | Bot_Xtr: 0.021718 +Loss contributors: + s_ln_CD : 0.557923 + s_CL : 0.437892 + s_CM : 0.208959 + s_analysis_confidence : 0.18673 + s_Bot_Xtr : 0.0270913 + s_Top_Xtr : 0.0184839 + s_upper_bl_H_31 : 0.00494602 + s_lower_bl_H_31 : 0.0049132 + s_lower_bl_H_1 : 0.00483176 + s_lower_bl_H_2 : 0.00483059 +Epoch: 109 | Train Loss: 1.56768 | Test Loss: 1.78108 | analysis_confidence: 0.125714 | CL: 0.0222423 | ln_CD: 0.0511629 | CM: 0.00351944 | Top_Xtr: 0.0188213 | Bot_Xtr: 0.0213719 +Loss contributors: + s_ln_CD : 0.581969 + s_CL : 0.442313 + s_CM : 0.205913 + s_analysis_confidence : 0.186751 + s_Bot_Xtr : 0.0306644 + s_Top_Xtr : 0.020653 + s_upper_bl_H_31 : 0.00511727 + s_lower_bl_H_31 : 0.00506665 + s_lower_bl_H_2 : 0.00472077 + s_lower_bl_H_1 : 0.0047077 +Epoch: 110 | Train Loss: 1.56298 | Test Loss: 1.74314 | analysis_confidence: 0.125097 | CL: 0.0231828 | ln_CD: 0.0426843 | CM: 0.0034453 | Top_Xtr: 0.0211357 | Bot_Xtr: 0.0248006 +Loss contributors: + 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Loss: 1.53539 | Test Loss: 1.73641 | analysis_confidence: 0.124018 | CL: 0.0226837 | ln_CD: 0.0439905 | CM: 0.00355006 | Top_Xtr: 0.0188054 | Bot_Xtr: 0.0211738 +Loss contributors: + s_ln_CD : 0.547367 + s_CL : 0.440726 + s_CM : 0.208922 + s_analysis_confidence : 0.186201 + s_Bot_Xtr : 0.026517 + s_Top_Xtr : 0.0181831 + s_upper_bl_H_31 : 0.00492503 + s_lower_bl_H_31 : 0.00483825 + s_lower_bl_H_2 : 0.00470321 + s_lower_bl_H_1 : 0.00470089 +Epoch: 120 | Train Loss: 1.53508 | Test Loss: 1.73735 | analysis_confidence: 0.12715 | CL: 0.0224523 | ln_CD: 0.0453296 | CM: 0.00348189 | Top_Xtr: 0.0173321 | Bot_Xtr: 0.0200937 +Loss contributors: + s_ln_CD : 0.56407 + s_CL : 0.438765 + s_CM : 0.199211 + s_analysis_confidence : 0.185852 + s_Bot_Xtr : 0.0260632 + s_Top_Xtr : 0.0171793 + s_upper_bl_H_31 : 0.00489798 + s_lower_bl_H_31 : 0.00489007 + s_lower_bl_H_1 : 0.00461066 + s_lower_bl_H_2 : 0.00457875 +Epoch: 121 | Train Loss: 1.5305 | Test Loss: 1.71033 | analysis_confidence: 0.123149 | CL: 0.0217828 | ln_CD: 0.0413721 | CM: 0.00353696 | Top_Xtr: 0.018733 | Bot_Xtr: 0.0213056 +Loss contributors: + s_ln_CD : 0.545971 + s_CL : 0.427447 + s_CM : 0.202845 + s_analysis_confidence : 0.186186 + s_Bot_Xtr : 0.0265197 + s_Top_Xtr : 0.0178071 + s_upper_bl_H_31 : 0.00489871 + s_lower_bl_H_31 : 0.00481038 + s_lower_bl_H_2 : 0.00462808 + s_lower_bl_H_1 : 0.00460795 +Epoch: 122 | Train Loss: 1.52616 | Test Loss: 1.72885 | analysis_confidence: 0.130061 | CL: 0.0226504 | ln_CD: 0.0426166 | CM: 0.00363153 | Top_Xtr: 0.0187919 | Bot_Xtr: 0.0217921 +Loss contributors: + s_ln_CD : 0.547621 + s_CL : 0.441238 + s_CM : 0.205436 + s_analysis_confidence : 0.186963 + s_Bot_Xtr : 0.0264441 + s_Top_Xtr : 0.017334 + s_lower_bl_H_31 : 0.00486881 + s_upper_bl_H_31 : 0.00486732 + s_lower_bl_H_1 : 0.00460528 + s_lower_bl_H_2 : 0.00452714 +Epoch: 123 | Train Loss: 1.52504 | Test Loss: 1.78163 | analysis_confidence: 0.126834 | CL: 0.0219438 | ln_CD: 0.0563906 | CM: 0.00338345 | Top_Xtr: 0.0189836 | 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173 | Train Loss: 1.42013 | Test Loss: 1.68282 | analysis_confidence: 0.127374 | CL: 0.0222883 | ln_CD: 0.0418448 | CM: 0.00345169 | Top_Xtr: 0.0168844 | Bot_Xtr: 0.0193716 +Loss contributors: + s_ln_CD : 0.541865 + s_CL : 0.427701 + s_CM : 0.195037 + s_analysis_confidence : 0.185217 + s_Bot_Xtr : 0.0247115 + s_Top_Xtr : 0.016583 + s_upper_bl_H_31 : 0.00470875 + s_lower_bl_H_31 : 0.00467046 + s_lower_bl_H_1 : 0.00450157 + s_lower_bl_H_2 : 0.00437489 +Epoch: 174 | Train Loss: 1.41471 | Test Loss: 1.71914 | analysis_confidence: 0.122702 | CL: 0.0232721 | ln_CD: 0.0402278 | CM: 0.00357427 | Top_Xtr: 0.017562 | Bot_Xtr: 0.0192888 +Loss contributors: + s_ln_CD : 0.564569 + s_CL : 0.43379 + s_CM : 0.202226 + s_analysis_confidence : 0.184892 + s_Bot_Xtr : 0.0253462 + s_Top_Xtr : 0.0170398 + s_lower_bl_H_31 : 0.00473878 + s_upper_bl_H_31 : 0.00470436 + s_lower_bl_H_1 : 0.0045732 + s_lower_bl_H_2 : 0.00448708 +Epoch: 175 | Train Loss: 1.41441 | Test Loss: 1.71665 | analysis_confidence: 0.126684 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0.00350319 | Top_Xtr: 0.0169069 | Bot_Xtr: 0.0191742 +Loss contributors: + s_ln_CD : 0.54952 + s_CL : 0.428688 + s_CM : 0.197193 + s_analysis_confidence : 0.184043 + s_Bot_Xtr : 0.0244784 + s_Top_Xtr : 0.0164305 + s_lower_bl_H_31 : 0.00459389 + s_upper_bl_H_31 : 0.00453748 + s_lower_bl_H_1 : 0.00447458 + s_lower_bl_H_2 : 0.00425923 +Epoch: 204 | Train Loss: 1.37307 | Test Loss: 1.67308 | analysis_confidence: 0.122658 | CL: 0.0209359 | ln_CD: 0.0406653 | CM: 0.00345749 | Top_Xtr: 0.0167199 | Bot_Xtr: 0.0195084 +Loss contributors: + s_ln_CD : 0.540245 + s_CL : 0.418631 + s_CM : 0.19692 + s_analysis_confidence : 0.184496 + s_Bot_Xtr : 0.0251517 + s_Top_Xtr : 0.0161104 + s_upper_bl_H_31 : 0.00463861 + s_lower_bl_H_31 : 0.00460429 + s_lower_bl_H_1 : 0.00437927 + s_lower_bl_H_2 : 0.00427068 +Epoch: 205 | Train Loss: 1.37158 | Test Loss: 1.68366 | analysis_confidence: 0.124143 | CL: 0.0209873 | ln_CD: 0.0425357 | CM: 0.00331319 | Top_Xtr: 0.0169338 | Bot_Xtr: 0.0194356 +Loss contributors: + 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0.191024 + s_Bot_Xtr : 0.025187 + s_Top_Xtr : 0.0174525 + s_lower_bl_H_31 : 0.00470867 + s_upper_bl_H_31 : 0.00462104 + s_lower_bl_H_1 : 0.00450969 + s_lower_bl_H_2 : 0.0044043 +Epoch: 208 | Train Loss: 1.36715 | Test Loss: 1.66716 | analysis_confidence: 0.125685 | CL: 0.0208087 | ln_CD: 0.0403425 | CM: 0.00330047 | Top_Xtr: 0.0169925 | Bot_Xtr: 0.0190297 +Loss contributors: + s_ln_CD : 0.54343 + s_CL : 0.419098 + s_CM : 0.191398 + s_analysis_confidence : 0.184624 + s_Bot_Xtr : 0.0245095 + s_Top_Xtr : 0.0158877 + s_upper_bl_H_31 : 0.00458937 + s_lower_bl_H_31 : 0.00456249 + s_lower_bl_H_1 : 0.00445094 + s_lower_bl_H_3 : 0.00432949 +Epoch: 209 | Train Loss: 1.36601 | Test Loss: 1.72155 | analysis_confidence: 0.125264 | CL: 0.0236735 | ln_CD: 0.0410556 | CM: 0.00375652 | Top_Xtr: 0.0170194 | Bot_Xtr: 0.019243 +Loss contributors: + s_ln_CD : 0.558999 + s_CL : 0.434968 + s_CM : 0.205831 + s_analysis_confidence : 0.183924 + s_Bot_Xtr : 0.0263537 + s_Top_Xtr : 0.0180691 + s_lower_bl_H_31 : 0.00464111 + s_upper_bl_H_31 : 0.00457608 + s_lower_bl_H_1 : 0.00446733 + s_lower_bl_H_2 : 0.00438491 +Epoch: 210 | Train Loss: 1.36656 | Test Loss: 1.78873 | analysis_confidence: 0.123017 | CL: 0.0210834 | ln_CD: 0.0416712 | CM: 0.003312 | Top_Xtr: 0.0190887 | Bot_Xtr: 0.0214368 +Loss contributors: + s_ln_CD : 0.64141 + s_CL : 0.427862 + s_CM : 0.194652 + s_analysis_confidence : 0.185275 + s_Bot_Xtr : 0.0274791 + s_Top_Xtr : 0.0190171 + s_lower_bl_H_31 : 0.0046159 + s_upper_bl_H_31 : 0.00460238 + s_lower_bl_H_1 : 0.00446464 + s_lower_bl_H_2 : 0.00426911 +Epoch: 211 | Train Loss: 1.3666 | Test Loss: 1.72021 | analysis_confidence: 0.123365 | CL: 0.0225509 | ln_CD: 0.0410879 | CM: 0.00381298 | Top_Xtr: 0.016773 | Bot_Xtr: 0.0188776 +Loss contributors: + s_ln_CD : 0.556134 + s_CL : 0.433441 + s_CM : 0.212572 + s_analysis_confidence : 0.184416 + s_Bot_Xtr : 0.0255722 + s_Top_Xtr : 0.0179509 + s_lower_bl_H_31 : 0.00462174 + s_upper_bl_H_31 : 0.00458832 + s_lower_bl_H_1 : 0.00434965 + 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CM: 0.00335377 | Top_Xtr: 0.0161507 | Bot_Xtr: 0.0183253 +Loss contributors: + s_ln_CD : 0.601024 + s_CL : 0.438759 + s_CM : 0.197306 + s_analysis_confidence : 0.18433 + s_Bot_Xtr : 0.0240218 + s_Top_Xtr : 0.0159987 + s_lower_bl_H_31 : 0.00465355 + s_upper_bl_H_31 : 0.00463346 + s_lower_bl_H_1 : 0.00445178 + s_lower_bl_H_3 : 0.00442576 +Epoch: 217 | Train Loss: 1.35824 | Test Loss: 1.69249 | analysis_confidence: 0.124902 | CL: 0.0220633 | ln_CD: 0.0419347 | CM: 0.00358532 | Top_Xtr: 0.0166929 | Bot_Xtr: 0.0191624 +Loss contributors: + s_ln_CD : 0.554462 + s_CL : 0.425027 + s_CM : 0.19994 + s_analysis_confidence : 0.183492 + s_Bot_Xtr : 0.0249202 + s_Top_Xtr : 0.0157415 + s_lower_bl_H_31 : 0.00453037 + s_upper_bl_H_31 : 0.00451572 + s_lower_bl_H_1 : 0.00432374 + s_lower_bl_H_3 : 0.00423367 +Epoch: 218 | Train Loss: 1.35511 | Test Loss: 1.73404 | analysis_confidence: 0.122552 | CL: 0.0216387 | ln_CD: 0.0460001 | CM: 0.00367608 | Top_Xtr: 0.0166616 | Bot_Xtr: 0.019224 +Loss contributors: 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s_lower_bl_H_1 : 0.00444229 + s_lower_bl_H_3 : 0.00433033 +Epoch: 225 | Train Loss: 1.34716 | Test Loss: 1.69547 | analysis_confidence: 0.125018 | CL: 0.0218281 | ln_CD: 0.0417236 | CM: 0.00350278 | Top_Xtr: 0.0160469 | Bot_Xtr: 0.0183237 +Loss contributors: + s_ln_CD : 0.562129 + s_CL : 0.423799 + s_CM : 0.197098 + s_analysis_confidence : 0.184161 + s_Bot_Xtr : 0.0240021 + s_Top_Xtr : 0.0156488 + s_upper_bl_H_31 : 0.00452608 + s_lower_bl_H_31 : 0.0044918 + s_lower_bl_H_1 : 0.00432611 + s_lower_bl_H_3 : 0.00416975 +Epoch: 226 | Train Loss: 1.34716 | Test Loss: 1.72498 | analysis_confidence: 0.127378 | CL: 0.0209999 | ln_CD: 0.0471729 | CM: 0.00333953 | Top_Xtr: 0.0160841 | Bot_Xtr: 0.0186334 +Loss contributors: + s_ln_CD : 0.582234 + s_CL : 0.433105 + s_CM : 0.196466 + s_analysis_confidence : 0.184869 + s_Bot_Xtr : 0.0245121 + s_Top_Xtr : 0.0158673 + s_lower_bl_H_31 : 0.0046616 + s_upper_bl_H_31 : 0.00461785 + s_lower_bl_H_1 : 0.00439662 + s_lower_bl_H_2 : 0.00422487 +Epoch: 227 | 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0.183283 + s_Bot_Xtr : 0.0231752 + s_Top_Xtr : 0.0153733 + s_lower_bl_H_31 : 0.00440816 + s_upper_bl_H_31 : 0.00436826 + s_lower_bl_H_1 : 0.00435321 + s_lower_bl_H_3 : 0.00420543 +slurmstepd-d-8-11-2: error: *** JOB 25361638 ON d-8-11-2 CANCELLED AT 2024-03-09T11:09:56 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25361641 b/training/gen2_architecture/log.log-25361641 new file mode 100644 index 0000000..dcbaa6c --- /dev/null +++ b/training/gen2_architecture/log.log-25361641 @@ -0,0 +1,3255 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 12.7646 | Test Loss: 5.60902 | analysis_confidence: 0.249258 | CL: 0.0542302 | ln_CD: 0.115337 | CM: 0.00864914 | Top_Xtr: 0.057117 | Bot_Xtr: 0.0651882 +Loss contributors: + s_ln_CD : 1.5737 + s_CL : 1.41732 + s_CM : 0.800321 + s_analysis_confidence : 0.339248 + s_Bot_Xtr : 0.138107 + s_Top_Xtr : 0.0951958 + s_upper_bl_H_31 : 0.0238635 + s_lower_bl_H_31 : 0.0224032 + s_upper_bl_H_30 : 0.0214428 + s_upper_bl_H_29 : 0.0204126 +Epoch: 1 | Train Loss: 4.81681 | Test Loss: 4.25985 | analysis_confidence: 0.197989 | CL: 0.0431689 | ln_CD: 0.0908832 | CM: 0.0072091 | Top_Xtr: 0.0477997 | Bot_Xtr: 0.0558711 +Loss contributors: + s_ln_CD : 1.1955 + s_CL : 1.04722 + s_CM : 0.59868 + s_analysis_confidence : 0.274349 + s_Bot_Xtr : 0.109265 + s_Top_Xtr : 0.074367 + s_lower_bl_H_31 : 0.0183149 + s_upper_bl_H_31 : 0.0181384 + s_upper_bl_H_30 : 0.0159977 + s_lower_bl_H_30 : 0.0153434 +Epoch: 2 | Train Loss: 4.00703 | Test Loss: 3.76865 | analysis_confidence: 0.174637 | CL: 0.0394854 | ln_CD: 0.0875583 | CM: 0.00651988 | Top_Xtr: 0.0431372 | Bot_Xtr: 0.0499765 +Loss contributors: + s_ln_CD : 1.11422 + s_CL : 0.90685 + s_CM : 0.507316 + s_analysis_confidence : 0.250256 + s_Bot_Xtr : 0.0923677 + s_Top_Xtr : 0.0637741 + s_lower_bl_H_31 : 0.0156548 + s_upper_bl_H_31 : 0.0154119 + s_upper_bl_H_30 : 0.0135743 + s_lower_bl_H_30 : 0.0130146 +Epoch: 3 | Train Loss: 3.57525 | Test Loss: 3.41766 | analysis_confidence: 0.166845 | CL: 0.0369441 | ln_CD: 0.0795501 | CM: 0.00616632 | Top_Xtr: 0.041192 | Bot_Xtr: 0.0476488 +Loss contributors: + s_ln_CD : 0.992973 + s_CL : 0.835796 + s_CM : 0.460907 + s_analysis_confidence : 0.239225 + s_Bot_Xtr : 0.0830383 + s_Top_Xtr : 0.0580857 + s_lower_bl_H_31 : 0.0139192 + s_upper_bl_H_31 : 0.0136946 + s_upper_bl_H_30 : 0.0118779 + s_lower_bl_H_30 : 0.0115748 +Epoch: 4 | Train Loss: 3.28893 | Test Loss: 3.13629 | analysis_confidence: 0.160938 | CL: 0.0350336 | ln_CD: 0.0707711 | CM: 0.0059039 | Top_Xtr: 0.0374855 | Bot_Xtr: 0.043156 +Loss contributors: + s_ln_CD : 0.902829 + s_CL : 0.764213 + s_CM : 0.424752 + s_analysis_confidence : 0.230931 + s_Bot_Xtr : 0.0737311 + s_Top_Xtr : 0.0519161 + s_lower_bl_H_31 : 0.0130053 + s_upper_bl_H_31 : 0.0125376 + s_upper_bl_H_30 : 0.0107394 + s_lower_bl_H_0 : 0.0106811 +Epoch: 5 | Train Loss: 3.08391 | Test Loss: 3.04801 | analysis_confidence: 0.154444 | CL: 0.0345378 | ln_CD: 0.0708055 | CM: 0.00572721 | Top_Xtr: 0.0360348 | Bot_Xtr: 0.0414623 +Loss contributors: + s_ln_CD : 0.899812 + 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0.00743039 + s_lower_bl_H_2 : 0.00676665 + s_lower_bl_H_30 : 0.00640828 +Epoch: 23 | Train Loss: 2.12439 | Test Loss: 2.17038 | analysis_confidence: 0.135541 | CL: 0.0263745 | ln_CD: 0.0632667 | CM: 0.00423083 | Top_Xtr: 0.0257981 | Bot_Xtr: 0.0294146 +Loss contributors: + s_ln_CD : 0.703316 + s_CL : 0.517904 + s_CM : 0.259964 + s_analysis_confidence : 0.198314 + s_Bot_Xtr : 0.0411336 + s_Top_Xtr : 0.0301442 + s_lower_bl_H_31 : 0.00743016 + s_upper_bl_H_31 : 0.00727284 + s_lower_bl_H_2 : 0.0066529 + s_lower_bl_H_30 : 0.00618971 +Epoch: 24 | Train Loss: 2.10522 | Test Loss: 2.13113 | analysis_confidence: 0.133822 | CL: 0.0258024 | ln_CD: 0.0539523 | CM: 0.00415982 | Top_Xtr: 0.0244666 | Bot_Xtr: 0.0276174 +Loss contributors: + s_ln_CD : 0.671723 + s_CL : 0.515465 + s_CM : 0.260487 + s_analysis_confidence : 0.196554 + s_Bot_Xtr : 0.0406409 + s_Top_Xtr : 0.0291984 + s_lower_bl_H_31 : 0.00735432 + s_upper_bl_H_31 : 0.00718454 + s_lower_bl_H_2 : 0.00668951 + s_lower_bl_H_30 : 0.00614818 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0.129255 | CL: 0.0275285 | ln_CD: 0.0508979 | CM: 0.00430547 | Top_Xtr: 0.0232574 | Bot_Xtr: 0.0266213 +Loss contributors: + s_ln_CD : 0.640148 + s_CL : 0.515401 + s_CM : 0.257605 + s_analysis_confidence : 0.19601 + s_Bot_Xtr : 0.0386247 + s_Top_Xtr : 0.0282419 + s_lower_bl_H_31 : 0.00705898 + s_upper_bl_H_31 : 0.00693594 + s_lower_bl_H_2 : 0.00637353 + s_lower_bl_H_1 : 0.00604828 +Epoch: 28 | Train Loss: 2.04058 | Test Loss: 2.14563 | analysis_confidence: 0.130557 | CL: 0.0256317 | ln_CD: 0.0508661 | CM: 0.00416543 | Top_Xtr: 0.0238263 | Bot_Xtr: 0.0271027 +Loss contributors: + s_ln_CD : 0.698413 + s_CL : 0.52019 + s_CM : 0.257396 + s_analysis_confidence : 0.19498 + s_Bot_Xtr : 0.038961 + s_Top_Xtr : 0.0285256 + s_lower_bl_H_31 : 0.00703157 + s_upper_bl_H_31 : 0.00700628 + s_lower_bl_H_2 : 0.00641671 + s_upper_bl_H_30 : 0.00593042 +Epoch: 29 | Train Loss: 2.03085 | Test Loss: 2.04797 | analysis_confidence: 0.132186 | CL: 0.02477 | ln_CD: 0.049301 | CM: 0.00396618 | Top_Xtr: 0.0232067 | Bot_Xtr: 0.0262084 +Loss contributors: + s_ln_CD : 0.644255 + s_CL : 0.500527 + s_CM : 0.244908 + s_analysis_confidence : 0.194317 + s_Bot_Xtr : 0.0377485 + s_Top_Xtr : 0.0278914 + s_lower_bl_H_31 : 0.00696085 + s_upper_bl_H_31 : 0.00678821 + s_lower_bl_H_2 : 0.00646123 + s_lower_bl_H_1 : 0.00583434 +Epoch: 30 | Train Loss: 2.01822 | Test Loss: 2.10205 | analysis_confidence: 0.136698 | CL: 0.0257235 | ln_CD: 0.0522372 | CM: 0.00406926 | Top_Xtr: 0.0241972 | Bot_Xtr: 0.0272531 +Loss contributors: + s_ln_CD : 0.671666 + s_CL : 0.516329 + s_CM : 0.250268 + s_analysis_confidence : 0.195408 + s_Bot_Xtr : 0.0394861 + s_Top_Xtr : 0.0283738 + s_lower_bl_H_31 : 0.00691563 + s_upper_bl_H_31 : 0.00677147 + s_lower_bl_H_2 : 0.00653254 + s_lower_bl_H_1 : 0.0060146 +Epoch: 31 | Train Loss: 2.00546 | Test Loss: 2.08066 | analysis_confidence: 0.131215 | CL: 0.0252744 | ln_CD: 0.0488378 | CM: 0.00425975 | Top_Xtr: 0.0231929 | Bot_Xtr: 0.0268281 +Loss contributors: + s_ln_CD : 0.670157 + s_CL : 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: 0.00650916 + s_lower_bl_H_2 : 0.006366 + s_lower_bl_H_1 : 0.00588018 +Epoch: 36 | Train Loss: 1.95495 | Test Loss: 2.04011 | analysis_confidence: 0.129869 | CL: 0.0256431 | ln_CD: 0.0537985 | CM: 0.00391031 | Top_Xtr: 0.0225483 | Bot_Xtr: 0.0252764 +Loss contributors: + s_ln_CD : 0.647866 + s_CL : 0.502859 + s_CM : 0.239808 + s_analysis_confidence : 0.191198 + s_Bot_Xtr : 0.0364682 + s_Top_Xtr : 0.0268581 + s_upper_bl_H_31 : 0.00687578 + s_lower_bl_H_31 : 0.0068214 + s_lower_bl_H_2 : 0.00617138 + s_lower_bl_H_1 : 0.00571167 +Epoch: 37 | Train Loss: 1.94205 | Test Loss: 2.06293 | analysis_confidence: 0.133262 | CL: 0.0277852 | ln_CD: 0.0484089 | CM: 0.00394494 | Top_Xtr: 0.0243399 | Bot_Xtr: 0.0272601 +Loss contributors: + s_ln_CD : 0.653705 + s_CL : 0.517038 + s_CM : 0.241868 + s_analysis_confidence : 0.195198 + s_Bot_Xtr : 0.0400681 + s_Top_Xtr : 0.0289598 + s_lower_bl_H_31 : 0.00656313 + s_upper_bl_H_31 : 0.00639758 + s_lower_bl_H_2 : 0.0062539 + s_lower_bl_H_1 : 0.00570799 +Epoch: 38 | Train Loss: 1.93117 | Test Loss: 2.10102 | analysis_confidence: 0.130936 | CL: 0.0254136 | ln_CD: 0.0512639 | CM: 0.00406056 | Top_Xtr: 0.0225043 | Bot_Xtr: 0.0253438 +Loss contributors: + s_ln_CD : 0.722067 + s_CL : 0.50165 + s_CM : 0.242226 + s_analysis_confidence : 0.192411 + s_Bot_Xtr : 0.0360172 + s_Top_Xtr : 0.0269368 + s_lower_bl_H_31 : 0.00639958 + s_upper_bl_H_31 : 0.00633336 + s_lower_bl_H_2 : 0.00605848 + s_lower_bl_H_1 : 0.00561829 +Epoch: 39 | Train Loss: 1.92347 | Test Loss: 1.97836 | analysis_confidence: 0.12995 | CL: 0.0266986 | ln_CD: 0.0513398 | CM: 0.00394709 | Top_Xtr: 0.0264212 | Bot_Xtr: 0.0282157 +Loss contributors: + s_ln_CD : 0.623231 + s_CL : 0.492481 + s_CM : 0.233479 + s_analysis_confidence : 0.190844 + s_Bot_Xtr : 0.0381882 + s_Top_Xtr : 0.0293954 + s_lower_bl_H_31 : 0.00642383 + s_lower_bl_H_2 : 0.00631013 + s_upper_bl_H_31 : 0.00625891 + s_lower_bl_H_1 : 0.00560242 +Epoch: 40 | Train Loss: 1.91414 | Test Loss: 2.04042 | analysis_confidence: 0.127985 | CL: 0.0265526 | ln_CD: 0.0504565 | CM: 0.00396842 | Top_Xtr: 0.022235 | Bot_Xtr: 0.0250865 +Loss contributors: + s_ln_CD : 0.639084 + s_CL : 0.519517 + s_CM : 0.242698 + s_analysis_confidence : 0.192633 + s_Bot_Xtr : 0.0357987 + s_Top_Xtr : 0.026241 + s_lower_bl_H_31 : 0.00638826 + s_upper_bl_H_31 : 0.00634493 + s_lower_bl_H_2 : 0.00621552 + s_lower_bl_H_1 : 0.00552899 +Epoch: 41 | Train Loss: 1.90328 | Test Loss: 1.94726 | analysis_confidence: 0.128886 | CL: 0.0245321 | ln_CD: 0.0485393 | CM: 0.00398287 | Top_Xtr: 0.0234097 | Bot_Xtr: 0.0263398 +Loss contributors: + s_ln_CD : 0.609313 + s_CL : 0.477072 + s_CM : 0.23955 + s_analysis_confidence : 0.191418 + s_Bot_Xtr : 0.0358116 + s_Top_Xtr : 0.0268574 + s_lower_bl_H_31 : 0.00619829 + s_upper_bl_H_31 : 0.00612815 + s_lower_bl_H_2 : 0.00605398 + s_lower_bl_H_1 : 0.0055315 +Epoch: 42 | Train Loss: 1.8976 | Test Loss: 1.97805 | analysis_confidence: 0.126262 | CL: 0.0275111 | ln_CD: 0.0468088 | CM: 0.00391174 | Top_Xtr: 0.0216586 | Bot_Xtr: 0.0243676 +Loss contributors: + s_ln_CD : 0.62325 + s_CL : 0.505355 + s_CM : 0.232765 + s_analysis_confidence : 0.189971 + s_Bot_Xtr : 0.0348216 + s_Top_Xtr : 0.0257054 + s_lower_bl_H_31 : 0.00618544 + s_upper_bl_H_31 : 0.00613605 + s_lower_bl_H_2 : 0.00590718 + s_lower_bl_H_1 : 0.0054004 +Epoch: 43 | Train Loss: 1.88817 | Test Loss: 1.95933 | analysis_confidence: 0.12866 | CL: 0.0248138 | ln_CD: 0.0489595 | CM: 0.00384007 | Top_Xtr: 0.0230012 | Bot_Xtr: 0.0252066 +Loss contributors: + s_ln_CD : 0.620985 + s_CL : 0.484086 + s_CM : 0.234015 + s_analysis_confidence : 0.189842 + s_Bot_Xtr : 0.0355711 + s_Top_Xtr : 0.0275136 + s_upper_bl_H_31 : 0.00628478 + s_lower_bl_H_31 : 0.00627023 + s_lower_bl_H_2 : 0.00573659 + s_lower_bl_H_1 : 0.00542621 +Epoch: 44 | Train Loss: 1.88006 | Test Loss: 1.98651 | analysis_confidence: 0.126569 | CL: 0.0251669 | ln_CD: 0.0670925 | CM: 0.00385831 | Top_Xtr: 0.0231801 | Bot_Xtr: 0.0254772 +Loss contributors: + s_ln_CD : 0.661973 + s_CL : 0.475872 + s_CM : 0.229743 + s_analysis_confidence : 0.190258 + s_Bot_Xtr : 0.0352555 + s_Top_Xtr : 0.0267927 + s_lower_bl_H_2 : 0.00609898 + s_lower_bl_H_31 : 0.00607321 + s_upper_bl_H_31 : 0.00606718 + s_lower_bl_H_1 : 0.00550276 +Epoch: 45 | Train Loss: 1.87364 | Test Loss: 1.94892 | analysis_confidence: 0.128001 | CL: 0.0240155 | ln_CD: 0.053121 | CM: 0.00392154 | Top_Xtr: 0.0212745 | Bot_Xtr: 0.0239307 +Loss contributors: + s_ln_CD : 0.627519 + s_CL : 0.476071 + s_CM : 0.233563 + s_analysis_confidence : 0.190315 + s_Bot_Xtr : 0.0342562 + s_Top_Xtr : 0.0255926 + s_lower_bl_H_31 : 0.00602645 + s_upper_bl_H_31 : 0.00599339 + s_lower_bl_H_2 : 0.00590331 + s_lower_bl_H_1 : 0.00555181 +Epoch: 46 | Train Loss: 1.86895 | Test Loss: 2.06246 | analysis_confidence: 0.129644 | CL: 0.0248622 | ln_CD: 0.0537271 | CM: 0.00389845 | Top_Xtr: 0.0226974 | Bot_Xtr: 0.0253139 +Loss contributors: + s_ln_CD : 0.70707 + s_CL : 0.499855 + s_CM : 0.234309 + s_analysis_confidence : 0.190339 + s_Bot_Xtr : 0.035674 + s_Top_Xtr : 0.0265459 + s_lower_bl_H_31 : 0.00620404 + s_upper_bl_H_31 : 0.00608499 + s_lower_bl_H_2 : 0.00598274 + s_lower_bl_H_1 : 0.00552959 +Epoch: 47 | Train Loss: 1.86005 | Test Loss: 1.91826 | analysis_confidence: 0.129973 | CL: 0.0239758 | ln_CD: 0.0472335 | CM: 0.00383046 | Top_Xtr: 0.0214139 | Bot_Xtr: 0.0241686 +Loss contributors: + s_ln_CD : 0.610363 + s_CL : 0.47103 + s_CM : 0.227534 + s_analysis_confidence : 0.19028 + s_Bot_Xtr : 0.0336714 + s_Top_Xtr : 0.0251696 + s_lower_bl_H_31 : 0.00610161 + s_upper_bl_H_31 : 0.0059761 + s_lower_bl_H_2 : 0.00570081 + s_lower_bl_H_1 : 0.00541875 +Epoch: 48 | Train Loss: 1.84938 | Test Loss: 1.96471 | analysis_confidence: 0.129075 | CL: 0.0254667 | ln_CD: 0.050576 | CM: 0.00414975 | Top_Xtr: 0.0238682 | Bot_Xtr: 0.0268932 +Loss contributors: + s_ln_CD : 0.618146 + s_CL : 0.488197 + s_CM : 0.238637 + s_analysis_confidence : 0.189163 + s_Bot_Xtr : 0.0377782 + s_Top_Xtr : 0.0275863 + s_lower_bl_H_31 : 0.00630624 + s_upper_bl_H_31 : 0.00614022 + s_lower_bl_H_2 : 0.0057995 + s_lower_bl_H_1 : 0.00550309 +Epoch: 49 | Train Loss: 1.84576 | Test Loss: 1.92707 | analysis_confidence: 0.129651 | CL: 0.0256981 | ln_CD: 0.0460951 | CM: 0.00381327 | Top_Xtr: 0.0228687 | Bot_Xtr: 0.0255738 +Loss contributors: + s_ln_CD : 0.604548 + s_CL : 0.484244 + s_CM : 0.228441 + s_analysis_confidence : 0.19072 + s_Bot_Xtr : 0.0348677 + s_Top_Xtr : 0.0260036 + s_lower_bl_H_31 : 0.00626884 + s_lower_bl_H_2 : 0.00595526 + s_upper_bl_H_31 : 0.00592851 + s_lower_bl_H_1 : 0.00541553 +Epoch: 50 | Train Loss: 1.83711 | Test Loss: 1.90228 | analysis_confidence: 0.129585 | CL: 0.0234415 | ln_CD: 0.048159 | CM: 0.00370393 | Top_Xtr: 0.0215818 | Bot_Xtr: 0.0243472 +Loss contributors: + s_ln_CD : 0.610236 + s_CL : 0.468069 + s_CM : 0.222904 + s_analysis_confidence : 0.190022 + s_Bot_Xtr : 0.0337171 + s_Top_Xtr : 0.0249954 + s_lower_bl_H_31 : 0.00586753 + s_upper_bl_H_31 : 0.00580934 + s_lower_bl_H_2 : 0.00557868 + s_lower_bl_H_1 : 0.00535957 +Epoch: 51 | Train Loss: 1.82982 | Test Loss: 1.95698 | analysis_confidence: 0.133188 | CL: 0.0257834 | ln_CD: 0.0491184 | CM: 0.00379016 | Top_Xtr: 0.0222166 | Bot_Xtr: 0.0250601 +Loss contributors: + s_ln_CD : 0.599389 + s_CL : 0.511976 + s_CM : 0.225304 + s_analysis_confidence : 0.19147 + s_Bot_Xtr : 0.03744 + s_Top_Xtr : 0.0284701 + s_upper_bl_H_31 : 0.00599858 + s_lower_bl_H_31 : 0.00593356 + s_lower_bl_H_2 : 0.00567236 + s_lower_bl_H_1 : 0.00537513 +Epoch: 52 | Train Loss: 1.82463 | Test Loss: 1.91532 | analysis_confidence: 0.128313 | CL: 0.0238847 | ln_CD: 0.0471004 | CM: 0.00378546 | Top_Xtr: 0.0227123 | Bot_Xtr: 0.0255107 +Loss contributors: + s_ln_CD : 0.613534 + s_CL : 0.471004 + s_CM : 0.227838 + s_analysis_confidence : 0.188408 + s_Bot_Xtr : 0.0342958 + s_Top_Xtr : 0.0259087 + s_lower_bl_H_31 : 0.00590152 + s_upper_bl_H_31 : 0.00588621 + s_lower_bl_H_2 : 0.00582578 + s_lower_bl_H_1 : 0.00540918 +Epoch: 53 | Train Loss: 1.8184 | Test Loss: 1.932 | analysis_confidence: 0.128952 | CL: 0.0236799 | ln_CD: 0.0467611 | CM: 0.00371052 | Top_Xtr: 0.021841 | Bot_Xtr: 0.024208 +Loss contributors: + s_ln_CD : 0.639933 + s_CL : 0.468324 + s_CM : 0.22314 + s_analysis_confidence : 0.188534 + s_Bot_Xtr : 0.0335326 + s_Top_Xtr : 0.0251447 + s_lower_bl_H_31 : 0.00584135 + s_upper_bl_H_31 : 0.00577631 + s_lower_bl_H_2 : 0.00572721 + s_lower_bl_H_1 : 0.00536998 +Epoch: 54 | Train Loss: 1.81478 | Test Loss: 1.88751 | analysis_confidence: 0.132107 | CL: 0.0234059 | ln_CD: 0.0452851 | CM: 0.0038218 | Top_Xtr: 0.0213084 | Bot_Xtr: 0.0241487 +Loss contributors: + s_ln_CD : 0.596485 + s_CL : 0.463819 + s_CM : 0.22448 + s_analysis_confidence : 0.190405 + s_Bot_Xtr : 0.0335372 + s_Top_Xtr : 0.0252116 + s_lower_bl_H_31 : 0.00587547 + s_upper_bl_H_31 : 0.00581119 + s_lower_bl_H_2 : 0.00560729 + s_lower_bl_H_1 : 0.00524566 +Epoch: 55 | Train Loss: 1.80832 | Test Loss: 1.96593 | analysis_confidence: 0.130055 | CL: 0.0256304 | ln_CD: 0.0524082 | CM: 0.00440887 | Top_Xtr: 0.0220703 | Bot_Xtr: 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s_lower_bl_H_2 : 0.00518521 + s_lower_bl_H_1 : 0.00502867 +Epoch: 75 | Train Loss: 1.70915 | Test Loss: 1.81832 | analysis_confidence: 0.123723 | CL: 0.0228924 | ln_CD: 0.0496331 | CM: 0.00356647 | Top_Xtr: 0.020418 | Bot_Xtr: 0.02277 +Loss contributors: + s_ln_CD : 0.58476 + s_CL : 0.448895 + s_CM : 0.21153 + s_analysis_confidence : 0.186343 + s_Bot_Xtr : 0.0318006 + s_Top_Xtr : 0.023761 + s_lower_bl_H_31 : 0.00527581 + s_lower_bl_H_2 : 0.00520804 + s_upper_bl_H_31 : 0.00513926 + s_lower_bl_H_1 : 0.00506152 +Epoch: 76 | Train Loss: 1.69898 | Test Loss: 1.86472 | analysis_confidence: 0.128869 | CL: 0.0240185 | ln_CD: 0.0449065 | CM: 0.00394747 | Top_Xtr: 0.021391 | Bot_Xtr: 0.0234077 +Loss contributors: + s_ln_CD : 0.600544 + s_CL : 0.460771 + s_CM : 0.228235 + s_analysis_confidence : 0.18732 + s_Bot_Xtr : 0.030881 + s_Top_Xtr : 0.0228474 + s_upper_bl_H_31 : 0.00544141 + s_lower_bl_H_31 : 0.00541518 + s_lower_bl_H_2 : 0.00527481 + s_lower_bl_H_1 : 0.00510721 +Epoch: 77 | Train Loss: 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ln_CD: 0.0443989 | CM: 0.0039731 | Top_Xtr: 0.0225267 | Bot_Xtr: 0.0245722 +Loss contributors: + s_ln_CD : 0.587407 + s_CL : 0.474279 + s_CM : 0.224959 + s_analysis_confidence : 0.187437 + s_Bot_Xtr : 0.0299751 + s_Top_Xtr : 0.0223211 + s_lower_bl_H_2 : 0.00539386 + s_upper_bl_H_31 : 0.00525449 + s_lower_bl_H_1 : 0.00524562 + s_lower_bl_H_31 : 0.00522627 +Epoch: 80 | Train Loss: 1.68926 | Test Loss: 1.81318 | analysis_confidence: 0.129239 | CL: 0.0232522 | ln_CD: 0.0451734 | CM: 0.00379212 | Top_Xtr: 0.0203757 | Bot_Xtr: 0.0225203 +Loss contributors: + s_ln_CD : 0.569454 + s_CL : 0.455141 + s_CM : 0.220322 + s_analysis_confidence : 0.188062 + s_Bot_Xtr : 0.0294553 + s_Top_Xtr : 0.0214837 + s_upper_bl_H_31 : 0.00543109 + s_lower_bl_H_31 : 0.00528761 + s_lower_bl_H_2 : 0.00507237 + s_lower_bl_H_1 : 0.00498871 +Epoch: 81 | Train Loss: 1.68243 | Test Loss: 1.84185 | analysis_confidence: 0.125896 | CL: 0.0236287 | ln_CD: 0.0445909 | CM: 0.00414084 | Top_Xtr: 0.0214508 | Bot_Xtr: 0.0244044 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s_analysis_confidence : 0.186191 + s_Bot_Xtr : 0.0294584 + s_Top_Xtr : 0.0217756 + s_upper_bl_H_31 : 0.00526514 + s_lower_bl_H_31 : 0.00525867 + s_lower_bl_H_2 : 0.00516203 + s_lower_bl_H_1 : 0.00495149 +Epoch: 84 | Train Loss: 1.66733 | Test Loss: 1.7891 | analysis_confidence: 0.126267 | CL: 0.0236745 | ln_CD: 0.0430411 | CM: 0.00360381 | Top_Xtr: 0.0197253 | Bot_Xtr: 0.0225448 +Loss contributors: + s_ln_CD : 0.563807 + s_CL : 0.452917 + s_CM : 0.210335 + s_analysis_confidence : 0.186041 + s_Bot_Xtr : 0.028879 + s_Top_Xtr : 0.0205607 + s_lower_bl_H_31 : 0.00520352 + s_upper_bl_H_31 : 0.00512058 + s_lower_bl_H_2 : 0.00504022 + s_lower_bl_H_1 : 0.00502895 +Epoch: 85 | Train Loss: 1.66775 | Test Loss: 1.84065 | analysis_confidence: 0.127613 | CL: 0.0237091 | ln_CD: 0.0474616 | CM: 0.00391548 | Top_Xtr: 0.0204678 | Bot_Xtr: 0.0225758 +Loss contributors: + s_ln_CD : 0.594513 + s_CL : 0.459598 + s_CM : 0.220839 + s_analysis_confidence : 0.188374 + s_Bot_Xtr : 0.0290217 + s_Top_Xtr : 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Loss: 1.64595 | Test Loss: 1.83067 | analysis_confidence: 0.123993 | CL: 0.0241542 | ln_CD: 0.0507496 | CM: 0.00363052 | Top_Xtr: 0.0198397 | Bot_Xtr: 0.0219648 +Loss contributors: + s_ln_CD : 0.5931 + s_CL : 0.457758 + s_CM : 0.214319 + s_analysis_confidence : 0.187414 + s_Bot_Xtr : 0.0285556 + s_Top_Xtr : 0.0207089 + s_lower_bl_H_31 : 0.00531604 + s_upper_bl_H_31 : 0.00523931 + s_lower_bl_H_2 : 0.00520193 + s_lower_bl_H_1 : 0.00495313 +Epoch: 91 | Train Loss: 1.64321 | Test Loss: 1.83658 | analysis_confidence: 0.123768 | CL: 0.0231631 | ln_CD: 0.0498268 | CM: 0.00368533 | Top_Xtr: 0.0208037 | Bot_Xtr: 0.0227017 +Loss contributors: + s_ln_CD : 0.603657 + s_CL : 0.45255 + s_CM : 0.215549 + s_analysis_confidence : 0.186173 + s_Bot_Xtr : 0.0294707 + s_Top_Xtr : 0.0212123 + s_lower_bl_H_31 : 0.00522427 + s_upper_bl_H_31 : 0.00516645 + s_lower_bl_H_2 : 0.00501303 + s_lower_bl_H_1 : 0.00491918 +Epoch: 92 | Train Loss: 1.64096 | Test Loss: 1.89923 | analysis_confidence: 0.125905 | CL: 0.0231472 | ln_CD: 0.0458129 | CM: 0.00361257 | Top_Xtr: 0.0200064 | Bot_Xtr: 0.0220932 +Loss contributors: + s_ln_CD : 0.656546 + s_CL : 0.45941 + s_CM : 0.215884 + s_analysis_confidence : 0.185894 + s_Bot_Xtr : 0.0294816 + s_Top_Xtr : 0.0213853 + s_upper_bl_H_31 : 0.00514282 + s_lower_bl_H_31 : 0.0051314 + s_lower_bl_H_2 : 0.00512413 + s_lower_bl_H_1 : 0.00510851 +Epoch: 93 | Train Loss: 1.63485 | Test Loss: 1.80251 | analysis_confidence: 0.12256 | CL: 0.0231471 | ln_CD: 0.045348 | CM: 0.00365718 | Top_Xtr: 0.0192449 | Bot_Xtr: 0.0216782 +Loss contributors: + s_ln_CD : 0.574639 + s_CL : 0.451908 + s_CM : 0.214311 + s_analysis_confidence : 0.186686 + s_Bot_Xtr : 0.029925 + s_Top_Xtr : 0.0208423 + s_upper_bl_H_31 : 0.00520328 + s_lower_bl_H_31 : 0.00517386 + s_lower_bl_H_2 : 0.00505596 + s_lower_bl_H_1 : 0.00497394 +Epoch: 94 | Train Loss: 1.6358 | Test Loss: 1.87635 | analysis_confidence: 0.122472 | CL: 0.0259984 | ln_CD: 0.0473224 | CM: 0.00370027 | Top_Xtr: 0.0209194 | Bot_Xtr: 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0.209763 + s_analysis_confidence : 0.187045 + s_Bot_Xtr : 0.0280155 + s_Top_Xtr : 0.020066 + s_lower_bl_H_2 : 0.00514895 + s_upper_bl_H_31 : 0.00506636 + s_lower_bl_H_31 : 0.00501086 + s_lower_bl_H_1 : 0.00498755 +Epoch: 97 | Train Loss: 1.62418 | Test Loss: 1.81153 | analysis_confidence: 0.123487 | CL: 0.0239783 | ln_CD: 0.0444444 | CM: 0.00359159 | Top_Xtr: 0.023814 | Bot_Xtr: 0.0260282 +Loss contributors: + s_ln_CD : 0.586188 + s_CL : 0.448749 + s_CM : 0.212714 + s_analysis_confidence : 0.185668 + s_Bot_Xtr : 0.0305992 + s_Top_Xtr : 0.0221114 + s_lower_bl_H_2 : 0.005093 + s_upper_bl_H_31 : 0.00504804 + s_lower_bl_H_31 : 0.00504727 + s_lower_bl_H_1 : 0.00488246 +Epoch: 98 | Train Loss: 1.62013 | Test Loss: 1.80032 | analysis_confidence: 0.125193 | CL: 0.0223677 | ln_CD: 0.0440525 | CM: 0.00360208 | Top_Xtr: 0.0206997 | Bot_Xtr: 0.0223125 +Loss contributors: + s_ln_CD : 0.588684 + s_CL : 0.444613 + s_CM : 0.209239 + s_analysis_confidence : 0.186073 + s_Bot_Xtr : 0.0283794 + s_Top_Xtr 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s_lower_bl_H_31 : 0.00500855 + s_lower_bl_H_1 : 0.00490073 +Epoch: 101 | Train Loss: 1.60837 | Test Loss: 1.81621 | analysis_confidence: 0.125087 | CL: 0.0227368 | ln_CD: 0.0434996 | CM: 0.00377585 | Top_Xtr: 0.019456 | Bot_Xtr: 0.0216258 +Loss contributors: + s_ln_CD : 0.569571 + s_CL : 0.464819 + s_CM : 0.222072 + s_analysis_confidence : 0.185905 + s_Bot_Xtr : 0.0281883 + s_Top_Xtr : 0.0201235 + s_lower_bl_H_2 : 0.00515227 + s_lower_bl_H_31 : 0.00503562 + s_upper_bl_H_31 : 0.00500069 + s_lower_bl_H_1 : 0.00491982 +Epoch: 102 | Train Loss: 1.60515 | Test Loss: 1.76667 | analysis_confidence: 0.124748 | CL: 0.021775 | ln_CD: 0.0483677 | CM: 0.00343156 | Top_Xtr: 0.0201239 | Bot_Xtr: 0.0221647 +Loss contributors: + s_ln_CD : 0.572652 + s_CL : 0.438319 + s_CM : 0.203642 + s_analysis_confidence : 0.185563 + s_Bot_Xtr : 0.0281641 + s_Top_Xtr : 0.0201559 + s_lower_bl_H_1 : 0.00504978 + s_lower_bl_H_2 : 0.00501793 + s_upper_bl_H_31 : 0.00493244 + s_lower_bl_H_31 : 0.00492855 +Epoch: 103 | Train Loss: 1.60216 | Test Loss: 1.79184 | analysis_confidence: 0.124374 | CL: 0.0232202 | ln_CD: 0.0442225 | CM: 0.00366722 | Top_Xtr: 0.0204038 | Bot_Xtr: 0.0239583 +Loss contributors: + s_ln_CD : 0.574055 + s_CL : 0.447607 + s_CM : 0.211782 + s_analysis_confidence : 0.185878 + s_Bot_Xtr : 0.0295957 + s_Top_Xtr : 0.0205449 + s_lower_bl_H_2 : 0.00524077 + s_upper_bl_H_31 : 0.00510237 + s_lower_bl_H_31 : 0.00506374 + s_lower_bl_H_1 : 0.00499261 +Epoch: 104 | Train Loss: 1.59844 | Test Loss: 1.79207 | analysis_confidence: 0.1259 | CL: 0.0241737 | ln_CD: 0.0418417 | CM: 0.00360173 | Top_Xtr: 0.0197764 | Bot_Xtr: 0.0218294 +Loss contributors: + s_ln_CD : 0.567482 + s_CL : 0.458568 + s_CM : 0.210239 + s_analysis_confidence : 0.185729 + s_Bot_Xtr : 0.0282446 + s_Top_Xtr : 0.0201468 + s_lower_bl_H_2 : 0.00526473 + s_lower_bl_H_31 : 0.0050521 + s_upper_bl_H_31 : 0.00499823 + s_lower_bl_H_1 : 0.00493464 +Epoch: 105 | Train Loss: 1.59575 | Test Loss: 1.81152 | analysis_confidence: 0.122463 | CL: 0.0242584 | ln_CD: 0.0436563 | CM: 0.0038823 | Top_Xtr: 0.0201194 | Bot_Xtr: 0.0224018 +Loss contributors: + s_ln_CD : 0.569465 + s_CL : 0.464833 + s_CM : 0.221458 + s_analysis_confidence : 0.18492 + s_Bot_Xtr : 0.0282585 + s_Top_Xtr : 0.0202264 + s_upper_bl_H_31 : 0.00514238 + s_lower_bl_H_31 : 0.00506647 + s_lower_bl_H_2 : 0.00485884 + s_lower_bl_H_1 : 0.00481882 +Epoch: 106 | Train Loss: 1.59208 | Test Loss: 1.81415 | analysis_confidence: 0.125453 | CL: 0.0231697 | ln_CD: 0.0438024 | CM: 0.00358821 | Top_Xtr: 0.0196308 | Bot_Xtr: 0.0213553 +Loss contributors: + s_ln_CD : 0.580969 + s_CL : 0.462251 + s_CM : 0.213619 + s_analysis_confidence : 0.185302 + s_Bot_Xtr : 0.0276196 + s_Top_Xtr : 0.0195968 + s_lower_bl_H_2 : 0.00511769 + s_lower_bl_H_31 : 0.00507607 + s_upper_bl_H_31 : 0.00498258 + s_lower_bl_H_1 : 0.00489039 +Epoch: 107 | Train Loss: 1.58999 | Test Loss: 1.78539 | analysis_confidence: 0.127957 | CL: 0.0228618 | ln_CD: 0.044437 | CM: 0.00356735 | Top_Xtr: 0.0188432 | Bot_Xtr: 0.0208342 +Loss contributors: + s_ln_CD : 0.572634 + s_CL : 0.446561 + s_CM : 0.209052 + s_analysis_confidence : 0.192682 + s_Bot_Xtr : 0.0271413 + s_Top_Xtr : 0.0195742 + s_upper_bl_H_31 : 0.0050572 + s_lower_bl_H_31 : 0.00503749 + s_lower_bl_H_2 : 0.00499851 + s_lower_bl_H_1 : 0.00479568 +Epoch: 108 | Train Loss: 1.59 | Test Loss: 1.83442 | analysis_confidence: 0.127077 | CL: 0.0239974 | ln_CD: 0.0451841 | CM: 0.00375084 | Top_Xtr: 0.0193463 | Bot_Xtr: 0.0212084 +Loss contributors: + s_ln_CD : 0.580294 + s_CL : 0.473967 + s_CM : 0.223022 + s_analysis_confidence : 0.185346 + s_Bot_Xtr : 0.0274479 + s_Top_Xtr : 0.0197142 + s_lower_bl_H_2 : 0.00522101 + s_upper_bl_H_31 : 0.00522008 + s_lower_bl_H_31 : 0.00519632 + s_lower_bl_H_1 : 0.00508351 +Epoch: 109 | Train Loss: 1.58459 | Test Loss: 1.78801 | analysis_confidence: 0.128193 | CL: 0.0228492 | ln_CD: 0.0429084 | CM: 0.00363685 | Top_Xtr: 0.0195007 | Bot_Xtr: 0.021413 +Loss contributors: + s_ln_CD : 0.574648 + s_CL : 0.448441 + s_CM : 0.212396 + s_analysis_confidence : 0.185556 + s_Bot_Xtr : 0.0286424 + s_Top_Xtr : 0.0204175 + s_lower_bl_H_31 : 0.00504774 + s_upper_bl_H_31 : 0.00503529 + s_lower_bl_H_2 : 0.00494089 + s_lower_bl_H_1 : 0.0048385 +Epoch: 110 | Train Loss: 1.58259 | Test Loss: 1.78218 | analysis_confidence: 0.125151 | CL: 0.022973 | ln_CD: 0.0425039 | CM: 0.00373326 | Top_Xtr: 0.0201625 | Bot_Xtr: 0.0225894 +Loss contributors: + s_ln_CD : 0.565972 + s_CL : 0.449886 + s_CM : 0.213103 + s_analysis_confidence : 0.185059 + s_Bot_Xtr : 0.0292116 + s_Top_Xtr : 0.0211735 + s_upper_bl_H_31 : 0.0050848 + s_lower_bl_H_31 : 0.00506203 + s_lower_bl_H_2 : 0.00494442 + s_lower_bl_H_1 : 0.0049111 +Epoch: 111 | Train Loss: 1.5771 | Test Loss: 1.75662 | analysis_confidence: 0.126097 | CL: 0.0226984 | ln_CD: 0.0421758 | CM: 0.00355507 | Top_Xtr: 0.0192845 | Bot_Xtr: 0.0213569 +Loss contributors: + s_ln_CD : 0.561829 + s_CL : 0.441661 + s_CM : 0.205707 + s_analysis_confidence : 0.185559 + s_Bot_Xtr : 0.0283078 + s_Top_Xtr : 0.0196715 + s_upper_bl_H_31 : 0.00494124 + s_lower_bl_H_31 : 0.00489509 + s_lower_bl_H_2 : 0.00489266 + s_lower_bl_H_1 : 0.0048016 +Epoch: 112 | Train Loss: 1.57694 | Test Loss: 1.81316 | analysis_confidence: 0.125345 | CL: 0.0225269 | ln_CD: 0.0518461 | CM: 0.00358741 | Top_Xtr: 0.0196842 | Bot_Xtr: 0.0217331 +Loss contributors: + s_ln_CD : 0.600645 + s_CL : 0.451965 + s_CM : 0.211042 + s_analysis_confidence : 0.185078 + s_Bot_Xtr : 0.0272584 + s_Top_Xtr : 0.019663 + s_upper_bl_H_31 : 0.00504387 + s_lower_bl_H_2 : 0.00497403 + s_lower_bl_H_31 : 0.00494794 + s_lower_bl_H_1 : 0.00487238 +Epoch: 113 | Train Loss: 1.57306 | Test Loss: 1.79156 | analysis_confidence: 0.12546 | CL: 0.0220012 | ln_CD: 0.0439585 | CM: 0.00381735 | Top_Xtr: 0.0189291 | Bot_Xtr: 0.0215346 +Loss contributors: + s_ln_CD : 0.581023 + s_CL : 0.44445 + s_CM : 0.215002 + s_analysis_confidence : 0.185021 + s_Bot_Xtr : 0.027934 + s_Top_Xtr : 0.0196979 + s_lower_bl_H_2 : 0.00505045 + s_lower_bl_H_1 : 0.00495235 + s_upper_bl_H_31 : 0.00487424 + s_lower_bl_H_31 : 0.0048322 +Epoch: 114 | Train Loss: 1.56879 | Test Loss: 1.79775 | analysis_confidence: 0.121744 | CL: 0.0235263 | ln_CD: 0.0462649 | CM: 0.00366175 | Top_Xtr: 0.0195361 | Bot_Xtr: 0.0215505 +Loss contributors: + s_ln_CD : 0.573441 + s_CL : 0.45819 + s_CM : 0.211335 + s_analysis_confidence : 0.184877 + s_Bot_Xtr : 0.0282964 + s_Top_Xtr : 0.0199299 + s_upper_bl_H_31 : 0.00526527 + s_lower_bl_H_31 : 0.00499953 + s_lower_bl_H_2 : 0.00488103 + s_lower_bl_H_1 : 0.00486312 +Epoch: 115 | Train Loss: 1.56934 | Test Loss: 1.79133 | analysis_confidence: 0.122419 | CL: 0.0230903 | ln_CD: 0.0488881 | CM: 0.00350433 | Top_Xtr: 0.0195358 | Bot_Xtr: 0.0217403 +Loss contributors: + s_ln_CD : 0.579272 + s_CL : 0.452305 + s_CM : 0.208727 + s_analysis_confidence : 0.185227 + s_Bot_Xtr : 0.0279967 + s_Top_Xtr : 0.019675 + s_lower_bl_H_2 : 0.00512869 + s_upper_bl_H_31 : 0.00497171 + s_lower_bl_H_31 : 0.00493076 + s_lower_bl_H_1 : 0.00487544 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s_lower_bl_H_1 : 0.00482149 +Epoch: 168 | Train Loss: 1.44907 | Test Loss: 1.75877 | analysis_confidence: 0.124026 | CL: 0.0236113 | ln_CD: 0.0433434 | CM: 0.00374893 | Top_Xtr: 0.0184159 | Bot_Xtr: 0.0205179 +Loss contributors: + s_ln_CD : 0.55279 + s_CL : 0.452839 + s_CM : 0.213666 + s_analysis_confidence : 0.184384 + s_Bot_Xtr : 0.0257505 + s_Top_Xtr : 0.017883 + s_lower_bl_H_2 : 0.00486296 + s_lower_bl_H_31 : 0.00478474 + s_upper_bl_H_31 : 0.0047722 + s_lower_bl_H_1 : 0.00475516 +Epoch: 169 | Train Loss: 1.44709 | Test Loss: 1.72948 | analysis_confidence: 0.122214 | CL: 0.0221632 | ln_CD: 0.0418381 | CM: 0.0034932 | Top_Xtr: 0.0186021 | Bot_Xtr: 0.0203755 +Loss contributors: + s_ln_CD : 0.552932 + s_CL : 0.442076 + s_CM : 0.200064 + s_analysis_confidence : 0.184447 + s_Bot_Xtr : 0.02584 + s_Top_Xtr : 0.0187364 + s_lower_bl_H_2 : 0.0051407 + s_lower_bl_H_1 : 0.00493532 + s_upper_bl_H_31 : 0.00479005 + s_lower_bl_H_31 : 0.00473299 +Epoch: 170 | Train Loss: 1.44562 | Test Loss: 1.7002 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s_lower_bl_H_1 : 0.00471285 + s_lower_bl_H_31 : 0.00470692 +Epoch: 181 | Train Loss: 1.42867 | Test Loss: 1.71793 | analysis_confidence: 0.123852 | CL: 0.0238786 | ln_CD: 0.0441284 | CM: 0.00356582 | Top_Xtr: 0.0187671 | Bot_Xtr: 0.0204552 +Loss contributors: + s_ln_CD : 0.5369 + s_CL : 0.449844 + s_CM : 0.201299 + s_analysis_confidence : 0.183496 + s_Bot_Xtr : 0.0260167 + s_Top_Xtr : 0.0183904 + s_lower_bl_H_1 : 0.00473199 + s_lower_bl_H_2 : 0.004701 + s_lower_bl_H_31 : 0.00466868 + s_upper_bl_H_31 : 0.0046479 +Epoch: 182 | Train Loss: 1.42462 | Test Loss: 1.79231 | analysis_confidence: 0.12521 | CL: 0.0219714 | ln_CD: 0.0442041 | CM: 0.00345659 | Top_Xtr: 0.0184815 | Bot_Xtr: 0.0207302 +Loss contributors: + s_ln_CD : 0.610054 + s_CL : 0.439098 + s_CM : 0.205362 + s_analysis_confidence : 0.184093 + s_Bot_Xtr : 0.0271753 + s_Top_Xtr : 0.0184548 + s_upper_bl_H_31 : 0.00495938 + s_lower_bl_H_31 : 0.00490809 + s_lower_bl_H_1 : 0.0048214 + s_lower_bl_H_2 : 0.00477753 +Epoch: 183 | Train 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Train Loss: 1.40676 | Test Loss: 1.76597 | analysis_confidence: 0.123256 | CL: 0.023508 | ln_CD: 0.0420091 | CM: 0.00387174 | Top_Xtr: 0.01921 | Bot_Xtr: 0.0207943 +Loss contributors: + s_ln_CD : 0.552327 + s_CL : 0.4533 + s_CM : 0.217949 + s_analysis_confidence : 0.188941 + s_Bot_Xtr : 0.0264826 + s_Top_Xtr : 0.0180167 + s_lower_bl_H_31 : 0.00495703 + s_upper_bl_H_31 : 0.00494012 + s_lower_bl_H_1 : 0.00486586 + s_lower_bl_H_2 : 0.00481028 +Epoch: 197 | Train Loss: 1.40341 | Test Loss: 1.74754 | analysis_confidence: 0.121406 | CL: 0.0227007 | ln_CD: 0.0532691 | CM: 0.0036349 | Top_Xtr: 0.0184679 | Bot_Xtr: 0.0201565 +Loss contributors: + s_ln_CD : 0.572916 + s_CL : 0.43932 + s_CM : 0.206666 + s_analysis_confidence : 0.184396 + s_Bot_Xtr : 0.0255145 + s_Top_Xtr : 0.0182036 + s_upper_bl_H_31 : 0.00486024 + s_lower_bl_H_2 : 0.00475945 + s_lower_bl_H_1 : 0.00472036 + s_lower_bl_H_31 : 0.00471604 +Epoch: 198 | Train Loss: 1.40442 | Test Loss: 1.69733 | analysis_confidence: 0.121553 | CL: 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209 | Train Loss: 1.38847 | Test Loss: 1.78803 | analysis_confidence: 0.122963 | CL: 0.0248891 | ln_CD: 0.0449427 | CM: 0.00368344 | Top_Xtr: 0.0220968 | Bot_Xtr: 0.023119 +Loss contributors: + s_ln_CD : 0.585859 + s_CL : 0.462367 + s_CM : 0.207336 + s_analysis_confidence : 0.183451 + s_Bot_Xtr : 0.0269915 + s_Top_Xtr : 0.0196446 + s_upper_bl_H_31 : 0.00478635 + s_lower_bl_H_2 : 0.00477839 + s_lower_bl_H_31 : 0.00471602 + s_lower_bl_H_1 : 0.0046835 +Epoch: 210 | Train Loss: 1.3864 | Test Loss: 1.81917 | analysis_confidence: 0.12264 | CL: 0.0225738 | ln_CD: 0.0435093 | CM: 0.00352914 | Top_Xtr: 0.0187143 | Bot_Xtr: 0.0213041 +Loss contributors: + s_ln_CD : 0.61883 + s_CL : 0.457748 + s_CM : 0.210229 + s_analysis_confidence : 0.183441 + s_Bot_Xtr : 0.0262723 + s_Top_Xtr : 0.0181636 + s_upper_bl_H_31 : 0.00481232 + s_lower_bl_H_31 : 0.00478692 + s_lower_bl_H_1 : 0.00470548 + s_lower_bl_H_2 : 0.00466044 +Epoch: 211 | Train Loss: 1.38476 | Test Loss: 1.72441 | analysis_confidence: 0.120831 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0.00464154 + s_lower_bl_H_31 : 0.00459765 + s_lower_bl_H_2 : 0.00448657 +Epoch: 220 | Train Loss: 1.3747 | Test Loss: 1.72508 | analysis_confidence: 0.122424 | CL: 0.0218033 | ln_CD: 0.0420631 | CM: 0.00340784 | Top_Xtr: 0.0178105 | Bot_Xtr: 0.019578 +Loss contributors: + s_ln_CD : 0.580214 + s_CL : 0.429077 + s_CM : 0.195602 + s_analysis_confidence : 0.183048 + s_Bot_Xtr : 0.0248955 + s_Top_Xtr : 0.0172933 + s_lower_bl_H_1 : 0.00468425 + s_lower_bl_H_31 : 0.00466467 + s_upper_bl_H_31 : 0.0046092 + s_lower_bl_H_2 : 0.00456751 +Epoch: 221 | Train Loss: 1.37345 | Test Loss: 1.70446 | analysis_confidence: 0.12311 | CL: 0.0223505 | ln_CD: 0.0399732 | CM: 0.00351821 | Top_Xtr: 0.0192601 | Bot_Xtr: 0.0211717 +Loss contributors: + s_ln_CD : 0.543734 + s_CL : 0.434107 + s_CM : 0.20145 + s_analysis_confidence : 0.185833 + s_Bot_Xtr : 0.0265468 + s_Top_Xtr : 0.0183656 + s_lower_bl_H_1 : 0.00476976 + s_lower_bl_H_31 : 0.00472968 + s_upper_bl_H_31 : 0.00467171 + s_lower_bl_H_2 : 0.0046493 +Epoch: 222 | Train Loss: 1.37274 | Test Loss: 1.70937 | analysis_confidence: 0.123424 | CL: 0.0227612 | ln_CD: 0.0429286 | CM: 0.00353601 | Top_Xtr: 0.0178061 | Bot_Xtr: 0.0199434 +Loss contributors: + s_ln_CD : 0.532277 + s_CL : 0.445456 + s_CM : 0.208469 + s_analysis_confidence : 0.182919 + s_Bot_Xtr : 0.0251565 + s_Top_Xtr : 0.0165061 + s_lower_bl_H_31 : 0.00479591 + s_upper_bl_H_31 : 0.00475265 + s_lower_bl_H_2 : 0.0046848 + s_lower_bl_H_1 : 0.00463017 +Epoch: 223 | Train Loss: 1.3715 | Test Loss: 1.72052 | analysis_confidence: 0.12298 | CL: 0.0215426 | ln_CD: 0.0430863 | CM: 0.0034764 | Top_Xtr: 0.018549 | Bot_Xtr: 0.0208371 +Loss contributors: + s_ln_CD : 0.559199 + s_CL : 0.430909 + s_CM : 0.204109 + s_analysis_confidence : 0.183511 + s_Bot_Xtr : 0.0259468 + s_Top_Xtr : 0.0174899 + s_lower_bl_H_31 : 0.00479348 + s_upper_bl_H_31 : 0.00477992 + s_lower_bl_H_1 : 0.00473247 + s_lower_bl_H_2 : 0.00452815 +Epoch: 224 | Train Loss: 1.36978 | Test Loss: 1.69284 | analysis_confidence: 0.128662 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Bot_Xtr: 0.0192838 +Loss contributors: + s_ln_CD : 0.549382 + s_CL : 0.431696 + s_CM : 0.198753 + s_analysis_confidence : 0.186038 + s_Bot_Xtr : 0.0244789 + s_Top_Xtr : 0.0171101 + s_lower_bl_H_1 : 0.00465751 + s_lower_bl_H_31 : 0.00459443 + s_upper_bl_H_31 : 0.00457629 + s_lower_bl_H_2 : 0.0043915 +Epoch: 227 | Train Loss: 1.3675 | Test Loss: 1.7187 | analysis_confidence: 0.120331 | CL: 0.0217431 | ln_CD: 0.0411168 | CM: 0.00347338 | Top_Xtr: 0.0184449 | Bot_Xtr: 0.0206845 +Loss contributors: + s_ln_CD : 0.555474 + s_CL : 0.436311 + s_CM : 0.202006 + s_analysis_confidence : 0.183978 + s_Bot_Xtr : 0.0265592 + s_Top_Xtr : 0.0178085 + s_lower_bl_H_1 : 0.00472764 + s_upper_bl_H_31 : 0.00461126 + s_lower_bl_H_2 : 0.00456786 + s_lower_bl_H_31 : 0.00454086 +Epoch: 228 | Train Loss: 1.36551 | Test Loss: 1.73796 | analysis_confidence: 0.123197 | CL: 0.022081 | ln_CD: 0.041712 | CM: 0.00357527 | Top_Xtr: 0.0184289 | Bot_Xtr: 0.0204914 +Loss contributors: + s_ln_CD : 0.577897 + s_CL : 0.435254 + 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s_Top_Xtr : 0.0172189 + s_lower_bl_H_1 : 0.00468554 + s_upper_bl_H_31 : 0.00465739 + s_lower_bl_H_31 : 0.00461717 + s_lower_bl_H_2 : 0.00456329 +Epoch: 231 | Train Loss: 1.36261 | Test Loss: 1.71611 | analysis_confidence: 0.124696 | CL: 0.021801 | ln_CD: 0.0424919 | CM: 0.00369562 | Top_Xtr: 0.0180856 | Bot_Xtr: 0.0201525 +Loss contributors: + s_ln_CD : 0.5566 + s_CL : 0.431388 + s_CM : 0.210309 + s_analysis_confidence : 0.183292 + s_Bot_Xtr : 0.0249314 + s_Top_Xtr : 0.0172264 + s_lower_bl_H_1 : 0.0046563 + s_lower_bl_H_2 : 0.00462639 + s_upper_bl_H_31 : 0.00458683 + s_lower_bl_H_31 : 0.00452868 +Epoch: 232 | Train Loss: 1.36011 | Test Loss: 1.72455 | analysis_confidence: 0.120917 | CL: 0.0224704 | ln_CD: 0.0432326 | CM: 0.00341869 | Top_Xtr: 0.0177769 | Bot_Xtr: 0.0196447 +Loss contributors: + s_ln_CD : 0.564907 + s_CL : 0.43955 + s_CM : 0.197762 + s_analysis_confidence : 0.185417 + s_Bot_Xtr : 0.0247638 + s_Top_Xtr : 0.016951 + s_lower_bl_H_31 : 0.00471592 + s_upper_bl_H_31 : 0.00468316 + s_lower_bl_H_2 : 0.00467536 + s_lower_bl_H_1 : 0.004673 +Epoch: 233 | Train Loss: 1.35807 | Test Loss: 1.75007 | analysis_confidence: 0.123596 | CL: 0.0233901 | ln_CD: 0.0444145 | CM: 0.00349143 | Top_Xtr: 0.0182335 | Bot_Xtr: 0.0201283 +Loss contributors: + s_ln_CD : 0.57263 + s_CL : 0.449626 + s_CM : 0.203427 + s_analysis_confidence : 0.184761 + s_Bot_Xtr : 0.02548 + s_Top_Xtr : 0.0179069 + s_lower_bl_H_1 : 0.00482024 + s_upper_bl_H_31 : 0.00467986 + s_lower_bl_H_2 : 0.00459854 + s_lower_bl_H_31 : 0.00457947 +Epoch: 234 | Train Loss: 1.35814 | Test Loss: 1.70171 | analysis_confidence: 0.122122 | CL: 0.0222381 | ln_CD: 0.0422293 | CM: 0.00346544 | Top_Xtr: 0.0179351 | Bot_Xtr: 0.0200137 +Loss contributors: + s_ln_CD : 0.548799 + s_CL : 0.43684 + s_CM : 0.199451 + s_analysis_confidence : 0.183162 + s_Bot_Xtr : 0.0245624 + s_Top_Xtr : 0.0170621 + s_lower_bl_H_1 : 0.00461768 + s_upper_bl_H_31 : 0.00459641 + s_lower_bl_H_2 : 0.00458357 + s_lower_bl_H_31 : 0.00456452 +Epoch: 235 | Train Loss: 1.35848 | Test Loss: 1.84874 | analysis_confidence: 0.122611 | CL: 0.0230514 | ln_CD: 0.0470627 | CM: 0.00349024 | Top_Xtr: 0.018857 | Bot_Xtr: 0.0208585 +Loss contributors: + s_ln_CD : 0.640529 + s_CL : 0.453795 + s_CM : 0.207112 + s_analysis_confidence : 0.19158 + s_Bot_Xtr : 0.0310563 + s_Top_Xtr : 0.0211735 + s_upper_bl_H_31 : 0.00497511 + s_lower_bl_H_1 : 0.00473533 + s_lower_bl_H_31 : 0.00472792 + s_lower_bl_H_2 : 0.00465548 +Epoch: 236 | Train Loss: 1.35896 | Test Loss: 1.69537 | analysis_confidence: 0.120232 | CL: 0.0212544 | ln_CD: 0.0406114 | CM: 0.00335067 | Top_Xtr: 0.0189404 | Bot_Xtr: 0.0204205 +Loss contributors: + s_ln_CD : 0.55074 + s_CL : 0.428851 + s_CM : 0.197205 + s_analysis_confidence : 0.184286 + s_Bot_Xtr : 0.0254298 + s_Top_Xtr : 0.0178726 + s_lower_bl_H_2 : 0.00467674 + s_lower_bl_H_1 : 0.00463996 + s_upper_bl_H_31 : 0.00459334 + s_lower_bl_H_31 : 0.00458915 +Epoch: 237 | Train Loss: 1.35591 | Test Loss: 1.68042 | analysis_confidence: 0.120735 | CL: 0.0212696 | ln_CD: 0.0396643 | CM: 0.00335987 | Top_Xtr: 0.0181952 | Bot_Xtr: 0.0205788 +Loss contributors: + s_ln_CD : 0.531924 + s_CL : 0.430933 + s_CM : 0.198408 + s_analysis_confidence : 0.185393 + s_Bot_Xtr : 0.0252432 + s_Top_Xtr : 0.0173089 + s_lower_bl_H_31 : 0.0046944 + s_lower_bl_H_1 : 0.00458841 + s_upper_bl_H_31 : 0.00455701 + s_lower_bl_H_2 : 0.00439931 +Epoch: 238 | Train Loss: 1.35533 | Test Loss: 1.71903 | analysis_confidence: 0.124798 | CL: 0.0231983 | ln_CD: 0.0431698 | CM: 0.00343413 | Top_Xtr: 0.0186964 | Bot_Xtr: 0.0203301 +Loss contributors: + s_ln_CD : 0.554671 + s_CL : 0.442907 + s_CM : 0.200794 + s_analysis_confidence : 0.186757 + s_Bot_Xtr : 0.0254046 + s_Top_Xtr : 0.0173449 + s_upper_bl_H_31 : 0.00470438 + s_lower_bl_H_31 : 0.0046743 + s_lower_bl_H_1 : 0.00458893 + s_lower_bl_H_2 : 0.00450732 +Epoch: 239 | Train Loss: 1.35474 | Test Loss: 1.71315 | analysis_confidence: 0.121727 | CL: 0.0240731 | ln_CD: 0.0396253 | CM: 0.00358527 | Top_Xtr: 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s_lower_bl_H_31 : 0.00453757 + s_lower_bl_H_2 : 0.00452167 + s_upper_bl_H_31 : 0.00448616 +Epoch: 246 | Train Loss: 1.34845 | Test Loss: 1.72517 | analysis_confidence: 0.125636 | CL: 0.0223614 | ln_CD: 0.0407085 | CM: 0.00342406 | Top_Xtr: 0.0184039 | Bot_Xtr: 0.0201377 +Loss contributors: + s_ln_CD : 0.555146 + s_CL : 0.445307 + s_CM : 0.202446 + s_analysis_confidence : 0.184072 + s_Bot_Xtr : 0.0256199 + s_Top_Xtr : 0.0177672 + s_upper_bl_H_31 : 0.00470201 + s_lower_bl_H_31 : 0.00469923 + s_lower_bl_H_1 : 0.004618 + s_lower_bl_H_2 : 0.00451283 +Epoch: 247 | Train Loss: 1.34737 | Test Loss: 1.6793 | analysis_confidence: 0.12255 | CL: 0.0213332 | ln_CD: 0.0393781 | CM: 0.00340246 | Top_Xtr: 0.0180362 | Bot_Xtr: 0.0199003 +Loss contributors: + s_ln_CD : 0.532939 + s_CL : 0.427619 + s_CM : 0.198124 + s_analysis_confidence : 0.182861 + s_Bot_Xtr : 0.0256177 + s_Top_Xtr : 0.017726 + s_lower_bl_H_31 : 0.00466323 + s_lower_bl_H_1 : 0.00459091 + s_upper_bl_H_31 : 0.00457283 + s_lower_bl_H_2 : 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0.00341144 | Top_Xtr: 0.0180154 | Bot_Xtr: 0.019607 +Loss contributors: + s_ln_CD : 0.548679 + s_CL : 0.426614 + s_CM : 0.197622 + s_analysis_confidence : 0.182885 + s_Bot_Xtr : 0.0243407 + s_Top_Xtr : 0.0169272 + s_lower_bl_H_1 : 0.00462292 + s_upper_bl_H_31 : 0.00453454 + s_lower_bl_H_31 : 0.00452876 + s_lower_bl_H_2 : 0.00441258 +Epoch: 253 | Train Loss: 1.34016 | Test Loss: 1.67068 | analysis_confidence: 0.125478 | CL: 0.0208699 | ln_CD: 0.0410364 | CM: 0.00329675 | Top_Xtr: 0.0176316 | Bot_Xtr: 0.0195726 +Loss contributors: + s_ln_CD : 0.540944 + s_CL : 0.423556 + s_CM : 0.194758 + s_analysis_confidence : 0.184458 + s_Bot_Xtr : 0.0244662 + s_Top_Xtr : 0.016884 + s_lower_bl_H_1 : 0.00455153 + s_lower_bl_H_31 : 0.00453785 + s_upper_bl_H_31 : 0.00451411 + s_lower_bl_H_2 : 0.00432357 +Epoch: 254 | Train Loss: 1.34042 | Test Loss: 1.71996 | analysis_confidence: 0.122285 | CL: 0.0226738 | ln_CD: 0.0415134 | CM: 0.00338758 | Top_Xtr: 0.0179563 | Bot_Xtr: 0.0196082 +Loss contributors: + 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0.00463367 + s_lower_bl_H_31 : 0.00447486 + s_lower_bl_H_2 : 0.00446725 + s_upper_bl_H_31 : 0.00442142 +Epoch: 259 | Train Loss: 1.33764 | Test Loss: 1.72254 | analysis_confidence: 0.12363 | CL: 0.0226265 | ln_CD: 0.0455539 | CM: 0.00343222 | Top_Xtr: 0.0176979 | Bot_Xtr: 0.0197354 +Loss contributors: + s_ln_CD : 0.566457 + s_CL : 0.437024 + s_CM : 0.196417 + s_analysis_confidence : 0.183573 + s_Bot_Xtr : 0.0245131 + s_Top_Xtr : 0.0166044 + s_lower_bl_H_31 : 0.00458589 + s_lower_bl_H_1 : 0.0045399 + s_upper_bl_H_31 : 0.00452594 + s_lower_bl_H_2 : 0.00446917 +Epoch: 260 | Train Loss: 1.33727 | Test Loss: 1.70091 | analysis_confidence: 0.124671 | CL: 0.0210248 | ln_CD: 0.0407115 | CM: 0.00332602 | Top_Xtr: 0.0182843 | Bot_Xtr: 0.0202284 +Loss contributors: + s_ln_CD : 0.556391 + s_CL : 0.430141 + s_CM : 0.196331 + s_analysis_confidence : 0.183002 + s_Bot_Xtr : 0.0254612 + s_Top_Xtr : 0.0180775 + s_lower_bl_H_2 : 0.00462862 + s_lower_bl_H_1 : 0.00456833 + s_lower_bl_H_31 : 0.00449003 + s_upper_bl_H_31 : 0.00446228 +Epoch: 261 | Train Loss: 1.3348 | Test Loss: 1.6806 | analysis_confidence: 0.123677 | CL: 0.021425 | ln_CD: 0.0408027 | CM: 0.00337809 | Top_Xtr: 0.0179618 | Bot_Xtr: 0.0196541 +Loss contributors: + s_ln_CD : 0.536682 + s_CL : 0.432725 + s_CM : 0.195906 + s_analysis_confidence : 0.18305 + s_Bot_Xtr : 0.0247745 + s_Top_Xtr : 0.0170032 + s_upper_bl_H_31 : 0.00464224 + s_lower_bl_H_31 : 0.00455327 + s_lower_bl_H_1 : 0.00445505 + s_lower_bl_H_2 : 0.00443272 +Epoch: 262 | Train Loss: 1.33287 | Test Loss: 1.70637 | analysis_confidence: 0.125351 | CL: 0.0214853 | ln_CD: 0.0416487 | CM: 0.00335413 | Top_Xtr: 0.0176626 | Bot_Xtr: 0.0196809 +Loss contributors: + s_ln_CD : 0.568088 + s_CL : 0.425411 + s_CM : 0.196665 + s_analysis_confidence : 0.183525 + s_Bot_Xtr : 0.0251214 + s_Top_Xtr : 0.0170674 + s_lower_bl_H_1 : 0.00454859 + s_upper_bl_H_31 : 0.00454606 + s_lower_bl_H_31 : 0.00451964 + s_lower_bl_H_2 : 0.00443301 +Epoch: 263 | Train Loss: 1.33336 | Test Loss: 1.68257 | analysis_confidence: 0.126493 | CL: 0.0218252 | ln_CD: 0.040064 | CM: 0.00354147 | Top_Xtr: 0.0175416 | Bot_Xtr: 0.0196107 +Loss contributors: + s_ln_CD : 0.533237 + s_CL : 0.429393 + s_CM : 0.204187 + s_analysis_confidence : 0.184253 + s_Bot_Xtr : 0.0243963 + s_Top_Xtr : 0.0164323 + s_lower_bl_H_1 : 0.0046619 + s_upper_bl_H_31 : 0.0044961 + s_lower_bl_H_31 : 0.00445611 + s_lower_bl_H_2 : 0.00440313 +Epoch: 264 | Train Loss: 1.33045 | Test Loss: 1.66038 | analysis_confidence: 0.12379 | CL: 0.0227815 | ln_CD: 0.0395897 | CM: 0.00342584 | Top_Xtr: 0.0171124 | Bot_Xtr: 0.0189452 +Loss contributors: + s_ln_CD : 0.516729 + s_CL : 0.436213 + s_CM : 0.198266 + s_analysis_confidence : 0.183016 + s_Bot_Xtr : 0.0236577 + s_Top_Xtr : 0.016156 + s_upper_bl_H_31 : 0.0045151 + s_lower_bl_H_2 : 0.00450717 + s_lower_bl_H_1 : 0.00449384 + s_lower_bl_H_31 : 0.00445464 +Epoch: 265 | Train Loss: 1.3315 | Test Loss: 1.6821 | analysis_confidence: 0.123527 | CL: 0.0208978 | ln_CD: 0.0412005 | CM: 0.00341721 | Top_Xtr: 0.0175774 | Bot_Xtr: 0.0194776 +Loss contributors: + s_ln_CD : 0.547439 + s_CL : 0.422029 + s_CM : 0.19558 + s_analysis_confidence : 0.183017 + s_Bot_Xtr : 0.0248914 + s_Top_Xtr : 0.0178069 + s_lower_bl_H_1 : 0.00457574 + s_lower_bl_H_31 : 0.0045628 + s_upper_bl_H_31 : 0.00447882 + s_lower_bl_H_2 : 0.00443054 +slurmstepd-d-8-11-2: error: *** JOB 25361641 ON d-8-11-2 CANCELLED AT 2024-03-09T11:09:56 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25361643 b/training/gen2_architecture/log.log-25361643 new file mode 100644 index 0000000..a265e19 --- /dev/null +++ b/training/gen2_architecture/log.log-25361643 @@ -0,0 +1,3111 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 12.3119 | Test Loss: 5.33281 | analysis_confidence: 0.250964 | CL: 0.0510151 | ln_CD: 0.103572 | CM: 0.00848997 | Top_Xtr: 0.0538656 | Bot_Xtr: 0.0638125 +Loss contributors: + s_ln_CD : 1.45355 + s_CL : 1.32322 + s_CM : 0.771007 + s_analysis_confidence : 0.341599 + s_Bot_Xtr : 0.132271 + s_Top_Xtr : 0.0895378 + s_upper_bl_H_31 : 0.0240193 + s_lower_bl_H_31 : 0.0217412 + s_upper_bl_H_30 : 0.021481 + s_upper_bl_H_29 : 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0.00834338 + s_lower_bl_H_1 : 0.00833396 + s_lower_bl_H_30 : 0.00724863 +Epoch: 12 | Train Loss: 2.35332 | Test Loss: 2.49573 | analysis_confidence: 0.138704 | CL: 0.0296688 | ln_CD: 0.0569559 | CM: 0.00455655 | Top_Xtr: 0.0275362 | Bot_Xtr: 0.0313011 +Loss contributors: + s_ln_CD : 0.842022 + s_CL : 0.58941 + s_CM : 0.293183 + s_analysis_confidence : 0.206582 + s_Bot_Xtr : 0.0490762 + s_Top_Xtr : 0.0348038 + s_lower_bl_H_31 : 0.00829656 + s_lower_bl_H_1 : 0.00818233 + s_upper_bl_H_31 : 0.00810075 + s_lower_bl_H_30 : 0.00707679 +Epoch: 13 | Train Loss: 2.30841 | Test Loss: 2.30416 | analysis_confidence: 0.138359 | CL: 0.0287704 | ln_CD: 0.0551295 | CM: 0.00448462 | Top_Xtr: 0.0276509 | Bot_Xtr: 0.0309224 +Loss contributors: + s_ln_CD : 0.70263 + s_CL : 0.563553 + s_CM : 0.282958 + s_analysis_confidence : 0.202579 + s_Bot_Xtr : 0.0448472 + s_Top_Xtr : 0.0313729 + s_lower_bl_H_31 : 0.00826357 + s_lower_bl_H_1 : 0.00781101 + s_upper_bl_H_31 : 0.0077978 + s_lower_bl_H_30 : 0.00701394 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0.137813 | CL: 0.0269558 | ln_CD: 0.0537844 | CM: 0.00442113 | Top_Xtr: 0.0243426 | Bot_Xtr: 0.0277491 +Loss contributors: + s_ln_CD : 0.714187 + s_CL : 0.545288 + s_CM : 0.276513 + s_analysis_confidence : 0.199584 + s_Bot_Xtr : 0.0409519 + s_Top_Xtr : 0.0279421 + s_lower_bl_H_31 : 0.00755299 + s_upper_bl_H_31 : 0.00733962 + s_lower_bl_H_1 : 0.00715965 + s_lower_bl_H_2 : 0.00656523 +Epoch: 17 | Train Loss: 2.17473 | Test Loss: 2.17179 | analysis_confidence: 0.132971 | CL: 0.0279332 | ln_CD: 0.0523525 | CM: 0.00459831 | Top_Xtr: 0.0234274 | Bot_Xtr: 0.0271268 +Loss contributors: + s_ln_CD : 0.66616 + s_CL : 0.534354 + s_CM : 0.278865 + s_analysis_confidence : 0.198571 + s_Bot_Xtr : 0.0395852 + s_Top_Xtr : 0.0262726 + s_lower_bl_H_31 : 0.00739635 + s_upper_bl_H_31 : 0.00713122 + s_lower_bl_H_1 : 0.0067168 + s_lower_bl_H_30 : 0.00640052 +Epoch: 18 | Train Loss: 2.14966 | Test Loss: 2.32258 | analysis_confidence: 0.13251 | CL: 0.0296835 | ln_CD: 0.0560578 | CM: 0.00439721 | Top_Xtr: 0.0256704 | Bot_Xtr: 0.0295742 +Loss contributors: + s_ln_CD : 0.771441 + s_CL : 0.569846 + s_CM : 0.270494 + s_analysis_confidence : 0.197975 + s_Bot_Xtr : 0.0428981 + s_Top_Xtr : 0.0298999 + s_lower_bl_H_31 : 0.00747869 + s_upper_bl_H_31 : 0.00718465 + s_lower_bl_H_2 : 0.00659967 + s_lower_bl_H_1 : 0.00658261 +Epoch: 19 | Train Loss: 2.12486 | Test Loss: 2.1235 | analysis_confidence: 0.136982 | CL: 0.025773 | ln_CD: 0.0531043 | CM: 0.00433035 | Top_Xtr: 0.0233659 | Bot_Xtr: 0.0263814 +Loss contributors: + s_ln_CD : 0.664698 + s_CL : 0.513773 + s_CM : 0.260037 + s_analysis_confidence : 0.197745 + s_Bot_Xtr : 0.0390863 + s_Top_Xtr : 0.0261912 + s_lower_bl_H_31 : 0.00698148 + s_upper_bl_H_31 : 0.00688796 + s_lower_bl_H_1 : 0.00654918 + s_lower_bl_H_2 : 0.00637437 +Epoch: 20 | Train Loss: 2.10283 | Test Loss: 2.11765 | analysis_confidence: 0.135072 | CL: 0.0250415 | ln_CD: 0.0516884 | CM: 0.00468164 | Top_Xtr: 0.0227637 | Bot_Xtr: 0.0263662 +Loss contributors: + s_ln_CD : 0.662921 + s_CL 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0.130734 | CL: 0.0246666 | ln_CD: 0.0483106 | CM: 0.00394974 | Top_Xtr: 0.0212644 | Bot_Xtr: 0.0245519 +Loss contributors: + s_ln_CD : 0.690267 + s_CL : 0.48836 + s_CM : 0.239963 + s_analysis_confidence : 0.192669 + s_Bot_Xtr : 0.0345728 + s_Top_Xtr : 0.023174 + s_lower_bl_H_31 : 0.00626897 + s_lower_bl_H_2 : 0.00619148 + s_upper_bl_H_31 : 0.00615695 + s_lower_bl_H_1 : 0.00596896 +Epoch: 30 | Train Loss: 1.94406 | Test Loss: 2.02507 | analysis_confidence: 0.129513 | CL: 0.0253609 | ln_CD: 0.0510554 | CM: 0.00415749 | Top_Xtr: 0.021261 | Bot_Xtr: 0.024691 +Loss contributors: + s_ln_CD : 0.660012 + s_CL : 0.490215 + s_CM : 0.245115 + s_analysis_confidence : 0.193295 + s_Bot_Xtr : 0.0365866 + s_Top_Xtr : 0.0254045 + s_lower_bl_H_2 : 0.0062051 + s_lower_bl_H_31 : 0.00610943 + s_upper_bl_H_31 : 0.00606379 + s_lower_bl_H_1 : 0.00577317 +Epoch: 31 | Train Loss: 1.93219 | Test Loss: 2.03282 | analysis_confidence: 0.127533 | CL: 0.0257795 | ln_CD: 0.0501473 | CM: 0.0041885 | Top_Xtr: 0.0207348 | Bot_Xtr: 0.0235895 +Loss contributors: + s_ln_CD : 0.665604 + s_CL : 0.501041 + s_CM : 0.244128 + s_analysis_confidence : 0.192778 + s_Bot_Xtr : 0.0336516 + s_Top_Xtr : 0.0220273 + s_lower_bl_H_2 : 0.00610717 + s_upper_bl_H_31 : 0.0060587 + s_lower_bl_H_31 : 0.00603629 + s_lower_bl_H_1 : 0.0056871 +Epoch: 32 | Train Loss: 1.9201 | Test Loss: 1.97354 | analysis_confidence: 0.133855 | CL: 0.0243521 | ln_CD: 0.0498978 | CM: 0.00404867 | Top_Xtr: 0.0208427 | Bot_Xtr: 0.0241486 +Loss contributors: + s_ln_CD : 0.626077 + s_CL : 0.485194 + s_CM : 0.239607 + s_analysis_confidence : 0.194924 + s_Bot_Xtr : 0.0338847 + s_Top_Xtr : 0.0216477 + s_lower_bl_H_31 : 0.0061832 + s_lower_bl_H_2 : 0.00615412 + s_upper_bl_H_31 : 0.00593084 + s_lower_bl_H_1 : 0.00573676 +Epoch: 33 | Train Loss: 1.91158 | Test Loss: 2.06282 | analysis_confidence: 0.129152 | CL: 0.0280822 | ln_CD: 0.051894 | CM: 0.00436178 | Top_Xtr: 0.0230897 | Bot_Xtr: 0.0275326 +Loss contributors: + s_ln_CD : 0.669053 + s_CL : 0.51866 + s_CM : 0.246048 + s_analysis_confidence : 0.193223 + s_Bot_Xtr : 0.0352571 + s_Top_Xtr : 0.0231409 + s_lower_bl_H_2 : 0.00616962 + s_lower_bl_H_31 : 0.00613767 + s_lower_bl_H_1 : 0.00593846 + s_upper_bl_H_31 : 0.00593467 +Epoch: 34 | Train Loss: 1.90139 | Test Loss: 1.96295 | analysis_confidence: 0.133811 | CL: 0.0242535 | ln_CD: 0.0493867 | CM: 0.00411327 | Top_Xtr: 0.0199789 | Bot_Xtr: 0.0231405 +Loss contributors: + s_ln_CD : 0.622926 + s_CL : 0.484976 + s_CM : 0.241099 + s_analysis_confidence : 0.192906 + s_Bot_Xtr : 0.0337132 + s_Top_Xtr : 0.0212774 + s_lower_bl_H_2 : 0.00605503 + s_lower_bl_H_31 : 0.00591273 + s_upper_bl_H_31 : 0.00575686 + s_lower_bl_H_1 : 0.00570453 +Epoch: 35 | Train Loss: 1.89264 | Test Loss: 1.94232 | analysis_confidence: 0.131917 | CL: 0.0248533 | ln_CD: 0.0476496 | CM: 0.00396678 | Top_Xtr: 0.0206654 | Bot_Xtr: 0.0239594 +Loss contributors: + s_ln_CD : 0.606298 + s_CL : 0.481313 + s_CM : 0.235034 + s_analysis_confidence : 0.194614 + s_Bot_Xtr : 0.0350255 + s_Top_Xtr : 0.0247324 + s_lower_bl_H_2 : 0.00608107 + s_lower_bl_H_31 : 0.00599691 + s_upper_bl_H_31 : 0.00587277 + s_lower_bl_H_1 : 0.00561996 +Epoch: 36 | Train Loss: 1.87959 | Test Loss: 1.94529 | analysis_confidence: 0.133592 | CL: 0.0237798 | ln_CD: 0.0493792 | CM: 0.00416291 | Top_Xtr: 0.0204456 | Bot_Xtr: 0.0232629 +Loss contributors: + s_ln_CD : 0.621225 + s_CL : 0.47102 + s_CM : 0.242022 + s_analysis_confidence : 0.192465 + s_Bot_Xtr : 0.0343406 + s_Top_Xtr : 0.0219645 + s_lower_bl_H_2 : 0.00603716 + s_lower_bl_H_31 : 0.00585914 + s_upper_bl_H_31 : 0.00579281 + s_lower_bl_H_1 : 0.00575593 +Epoch: 37 | Train Loss: 1.8719 | Test Loss: 1.91511 | analysis_confidence: 0.133156 | CL: 0.023518 | ln_CD: 0.0526121 | CM: 0.00390912 | Top_Xtr: 0.019746 | Bot_Xtr: 0.0232248 +Loss contributors: + s_ln_CD : 0.613098 + s_CL : 0.466455 + s_CM : 0.227665 + s_analysis_confidence : 0.191756 + s_Bot_Xtr : 0.0338615 + s_Top_Xtr : 0.0217488 + s_lower_bl_H_2 : 0.00597352 + s_lower_bl_H_31 : 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40 | Train Loss: 1.84618 | Test Loss: 1.87906 | analysis_confidence: 0.125802 | CL: 0.0235654 | ln_CD: 0.046744 | CM: 0.00378788 | Top_Xtr: 0.0224111 | Bot_Xtr: 0.0251399 +Loss contributors: + s_ln_CD : 0.586775 + s_CL : 0.464798 + s_CM : 0.224126 + s_analysis_confidence : 0.190304 + s_Bot_Xtr : 0.0349071 + s_Top_Xtr : 0.0230681 + s_lower_bl_H_2 : 0.00596049 + s_upper_bl_H_31 : 0.00580691 + s_lower_bl_H_31 : 0.00576 + s_lower_bl_H_1 : 0.00571746 +Epoch: 41 | Train Loss: 1.84113 | Test Loss: 1.91578 | analysis_confidence: 0.127668 | CL: 0.0242201 | ln_CD: 0.0497101 | CM: 0.00382812 | Top_Xtr: 0.0198222 | Bot_Xtr: 0.0219976 +Loss contributors: + s_ln_CD : 0.630627 + s_CL : 0.468937 + s_CM : 0.223147 + s_analysis_confidence : 0.190528 + s_Bot_Xtr : 0.0308457 + s_Top_Xtr : 0.0203993 + s_lower_bl_H_2 : 0.00598427 + s_lower_bl_H_1 : 0.00560666 + s_lower_bl_H_31 : 0.00554123 + s_upper_bl_H_31 : 0.00542358 +Epoch: 42 | Train Loss: 1.83348 | Test Loss: 1.92144 | analysis_confidence: 0.125965 | 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0.00551293 + s_lower_bl_H_1 : 0.00542911 + s_upper_bl_H_31 : 0.00541665 +Epoch: 51 | Train Loss: 1.76806 | Test Loss: 1.86745 | analysis_confidence: 0.130329 | CL: 0.0224412 | ln_CD: 0.0461424 | CM: 0.00358832 | Top_Xtr: 0.0187009 | Bot_Xtr: 0.0219269 +Loss contributors: + s_ln_CD : 0.622461 + s_CL : 0.455089 + s_CM : 0.2132 + s_analysis_confidence : 0.189428 + s_Bot_Xtr : 0.0301302 + s_Top_Xtr : 0.0191412 + s_lower_bl_H_2 : 0.00594675 + s_lower_bl_H_1 : 0.00568947 + s_lower_bl_H_31 : 0.00529951 + s_upper_bl_H_31 : 0.00526084 +Epoch: 52 | Train Loss: 1.76437 | Test Loss: 1.82955 | analysis_confidence: 0.126517 | CL: 0.0230287 | ln_CD: 0.0441871 | CM: 0.00361857 | Top_Xtr: 0.018976 | Bot_Xtr: 0.02196 +Loss contributors: + s_ln_CD : 0.58012 + s_CL : 0.462017 + s_CM : 0.214738 + s_analysis_confidence : 0.188582 + s_Bot_Xtr : 0.0296976 + s_Top_Xtr : 0.0190256 + s_lower_bl_H_2 : 0.00590723 + s_lower_bl_H_1 : 0.0055524 + s_upper_bl_H_31 : 0.00525915 + s_lower_bl_H_31 : 0.00515663 +Epoch: 53 | Train Loss: 1.76062 | Test Loss: 1.82126 | analysis_confidence: 0.131166 | CL: 0.0226383 | ln_CD: 0.0477935 | CM: 0.00363851 | Top_Xtr: 0.0190033 | Bot_Xtr: 0.022208 +Loss contributors: + s_ln_CD : 0.584045 + s_CL : 0.449089 + s_CM : 0.213502 + s_analysis_confidence : 0.189718 + s_Bot_Xtr : 0.0294283 + s_Top_Xtr : 0.0190045 + s_lower_bl_H_2 : 0.00599419 + s_lower_bl_H_1 : 0.00562134 + s_upper_bl_H_31 : 0.0051443 + s_lower_bl_H_31 : 0.00513734 +Epoch: 54 | Train Loss: 1.75179 | Test Loss: 1.81733 | analysis_confidence: 0.127446 | CL: 0.0223785 | ln_CD: 0.0448418 | CM: 0.00354762 | Top_Xtr: 0.0182824 | Bot_Xtr: 0.0210517 +Loss contributors: + s_ln_CD : 0.583807 + s_CL : 0.45305 + s_CM : 0.211474 + s_analysis_confidence : 0.18859 + s_Bot_Xtr : 0.0292411 + s_Top_Xtr : 0.0189359 + s_lower_bl_H_2 : 0.00578212 + s_lower_bl_H_1 : 0.00539688 + s_upper_bl_H_31 : 0.00514805 + s_lower_bl_H_31 : 0.00513552 +Epoch: 55 | Train Loss: 1.74837 | Test Loss: 1.82948 | analysis_confidence: 0.12596 | CL: 0.0235771 | ln_CD: 0.0432993 | CM: 0.00370818 | Top_Xtr: 0.0195191 | Bot_Xtr: 0.0219253 +Loss contributors: + s_ln_CD : 0.575771 + s_CL : 0.459278 + s_CM : 0.212112 + s_analysis_confidence : 0.187947 + s_Bot_Xtr : 0.0342589 + s_Top_Xtr : 0.0242422 + s_lower_bl_H_2 : 0.00583671 + s_lower_bl_H_1 : 0.00536332 + s_upper_bl_H_31 : 0.0050963 + s_lower_bl_H_31 : 0.00508952 +Epoch: 56 | Train Loss: 1.7428 | Test Loss: 1.89664 | analysis_confidence: 0.126452 | CL: 0.0238118 | ln_CD: 0.0489386 | CM: 0.00382777 | Top_Xtr: 0.0192884 | Bot_Xtr: 0.0217383 +Loss contributors: + s_ln_CD : 0.605037 + s_CL : 0.482963 + s_CM : 0.227626 + s_analysis_confidence : 0.188736 + s_Bot_Xtr : 0.0291054 + s_Top_Xtr : 0.0188386 + s_lower_bl_H_2 : 0.00595551 + s_lower_bl_H_1 : 0.0057522 + s_lower_bl_H_31 : 0.00543884 + s_upper_bl_H_31 : 0.00528755 +Epoch: 57 | Train Loss: 1.73855 | Test Loss: 1.80703 | analysis_confidence: 0.122809 | CL: 0.0226981 | ln_CD: 0.0466843 | CM: 0.00357623 | Top_Xtr: 0.0216815 | Bot_Xtr: 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s_lower_bl_H_31 : 0.00509531 + s_lower_bl_H_1 : 0.00504447 +Epoch: 64 | Train Loss: 1.69732 | Test Loss: 1.83419 | analysis_confidence: 0.125607 | CL: 0.0230986 | ln_CD: 0.0464581 | CM: 0.0036256 | Top_Xtr: 0.0195363 | Bot_Xtr: 0.0224804 +Loss contributors: + s_ln_CD : 0.580491 + s_CL : 0.463979 + s_CM : 0.214303 + s_analysis_confidence : 0.187698 + s_Bot_Xtr : 0.0294242 + s_Top_Xtr : 0.0186881 + s_lower_bl_H_2 : 0.00568112 + s_lower_bl_H_1 : 0.0055208 + s_upper_bl_H_31 : 0.00507777 + s_lower_bl_H_31 : 0.00501796 +Epoch: 65 | Train Loss: 1.69388 | Test Loss: 1.82356 | analysis_confidence: 0.124543 | CL: 0.0229772 | ln_CD: 0.0440395 | CM: 0.00349574 | Top_Xtr: 0.0176205 | Bot_Xtr: 0.0205542 +Loss contributors: + s_ln_CD : 0.585695 + s_CL : 0.463105 + s_CM : 0.208502 + s_analysis_confidence : 0.188263 + s_Bot_Xtr : 0.029001 + s_Top_Xtr : 0.0185451 + s_lower_bl_H_2 : 0.00544028 + s_upper_bl_H_31 : 0.00519742 + s_lower_bl_H_31 : 0.00514587 + s_lower_bl_H_1 : 0.00500039 +Epoch: 66 | Train Loss: 1.68808 | Test Loss: 1.78007 | analysis_confidence: 0.123307 | CL: 0.022995 | ln_CD: 0.0461516 | CM: 0.00372635 | Top_Xtr: 0.0203641 | Bot_Xtr: 0.0232824 +Loss contributors: + s_ln_CD : 0.566766 + s_CL : 0.446039 + s_CM : 0.211408 + s_analysis_confidence : 0.187769 + s_Bot_Xtr : 0.0285417 + s_Top_Xtr : 0.0186013 + s_lower_bl_H_2 : 0.00540242 + s_lower_bl_H_1 : 0.00501112 + s_upper_bl_H_31 : 0.00491219 + s_lower_bl_H_31 : 0.00489655 +Epoch: 67 | Train Loss: 1.68319 | Test Loss: 1.80028 | analysis_confidence: 0.121915 | CL: 0.0233534 | ln_CD: 0.0430232 | CM: 0.00373509 | Top_Xtr: 0.0185744 | Bot_Xtr: 0.0215356 +Loss contributors: + s_ln_CD : 0.577262 + s_CL : 0.451306 + s_CM : 0.21421 + s_analysis_confidence : 0.189727 + s_Bot_Xtr : 0.0278741 + s_Top_Xtr : 0.0181742 + s_lower_bl_H_2 : 0.00535401 + s_upper_bl_H_31 : 0.00502682 + s_lower_bl_H_1 : 0.00491413 + s_lower_bl_H_31 : 0.00490776 +Epoch: 68 | Train Loss: 1.67848 | Test Loss: 1.76557 | analysis_confidence: 0.128047 | CL: 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79 | Train Loss: 1.62577 | Test Loss: 1.72623 | analysis_confidence: 0.126601 | CL: 0.0219486 | ln_CD: 0.0428821 | CM: 0.00345649 | Top_Xtr: 0.0175631 | Bot_Xtr: 0.0200345 +Loss contributors: + s_ln_CD : 0.551927 + s_CL : 0.433136 + s_CM : 0.197487 + s_analysis_confidence : 0.187838 + s_Bot_Xtr : 0.0267292 + s_Top_Xtr : 0.0169807 + s_lower_bl_H_31 : 0.00479829 + s_upper_bl_H_31 : 0.00477479 + s_lower_bl_H_2 : 0.00476232 + s_lower_bl_H_1 : 0.00474377 +Epoch: 80 | Train Loss: 1.62334 | Test Loss: 1.79954 | analysis_confidence: 0.124671 | CL: 0.0215469 | ln_CD: 0.0550238 | CM: 0.00352217 | Top_Xtr: 0.0195841 | Bot_Xtr: 0.0222522 +Loss contributors: + s_ln_CD : 0.611081 + s_CL : 0.434041 + s_CM : 0.206863 + s_analysis_confidence : 0.187552 + s_Bot_Xtr : 0.0284097 + s_Top_Xtr : 0.0185721 + s_upper_bl_H_31 : 0.00478026 + s_lower_bl_H_2 : 0.00473142 + s_lower_bl_H_1 : 0.0047279 + s_lower_bl_H_3 : 0.00472635 +Epoch: 81 | Train Loss: 1.62034 | Test Loss: 1.73874 | analysis_confidence: 0.124851 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0.0220368 | ln_CD: 0.0435029 | CM: 0.00380749 | Top_Xtr: 0.0162896 | Bot_Xtr: 0.0186113 +Loss contributors: + s_ln_CD : 0.557793 + s_CL : 0.422107 + s_CM : 0.206193 + s_analysis_confidence : 0.185775 + s_Bot_Xtr : 0.0253547 + s_Top_Xtr : 0.0161592 + s_upper_bl_H_31 : 0.00466371 + s_lower_bl_H_2 : 0.00462089 + s_lower_bl_H_31 : 0.00456482 + s_lower_bl_H_3 : 0.00449548 +Epoch: 108 | Train Loss: 1.52449 | Test Loss: 1.73465 | analysis_confidence: 0.126215 | CL: 0.0219261 | ln_CD: 0.0453552 | CM: 0.00357989 | Top_Xtr: 0.0166507 | Bot_Xtr: 0.0196646 +Loss contributors: + s_ln_CD : 0.567611 + s_CL : 0.43146 + s_CM : 0.199102 + s_analysis_confidence : 0.186359 + s_Bot_Xtr : 0.0269016 + s_Top_Xtr : 0.016816 + s_lower_bl_H_1 : 0.00478169 + s_lower_bl_H_2 : 0.00474005 + s_lower_bl_H_3 : 0.0046889 + s_lower_bl_H_31 : 0.00465927 +Epoch: 109 | Train Loss: 1.51824 | Test Loss: 1.73949 | analysis_confidence: 0.123416 | CL: 0.0231221 | ln_CD: 0.0450711 | CM: 0.00348927 | Top_Xtr: 0.0182492 | Bot_Xtr: 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0.0046914 + s_lower_bl_H_3 : 0.00454488 + s_lower_bl_H_31 : 0.00451308 +Epoch: 116 | Train Loss: 1.50099 | Test Loss: 1.6423 | analysis_confidence: 0.123794 | CL: 0.0208979 | ln_CD: 0.041215 | CM: 0.00329434 | Top_Xtr: 0.0172596 | Bot_Xtr: 0.0197118 +Loss contributors: + s_ln_CD : 0.517393 + s_CL : 0.414327 + s_CM : 0.187388 + s_analysis_confidence : 0.185105 + s_Bot_Xtr : 0.026533 + s_Top_Xtr : 0.0174659 + s_lower_bl_H_2 : 0.00457165 + s_lower_bl_H_1 : 0.00451474 + s_upper_bl_H_31 : 0.00449637 + s_lower_bl_H_31 : 0.00445048 +Epoch: 117 | Train Loss: 1.49733 | Test Loss: 1.67724 | analysis_confidence: 0.125808 | CL: 0.0220664 | ln_CD: 0.0402813 | CM: 0.00340279 | Top_Xtr: 0.016302 | Bot_Xtr: 0.0189781 +Loss contributors: + s_ln_CD : 0.528569 + s_CL : 0.427926 + s_CM : 0.194216 + s_analysis_confidence : 0.186446 + s_Bot_Xtr : 0.02636 + s_Top_Xtr : 0.0170146 + s_lower_bl_H_2 : 0.00466628 + s_lower_bl_H_1 : 0.00458864 + s_lower_bl_H_31 : 0.00452166 + s_upper_bl_H_31 : 0.00451817 +Epoch: 118 | Train Loss: 1.4924 | Test Loss: 1.70262 | analysis_confidence: 0.126208 | CL: 0.0228123 | ln_CD: 0.0463544 | CM: 0.00348819 | Top_Xtr: 0.0161256 | Bot_Xtr: 0.0189894 +Loss contributors: + s_ln_CD : 0.553946 + s_CL : 0.429877 + s_CM : 0.196912 + s_analysis_confidence : 0.18544 + s_Bot_Xtr : 0.025494 + s_Top_Xtr : 0.0157535 + s_lower_bl_H_2 : 0.00462911 + s_lower_bl_H_1 : 0.00454909 + s_upper_bl_H_31 : 0.0045101 + s_lower_bl_H_31 : 0.00444821 +Epoch: 119 | Train Loss: 1.49043 | Test Loss: 1.72571 | analysis_confidence: 0.125326 | CL: 0.0224925 | ln_CD: 0.046809 | CM: 0.00342121 | Top_Xtr: 0.0172457 | Bot_Xtr: 0.0203232 +Loss contributors: + s_ln_CD : 0.564158 + s_CL : 0.439333 + s_CM : 0.195406 + s_analysis_confidence : 0.185529 + s_Bot_Xtr : 0.0262281 + s_Top_Xtr : 0.0168892 + s_upper_bl_H_31 : 0.00471257 + s_lower_bl_H_2 : 0.00463894 + s_lower_bl_H_31 : 0.00456144 + s_lower_bl_H_1 : 0.00452785 +Epoch: 120 | Train Loss: 1.488 | Test Loss: 1.73399 | analysis_confidence: 0.127423 | CL: 0.0231781 | ln_CD: 0.044189 | CM: 0.00353441 | Top_Xtr: 0.0165447 | Bot_Xtr: 0.0190173 +Loss contributors: + s_ln_CD : 0.582992 + s_CL : 0.432669 + s_CM : 0.196022 + s_analysis_confidence : 0.18556 + s_Bot_Xtr : 0.0259805 + s_Top_Xtr : 0.0167386 + s_lower_bl_H_31 : 0.00464135 + s_upper_bl_H_31 : 0.00461795 + s_lower_bl_H_2 : 0.00455425 + s_lower_bl_H_3 : 0.00447647 +Epoch: 121 | Train Loss: 1.48703 | Test Loss: 1.70543 | analysis_confidence: 0.124902 | CL: 0.0227682 | ln_CD: 0.0430325 | CM: 0.00341274 | Top_Xtr: 0.0168261 | Bot_Xtr: 0.0192912 +Loss contributors: + s_ln_CD : 0.561342 + s_CL : 0.427655 + s_CM : 0.190527 + s_analysis_confidence : 0.185618 + s_Bot_Xtr : 0.0257634 + s_Top_Xtr : 0.0163577 + s_lower_bl_H_2 : 0.00470317 + s_lower_bl_H_31 : 0.00457411 + s_lower_bl_H_1 : 0.00452216 + s_upper_bl_H_31 : 0.00451348 +Epoch: 122 | Train Loss: 1.48255 | Test Loss: 1.70673 | analysis_confidence: 0.124917 | CL: 0.0216182 | ln_CD: 0.0453972 | CM: 0.0034019 | Top_Xtr: 0.0175591 | Bot_Xtr: 0.0199157 +Loss contributors: + s_ln_CD : 0.56178 + s_CL : 0.426965 + s_CM : 0.19415 + s_analysis_confidence : 0.185405 + s_Bot_Xtr : 0.0258168 + s_Top_Xtr : 0.0170808 + s_lower_bl_H_2 : 0.00482488 + s_lower_bl_H_1 : 0.004656 + s_upper_bl_H_31 : 0.00452625 + s_lower_bl_H_31 : 0.00452106 +Epoch: 123 | Train Loss: 1.48131 | Test Loss: 1.69955 | analysis_confidence: 0.127182 | CL: 0.0229592 | ln_CD: 0.0422245 | CM: 0.00347348 | Top_Xtr: 0.0166819 | Bot_Xtr: 0.0194494 +Loss contributors: + s_ln_CD : 0.54558 + s_CL : 0.435593 + s_CM : 0.196629 + s_analysis_confidence : 0.186066 + s_Bot_Xtr : 0.0253394 + s_Top_Xtr : 0.0163009 + s_upper_bl_H_31 : 0.00465182 + s_lower_bl_H_2 : 0.00455799 + s_lower_bl_H_31 : 0.00450421 + s_lower_bl_H_3 : 0.00445961 +Epoch: 124 | Train Loss: 1.4774 | Test Loss: 1.67876 | analysis_confidence: 0.125309 | CL: 0.0225253 | ln_CD: 0.0424321 | CM: 0.00339928 | Top_Xtr: 0.0163142 | Bot_Xtr: 0.0186606 +Loss contributors: + s_ln_CD : 0.539006 + s_CL : 0.428239 + s_CM : 0.191024 + s_analysis_confidence : 0.185421 + s_Bot_Xtr : 0.0254476 + s_Top_Xtr : 0.0161763 + s_lower_bl_H_2 : 0.0045437 + s_upper_bl_H_31 : 0.00451555 + s_lower_bl_H_31 : 0.00446715 + s_lower_bl_H_1 : 0.00443956 +Epoch: 125 | Train Loss: 1.47369 | Test Loss: 1.6834 | analysis_confidence: 0.124216 | CL: 0.0226818 | ln_CD: 0.0406239 | CM: 0.00333362 | Top_Xtr: 0.0168032 | Bot_Xtr: 0.0191255 +Loss contributors: + s_ln_CD : 0.531443 + s_CL : 0.437942 + s_CM : 0.192341 + s_analysis_confidence : 0.184915 + s_Bot_Xtr : 0.025049 + s_Top_Xtr : 0.0164709 + s_lower_bl_H_2 : 0.00467024 + s_lower_bl_H_1 : 0.00452918 + s_upper_bl_H_31 : 0.00448971 + s_lower_bl_H_31 : 0.00446864 +Epoch: 126 | Train Loss: 1.47207 | Test Loss: 1.68992 | analysis_confidence: 0.119423 | CL: 0.021484 | ln_CD: 0.0430877 | CM: 0.00347348 | Top_Xtr: 0.0174155 | Bot_Xtr: 0.0196454 +Loss contributors: + s_ln_CD : 0.551672 + s_CL : 0.422534 + s_CM : 0.195174 + s_analysis_confidence : 0.186072 + s_Bot_Xtr : 0.0254093 + s_Top_Xtr : 0.0163859 + s_lower_bl_H_2 : 0.004518 + s_upper_bl_H_31 : 0.0044777 + s_lower_bl_H_3 : 0.00447303 + s_lower_bl_H_1 : 0.00441789 +Epoch: 127 | Train Loss: 1.47022 | Test Loss: 1.70421 | analysis_confidence: 0.122677 | CL: 0.0226671 | ln_CD: 0.0463034 | CM: 0.00363434 | Top_Xtr: 0.0172806 | Bot_Xtr: 0.0195601 +Loss contributors: + s_ln_CD : 0.55031 + s_CL : 0.42852 + s_CM : 0.199266 + s_analysis_confidence : 0.185774 + s_Bot_Xtr : 0.0266824 + s_Top_Xtr : 0.0180533 + s_upper_bl_H_31 : 0.00469987 + s_lower_bl_H_2 : 0.00463182 + s_lower_bl_H_31 : 0.00453343 + s_lower_bl_H_1 : 0.00445108 +Epoch: 128 | Train Loss: 1.46501 | Test Loss: 1.68947 | analysis_confidence: 0.127866 | CL: 0.0219048 | ln_CD: 0.0411225 | CM: 0.00342647 | Top_Xtr: 0.0178733 | Bot_Xtr: 0.0200837 +Loss contributors: + s_ln_CD : 0.533451 + s_CL : 0.434003 + s_CM : 0.197367 + s_analysis_confidence : 0.186849 + s_Bot_Xtr : 0.0256434 + s_Top_Xtr : 0.0167197 + s_lower_bl_H_2 : 0.00464316 + s_lower_bl_H_31 : 0.00455484 + s_lower_bl_H_1 : 0.00450338 + s_lower_bl_H_3 : 0.00449038 +Epoch: 129 | Train Loss: 1.46147 | Test Loss: 1.72167 | analysis_confidence: 0.125219 | CL: 0.0213481 | ln_CD: 0.0514129 | CM: 0.00340005 | Top_Xtr: 0.0167243 | Bot_Xtr: 0.0192937 +Loss contributors: + s_ln_CD : 0.571124 + s_CL : 0.423413 + s_CM : 0.195437 + s_analysis_confidence : 0.185906 + s_Bot_Xtr : 0.0271182 + s_Top_Xtr : 0.018266 + s_lower_bl_H_2 : 0.0045783 + s_upper_bl_H_31 : 0.00454759 + s_lower_bl_H_31 : 0.00453132 + s_lower_bl_H_1 : 0.00446161 +Epoch: 130 | Train Loss: 1.4612 | Test Loss: 1.65846 | analysis_confidence: 0.125482 | CL: 0.0221035 | ln_CD: 0.0416933 | CM: 0.00338193 | Top_Xtr: 0.0167232 | Bot_Xtr: 0.0193357 +Loss contributors: + s_ln_CD : 0.524202 + s_CL : 0.42415 + s_CM : 0.190552 + s_analysis_confidence : 0.184797 + s_Bot_Xtr : 0.0254278 + s_Top_Xtr : 0.0163779 + s_upper_bl_H_31 : 0.00451543 + s_lower_bl_H_3 : 0.00450896 + s_lower_bl_H_2 : 0.00449422 + s_lower_bl_H_1 : 0.00446829 +Epoch: 131 | Train Loss: 1.46015 | Test Loss: 1.68475 | analysis_confidence: 0.123843 | CL: 0.0211113 | ln_CD: 0.0408409 | CM: 0.0033327 | Top_Xtr: 0.0159801 | Bot_Xtr: 0.0185584 +Loss contributors: + s_ln_CD : 0.551432 + s_CL : 0.425193 + s_CM : 0.189795 + s_analysis_confidence : 0.184751 + s_Bot_Xtr : 0.0256576 + s_Top_Xtr : 0.0162442 + s_lower_bl_H_2 : 0.00462368 + s_lower_bl_H_1 : 0.00445337 + s_upper_bl_H_31 : 0.00443678 + s_lower_bl_H_31 : 0.00441436 +Epoch: 132 | Train Loss: 1.45799 | Test Loss: 1.67392 | analysis_confidence: 0.125834 | CL: 0.0209627 | ln_CD: 0.0404056 | CM: 0.0035462 | Top_Xtr: 0.0174814 | Bot_Xtr: 0.0201895 +Loss contributors: + s_ln_CD : 0.539647 + s_CL : 0.416667 + s_CM : 0.196326 + s_analysis_confidence : 0.185581 + s_Bot_Xtr : 0.025827 + s_Top_Xtr : 0.0166223 + s_lower_bl_H_2 : 0.00453091 + s_lower_bl_H_1 : 0.0044948 + s_upper_bl_H_31 : 0.00444658 + s_lower_bl_H_3 : 0.00439791 +Epoch: 133 | Train Loss: 1.45654 | Test Loss: 1.67429 | analysis_confidence: 0.124976 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CM: 0.00327531 | Top_Xtr: 0.0170207 | Bot_Xtr: 0.0197574 +Loss contributors: + s_ln_CD : 0.532202 + s_CL : 0.425615 + s_CM : 0.187149 + s_analysis_confidence : 0.184994 + s_Bot_Xtr : 0.0246509 + s_Top_Xtr : 0.0160209 + s_lower_bl_H_2 : 0.00444904 + s_lower_bl_H_3 : 0.00433944 + s_upper_bl_H_31 : 0.00430162 + s_lower_bl_H_31 : 0.00427886 +Epoch: 175 | Train Loss: 1.3706 | Test Loss: 1.68887 | analysis_confidence: 0.12282 | CL: 0.021867 | ln_CD: 0.0430676 | CM: 0.00352428 | Top_Xtr: 0.0155616 | Bot_Xtr: 0.0179617 +Loss contributors: + s_ln_CD : 0.551217 + s_CL : 0.427827 + s_CM : 0.199692 + s_analysis_confidence : 0.185215 + s_Bot_Xtr : 0.0257606 + s_Top_Xtr : 0.0163258 + s_lower_bl_H_2 : 0.00458197 + s_upper_bl_H_31 : 0.00452186 + s_lower_bl_H_1 : 0.00438472 + s_lower_bl_H_31 : 0.00434454 +Epoch: 176 | Train Loss: 1.3699 | Test Loss: 1.62526 | analysis_confidence: 0.122763 | CL: 0.0220087 | ln_CD: 0.0408716 | CM: 0.00359883 | Top_Xtr: 0.0155288 | Bot_Xtr: 0.0176903 +Loss contributors: + 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0.00441961 + s_lower_bl_H_31 : 0.00431956 + s_lower_bl_H_3 : 0.00431309 + s_upper_bl_H_31 : 0.0042889 +Epoch: 181 | Train Loss: 1.36064 | Test Loss: 1.62881 | analysis_confidence: 0.121692 | CL: 0.0204407 | ln_CD: 0.0423194 | CM: 0.00324119 | Top_Xtr: 0.0181417 | Bot_Xtr: 0.0198938 +Loss contributors: + s_ln_CD : 0.532841 + s_CL : 0.407554 + s_CM : 0.185708 + s_analysis_confidence : 0.185192 + s_Bot_Xtr : 0.024813 + s_Top_Xtr : 0.0162569 + s_lower_bl_H_2 : 0.00434163 + s_lower_bl_H_3 : 0.00433847 + s_lower_bl_H_1 : 0.00424034 + s_upper_bl_H_31 : 0.00423551 +Epoch: 182 | Train Loss: 1.35849 | Test Loss: 1.69783 | analysis_confidence: 0.123738 | CL: 0.0221033 | ln_CD: 0.0552997 | CM: 0.00329484 | Top_Xtr: 0.0156952 | Bot_Xtr: 0.0180151 +Loss contributors: + s_ln_CD : 0.589438 + s_CL : 0.419415 + s_CM : 0.188333 + s_analysis_confidence : 0.184498 + s_Bot_Xtr : 0.0240801 + s_Top_Xtr : 0.0153996 + s_lower_bl_H_31 : 0.00436639 + s_lower_bl_H_2 : 0.0043608 + s_upper_bl_H_31 : 0.00432124 + s_lower_bl_H_3 : 0.00429817 +Epoch: 183 | Train Loss: 1.35813 | Test Loss: 1.64633 | analysis_confidence: 0.121795 | CL: 0.0215649 | ln_CD: 0.0434907 | CM: 0.00329638 | Top_Xtr: 0.0168346 | Bot_Xtr: 0.0199459 +Loss contributors: + s_ln_CD : 0.530727 + s_CL : 0.419083 + s_CM : 0.186497 + s_analysis_confidence : 0.184227 + s_Bot_Xtr : 0.0244112 + s_Top_Xtr : 0.0154768 + s_lower_bl_H_2 : 0.00469202 + s_upper_bl_H_31 : 0.00443187 + s_lower_bl_H_1 : 0.00440823 + s_lower_bl_H_31 : 0.00439282 +Epoch: 184 | Train Loss: 1.35415 | Test Loss: 1.61804 | analysis_confidence: 0.123011 | CL: 0.020921 | ln_CD: 0.0417824 | CM: 0.0033161 | Top_Xtr: 0.0151634 | Bot_Xtr: 0.0174852 +Loss contributors: + s_ln_CD : 0.519717 + s_CL : 0.408998 + s_CM : 0.185866 + s_analysis_confidence : 0.183525 + s_Bot_Xtr : 0.0239145 + s_Top_Xtr : 0.0150329 + s_lower_bl_H_3 : 0.00450589 + s_lower_bl_H_2 : 0.00444306 + s_lower_bl_H_1 : 0.00439132 + s_lower_bl_H_31 : 0.00421484 +Epoch: 185 | Train Loss: 1.35348 | Test Loss: 1.69527 | analysis_confidence: 0.125538 | CL: 0.0216781 | ln_CD: 0.0419945 | CM: 0.00342956 | Top_Xtr: 0.0152852 | Bot_Xtr: 0.0175205 +Loss contributors: + s_ln_CD : 0.573466 + s_CL : 0.420597 + s_CM : 0.193719 + s_analysis_confidence : 0.184464 + s_Bot_Xtr : 0.024347 + s_Top_Xtr : 0.0160204 + s_upper_bl_H_31 : 0.004564 + s_lower_bl_H_31 : 0.00440919 + s_lower_bl_H_2 : 0.00440508 + s_lower_bl_H_1 : 0.00432016 +Epoch: 186 | Train Loss: 1.35166 | Test Loss: 1.68015 | analysis_confidence: 0.125793 | CL: 0.0222164 | ln_CD: 0.0423631 | CM: 0.00343261 | Top_Xtr: 0.0161368 | Bot_Xtr: 0.0181344 +Loss contributors: + s_ln_CD : 0.534111 + s_CL : 0.433969 + s_CM : 0.197186 + s_analysis_confidence : 0.184467 + s_Bot_Xtr : 0.026248 + s_Top_Xtr : 0.0176568 + s_upper_bl_H_31 : 0.00453565 + s_lower_bl_H_2 : 0.00446625 + s_lower_bl_H_31 : 0.00444945 + s_lower_bl_H_3 : 0.00438626 +Epoch: 187 | Train Loss: 1.35419 | Test Loss: 1.62086 | analysis_confidence: 0.128282 | CL: 0.0216785 | ln_CD: 0.0406713 | CM: 0.00328559 | Top_Xtr: 0.0150187 | Bot_Xtr: 0.0171499 +Loss contributors: + s_ln_CD : 0.519607 + s_CL : 0.416611 + s_CM : 0.186935 + s_analysis_confidence : 0.184988 + s_Bot_Xtr : 0.0232593 + s_Top_Xtr : 0.0149327 + s_lower_bl_H_3 : 0.0043033 + s_lower_bl_H_2 : 0.0042969 + s_lower_bl_H_1 : 0.00425353 + s_upper_bl_H_31 : 0.00415985 +Epoch: 188 | Train Loss: 1.35121 | Test Loss: 1.63952 | analysis_confidence: 0.128219 | CL: 0.0214669 | ln_CD: 0.0433183 | CM: 0.00332063 | Top_Xtr: 0.0150286 | Bot_Xtr: 0.0172358 +Loss contributors: + s_ln_CD : 0.529138 + s_CL : 0.418422 + s_CM : 0.186239 + s_analysis_confidence : 0.184155 + s_Bot_Xtr : 0.0250968 + s_Top_Xtr : 0.0160885 + s_lower_bl_H_2 : 0.00448298 + s_lower_bl_H_3 : 0.00441211 + s_lower_bl_H_31 : 0.00439061 + s_upper_bl_H_31 : 0.00433848 +Epoch: 189 | Train Loss: 1.34792 | Test Loss: 1.67306 | analysis_confidence: 0.12382 | CL: 0.022621 | ln_CD: 0.046604 | CM: 0.00338545 | Top_Xtr: 0.0151673 | Bot_Xtr: 0.0177988 +Loss contributors: + s_ln_CD : 0.559898 + s_CL : 0.424405 + s_CM : 0.188346 + s_analysis_confidence : 0.183973 + s_Bot_Xtr : 0.024035 + s_Top_Xtr : 0.0149961 + s_lower_bl_H_2 : 0.00443247 + s_lower_bl_H_31 : 0.00438035 + s_upper_bl_H_31 : 0.00431538 + s_lower_bl_H_3 : 0.00428773 +Epoch: 190 | Train Loss: 1.35007 | Test Loss: 1.72448 | analysis_confidence: 0.123075 | CL: 0.0212653 | ln_CD: 0.0471813 | CM: 0.0033494 | Top_Xtr: 0.0161147 | Bot_Xtr: 0.0180853 +Loss contributors: + s_ln_CD : 0.595869 + s_CL : 0.429036 + s_CM : 0.19395 + s_analysis_confidence : 0.184605 + s_Bot_Xtr : 0.023933 + s_Top_Xtr : 0.0153669 + s_lower_bl_H_2 : 0.00454087 + s_lower_bl_H_3 : 0.00449257 + s_lower_bl_H_1 : 0.00439464 + s_lower_bl_H_31 : 0.00431994 +Epoch: 191 | Train Loss: 1.34588 | Test Loss: 1.64551 | analysis_confidence: 0.125909 | CL: 0.0207115 | ln_CD: 0.0446445 | CM: 0.00334222 | Top_Xtr: 0.0161808 | Bot_Xtr: 0.0181916 +Loss contributors: + s_ln_CD : 0.538727 + s_CL : 0.414054 + s_CM : 0.188741 + s_analysis_confidence 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0.00444011 + s_lower_bl_H_1 : 0.00433906 + s_lower_bl_H_3 : 0.00429172 + s_lower_bl_H_0 : 0.00421251 +Epoch: 194 | Train Loss: 1.34278 | Test Loss: 1.65369 | analysis_confidence: 0.126984 | CL: 0.0209716 | ln_CD: 0.0453391 | CM: 0.00330521 | Top_Xtr: 0.0162815 | Bot_Xtr: 0.0190187 +Loss contributors: + s_ln_CD : 0.543685 + s_CL : 0.418074 + s_CM : 0.189986 + s_analysis_confidence : 0.184096 + s_Bot_Xtr : 0.0243001 + s_Top_Xtr : 0.0153068 + s_lower_bl_H_3 : 0.00437635 + s_lower_bl_H_2 : 0.00429999 + s_lower_bl_H_1 : 0.00429748 + s_lower_bl_H_31 : 0.00428391 +Epoch: 195 | Train Loss: 1.34252 | Test Loss: 1.59619 | analysis_confidence: 0.127398 | CL: 0.0212505 | ln_CD: 0.0395985 | CM: 0.00329832 | Top_Xtr: 0.0154743 | Bot_Xtr: 0.017786 +Loss contributors: + s_ln_CD : 0.501177 + s_CL : 0.415771 + s_CM : 0.186174 + s_analysis_confidence : 0.184816 + s_Bot_Xtr : 0.0230765 + s_Top_Xtr : 0.0144282 + s_lower_bl_H_3 : 0.00433548 + s_lower_bl_H_2 : 0.00427975 + s_lower_bl_H_31 : 0.00424531 + s_upper_bl_H_31 : 0.00422641 +Epoch: 196 | Train Loss: 1.33895 | Test Loss: 1.6395 | analysis_confidence: 0.124079 | CL: 0.020717 | ln_CD: 0.0452411 | CM: 0.00332441 | Top_Xtr: 0.0163544 | Bot_Xtr: 0.0188419 +Loss contributors: + s_ln_CD : 0.537358 + s_CL : 0.415127 + s_CM : 0.186127 + s_analysis_confidence : 0.183972 + s_Bot_Xtr : 0.0240683 + s_Top_Xtr : 0.0156241 + s_lower_bl_H_3 : 0.00431144 + s_lower_bl_H_31 : 0.00420739 + s_lower_bl_H_2 : 0.00417663 + s_lower_bl_H_1 : 0.00417238 +Epoch: 197 | Train Loss: 1.3397 | Test Loss: 1.62764 | analysis_confidence: 0.123731 | CL: 0.0207912 | ln_CD: 0.0467655 | CM: 0.0034072 | Top_Xtr: 0.0165655 | Bot_Xtr: 0.0182004 +Loss contributors: + s_ln_CD : 0.530806 + s_CL : 0.410068 + s_CM : 0.188437 + s_analysis_confidence : 0.184076 + s_Bot_Xtr : 0.0238775 + s_Top_Xtr : 0.0156521 + s_lower_bl_H_3 : 0.00432167 + s_upper_bl_H_31 : 0.00424537 + s_lower_bl_H_31 : 0.00422004 + s_lower_bl_H_2 : 0.00418101 +Epoch: 198 | Train Loss: 1.33846 | Test Loss: 1.626 | analysis_confidence: 0.123938 | CL: 0.0215517 | ln_CD: 0.0393401 | CM: 0.00327243 | Top_Xtr: 0.016452 | Bot_Xtr: 0.0179888 +Loss contributors: + s_ln_CD : 0.5235 + s_CL : 0.422673 + s_CM : 0.184889 + s_analysis_confidence : 0.183724 + s_Bot_Xtr : 0.0230628 + s_Top_Xtr : 0.0149339 + s_lower_bl_H_1 : 0.0042619 + s_upper_bl_H_31 : 0.0042445 + s_lower_bl_H_2 : 0.00423866 + s_lower_bl_H_3 : 0.0042313 +Epoch: 199 | Train Loss: 1.33599 | Test Loss: 1.63944 | analysis_confidence: 0.122482 | CL: 0.0218874 | ln_CD: 0.0427423 | CM: 0.00335293 | Top_Xtr: 0.0150963 | Bot_Xtr: 0.0172899 +Loss contributors: + s_ln_CD : 0.524524 + s_CL : 0.425437 + s_CM : 0.189019 + s_analysis_confidence : 0.183857 + s_Bot_Xtr : 0.0230618 + s_Top_Xtr : 0.0147585 + s_lower_bl_H_31 : 0.00448057 + s_lower_bl_H_2 : 0.00440351 + s_upper_bl_H_31 : 0.00433601 + s_lower_bl_H_1 : 0.00429937 +Epoch: 200 | Train Loss: 1.33718 | Test Loss: 1.59197 | analysis_confidence: 0.124772 | CL: 0.021582 | ln_CD: 0.0386062 | CM: 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CM: 0.00334982 | Top_Xtr: 0.0167404 | Bot_Xtr: 0.0194199 +Loss contributors: + s_ln_CD : 0.501415 + s_CL : 0.410792 + s_CM : 0.18416 + s_analysis_confidence : 0.183873 + s_Bot_Xtr : 0.0236748 + s_Top_Xtr : 0.014637 + s_lower_bl_H_31 : 0.004288 + s_lower_bl_H_3 : 0.00428763 + s_upper_bl_H_31 : 0.00428508 + s_lower_bl_H_1 : 0.00417101 +Epoch: 214 | Train Loss: 1.31558 | Test Loss: 1.61073 | analysis_confidence: 0.125567 | CL: 0.0208421 | ln_CD: 0.0393665 | CM: 0.0033413 | Top_Xtr: 0.0147893 | Bot_Xtr: 0.0170095 +Loss contributors: + s_ln_CD : 0.507755 + s_CL : 0.420497 + s_CM : 0.188334 + s_analysis_confidence : 0.183397 + s_Bot_Xtr : 0.0228226 + s_Top_Xtr : 0.0145222 + s_lower_bl_H_3 : 0.00429922 + s_upper_bl_H_31 : 0.00418283 + s_lower_bl_H_31 : 0.00418023 + s_lower_bl_H_1 : 0.00416483 +Epoch: 215 | Train Loss: 1.31549 | Test Loss: 1.61131 | analysis_confidence: 0.128379 | CL: 0.0214951 | ln_CD: 0.0394032 | CM: 0.00319594 | Top_Xtr: 0.0147349 | Bot_Xtr: 0.0171775 +Loss contributors: + 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1.61556 | analysis_confidence: 0.121937 | CL: 0.022655 | ln_CD: 0.0404536 | CM: 0.00346121 | Top_Xtr: 0.0155293 | Bot_Xtr: 0.0178507 +Loss contributors: + s_ln_CD : 0.519626 + s_CL : 0.415209 + s_CM : 0.189183 + s_analysis_confidence : 0.184904 + s_Bot_Xtr : 0.0235524 + s_Top_Xtr : 0.0150431 + s_lower_bl_H_31 : 0.00421565 + s_lower_bl_H_3 : 0.00421316 + s_upper_bl_H_31 : 0.00414068 + s_lower_bl_H_2 : 0.00412857 +Epoch: 238 | Train Loss: 1.29025 | Test Loss: 1.6298 | analysis_confidence: 0.119581 | CL: 0.0217958 | ln_CD: 0.05559 | CM: 0.00326078 | Top_Xtr: 0.0165436 | Bot_Xtr: 0.0182765 +Loss contributors: + s_ln_CD : 0.54394 + s_CL : 0.411764 + s_analysis_confidence : 0.1841 + s_CM : 0.182583 + s_Bot_Xtr : 0.0231622 + s_Top_Xtr : 0.0148469 + s_lower_bl_H_3 : 0.00423171 + s_lower_bl_H_2 : 0.00411722 + s_lower_bl_H_1 : 0.00411628 + s_upper_bl_H_31 : 0.00408157 +Epoch: 239 | Train Loss: 1.2907 | Test Loss: 1.62086 | analysis_confidence: 0.122286 | CL: 0.0224458 | ln_CD: 0.0430891 | CM: 0.00348822 | Top_Xtr: 0.0170451 | Bot_Xtr: 0.019088 +Loss contributors: + s_ln_CD : 0.513255 + s_CL : 0.42061 + s_CM : 0.190251 + s_analysis_confidence : 0.184573 + s_Bot_Xtr : 0.0244614 + s_Top_Xtr : 0.0173277 + s_lower_bl_H_1 : 0.00434693 + s_lower_bl_H_3 : 0.00433544 + s_upper_bl_H_31 : 0.00421863 + s_lower_bl_H_2 : 0.00419792 +Epoch: 240 | Train Loss: 1.29292 | Test Loss: 1.69019 | analysis_confidence: 0.123945 | CL: 0.0212666 | ln_CD: 0.039591 | CM: 0.00335052 | Top_Xtr: 0.0166667 | Bot_Xtr: 0.0201616 +Loss contributors: + s_ln_CD : 0.57007 + s_CL : 0.42975 + s_CM : 0.192198 + s_analysis_confidence : 0.183669 + s_Bot_Xtr : 0.0238597 + s_Top_Xtr : 0.0157926 + s_lower_bl_H_3 : 0.00460696 + s_lower_bl_H_1 : 0.0042722 + s_lower_bl_H_5 : 0.0042173 + s_lower_bl_H_2 : 0.00421427 +Epoch: 241 | Train Loss: 1.28889 | Test Loss: 1.61827 | analysis_confidence: 0.121372 | CL: 0.0206514 | ln_CD: 0.0385635 | CM: 0.00325953 | Top_Xtr: 0.0154553 | Bot_Xtr: 0.0175294 +Loss contributors: + s_ln_CD : 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0.183464 + s_Bot_Xtr : 0.0257188 + s_Top_Xtr : 0.015993 + s_lower_bl_H_31 : 0.0042804 + s_lower_bl_H_3 : 0.0042507 + s_upper_bl_H_31 : 0.00421889 + s_lower_bl_H_2 : 0.00412782 +Epoch: 244 | Train Loss: 1.28784 | Test Loss: 1.66778 | analysis_confidence: 0.123765 | CL: 0.0216985 | ln_CD: 0.0441487 | CM: 0.00332487 | Top_Xtr: 0.0155534 | Bot_Xtr: 0.0176138 +Loss contributors: + s_ln_CD : 0.548008 + s_CL : 0.426481 + s_CM : 0.188851 + s_analysis_confidence : 0.183223 + s_Bot_Xtr : 0.0236689 + s_Top_Xtr : 0.0149374 + s_lower_bl_H_3 : 0.00451532 + s_lower_bl_H_1 : 0.00444303 + s_lower_bl_H_2 : 0.00433213 + s_upper_bl_H_31 : 0.00412804 +Epoch: 245 | Train Loss: 1.28517 | Test Loss: 1.59329 | analysis_confidence: 0.124863 | CL: 0.0210764 | ln_CD: 0.039758 | CM: 0.00327663 | Top_Xtr: 0.0154383 | Bot_Xtr: 0.0175314 +Loss contributors: + s_ln_CD : 0.506766 + s_CL : 0.411877 + s_CM : 0.184297 + s_analysis_confidence : 0.183343 + s_Bot_Xtr : 0.0228986 + s_Top_Xtr : 0.014675 + s_lower_bl_H_3 : 0.00445314 + s_lower_bl_H_1 : 0.00424131 + s_lower_bl_H_2 : 0.00415979 + s_upper_bl_H_31 : 0.00404186 +Epoch: 246 | Train Loss: 1.2838 | Test Loss: 1.59091 | analysis_confidence: 0.12558 | CL: 0.022863 | ln_CD: 0.0393166 | CM: 0.00322455 | Top_Xtr: 0.0154406 | Bot_Xtr: 0.0178072 +Loss contributors: + s_ln_CD : 0.501636 + s_CL : 0.419809 + s_analysis_confidence : 0.183555 + s_CM : 0.182481 + s_Bot_Xtr : 0.0227592 + s_Top_Xtr : 0.0143524 + s_lower_bl_H_3 : 0.00435895 + s_lower_bl_H_1 : 0.00420751 + s_lower_bl_H_2 : 0.00411608 + s_upper_bl_H_31 : 0.00405932 +Epoch: 247 | Train Loss: 1.28365 | Test Loss: 1.63319 | analysis_confidence: 0.124467 | CL: 0.0206028 | ln_CD: 0.0424363 | CM: 0.00333391 | Top_Xtr: 0.0153611 | Bot_Xtr: 0.0170176 +Loss contributors: + s_ln_CD : 0.535203 + s_CL : 0.418368 + s_CM : 0.189262 + s_analysis_confidence : 0.183446 + s_Bot_Xtr : 0.0231041 + s_Top_Xtr : 0.0151257 + s_upper_bl_H_31 : 0.00424055 + s_lower_bl_H_3 : 0.00423771 + s_lower_bl_H_31 : 0.00412535 + s_lower_bl_H_1 : 0.00406516 +Epoch: 248 | Train Loss: 1.28548 | Test Loss: 1.61753 | analysis_confidence: 0.122875 | CL: 0.0206943 | ln_CD: 0.0391158 | CM: 0.00337252 | Top_Xtr: 0.0155743 | Bot_Xtr: 0.0180466 +Loss contributors: + s_ln_CD : 0.52654 + s_CL : 0.412458 + s_CM : 0.184828 + s_analysis_confidence : 0.183049 + s_Bot_Xtr : 0.0241947 + s_Top_Xtr : 0.0159178 + s_lower_bl_H_3 : 0.00420817 + s_lower_bl_H_1 : 0.00419915 + s_lower_bl_H_2 : 0.00414836 + s_lower_bl_H_31 : 0.00413079 +Epoch: 249 | Train Loss: 1.28111 | Test Loss: 1.60157 | analysis_confidence: 0.122273 | CL: 0.0208087 | ln_CD: 0.0386322 | CM: 0.0031956 | Top_Xtr: 0.0151659 | Bot_Xtr: 0.0169278 +Loss contributors: + s_ln_CD : 0.524211 + s_CL : 0.407457 + s_analysis_confidence : 0.183669 + s_CM : 0.182384 + s_Bot_Xtr : 0.0224256 + s_Top_Xtr : 0.0143495 + s_lower_bl_H_3 : 0.00425018 + s_lower_bl_H_2 : 0.00420724 + s_lower_bl_H_31 : 0.0041504 + s_lower_bl_H_1 : 0.00409891 +Epoch: 250 | Train Loss: 1.27986 | Test Loss: 1.61671 | analysis_confidence: 0.122806 | CL: 0.0218751 | ln_CD: 0.0391279 | CM: 0.00331881 | Top_Xtr: 0.0145823 | Bot_Xtr: 0.0167861 +Loss contributors: + s_ln_CD : 0.515463 + s_CL : 0.41948 + s_CM : 0.18824 + s_analysis_confidence : 0.185055 + s_Bot_Xtr : 0.0230882 + s_Top_Xtr : 0.0146604 + s_lower_bl_H_3 : 0.00430749 + s_lower_bl_H_1 : 0.00425786 + s_lower_bl_H_31 : 0.0042299 + s_upper_bl_H_31 : 0.00415021 +Epoch: 251 | Train Loss: 1.28133 | Test Loss: 1.61014 | analysis_confidence: 0.12195 | CL: 0.0211171 | ln_CD: 0.0395445 | CM: 0.00319985 | Top_Xtr: 0.0154114 | Bot_Xtr: 0.0173576 +Loss contributors: + s_ln_CD : 0.5272 + s_CL : 0.41286 + s_analysis_confidence : 0.183306 + s_CM : 0.18239 + s_Bot_Xtr : 0.0225675 + s_Top_Xtr : 0.0143914 + s_lower_bl_H_3 : 0.00426338 + s_lower_bl_H_1 : 0.00421538 + s_upper_bl_H_31 : 0.00410934 + s_lower_bl_H_2 : 0.00410667 +Epoch: 252 | Train Loss: 1.28018 | Test Loss: 1.6332 | analysis_confidence: 0.122715 | CL: 0.0210219 | ln_CD: 0.0419707 | CM: 0.00324651 | Top_Xtr: 0.0159814 | Bot_Xtr: 0.0188263 +Loss contributors: + s_ln_CD : 0.532559 + s_CL : 0.424699 + s_CM : 0.185699 + s_analysis_confidence : 0.182913 + s_Bot_Xtr : 0.0235114 + s_Top_Xtr : 0.0148498 + s_lower_bl_H_3 : 0.00427837 + s_lower_bl_H_1 : 0.0041581 + s_lower_bl_H_2 : 0.00415642 + s_lower_bl_H_31 : 0.00414916 +Epoch: 253 | Train Loss: 1.27542 | Test Loss: 1.58007 | analysis_confidence: 0.124207 | CL: 0.0205797 | ln_CD: 0.0409022 | CM: 0.00339231 | Top_Xtr: 0.0152216 | Bot_Xtr: 0.0171008 +Loss contributors: + s_ln_CD : 0.498309 + s_CL : 0.409855 + s_CM : 0.186032 + s_analysis_confidence : 0.183351 + s_Bot_Xtr : 0.0222457 + s_Top_Xtr : 0.0143506 + s_lower_bl_H_3 : 0.00425057 + s_lower_bl_H_1 : 0.00411646 + s_upper_bl_H_31 : 0.00408547 + s_lower_bl_H_2 : 0.00402471 +slurmstepd-d-10-4-2: error: *** JOB 25361643 ON d-10-4-2 CANCELLED AT 2024-03-09T11:09:56 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25361645 b/training/gen2_architecture/log.log-25361645 new file mode 100644 index 0000000..76cae04 --- /dev/null +++ b/training/gen2_architecture/log.log-25361645 @@ -0,0 +1,3195 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 11.1734 | Test Loss: 5.15406 | analysis_confidence: 0.246411 | CL: 0.0485928 | ln_CD: 0.105797 | CM: 0.00807441 | Top_Xtr: 0.0543172 | Bot_Xtr: 0.0639463 +Loss contributors: + s_ln_CD : 1.42741 + s_CL : 1.27342 + s_CM : 0.712878 + s_analysis_confidence : 0.336331 + s_Bot_Xtr : 0.134704 + s_Top_Xtr : 0.0907327 + s_upper_bl_H_31 : 0.0237163 + s_upper_bl_H_30 : 0.0213224 + s_lower_bl_H_31 : 0.021018 + s_upper_bl_H_29 : 0.0200069 +Epoch: 1 | Train Loss: 4.41372 | Test Loss: 3.90076 | analysis_confidence: 0.189868 | CL: 0.0402806 | ln_CD: 0.0884866 | CM: 0.00685959 | Top_Xtr: 0.0446053 | Bot_Xtr: 0.0523738 +Loss contributors: + s_ln_CD : 1.12395 + s_CL : 0.937102 + s_CM : 0.527781 + s_analysis_confidence : 0.268301 + s_Bot_Xtr : 0.100543 + s_Top_Xtr : 0.0676992 + s_upper_bl_H_31 : 0.0157183 + s_lower_bl_H_31 : 0.0153385 + s_upper_bl_H_30 : 0.0142611 + s_lower_bl_H_0 : 0.0140098 +Epoch: 2 | Train Loss: 3.58327 | Test Loss: 3.30493 | 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Top_Xtr: 0.0325828 | Bot_Xtr: 0.0382785 +Loss contributors: + s_ln_CD : 0.82764 + s_CL : 0.671053 + s_CM : 0.354933 + s_analysis_confidence : 0.225394 + s_Bot_Xtr : 0.0637055 + s_Top_Xtr : 0.0435473 + s_upper_bl_H_31 : 0.0107068 + s_lower_bl_H_31 : 0.0106994 + s_upper_bl_H_30 : 0.0093193 + s_lower_bl_H_0 : 0.00930685 +Epoch: 5 | Train Loss: 2.69096 | Test Loss: 2.66908 | analysis_confidence: 0.150592 | CL: 0.0335858 | ln_CD: 0.0627605 | CM: 0.00531023 | Top_Xtr: 0.0321416 | Bot_Xtr: 0.0374323 +Loss contributors: + s_ln_CD : 0.772123 + s_CL : 0.663249 + s_CM : 0.347493 + s_analysis_confidence : 0.219308 + s_Bot_Xtr : 0.0592774 + s_Top_Xtr : 0.0409717 + s_upper_bl_H_31 : 0.0100707 + s_lower_bl_H_31 : 0.00991882 + s_upper_bl_H_30 : 0.00867763 + s_lower_bl_H_0 : 0.00858377 +Epoch: 6 | Train Loss: 2.56081 | Test Loss: 2.53323 | analysis_confidence: 0.151006 | CL: 0.031116 | ln_CD: 0.063377 | CM: 0.00491532 | Top_Xtr: 0.0286512 | Bot_Xtr: 0.0340071 +Loss contributors: + s_ln_CD : 0.737288 + 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s_Bot_Xtr : 0.0508389 + s_Top_Xtr : 0.0364363 + s_upper_bl_H_31 : 0.00874882 + s_lower_bl_H_31 : 0.00860522 + s_lower_bl_H_1 : 0.0078 + s_upper_bl_H_30 : 0.00754889 +Epoch: 9 | Train Loss: 2.31284 | Test Loss: 2.30499 | analysis_confidence: 0.142629 | CL: 0.0279203 | ln_CD: 0.057704 | CM: 0.00452292 | Top_Xtr: 0.0266403 | Bot_Xtr: 0.0308829 +Loss contributors: + s_ln_CD : 0.685527 + s_CL : 0.562174 + s_CM : 0.283704 + s_analysis_confidence : 0.208789 + s_Bot_Xtr : 0.0482493 + s_Top_Xtr : 0.0341925 + s_upper_bl_H_31 : 0.00822305 + s_lower_bl_H_31 : 0.008169 + s_lower_bl_H_1 : 0.00762333 + s_lower_bl_H_0 : 0.00721638 +Epoch: 10 | Train Loss: 2.25851 | Test Loss: 2.21785 | analysis_confidence: 0.139637 | CL: 0.028505 | ln_CD: 0.0531152 | CM: 0.00437031 | Top_Xtr: 0.0263861 | Bot_Xtr: 0.0309374 +Loss contributors: + s_ln_CD : 0.647153 + s_CL : 0.548854 + s_CM : 0.275099 + s_analysis_confidence : 0.204624 + s_Bot_Xtr : 0.0463769 + s_Top_Xtr : 0.0327243 + s_upper_bl_H_31 : 0.00784023 + s_lower_bl_H_31 : 0.00783049 + s_lower_bl_H_1 : 0.00722457 + s_upper_bl_ret_0 : 0.00704081 +Epoch: 11 | Train Loss: 2.21054 | Test Loss: 2.39418 | analysis_confidence: 0.13855 | CL: 0.0288999 | ln_CD: 0.0554686 | CM: 0.00456713 | Top_Xtr: 0.0270241 | Bot_Xtr: 0.0315327 +Loss contributors: + s_ln_CD : 0.779864 + s_CL : 0.57037 + s_CM : 0.287373 + s_analysis_confidence : 0.203665 + s_Bot_Xtr : 0.0521715 + s_Top_Xtr : 0.0373327 + s_upper_bl_H_31 : 0.00799594 + s_lower_bl_H_31 : 0.00778309 + s_lower_bl_H_1 : 0.00759829 + s_upper_bl_ret_0 : 0.0069964 +Epoch: 12 | Train Loss: 2.16935 | Test Loss: 2.19497 | analysis_confidence: 0.14163 | CL: 0.0283353 | ln_CD: 0.0509247 | CM: 0.00437047 | Top_Xtr: 0.0257461 | Bot_Xtr: 0.0297668 +Loss contributors: + s_ln_CD : 0.650254 + s_CL : 0.553356 + s_CM : 0.267457 + s_analysis_confidence : 0.202584 + s_Bot_Xtr : 0.0448252 + s_Top_Xtr : 0.0324938 + s_upper_bl_H_31 : 0.00740664 + s_lower_bl_H_31 : 0.00725788 + s_lower_bl_H_1 : 0.00719201 + s_upper_bl_ret_0 : 0.00688068 +Epoch: 13 | Train Loss: 2.13506 | Test Loss: 2.10982 | analysis_confidence: 0.137539 | CL: 0.0267984 | ln_CD: 0.0521378 | CM: 0.0042353 | Top_Xtr: 0.0246979 | Bot_Xtr: 0.028437 +Loss contributors: + s_ln_CD : 0.62614 + s_CL : 0.521304 + s_CM : 0.258801 + s_analysis_confidence : 0.200745 + s_Bot_Xtr : 0.0421447 + s_Top_Xtr : 0.0299181 + s_lower_bl_H_1 : 0.00733318 + s_upper_bl_H_31 : 0.00726162 + s_lower_bl_H_31 : 0.00710492 + s_upper_bl_ret_0 : 0.00666028 +Epoch: 14 | Train Loss: 2.1039 | Test Loss: 2.10789 | analysis_confidence: 0.137721 | CL: 0.0267959 | ln_CD: 0.0538215 | CM: 0.00428422 | Top_Xtr: 0.0244743 | Bot_Xtr: 0.0280505 +Loss contributors: + s_ln_CD : 0.627065 + s_CL : 0.525635 + s_CM : 0.258683 + s_analysis_confidence : 0.201317 + s_Bot_Xtr : 0.0414455 + s_Top_Xtr : 0.0292084 + s_lower_bl_H_31 : 0.0071285 + s_upper_bl_H_31 : 0.00706653 + s_lower_bl_H_1 : 0.00694669 + s_upper_bl_ret_0 : 0.0066386 +Epoch: 15 | Train Loss: 2.07065 | Test Loss: 2.11823 | analysis_confidence: 0.131306 | CL: 0.0254511 | ln_CD: 0.0511428 | CM: 0.00429807 | Top_Xtr: 0.0233851 | Bot_Xtr: 0.027047 +Loss contributors: + s_ln_CD : 0.665672 + s_CL : 0.508346 + s_CM : 0.256362 + s_analysis_confidence : 0.199741 + s_Bot_Xtr : 0.0415333 + s_Top_Xtr : 0.0290579 + s_upper_bl_H_31 : 0.0069781 + s_lower_bl_H_31 : 0.00697772 + s_lower_bl_H_1 : 0.00696824 + s_lower_bl_ret_0 : 0.00631166 +Epoch: 16 | Train Loss: 2.04466 | Test Loss: 2.07781 | analysis_confidence: 0.136973 | CL: 0.0265815 | ln_CD: 0.0571272 | CM: 0.00403217 | Top_Xtr: 0.0232048 | Bot_Xtr: 0.0268318 +Loss contributors: + s_ln_CD : 0.628389 + s_CL : 0.518119 + s_CM : 0.244602 + s_analysis_confidence : 0.198859 + s_Bot_Xtr : 0.0409744 + s_Top_Xtr : 0.0291791 + s_lower_bl_H_31 : 0.00688324 + s_lower_bl_H_1 : 0.00686001 + s_upper_bl_H_31 : 0.00675739 + s_lower_bl_ret_0 : 0.00618247 +Epoch: 17 | Train Loss: 2.02026 | Test Loss: 2.07811 | analysis_confidence: 0.131659 | CL: 0.0259677 | ln_CD: 0.0504105 | CM: 0.00417571 | Top_Xtr: 0.024428 | Bot_Xtr: 0.0279449 +Loss contributors: + s_ln_CD : 0.63523 + s_CL : 0.512355 + s_CM : 0.253738 + s_analysis_confidence : 0.198112 + s_Bot_Xtr : 0.04062 + s_Top_Xtr : 0.029544 + s_upper_bl_H_31 : 0.00693486 + s_lower_bl_H_1 : 0.00684566 + s_lower_bl_H_31 : 0.00681119 + s_lower_bl_H_2 : 0.00623006 +Epoch: 18 | Train Loss: 1.99557 | Test Loss: 2.01541 | analysis_confidence: 0.136846 | CL: 0.026096 | ln_CD: 0.0485214 | CM: 0.00407702 | Top_Xtr: 0.0228673 | Bot_Xtr: 0.0263683 +Loss contributors: + s_ln_CD : 0.605896 + s_CL : 0.501346 + s_CM : 0.242562 + s_analysis_confidence : 0.198079 + s_Bot_Xtr : 0.0399693 + s_Top_Xtr : 0.0280589 + s_lower_bl_H_1 : 0.00690947 + s_lower_bl_H_31 : 0.00663232 + s_upper_bl_H_31 : 0.00662893 + s_lower_bl_H_2 : 0.0060579 +Epoch: 19 | Train Loss: 1.97784 | Test Loss: 2.02398 | analysis_confidence: 0.13134 | CL: 0.0287846 | ln_CD: 0.0474804 | CM: 0.00399492 | Top_Xtr: 0.0229188 | Bot_Xtr: 0.0260735 +Loss contributors: + s_ln_CD : 0.592854 + s_CL : 0.532654 + s_CM : 0.239112 + s_analysis_confidence : 0.197281 + s_Bot_Xtr : 0.0391856 + s_Top_Xtr : 0.0280661 + s_lower_bl_H_1 : 0.0069015 + s_lower_bl_H_31 : 0.00643483 + s_upper_bl_H_31 : 0.00639477 + s_lower_bl_H_2 : 0.00586675 +Epoch: 20 | Train Loss: 1.96021 | Test Loss: 2.03013 | analysis_confidence: 0.137539 | CL: 0.02532 | ln_CD: 0.0526304 | CM: 0.00406516 | Top_Xtr: 0.0237853 | Bot_Xtr: 0.0268303 +Loss contributors: + s_ln_CD : 0.63544 + s_CL : 0.496829 + s_CM : 0.243711 + s_analysis_confidence : 0.197712 + s_Bot_Xtr : 0.038992 + s_Top_Xtr : 0.0278314 + s_lower_bl_H_1 : 0.00679282 + s_upper_bl_H_31 : 0.00637924 + s_lower_bl_H_31 : 0.00633055 + s_lower_bl_H_2 : 0.00598766 +Epoch: 21 | Train Loss: 1.93751 | Test Loss: 1.9788 | analysis_confidence: 0.13178 | CL: 0.0254975 | ln_CD: 0.0486285 | CM: 0.00409832 | Top_Xtr: 0.022849 | Bot_Xtr: 0.0254963 +Loss contributors: + s_ln_CD : 0.609657 + s_CL : 0.486177 + s_CM : 0.238494 + s_analysis_confidence : 0.195747 + s_Bot_Xtr : 0.0371817 + s_Top_Xtr : 0.0267738 + s_lower_bl_H_1 : 0.00680091 + s_lower_bl_H_31 : 0.00633057 + s_upper_bl_H_31 : 0.00625749 + s_lower_bl_H_2 : 0.00566519 +Epoch: 22 | Train Loss: 1.92484 | Test Loss: 1.98629 | analysis_confidence: 0.135659 | CL: 0.0250577 | ln_CD: 0.047614 | CM: 0.00395865 | Top_Xtr: 0.0225405 | Bot_Xtr: 0.0253921 +Loss contributors: + s_ln_CD : 0.609042 + s_CL : 0.496773 + s_CM : 0.236512 + s_analysis_confidence : 0.195276 + s_Bot_Xtr : 0.0377834 + s_Top_Xtr : 0.0270557 + s_lower_bl_H_1 : 0.00653778 + s_upper_bl_H_31 : 0.00638066 + s_lower_bl_H_31 : 0.00625691 + s_lower_bl_H_2 : 0.00587043 +Epoch: 23 | Train Loss: 1.90358 | Test Loss: 1.9792 | analysis_confidence: 0.131713 | CL: 0.0244471 | ln_CD: 0.0526356 | CM: 0.00421049 | Top_Xtr: 0.0215658 | Bot_Xtr: 0.0245436 +Loss contributors: + s_ln_CD : 0.610059 + s_CL : 0.488052 + s_CM : 0.247822 + s_analysis_confidence : 0.194513 + s_Bot_Xtr : 0.0362171 + s_Top_Xtr : 0.0257849 + s_lower_bl_H_1 : 0.00683875 + s_lower_bl_H_31 : 0.00609487 + s_upper_bl_H_31 : 0.00605424 + s_lower_bl_H_2 : 0.0058392 +Epoch: 24 | Train Loss: 1.89207 | Test Loss: 1.89589 | analysis_confidence: 0.133767 | CL: 0.0250801 | ln_CD: 0.0481188 | CM: 0.0038264 | Top_Xtr: 0.0221179 | Bot_Xtr: 0.0249724 +Loss contributors: + s_ln_CD : 0.571474 + s_CL : 0.474333 + s_CM : 0.224932 + s_analysis_confidence : 0.194362 + s_Bot_Xtr : 0.0356372 + s_Top_Xtr : 0.0252169 + s_lower_bl_H_1 : 0.00655786 + s_lower_bl_H_31 : 0.00608531 + s_upper_bl_H_31 : 0.00596796 + s_lower_bl_H_2 : 0.00574077 +Epoch: 25 | Train Loss: 1.877 | Test Loss: 1.92956 | analysis_confidence: 0.131514 | CL: 0.0258409 | ln_CD: 0.049435 | CM: 0.00399858 | Top_Xtr: 0.0243728 | Bot_Xtr: 0.0271569 +Loss contributors: + s_ln_CD : 0.582358 + s_CL : 0.485676 + s_CM : 0.232819 + s_analysis_confidence : 0.193838 + s_Bot_Xtr : 0.0370567 + s_Top_Xtr : 0.0268524 + s_lower_bl_H_1 : 0.00629627 + s_upper_bl_H_31 : 0.00603773 + s_lower_bl_H_31 : 0.005991 + s_lower_bl_H_2 : 0.00559605 +Epoch: 26 | Train Loss: 1.86297 | Test Loss: 1.93811 | analysis_confidence: 0.132063 | CL: 0.0256726 | ln_CD: 0.0482676 | CM: 0.00442243 | Top_Xtr: 0.022201 | Bot_Xtr: 0.0249337 +Loss contributors: + s_ln_CD : 0.582747 + s_CL : 0.481307 + s_CM : 0.244237 + s_analysis_confidence : 0.193779 + s_Bot_Xtr : 0.0396225 + s_Top_Xtr : 0.0294372 + s_lower_bl_H_1 : 0.0064377 + s_lower_bl_H_31 : 0.00607676 + s_upper_bl_H_31 : 0.005873 + s_lower_bl_H_2 : 0.00538408 +Epoch: 27 | Train Loss: 1.85168 | Test Loss: 1.89681 | analysis_confidence: 0.132618 | CL: 0.0238603 | ln_CD: 0.0514671 | CM: 0.00389637 | Top_Xtr: 0.0215376 | Bot_Xtr: 0.024461 +Loss contributors: + s_ln_CD : 0.589732 + s_CL : 0.466199 + s_CM : 0.226309 + s_analysis_confidence : 0.192776 + s_Bot_Xtr : 0.0352044 + s_Top_Xtr : 0.0250795 + s_lower_bl_H_1 : 0.00663923 + s_lower_bl_H_31 : 0.00581413 + s_upper_bl_H_31 : 0.00579657 + s_lower_bl_H_3 : 0.00534653 +Epoch: 28 | Train Loss: 1.83728 | Test Loss: 1.89273 | analysis_confidence: 0.128325 | CL: 0.0243491 | ln_CD: 0.0464633 | CM: 0.00401092 | Top_Xtr: 0.0222004 | Bot_Xtr: 0.0253011 +Loss contributors: + s_ln_CD : 0.563929 + s_CL : 0.484836 + s_CM : 0.22969 + s_analysis_confidence : 0.192509 + s_Bot_Xtr : 0.0347661 + s_Top_Xtr : 0.0244403 + s_lower_bl_H_1 : 0.00647632 + s_lower_bl_H_31 : 0.00610623 + s_upper_bl_H_31 : 0.00605887 + s_lower_bl_H_3 : 0.00540025 +Epoch: 29 | Train Loss: 1.82699 | Test Loss: 1.87512 | analysis_confidence: 0.126047 | CL: 0.0233221 | ln_CD: 0.0485444 | CM: 0.004027 | Top_Xtr: 0.0203932 | Bot_Xtr: 0.0232219 +Loss contributors: + s_ln_CD : 0.58038 + s_CL : 0.460727 + s_CM : 0.228304 + s_analysis_confidence : 0.192675 + s_Bot_Xtr : 0.0336181 + s_Top_Xtr : 0.0235116 + s_lower_bl_H_1 : 0.0063706 + s_lower_bl_H_31 : 0.00580416 + s_upper_bl_H_31 : 0.00578231 + s_lower_bl_H_2 : 0.00526912 +Epoch: 30 | Train Loss: 1.81599 | Test Loss: 1.86 | analysis_confidence: 0.131919 | CL: 0.0242982 | ln_CD: 0.0459214 | CM: 0.00382859 | Top_Xtr: 0.0214439 | Bot_Xtr: 0.0247667 +Loss contributors: + s_ln_CD : 0.580272 + s_CL : 0.460203 + s_CM : 0.218988 + s_analysis_confidence : 0.192112 + s_Bot_Xtr : 0.0338942 + s_Top_Xtr : 0.0234323 + s_lower_bl_H_1 : 0.00638316 + s_lower_bl_H_31 : 0.0057805 + s_upper_bl_H_31 : 0.00574649 + s_lower_bl_H_2 : 0.00527124 +Epoch: 31 | Train Loss: 1.81008 | Test Loss: 1.84599 | analysis_confidence: 0.128659 | CL: 0.0239919 | ln_CD: 0.0458154 | CM: 0.00389818 | Top_Xtr: 0.0207853 | Bot_Xtr: 0.0236455 +Loss contributors: + s_ln_CD : 0.561985 + s_CL : 0.463261 + s_CM : 0.223417 + s_analysis_confidence : 0.191799 + s_Bot_Xtr : 0.0333981 + s_Top_Xtr : 0.0227723 + s_lower_bl_H_1 : 0.00652678 + s_upper_bl_H_31 : 0.00573739 + s_lower_bl_H_31 : 0.00568891 + s_lower_bl_H_3 : 0.00526807 +Epoch: 32 | Train Loss: 1.79957 | Test Loss: 1.89625 | analysis_confidence: 0.129096 | CL: 0.0240174 | ln_CD: 0.049128 | CM: 0.003756 | Top_Xtr: 0.0205028 | Bot_Xtr: 0.0234238 +Loss contributors: + s_ln_CD : 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0.00431302 +Epoch: 104 | Train Loss: 1.48812 | Test Loss: 1.62631 | analysis_confidence: 0.121539 | CL: 0.0218476 | ln_CD: 0.0428375 | CM: 0.00355964 | Top_Xtr: 0.0161977 | Bot_Xtr: 0.0186107 +Loss contributors: + s_ln_CD : 0.503654 + s_CL : 0.420228 + s_CM : 0.19641 + s_analysis_confidence : 0.185036 + s_Bot_Xtr : 0.024987 + s_Top_Xtr : 0.0162006 + s_lower_bl_H_31 : 0.0044874 + s_upper_bl_H_31 : 0.00436705 + s_lower_bl_H_2 : 0.00435093 + s_lower_bl_H_1 : 0.00428751 +Epoch: 105 | Train Loss: 1.48379 | Test Loss: 1.6304 | analysis_confidence: 0.120587 | CL: 0.0212125 | ln_CD: 0.042488 | CM: 0.00355143 | Top_Xtr: 0.0166704 | Bot_Xtr: 0.0193527 +Loss contributors: + s_ln_CD : 0.516159 + s_CL : 0.415591 + s_CM : 0.194592 + s_analysis_confidence : 0.185359 + s_Bot_Xtr : 0.0254427 + s_Top_Xtr : 0.0161583 + s_lower_bl_H_31 : 0.00452422 + s_upper_bl_H_31 : 0.0044693 + s_lower_bl_H_2 : 0.00427285 + s_lower_bl_H_3 : 0.00419124 +Epoch: 106 | Train Loss: 1.48173 | Test Loss: 1.60117 | 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s_lower_bl_H_31 : 0.00436224 + s_upper_bl_H_31 : 0.00433 + s_lower_bl_H_3 : 0.00424547 +Epoch: 115 | Train Loss: 1.46112 | Test Loss: 1.62126 | analysis_confidence: 0.125752 | CL: 0.0207414 | ln_CD: 0.0474951 | CM: 0.00321343 | Top_Xtr: 0.0179989 | Bot_Xtr: 0.0206571 +Loss contributors: + s_ln_CD : 0.51616 + s_CL : 0.413977 + s_analysis_confidence : 0.183827 + s_CM : 0.183009 + s_Bot_Xtr : 0.0288821 + s_Top_Xtr : 0.0182562 + s_lower_bl_H_31 : 0.00443188 + s_upper_bl_H_31 : 0.00439187 + s_lower_bl_H_2 : 0.00435879 + s_lower_bl_H_1 : 0.00418707 +Epoch: 116 | Train Loss: 1.46061 | Test Loss: 1.59234 | analysis_confidence: 0.12594 | CL: 0.0205025 | ln_CD: 0.0388432 | CM: 0.00336611 | Top_Xtr: 0.0166573 | Bot_Xtr: 0.0186781 +Loss contributors: + s_ln_CD : 0.504792 + s_CL : 0.4048 + s_analysis_confidence : 0.184567 + s_CM : 0.183488 + s_Bot_Xtr : 0.0252422 + s_Top_Xtr : 0.0165665 + s_lower_bl_H_31 : 0.00441182 + s_upper_bl_H_31 : 0.00429034 + s_lower_bl_H_2 : 0.00425931 + s_lower_bl_H_1 : 0.00411763 +Epoch: 117 | Train Loss: 1.45813 | Test Loss: 1.62126 | analysis_confidence: 0.124796 | CL: 0.0217346 | ln_CD: 0.0414426 | CM: 0.00322752 | Top_Xtr: 0.0161905 | Bot_Xtr: 0.0183605 +Loss contributors: + s_ln_CD : 0.50996 + s_CL : 0.421071 + s_CM : 0.184964 + s_analysis_confidence : 0.184253 + s_Bot_Xtr : 0.0251077 + s_Top_Xtr : 0.0166012 + s_lower_bl_H_31 : 0.00450134 + s_upper_bl_H_31 : 0.00447092 + s_lower_bl_H_3 : 0.0042505 + s_lower_bl_H_2 : 0.0042394 +Epoch: 118 | Train Loss: 1.45555 | Test Loss: 1.61971 | analysis_confidence: 0.122172 | CL: 0.0229649 | ln_CD: 0.0398091 | CM: 0.00364018 | Top_Xtr: 0.0163273 | Bot_Xtr: 0.0185537 +Loss contributors: + s_ln_CD : 0.500009 + s_CL : 0.423947 + s_CM : 0.196516 + s_analysis_confidence : 0.183341 + s_Bot_Xtr : 0.0248621 + s_Top_Xtr : 0.0169805 + s_lower_bl_H_31 : 0.00448546 + s_upper_bl_H_31 : 0.0044426 + s_lower_bl_H_2 : 0.00417196 + s_lower_bl_H_3 : 0.00416363 +Epoch: 119 | Train Loss: 1.45399 | Test Loss: 1.5726 | 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0.00410659 + s_lower_bl_H_3 : 0.00408558 + s_upper_bl_H_31 : 0.00407715 +Epoch: 169 | Train Loss: 1.3706 | Test Loss: 1.60956 | analysis_confidence: 0.125149 | CL: 0.0210455 | ln_CD: 0.0434898 | CM: 0.00332102 | Top_Xtr: 0.0169854 | Bot_Xtr: 0.0191763 +Loss contributors: + s_ln_CD : 0.521561 + s_CL : 0.406222 + s_analysis_confidence : 0.183408 + s_CM : 0.183 + s_Bot_Xtr : 0.027312 + s_Top_Xtr : 0.0179743 + s_lower_bl_H_31 : 0.00414822 + s_lower_bl_H_3 : 0.00412495 + s_upper_bl_H_31 : 0.0040902 + s_lower_bl_H_2 : 0.00406712 +Epoch: 170 | Train Loss: 1.37 | Test Loss: 1.56521 | analysis_confidence: 0.12302 | CL: 0.0220249 | ln_CD: 0.0403882 | CM: 0.00344314 | Top_Xtr: 0.0150168 | Bot_Xtr: 0.0172057 +Loss contributors: + s_ln_CD : 0.480879 + s_CL : 0.413226 + s_CM : 0.186051 + s_analysis_confidence : 0.183025 + s_Bot_Xtr : 0.0231288 + s_Top_Xtr : 0.0153449 + s_lower_bl_H_31 : 0.0041868 + s_upper_bl_H_31 : 0.0041317 + s_lower_bl_H_2 : 0.00402985 + s_lower_bl_H_3 : 0.00397997 +Epoch: 171 | Train Loss: 1.36959 | Test Loss: 1.56723 | analysis_confidence: 0.123187 | CL: 0.020814 | ln_CD: 0.0438939 | CM: 0.00317379 | Top_Xtr: 0.0162717 | Bot_Xtr: 0.0185368 +Loss contributors: + s_ln_CD : 0.507043 + s_CL : 0.399802 + s_analysis_confidence : 0.18314 + s_CM : 0.17557 + s_Bot_Xtr : 0.0238514 + s_Top_Xtr : 0.0154891 + s_lower_bl_H_31 : 0.00414876 + s_lower_bl_H_2 : 0.00413479 + s_upper_bl_H_31 : 0.00402937 + s_lower_bl_H_1 : 0.00396651 +Epoch: 172 | Train Loss: 1.36391 | Test Loss: 1.5859 | analysis_confidence: 0.123663 | CL: 0.0213503 | ln_CD: 0.0413186 | CM: 0.00367335 | Top_Xtr: 0.0154015 | Bot_Xtr: 0.0175392 +Loss contributors: + s_ln_CD : 0.501922 + s_CL : 0.403645 + s_CM : 0.193742 + s_analysis_confidence : 0.182601 + s_Bot_Xtr : 0.023274 + s_Top_Xtr : 0.0156978 + s_lower_bl_H_31 : 0.00425534 + s_lower_bl_H_2 : 0.00415252 + s_lower_bl_H_3 : 0.00414547 + s_upper_bl_H_31 : 0.00411858 +Epoch: 173 | Train Loss: 1.36458 | Test Loss: 1.56467 | analysis_confidence: 0.125844 | CL: 0.0208632 | ln_CD: 0.0385417 | CM: 0.00339552 | Top_Xtr: 0.015767 | Bot_Xtr: 0.018216 +Loss contributors: + s_ln_CD : 0.486144 + s_CL : 0.406169 + s_CM : 0.184695 + s_analysis_confidence : 0.184644 + s_Bot_Xtr : 0.0232564 + s_Top_Xtr : 0.0154441 + s_lower_bl_H_31 : 0.00420662 + s_lower_bl_H_2 : 0.00416034 + s_upper_bl_H_31 : 0.00413024 + s_lower_bl_H_1 : 0.00399105 +Epoch: 174 | Train Loss: 1.36376 | Test Loss: 1.56504 | analysis_confidence: 0.120769 | CL: 0.0206735 | ln_CD: 0.0412304 | CM: 0.00334368 | Top_Xtr: 0.0164895 | Bot_Xtr: 0.0191676 +Loss contributors: + s_ln_CD : 0.493021 + s_CL : 0.403425 + s_analysis_confidence : 0.18379 + s_CM : 0.182201 + s_Bot_Xtr : 0.0238616 + s_Top_Xtr : 0.0153487 + s_lower_bl_H_2 : 0.00413481 + s_lower_bl_H_31 : 0.00412862 + s_lower_bl_H_3 : 0.00410147 + s_upper_bl_H_31 : 0.00403801 +Epoch: 175 | Train Loss: 1.36229 | Test Loss: 1.53498 | analysis_confidence: 0.124217 | CL: 0.0203717 | ln_CD: 0.0419993 | CM: 0.00312817 | Top_Xtr: 0.0170584 | Bot_Xtr: 0.0198895 +Loss contributors: + s_ln_CD : 0.474697 + s_CL : 0.398888 + s_analysis_confidence : 0.18295 + s_CM : 0.1768 + s_Bot_Xtr : 0.0244411 + s_Top_Xtr : 0.0156242 + s_lower_bl_H_31 : 0.00417518 + s_lower_bl_H_2 : 0.00407734 + s_upper_bl_H_31 : 0.00406721 + s_lower_bl_H_3 : 0.00396951 +Epoch: 176 | Train Loss: 1.36203 | Test Loss: 1.55685 | analysis_confidence: 0.125344 | CL: 0.0218282 | ln_CD: 0.0381671 | CM: 0.00323615 | Top_Xtr: 0.0166205 | Bot_Xtr: 0.0190441 +Loss contributors: + s_ln_CD : 0.474806 + s_CL : 0.406822 + s_analysis_confidence : 0.190989 + s_CM : 0.177198 + s_Bot_Xtr : 0.0246704 + s_Top_Xtr : 0.0171315 + s_lower_bl_H_31 : 0.00430797 + s_lower_bl_H_2 : 0.0041849 + s_upper_bl_H_31 : 0.00417497 + s_lower_bl_H_1 : 0.00395637 +Epoch: 177 | Train Loss: 1.36059 | Test Loss: 1.54819 | analysis_confidence: 0.12018 | CL: 0.0220072 | ln_CD: 0.0407223 | CM: 0.00328439 | Top_Xtr: 0.0159506 | Bot_Xtr: 0.0182219 +Loss contributors: + s_ln_CD : 0.472626 + s_CL : 0.408809 + s_analysis_confidence : 0.183944 + s_CM : 0.178418 + s_Bot_Xtr : 0.0227868 + s_Top_Xtr : 0.014873 + s_lower_bl_H_2 : 0.0042711 + s_upper_bl_H_31 : 0.00412193 + s_lower_bl_H_31 : 0.00408001 + s_lower_bl_H_3 : 0.00403929 +Epoch: 178 | Train Loss: 1.35661 | Test Loss: 1.52051 | analysis_confidence: 0.123245 | CL: 0.0204128 | ln_CD: 0.0392411 | CM: 0.00310081 | Top_Xtr: 0.0157356 | Bot_Xtr: 0.017629 +Loss contributors: + s_ln_CD : 0.47119 + s_CL : 0.39537 + s_analysis_confidence : 0.182554 + s_CM : 0.174885 + s_Bot_Xtr : 0.0225948 + s_Top_Xtr : 0.014932 + s_lower_bl_H_31 : 0.00415414 + s_lower_bl_H_2 : 0.00411947 + s_upper_bl_H_31 : 0.00403457 + s_lower_bl_H_1 : 0.00395386 +Epoch: 179 | Train Loss: 1.35901 | Test Loss: 1.55964 | analysis_confidence: 0.121957 | CL: 0.0204607 | ln_CD: 0.0391639 | CM: 0.00346371 | Top_Xtr: 0.0156234 | Bot_Xtr: 0.0176321 +Loss contributors: + s_ln_CD : 0.483089 + s_CL : 0.398736 + s_CM : 0.186995 + s_analysis_confidence : 0.183653 + s_Bot_Xtr : 0.0243406 + s_Top_Xtr : 0.0169398 + s_lower_bl_H_31 : 0.00420005 + s_upper_bl_H_31 : 0.00419129 + s_lower_bl_H_3 : 0.00412171 + s_lower_bl_H_2 : 0.00399952 +Epoch: 180 | Train Loss: 1.35603 | Test Loss: 1.54075 | analysis_confidence: 0.123234 | CL: 0.0207358 | ln_CD: 0.0413635 | CM: 0.00333488 | Top_Xtr: 0.0159463 | Bot_Xtr: 0.0180413 +Loss contributors: + s_ln_CD : 0.471789 + s_CL : 0.400249 + s_analysis_confidence : 0.18301 + s_CM : 0.180082 + s_Bot_Xtr : 0.0237603 + s_Top_Xtr : 0.0163665 + s_lower_bl_H_3 : 0.00408779 + s_lower_bl_H_31 : 0.00405663 + s_lower_bl_H_2 : 0.00404507 + s_upper_bl_H_31 : 0.0040055 +Epoch: 181 | Train Loss: 1.35426 | Test Loss: 1.5804 | analysis_confidence: 0.122264 | CL: 0.0206771 | ln_CD: 0.0393919 | CM: 0.00326687 | Top_Xtr: 0.0164354 | Bot_Xtr: 0.0183412 +Loss contributors: + s_ln_CD : 0.494345 + s_CL : 0.413142 + s_analysis_confidence : 0.183789 + s_CM : 0.183026 + s_Bot_Xtr : 0.0243128 + s_Top_Xtr : 0.0164493 + s_upper_bl_H_31 : 0.00421817 + s_lower_bl_H_31 : 0.0041404 + s_lower_bl_H_2 : 0.0041094 + s_lower_bl_H_1 : 0.00410008 +Epoch: 182 | Train Loss: 1.35406 | Test Loss: 1.54982 | analysis_confidence: 0.122425 | CL: 0.0204396 | ln_CD: 0.0393848 | CM: 0.00322798 | Top_Xtr: 0.0153213 | Bot_Xtr: 0.0173888 +Loss contributors: + s_ln_CD : 0.484262 + s_CL : 0.401781 + s_analysis_confidence : 0.18355 + s_CM : 0.177548 + s_Bot_Xtr : 0.0232928 + s_Top_Xtr : 0.0150744 + s_lower_bl_H_31 : 0.00414088 + s_lower_bl_H_3 : 0.00412526 + s_lower_bl_H_2 : 0.00411467 + s_upper_bl_H_31 : 0.00404385 +Epoch: 183 | Train Loss: 1.35125 | Test Loss: 1.53895 | analysis_confidence: 0.127893 | CL: 0.0200477 | ln_CD: 0.0386715 | CM: 0.00314503 | Top_Xtr: 0.0174344 | Bot_Xtr: 0.0195726 +Loss contributors: + s_ln_CD : 0.481081 + s_CL : 0.398072 + s_analysis_confidence : 0.183667 + s_CM : 0.175985 + s_Bot_Xtr : 0.0233998 + s_Top_Xtr : 0.0154751 + s_lower_bl_H_31 : 0.0041825 + s_upper_bl_H_31 : 0.00412357 + s_lower_bl_H_2 : 0.00402386 + s_lower_bl_H_3 : 0.00399046 +Epoch: 184 | Train Loss: 1.35004 | Test Loss: 1.6199 | analysis_confidence: 0.12519 | CL: 0.0216732 | ln_CD: 0.0435032 | CM: 0.00348689 | Top_Xtr: 0.0152526 | Bot_Xtr: 0.0171393 +Loss contributors: + s_ln_CD : 0.518213 + s_CL : 0.417734 + s_CM : 0.193692 + s_analysis_confidence : 0.183324 + s_Bot_Xtr : 0.0230733 + s_Top_Xtr : 0.0156147 + s_lower_bl_H_31 : 0.00425122 + s_lower_bl_H_2 : 0.00424787 + s_lower_bl_H_3 : 0.00420377 + s_upper_bl_H_31 : 0.00418739 +Epoch: 185 | Train Loss: 1.34906 | Test Loss: 1.54834 | analysis_confidence: 0.124219 | CL: 0.0208695 | ln_CD: 0.0387788 | CM: 0.00315068 | Top_Xtr: 0.0157349 | Bot_Xtr: 0.0175796 +Loss contributors: + s_ln_CD : 0.487782 + s_CL : 0.400648 + s_analysis_confidence : 0.183731 + s_CM : 0.175775 + s_Bot_Xtr : 0.0230258 + s_Top_Xtr : 0.0156415 + s_lower_bl_H_2 : 0.00416242 + s_lower_bl_H_31 : 0.00408527 + s_upper_bl_H_31 : 0.00401942 + s_lower_bl_H_1 : 0.0039911 +Epoch: 186 | Train Loss: 1.34883 | Test Loss: 1.55605 | analysis_confidence: 0.122041 | CL: 0.020069 | ln_CD: 0.0408556 | CM: 0.0031332 | Top_Xtr: 0.0197879 | Bot_Xtr: 0.0210212 +Loss contributors: + s_ln_CD : 0.496492 + s_CL : 0.398235 + s_analysis_confidence : 0.182186 + s_CM : 0.177418 + s_Bot_Xtr : 0.0243714 + s_Top_Xtr : 0.0169981 + s_lower_bl_H_2 : 0.00410913 + s_lower_bl_H_31 : 0.00409309 + s_upper_bl_H_31 : 0.00398645 + s_lower_bl_H_3 : 0.00394104 +Epoch: 187 | Train Loss: 1.34654 | Test Loss: 1.53201 | analysis_confidence: 0.122635 | CL: 0.0202749 | ln_CD: 0.0387792 | CM: 0.00321287 | Top_Xtr: 0.0148929 | Bot_Xtr: 0.0167956 +Loss contributors: + s_ln_CD : 0.474356 + s_CL : 0.399109 + s_analysis_confidence : 0.182736 + s_CM : 0.177152 + s_Bot_Xtr : 0.022581 + s_Top_Xtr : 0.0148282 + s_lower_bl_H_31 : 0.00409169 + s_upper_bl_H_31 : 0.00408337 + s_lower_bl_H_2 : 0.00402785 + s_lower_bl_H_3 : 0.00394803 +Epoch: 188 | Train Loss: 1.34576 | Test Loss: 1.56983 | analysis_confidence: 0.12203 | CL: 0.0206812 | ln_CD: 0.0416722 | CM: 0.00338017 | Top_Xtr: 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s_upper_bl_H_31 : 0.00398537 + s_lower_bl_H_2 : 0.00397442 + s_lower_bl_H_3 : 0.00393687 +Epoch: 195 | Train Loss: 1.33523 | Test Loss: 1.55298 | analysis_confidence: 0.12618 | CL: 0.0208328 | ln_CD: 0.0396932 | CM: 0.00338089 | Top_Xtr: 0.0167677 | Bot_Xtr: 0.0186202 +Loss contributors: + s_ln_CD : 0.478211 + s_CL : 0.408502 + s_analysis_confidence : 0.183594 + s_CM : 0.180827 + s_Bot_Xtr : 0.0230002 + s_Top_Xtr : 0.0153164 + s_upper_bl_H_31 : 0.00420438 + s_lower_bl_H_31 : 0.00413625 + s_lower_bl_H_2 : 0.00412019 + s_lower_bl_H_3 : 0.00402354 +Epoch: 196 | Train Loss: 1.3352 | Test Loss: 1.51774 | analysis_confidence: 0.121478 | CL: 0.0212961 | ln_CD: 0.0381021 | CM: 0.00314591 | Top_Xtr: 0.0162742 | Bot_Xtr: 0.0185913 +Loss contributors: + s_ln_CD : 0.462129 + s_CL : 0.401466 + s_analysis_confidence : 0.183079 + s_CM : 0.174013 + s_Bot_Xtr : 0.0237192 + s_Top_Xtr : 0.0153036 + s_lower_bl_H_2 : 0.00403287 + s_lower_bl_H_31 : 0.00397997 + s_lower_bl_H_3 : 0.00395942 + s_upper_bl_H_31 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0.00323614 | Top_Xtr: 0.0150003 | Bot_Xtr: 0.0169711 +Loss contributors: + s_ln_CD : 0.495698 + s_CL : 0.399059 + s_analysis_confidence : 0.182558 + s_CM : 0.177145 + s_Bot_Xtr : 0.0227145 + s_Top_Xtr : 0.0148369 + s_lower_bl_H_2 : 0.00410537 + s_lower_bl_H_31 : 0.00405612 + s_lower_bl_H_1 : 0.00395568 + s_lower_bl_H_3 : 0.00394597 +Epoch: 202 | Train Loss: 1.32905 | Test Loss: 1.54905 | analysis_confidence: 0.122876 | CL: 0.0209854 | ln_CD: 0.0378858 | CM: 0.00312302 | Top_Xtr: 0.0160882 | Bot_Xtr: 0.0180855 +Loss contributors: + s_ln_CD : 0.493942 + s_CL : 0.400868 + s_analysis_confidence : 0.182866 + s_CM : 0.173405 + s_Bot_Xtr : 0.0227164 + s_Top_Xtr : 0.0147961 + s_lower_bl_H_31 : 0.00403911 + s_lower_bl_H_2 : 0.00403304 + s_lower_bl_H_3 : 0.00397243 + s_upper_bl_H_31 : 0.00390343 +Epoch: 203 | Train Loss: 1.32545 | Test Loss: 1.55935 | analysis_confidence: 0.12394 | CL: 0.0211048 | ln_CD: 0.0390805 | CM: 0.0032749 | Top_Xtr: 0.0165448 | Bot_Xtr: 0.0196181 +Loss contributors: + 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0.00405748 + s_lower_bl_H_31 : 0.00402388 + s_upper_bl_H_31 : 0.00400437 + s_lower_bl_H_3 : 0.0038941 +Epoch: 208 | Train Loss: 1.32138 | Test Loss: 1.52285 | analysis_confidence: 0.124538 | CL: 0.020461 | ln_CD: 0.0402714 | CM: 0.00325246 | Top_Xtr: 0.0164165 | Bot_Xtr: 0.0192986 +Loss contributors: + s_ln_CD : 0.471519 + s_CL : 0.395848 + s_analysis_confidence : 0.182552 + s_CM : 0.178238 + s_Bot_Xtr : 0.022923 + s_Top_Xtr : 0.0147062 + s_lower_bl_H_31 : 0.00411383 + s_lower_bl_H_2 : 0.00409566 + s_upper_bl_H_31 : 0.0039895 + s_lower_bl_H_3 : 0.00392662 +Epoch: 209 | Train Loss: 1.32115 | Test Loss: 1.53386 | analysis_confidence: 0.123474 | CL: 0.0210502 | ln_CD: 0.0405392 | CM: 0.00319282 | Top_Xtr: 0.0150782 | Bot_Xtr: 0.0170929 +Loss contributors: + s_ln_CD : 0.471144 + s_CL : 0.405501 + s_analysis_confidence : 0.183568 + s_CM : 0.178012 + s_Bot_Xtr : 0.0220345 + s_Top_Xtr : 0.0144352 + s_lower_bl_H_31 : 0.00408451 + s_upper_bl_H_31 : 0.00408177 + s_lower_bl_H_2 : 0.00404918 + s_lower_bl_H_3 : 0.00403562 +Epoch: 210 | Train Loss: 1.3199 | Test Loss: 1.58289 | analysis_confidence: 0.121424 | CL: 0.0220165 | ln_CD: 0.0480732 | CM: 0.00336096 | Top_Xtr: 0.0158874 | Bot_Xtr: 0.0185753 +Loss contributors: + s_ln_CD : 0.5062 + s_CL : 0.408645 + s_analysis_confidence : 0.182711 + s_CM : 0.180993 + s_Bot_Xtr : 0.0248633 + s_Top_Xtr : 0.0165119 + s_upper_bl_H_31 : 0.00418361 + s_lower_bl_H_2 : 0.00406668 + s_lower_bl_H_3 : 0.00404217 + s_lower_bl_H_31 : 0.00403758 +Epoch: 211 | Train Loss: 1.31668 | Test Loss: 1.54694 | analysis_confidence: 0.123934 | CL: 0.0203405 | ln_CD: 0.0395954 | CM: 0.00325619 | Top_Xtr: 0.0148648 | Bot_Xtr: 0.0172482 +Loss contributors: + s_ln_CD : 0.487732 + s_CL : 0.399078 + s_analysis_confidence : 0.182498 + s_CM : 0.179484 + s_Bot_Xtr : 0.0229703 + s_Top_Xtr : 0.0147386 + s_lower_bl_H_2 : 0.00412027 + s_lower_bl_H_3 : 0.00404351 + s_lower_bl_H_31 : 0.00395834 + s_upper_bl_H_31 : 0.0039202 +Epoch: 212 | Train Loss: 1.31814 | Test Loss: 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CM: 0.00369725 | Top_Xtr: 0.0149913 | Bot_Xtr: 0.0172865 +Loss contributors: + s_ln_CD : 0.466823 + s_CL : 0.417442 + s_CM : 0.198892 + s_analysis_confidence : 0.18315 + s_Bot_Xtr : 0.0224046 + s_Top_Xtr : 0.0142138 + s_upper_bl_H_31 : 0.004158 + s_lower_bl_H_31 : 0.00412196 + s_lower_bl_H_2 : 0.00404227 + s_lower_bl_H_3 : 0.00389807 +Epoch: 215 | Train Loss: 1.3146 | Test Loss: 1.57307 | analysis_confidence: 0.122838 | CL: 0.0220304 | ln_CD: 0.0461622 | CM: 0.00318261 | Top_Xtr: 0.0150643 | Bot_Xtr: 0.0172772 +Loss contributors: + s_ln_CD : 0.502568 + s_CL : 0.412934 + s_analysis_confidence : 0.182697 + s_CM : 0.176839 + s_Bot_Xtr : 0.0228384 + s_Top_Xtr : 0.0151208 + s_lower_bl_H_31 : 0.00406597 + s_upper_bl_H_31 : 0.00402463 + s_lower_bl_H_2 : 0.00401873 + s_lower_bl_H_1 : 0.00394735 +Epoch: 216 | Train Loss: 1.3121 | Test Loss: 1.52707 | analysis_confidence: 0.120046 | CL: 0.0205373 | ln_CD: 0.0380451 | CM: 0.00344627 | Top_Xtr: 0.015253 | Bot_Xtr: 0.0174817 +Loss contributors: + 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s_upper_bl_H_31 : 0.0039453 +Epoch: 223 | Train Loss: 1.30694 | Test Loss: 1.52734 | analysis_confidence: 0.124363 | CL: 0.020172 | ln_CD: 0.0386522 | CM: 0.00317001 | Top_Xtr: 0.0147237 | Bot_Xtr: 0.016978 +Loss contributors: + s_ln_CD : 0.476907 + s_CL : 0.396056 + s_analysis_confidence : 0.182297 + s_CM : 0.17381 + s_Bot_Xtr : 0.0221203 + s_Top_Xtr : 0.0146603 + s_lower_bl_H_2 : 0.00406893 + s_upper_bl_H_31 : 0.00401661 + s_lower_bl_H_31 : 0.00397133 + s_lower_bl_H_3 : 0.00391938 +Epoch: 224 | Train Loss: 1.30546 | Test Loss: 1.55252 | analysis_confidence: 0.121527 | CL: 0.0208577 | ln_CD: 0.0394637 | CM: 0.00330631 | Top_Xtr: 0.0167821 | Bot_Xtr: 0.018331 +Loss contributors: + s_ln_CD : 0.476514 + s_CL : 0.415591 + s_analysis_confidence : 0.18247 + s_CM : 0.178314 + s_Bot_Xtr : 0.0228735 + s_Top_Xtr : 0.0148235 + s_lower_bl_H_2 : 0.00422644 + s_lower_bl_H_3 : 0.00399951 + s_upper_bl_H_31 : 0.00397057 + s_lower_bl_H_31 : 0.00396755 +Epoch: 225 | Train Loss: 1.30394 | Test Loss: 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0.181921 + s_CM : 0.181523 + s_Bot_Xtr : 0.0219941 + s_Top_Xtr : 0.0147396 + s_lower_bl_H_2 : 0.00409058 + s_lower_bl_H_31 : 0.00394628 + s_lower_bl_H_1 : 0.0038955 + s_lower_bl_H_3 : 0.00388128 +Epoch: 258 | Train Loss: 1.27448 | Test Loss: 1.55181 | analysis_confidence: 0.122337 | CL: 0.0204353 | ln_CD: 0.0442282 | CM: 0.00321832 | Top_Xtr: 0.0149179 | Bot_Xtr: 0.0170614 +Loss contributors: + s_ln_CD : 0.487063 + s_CL : 0.404904 + s_analysis_confidence : 0.182041 + s_CM : 0.181527 + s_Bot_Xtr : 0.0221088 + s_Top_Xtr : 0.0146276 + s_lower_bl_H_2 : 0.00401558 + s_lower_bl_H_3 : 0.00393065 + s_lower_bl_H_1 : 0.00388352 + s_upper_bl_H_31 : 0.00387039 +Epoch: 259 | Train Loss: 1.27417 | Test Loss: 1.53736 | analysis_confidence: 0.119814 | CL: 0.0204383 | ln_CD: 0.045235 | CM: 0.00332007 | Top_Xtr: 0.0144255 | Bot_Xtr: 0.0163841 +Loss contributors: + s_ln_CD : 0.486715 + s_CL : 0.397676 + s_analysis_confidence : 0.182198 + s_CM : 0.178661 + s_Bot_Xtr : 0.0221109 + s_Top_Xtr : 0.0142844 + s_lower_bl_H_2 : 0.00396526 + s_lower_bl_H_3 : 0.00392612 + s_lower_bl_H_31 : 0.00390913 + s_lower_bl_H_1 : 0.00382221 +Epoch: 260 | Train Loss: 1.27139 | Test Loss: 1.54938 | analysis_confidence: 0.120801 | CL: 0.021581 | ln_CD: 0.0425185 | CM: 0.00347887 | Top_Xtr: 0.0147314 | Bot_Xtr: 0.0169272 +Loss contributors: + s_ln_CD : 0.480808 + s_CL : 0.407829 + s_CM : 0.182715 + s_analysis_confidence : 0.182662 + s_Bot_Xtr : 0.0229396 + s_Top_Xtr : 0.0150036 + s_lower_bl_H_2 : 0.00398914 + s_lower_bl_H_3 : 0.00398337 + s_lower_bl_H_31 : 0.00396455 + s_upper_bl_H_31 : 0.00387344 +slurmstepd-d-10-4-2: error: *** JOB 25361645 ON d-10-4-2 CANCELLED AT 2024-03-09T11:09:56 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25361646 b/training/gen2_architecture/log.log-25361646 new file mode 100644 index 0000000..ecad1dd --- /dev/null +++ b/training/gen2_architecture/log.log-25361646 @@ -0,0 +1,3217 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 9.50813 | Test Loss: 4.72856 | analysis_confidence: 0.238046 | CL: 0.0495238 | ln_CD: 0.105156 | CM: 0.00838502 | Top_Xtr: 0.0533918 | Bot_Xtr: 0.0621721 +Loss contributors: + s_ln_CD : 1.25027 + s_CL : 1.19409 + s_CM : 0.681289 + s_analysis_confidence : 0.32653 + s_Bot_Xtr : 0.130015 + s_Top_Xtr : 0.0880178 + s_upper_bl_H_31 : 0.0193483 + s_upper_bl_H_30 : 0.0180259 + s_upper_bl_H_29 : 0.01725 + s_lower_bl_H_31 : 0.0170912 +Epoch: 1 | Train Loss: 4.11747 | Test Loss: 3.6531 | analysis_confidence: 0.183346 | CL: 0.0435613 | ln_CD: 0.087745 | CM: 0.00692826 | Top_Xtr: 0.0447433 | Bot_Xtr: 0.0521841 +Loss contributors: + s_ln_CD : 0.970322 + s_CL : 0.937699 + s_CM : 0.503345 + s_analysis_confidence : 0.261918 + s_Bot_Xtr : 0.101731 + s_Top_Xtr : 0.0686772 + s_upper_bl_H_31 : 0.0144064 + s_lower_bl_H_31 : 0.0138527 + s_upper_bl_H_30 : 0.0130862 + s_upper_bl_H_29 : 0.0124515 +Epoch: 2 | Train Loss: 3.36474 | Test Loss: 3.18959 | analysis_confidence: 0.166457 | CL: 0.0384526 | ln_CD: 0.0799213 | CM: 0.00656749 | Top_Xtr: 0.039537 | Bot_Xtr: 0.0469892 +Loss contributors: + s_ln_CD : 0.858705 + s_CL : 0.797428 + s_CM : 0.449567 + s_analysis_confidence : 0.243278 + s_Bot_Xtr 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0.0101647 + s_lower_bl_H_0 : 0.00917622 + s_upper_bl_H_30 : 0.00914048 +Epoch: 5 | Train Loss: 2.54691 | Test Loss: 2.48696 | analysis_confidence: 0.150356 | CL: 0.0312954 | ln_CD: 0.0657624 | CM: 0.00522516 | Top_Xtr: 0.0320759 | Bot_Xtr: 0.0377635 +Loss contributors: + s_ln_CD : 0.696599 + s_CL : 0.606186 + s_CM : 0.324895 + s_analysis_confidence : 0.220921 + s_Bot_Xtr : 0.0617273 + s_Top_Xtr : 0.0415259 + s_upper_bl_H_31 : 0.00953794 + s_lower_bl_H_31 : 0.00937989 + s_lower_bl_H_0 : 0.00856667 + s_upper_bl_H_30 : 0.00824392 +Epoch: 6 | Train Loss: 2.41691 | Test Loss: 2.34956 | analysis_confidence: 0.149661 | CL: 0.0303762 | ln_CD: 0.0611178 | CM: 0.00497532 | Top_Xtr: 0.0301963 | Bot_Xtr: 0.0350797 +Loss contributors: + s_ln_CD : 0.65309 + s_CL : 0.577843 + s_CM : 0.302602 + s_analysis_confidence : 0.216983 + s_Bot_Xtr : 0.055489 + s_Top_Xtr : 0.0378415 + s_upper_bl_H_31 : 0.00890157 + s_lower_bl_H_31 : 0.00884201 + s_lower_bl_H_0 : 0.00837519 + s_lower_bl_H_1 : 0.00778114 +Epoch: 7 | Train Loss: 2.31164 | Test Loss: 2.28658 | analysis_confidence: 0.144642 | CL: 0.0305854 | ln_CD: 0.0612116 | CM: 0.00493899 | Top_Xtr: 0.0296654 | Bot_Xtr: 0.0349205 +Loss contributors: + s_ln_CD : 0.637079 + s_CL : 0.562793 + s_CM : 0.29444 + s_analysis_confidence : 0.215236 + s_Bot_Xtr : 0.0542655 + s_Top_Xtr : 0.0371129 + s_upper_bl_H_31 : 0.0086156 + s_lower_bl_H_31 : 0.00841443 + s_lower_bl_H_0 : 0.008082 + s_upper_bl_H_30 : 0.00739561 +Epoch: 8 | Train Loss: 2.22444 | Test Loss: 2.22497 | analysis_confidence: 0.142946 | CL: 0.0302191 | ln_CD: 0.0571154 | CM: 0.00497238 | Top_Xtr: 0.0279279 | Bot_Xtr: 0.0323614 +Loss contributors: + s_ln_CD : 0.61567 + s_CL : 0.549034 + s_CM : 0.293164 + s_analysis_confidence : 0.213898 + s_Bot_Xtr : 0.0498755 + s_Top_Xtr : 0.034157 + s_upper_bl_H_31 : 0.00821621 + s_lower_bl_H_31 : 0.00811974 + s_lower_bl_H_0 : 0.00808298 + s_lower_bl_H_1 : 0.00755111 +Epoch: 9 | Train Loss: 2.15203 | Test Loss: 2.1949 | analysis_confidence: 0.144331 | CL: 0.0287032 | ln_CD: 0.066739 | CM: 0.00481808 | Top_Xtr: 0.0269882 | Bot_Xtr: 0.0315295 +Loss contributors: + s_ln_CD : 0.643504 + s_CL : 0.528819 + s_CM : 0.276784 + s_analysis_confidence : 0.211305 + s_Bot_Xtr : 0.0490675 + s_Top_Xtr : 0.033628 + s_upper_bl_H_31 : 0.00783774 + s_lower_bl_H_31 : 0.00766651 + s_lower_bl_H_0 : 0.00746145 + s_lower_bl_H_1 : 0.00715181 +Epoch: 10 | Train Loss: 2.09261 | Test Loss: 2.0783 | analysis_confidence: 0.143031 | CL: 0.0285284 | ln_CD: 0.0573448 | CM: 0.0048541 | Top_Xtr: 0.0262901 | Bot_Xtr: 0.0306711 +Loss contributors: + s_ln_CD : 0.573593 + s_CL : 0.511588 + s_CM : 0.275135 + s_analysis_confidence : 0.208511 + s_Bot_Xtr : 0.0459054 + s_Top_Xtr : 0.0315548 + s_lower_bl_H_31 : 0.00771292 + s_upper_bl_H_31 : 0.00769179 + s_lower_bl_H_0 : 0.00718815 + s_lower_bl_H_1 : 0.00667088 +Epoch: 11 | Train Loss: 2.04086 | Test Loss: 2.04993 | analysis_confidence: 0.14388 | CL: 0.0280597 | ln_CD: 0.0541289 | CM: 0.00479586 | Top_Xtr: 0.0270617 | Bot_Xtr: 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s_lower_bl_H_0 : 0.00574259 + s_lower_bl_H_1 : 0.00568349 +Epoch: 18 | Train Loss: 1.81305 | Test Loss: 1.88384 | analysis_confidence: 0.134497 | CL: 0.025272 | ln_CD: 0.0517389 | CM: 0.00418561 | Top_Xtr: 0.0235328 | Bot_Xtr: 0.026834 +Loss contributors: + s_ln_CD : 0.552845 + s_CL : 0.466932 + s_CM : 0.232599 + s_analysis_confidence : 0.199368 + s_Bot_Xtr : 0.0386568 + s_Top_Xtr : 0.0274718 + s_upper_bl_H_31 : 0.00635949 + s_lower_bl_H_31 : 0.00623075 + s_lower_bl_H_2 : 0.00574482 + s_lower_bl_H_0 : 0.00565655 +Epoch: 19 | Train Loss: 1.79193 | Test Loss: 1.83073 | analysis_confidence: 0.134249 | CL: 0.0254483 | ln_CD: 0.0583452 | CM: 0.00404812 | Top_Xtr: 0.0228863 | Bot_Xtr: 0.0263414 +Loss contributors: + s_ln_CD : 0.538975 + s_CL : 0.449775 + s_CM : 0.221843 + s_analysis_confidence : 0.198467 + s_Bot_Xtr : 0.0378586 + s_Top_Xtr : 0.0268967 + s_upper_bl_H_31 : 0.00609428 + s_lower_bl_H_31 : 0.00594898 + s_lower_bl_H_2 : 0.00552506 + s_lower_bl_H_0 : 0.00539671 +Epoch: 20 | Train Loss: 1.77258 | Test Loss: 1.79035 | analysis_confidence: 0.138031 | CL: 0.0252559 | ln_CD: 0.0538043 | CM: 0.00399754 | Top_Xtr: 0.0236153 | Bot_Xtr: 0.0267433 +Loss contributors: + s_ln_CD : 0.509664 + s_CL : 0.451034 + s_CM : 0.21768 + s_analysis_confidence : 0.199243 + s_Bot_Xtr : 0.0377414 + s_Top_Xtr : 0.027223 + s_upper_bl_H_31 : 0.00603523 + s_lower_bl_H_31 : 0.00585316 + s_lower_bl_H_2 : 0.00535409 + s_lower_bl_H_1 : 0.00521745 +Epoch: 21 | Train Loss: 1.75405 | Test Loss: 1.78088 | analysis_confidence: 0.134254 | CL: 0.0246458 | ln_CD: 0.0507288 | CM: 0.00397131 | Top_Xtr: 0.0226511 | Bot_Xtr: 0.0258948 +Loss contributors: + s_ln_CD : 0.510535 + s_CL : 0.444235 + s_CM : 0.217683 + s_analysis_confidence : 0.19822 + s_Bot_Xtr : 0.0374482 + s_Top_Xtr : 0.0268619 + s_upper_bl_H_31 : 0.00591983 + s_lower_bl_H_31 : 0.00583299 + s_lower_bl_H_2 : 0.0053306 + s_lower_bl_H_1 : 0.00529513 +Epoch: 22 | Train Loss: 1.73914 | Test Loss: 1.71967 | analysis_confidence: 0.134196 | CL: 0.0245683 | ln_CD: 0.0485696 | CM: 0.00392859 | Top_Xtr: 0.0223896 | Bot_Xtr: 0.0250841 +Loss contributors: + s_ln_CD : 0.485775 + s_CL : 0.427024 + s_CM : 0.211825 + s_analysis_confidence : 0.197478 + s_Bot_Xtr : 0.0359275 + s_Top_Xtr : 0.0259605 + s_upper_bl_H_31 : 0.00586196 + s_lower_bl_H_31 : 0.00573603 + s_lower_bl_H_2 : 0.00520838 + s_lower_bl_H_0 : 0.0051225 +Epoch: 23 | Train Loss: 1.72255 | Test Loss: 1.74073 | analysis_confidence: 0.133442 | CL: 0.0245162 | ln_CD: 0.051804 | CM: 0.00400203 | Top_Xtr: 0.0219824 | Bot_Xtr: 0.025234 +Loss contributors: + s_ln_CD : 0.499879 + s_CL : 0.430185 + s_CM : 0.215971 + s_analysis_confidence : 0.196899 + s_Bot_Xtr : 0.0360606 + s_Top_Xtr : 0.025624 + s_upper_bl_H_31 : 0.0058974 + s_lower_bl_H_31 : 0.00574511 + s_lower_bl_H_2 : 0.00524519 + s_upper_bl_ret_0 : 0.00509225 +Epoch: 24 | Train Loss: 1.70748 | Test Loss: 1.73979 | analysis_confidence: 0.131443 | CL: 0.0259371 | ln_CD: 0.0479545 | CM: 0.00432003 | Top_Xtr: 0.0234577 | Bot_Xtr: 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0.00331862 | Top_Xtr: 0.016879 | Bot_Xtr: 0.0191619 +Loss contributors: + s_ln_CD : 0.433854 + s_CL : 0.372281 + s_analysis_confidence : 0.184265 + s_CM : 0.169463 + s_Bot_Xtr : 0.0246673 + s_Top_Xtr : 0.0166536 + s_upper_bl_H_31 : 0.00398901 + s_lower_bl_H_31 : 0.00388787 + s_lower_bl_H_1 : 0.00379733 + s_lower_bl_H_3 : 0.00371278 +Epoch: 101 | Train Loss: 1.35338 | Test Loss: 1.41808 | analysis_confidence: 0.124213 | CL: 0.0209179 | ln_CD: 0.0400081 | CM: 0.00320029 | Top_Xtr: 0.0194015 | Bot_Xtr: 0.020693 +Loss contributors: + s_ln_CD : 0.415559 + s_CL : 0.362404 + s_analysis_confidence : 0.184345 + s_CM : 0.163758 + s_Bot_Xtr : 0.0275067 + s_Top_Xtr : 0.0197144 + s_upper_bl_H_31 : 0.00399819 + s_lower_bl_H_31 : 0.00389196 + s_lower_bl_H_1 : 0.00378165 + s_lower_bl_H_3 : 0.00361615 +Epoch: 102 | Train Loss: 1.35041 | Test Loss: 1.40303 | analysis_confidence: 0.125902 | CL: 0.0205451 | ln_CD: 0.0405069 | CM: 0.00325581 | Top_Xtr: 0.0172165 | Bot_Xtr: 0.0195739 +Loss contributors: + 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Test Loss: 1.36603 | analysis_confidence: 0.122105 | CL: 0.0202486 | ln_CD: 0.0389588 | CM: 0.00312113 | Top_Xtr: 0.0158822 | Bot_Xtr: 0.0178285 +Loss contributors: + s_ln_CD : 0.394714 + s_CL : 0.356291 + s_analysis_confidence : 0.182789 + s_CM : 0.158792 + s_Bot_Xtr : 0.0230584 + s_Top_Xtr : 0.0153085 + s_upper_bl_H_31 : 0.00385977 + s_lower_bl_H_31 : 0.00379062 + s_lower_bl_H_1 : 0.00361973 + s_lower_bl_H_3 : 0.00348074 +Epoch: 125 | Train Loss: 1.30957 | Test Loss: 1.37942 | analysis_confidence: 0.122611 | CL: 0.0206115 | ln_CD: 0.0400901 | CM: 0.00336044 | Top_Xtr: 0.0167385 | Bot_Xtr: 0.0192984 +Loss contributors: + s_ln_CD : 0.402092 + s_CL : 0.353518 + s_analysis_confidence : 0.183424 + s_CM : 0.165548 + s_Bot_Xtr : 0.0251884 + s_Top_Xtr : 0.0167774 + s_upper_bl_H_31 : 0.00383843 + s_lower_bl_H_31 : 0.00382701 + s_lower_bl_H_1 : 0.00355405 + s_lower_bl_H_3 : 0.00345411 +Epoch: 126 | Train Loss: 1.30559 | Test Loss: 1.3605 | analysis_confidence: 0.121671 | CL: 0.0198692 | ln_CD: 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0.0202854 | ln_CD: 0.0400036 | CM: 0.00315901 | Top_Xtr: 0.0163339 | Bot_Xtr: 0.0182489 +Loss contributors: + s_ln_CD : 0.392506 + s_CL : 0.356209 + s_analysis_confidence : 0.18318 + s_CM : 0.159598 + s_Bot_Xtr : 0.0234291 + s_Top_Xtr : 0.0151616 + s_upper_bl_H_31 : 0.00390656 + s_lower_bl_H_31 : 0.00366601 + s_lower_bl_H_1 : 0.00355595 + s_lower_bl_H_3 : 0.0034303 +Epoch: 140 | Train Loss: 1.28618 | Test Loss: 1.38412 | analysis_confidence: 0.122244 | CL: 0.0204942 | ln_CD: 0.0443876 | CM: 0.00320606 | Top_Xtr: 0.0156889 | Bot_Xtr: 0.0179157 +Loss contributors: + s_ln_CD : 0.408486 + s_CL : 0.358237 + s_analysis_confidence : 0.182712 + s_CM : 0.161648 + s_Bot_Xtr : 0.0235691 + s_Top_Xtr : 0.0152032 + s_upper_bl_H_31 : 0.00383083 + s_lower_bl_H_31 : 0.00380311 + s_lower_bl_H_1 : 0.00355389 + s_lower_bl_H_3 : 0.00343711 +Epoch: 141 | Train Loss: 1.28532 | Test Loss: 1.39459 | analysis_confidence: 0.123409 | CL: 0.0215904 | ln_CD: 0.0405058 | CM: 0.0032483 | Top_Xtr: 0.017014 | Bot_Xtr: 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s_analysis_confidence : 0.182865 + s_CM : 0.160517 + s_Bot_Xtr : 0.0237136 + s_Top_Xtr : 0.0158605 + s_upper_bl_H_31 : 0.00381365 + s_lower_bl_H_31 : 0.00372312 + s_lower_bl_H_1 : 0.00352808 + s_lower_bl_H_3 : 0.00343386 +Epoch: 144 | Train Loss: 1.28537 | Test Loss: 1.36177 | analysis_confidence: 0.127028 | CL: 0.0210044 | ln_CD: 0.0385244 | CM: 0.00308211 | Top_Xtr: 0.0171837 | Bot_Xtr: 0.0198783 +Loss contributors: + s_ln_CD : 0.394978 + s_CL : 0.356695 + s_analysis_confidence : 0.183119 + s_CM : 0.157345 + s_Bot_Xtr : 0.0233507 + s_Top_Xtr : 0.0156717 + s_upper_bl_H_31 : 0.00379657 + s_lower_bl_H_31 : 0.00363512 + s_lower_bl_H_1 : 0.00350647 + s_upper_bl_H_30 : 0.00338992 +Epoch: 145 | Train Loss: 1.28037 | Test Loss: 1.3799 | analysis_confidence: 0.120227 | CL: 0.0202464 | ln_CD: 0.0406539 | CM: 0.00327431 | Top_Xtr: 0.0152093 | Bot_Xtr: 0.0172987 +Loss contributors: + s_ln_CD : 0.400313 + s_CL : 0.363221 + s_analysis_confidence : 0.183232 + s_CM : 0.163239 + s_Bot_Xtr : 0.023912 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0.00353634 + s_lower_bl_H_1 : 0.00353214 + s_lower_bl_H_3 : 0.00339886 +Epoch: 148 | Train Loss: 1.27799 | Test Loss: 1.37374 | analysis_confidence: 0.120584 | CL: 0.0209141 | ln_CD: 0.0469539 | CM: 0.00331405 | Top_Xtr: 0.0151304 | Bot_Xtr: 0.0174944 +Loss contributors: + s_ln_CD : 0.412462 + s_CL : 0.351846 + s_analysis_confidence : 0.183261 + s_CM : 0.161074 + s_Bot_Xtr : 0.0224169 + s_Top_Xtr : 0.0147045 + s_upper_bl_H_31 : 0.00360899 + s_lower_bl_H_1 : 0.00360596 + s_lower_bl_H_31 : 0.00348352 + s_lower_bl_H_3 : 0.00347209 +Epoch: 149 | Train Loss: 1.27512 | Test Loss: 1.37248 | analysis_confidence: 0.121176 | CL: 0.0233445 | ln_CD: 0.0387705 | CM: 0.00331662 | Top_Xtr: 0.0155942 | Bot_Xtr: 0.0177319 +Loss contributors: + s_ln_CD : 0.395363 + s_CL : 0.367646 + s_analysis_confidence : 0.184824 + s_CM : 0.16043 + s_Bot_Xtr : 0.0224572 + s_Top_Xtr : 0.0154122 + s_upper_bl_H_31 : 0.0036135 + s_lower_bl_H_31 : 0.00348474 + s_lower_bl_H_1 : 0.00348244 + s_lower_bl_H_3 : 0.00341144 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0.00309982 | Top_Xtr: 0.0160109 | Bot_Xtr: 0.017882 +Loss contributors: + s_ln_CD : 0.393981 + s_CL : 0.350584 + s_analysis_confidence : 0.183121 + s_CM : 0.155317 + s_Bot_Xtr : 0.0220776 + s_Top_Xtr : 0.0147529 + s_upper_bl_H_31 : 0.00363119 + s_lower_bl_H_31 : 0.00349824 + s_lower_bl_H_1 : 0.00343374 + s_lower_bl_H_3 : 0.00338243 +Epoch: 168 | Train Loss: 1.25685 | Test Loss: 1.33296 | analysis_confidence: 0.123108 | CL: 0.0196474 | ln_CD: 0.0383496 | CM: 0.00323672 | Top_Xtr: 0.01605 | Bot_Xtr: 0.0179236 +Loss contributors: + s_ln_CD : 0.38368 + s_CL : 0.345814 + s_analysis_confidence : 0.18241 + s_CM : 0.156879 + s_Bot_Xtr : 0.0231695 + s_Top_Xtr : 0.0153256 + s_upper_bl_H_31 : 0.00364697 + s_lower_bl_H_31 : 0.00351415 + s_lower_bl_H_1 : 0.00348424 + s_lower_bl_H_3 : 0.00344344 +Epoch: 169 | Train Loss: 1.25124 | Test Loss: 1.35914 | analysis_confidence: 0.124185 | CL: 0.0209788 | ln_CD: 0.0384099 | CM: 0.00320859 | Top_Xtr: 0.0177881 | Bot_Xtr: 0.018375 +Loss contributors: + 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CM: 0.00331327 | Top_Xtr: 0.0156597 | Bot_Xtr: 0.0184518 +Loss contributors: + s_ln_CD : 0.39236 + s_CL : 0.353901 + s_analysis_confidence : 0.181997 + s_CM : 0.159747 + s_Bot_Xtr : 0.0235243 + s_Top_Xtr : 0.0155521 + s_upper_bl_H_31 : 0.00372285 + s_lower_bl_H_31 : 0.00354573 + s_lower_bl_H_1 : 0.00345662 + s_lower_bl_H_3 : 0.00345475 +Epoch: 181 | Train Loss: 1.24008 | Test Loss: 1.33858 | analysis_confidence: 0.119384 | CL: 0.020403 | ln_CD: 0.038859 | CM: 0.00320367 | Top_Xtr: 0.0146166 | Bot_Xtr: 0.0166236 +Loss contributors: + s_ln_CD : 0.39157 + s_CL : 0.349208 + s_analysis_confidence : 0.182264 + s_CM : 0.15587 + s_Bot_Xtr : 0.0223176 + s_Top_Xtr : 0.0145179 + s_upper_bl_H_31 : 0.00352576 + s_lower_bl_H_1 : 0.00342996 + s_lower_bl_H_31 : 0.0034011 + s_lower_bl_H_3 : 0.00338639 +Epoch: 182 | Train Loss: 1.24114 | Test Loss: 1.35279 | analysis_confidence: 0.124004 | CL: 0.0195881 | ln_CD: 0.0372102 | CM: 0.00315298 | Top_Xtr: 0.0155691 | Bot_Xtr: 0.0172697 +Loss contributors: + 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1.31751 | analysis_confidence: 0.122958 | CL: 0.0196991 | ln_CD: 0.0375699 | CM: 0.00307592 | Top_Xtr: 0.0149093 | Bot_Xtr: 0.0164999 +Loss contributors: + s_ln_CD : 0.380237 + s_CL : 0.344685 + s_analysis_confidence : 0.182432 + s_CM : 0.152644 + s_Bot_Xtr : 0.021701 + s_Top_Xtr : 0.0149397 + s_upper_bl_H_31 : 0.00355647 + s_lower_bl_H_31 : 0.00337584 + s_lower_bl_H_3 : 0.0033323 + s_lower_bl_H_1 : 0.00327949 +Epoch: 192 | Train Loss: 1.23203 | Test Loss: 1.37495 | analysis_confidence: 0.126119 | CL: 0.0201962 | ln_CD: 0.0398798 | CM: 0.00310202 | Top_Xtr: 0.0160152 | Bot_Xtr: 0.01824 +Loss contributors: + s_ln_CD : 0.404705 + s_CL : 0.360146 + s_analysis_confidence : 0.182847 + s_CM : 0.156558 + s_Bot_Xtr : 0.0233869 + s_Top_Xtr : 0.0166637 + s_upper_bl_H_31 : 0.00360873 + s_lower_bl_H_1 : 0.00345325 + s_lower_bl_H_31 : 0.00344164 + s_lower_bl_H_3 : 0.00335042 +Epoch: 193 | Train Loss: 1.22786 | Test Loss: 1.35955 | analysis_confidence: 0.123545 | CL: 0.0201277 | ln_CD: 0.0397789 | CM: 0.00306169 | Top_Xtr: 0.0150797 | Bot_Xtr: 0.0170723 +Loss contributors: + s_ln_CD : 0.404332 + s_CL : 0.351996 + s_analysis_confidence : 0.181997 + s_CM : 0.15528 + s_Bot_Xtr : 0.0233563 + s_Top_Xtr : 0.0154518 + s_upper_bl_H_31 : 0.00360083 + s_lower_bl_H_1 : 0.00348393 + s_lower_bl_H_31 : 0.00343298 + s_lower_bl_H_3 : 0.0033487 +Epoch: 194 | Train Loss: 1.22684 | Test Loss: 1.33871 | analysis_confidence: 0.122066 | CL: 0.0201539 | ln_CD: 0.0413094 | CM: 0.00312438 | Top_Xtr: 0.0151759 | Bot_Xtr: 0.0167378 +Loss contributors: + s_ln_CD : 0.395406 + s_CL : 0.345278 + s_analysis_confidence : 0.181843 + s_CM : 0.15763 + s_Bot_Xtr : 0.0220355 + s_Top_Xtr : 0.0150361 + s_upper_bl_H_31 : 0.00351698 + s_lower_bl_H_1 : 0.0033789 + s_lower_bl_H_3 : 0.00335813 + s_lower_bl_H_31 : 0.0033237 +Epoch: 195 | Train Loss: 1.22879 | Test Loss: 1.36125 | analysis_confidence: 0.120848 | CL: 0.0198848 | ln_CD: 0.04054 | CM: 0.00321773 | Top_Xtr: 0.0149448 | Bot_Xtr: 0.0171828 +Loss contributors: + s_ln_CD : 0.401524 + s_CL : 0.35615 + s_analysis_confidence : 0.184365 + s_CM : 0.158786 + s_Bot_Xtr : 0.0221529 + s_Top_Xtr : 0.0150953 + s_upper_bl_H_31 : 0.00368515 + s_lower_bl_H_31 : 0.00350078 + s_lower_bl_H_1 : 0.00342016 + s_lower_bl_H_3 : 0.00333122 +Epoch: 196 | Train Loss: 1.22787 | Test Loss: 1.35865 | analysis_confidence: 0.122605 | CL: 0.0214409 | ln_CD: 0.0386662 | CM: 0.00312795 | Top_Xtr: 0.0151119 | Bot_Xtr: 0.0174219 +Loss contributors: + s_ln_CD : 0.400283 + s_CL : 0.357664 + s_analysis_confidence : 0.183243 + s_CM : 0.157349 + s_Bot_Xtr : 0.0222297 + s_Top_Xtr : 0.0150404 + s_upper_bl_H_31 : 0.00355361 + s_lower_bl_H_31 : 0.00350065 + s_lower_bl_H_1 : 0.00341717 + s_lower_bl_H_3 : 0.00332222 +Epoch: 197 | Train Loss: 1.22689 | Test Loss: 1.36459 | analysis_confidence: 0.1224 | CL: 0.0210729 | ln_CD: 0.0405041 | CM: 0.00342548 | Top_Xtr: 0.015322 | Bot_Xtr: 0.0183093 +Loss contributors: + s_ln_CD : 0.401708 + s_CL : 0.357336 + s_analysis_confidence : 0.182127 + s_CM 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: 0.00345559 + s_lower_bl_H_3 : 0.00336047 + s_lower_bl_H_1 : 0.00335837 + s_lower_bl_H_31 : 0.00334331 +Epoch: 200 | Train Loss: 1.22518 | Test Loss: 1.33147 | analysis_confidence: 0.123005 | CL: 0.019897 | ln_CD: 0.0372303 | CM: 0.00308635 | Top_Xtr: 0.0155102 | Bot_Xtr: 0.0172354 +Loss contributors: + s_ln_CD : 0.38781 + s_CL : 0.346911 + s_analysis_confidence : 0.18149 + s_CM : 0.154466 + s_Bot_Xtr : 0.0214207 + s_Top_Xtr : 0.0147815 + s_upper_bl_H_31 : 0.00366794 + s_lower_bl_H_31 : 0.0034258 + s_lower_bl_H_3 : 0.00332982 + s_lower_bl_H_1 : 0.00328185 +Epoch: 201 | Train Loss: 1.22473 | Test Loss: 1.3303 | analysis_confidence: 0.121402 | CL: 0.0202367 | ln_CD: 0.0389713 | CM: 0.00306982 | Top_Xtr: 0.0150711 | Bot_Xtr: 0.0164971 +Loss contributors: + s_ln_CD : 0.393365 + s_CL : 0.345909 + s_analysis_confidence : 0.181812 + s_CM : 0.153117 + s_Bot_Xtr : 0.0211936 + s_Top_Xtr : 0.0147095 + s_upper_bl_H_31 : 0.00353572 + s_lower_bl_H_31 : 0.00342202 + s_lower_bl_H_1 : 0.00328573 + s_lower_bl_H_3 : 0.00328154 +Epoch: 202 | Train Loss: 1.22173 | Test Loss: 1.35117 | analysis_confidence: 0.124725 | CL: 0.0211712 | ln_CD: 0.0378686 | CM: 0.00336446 | Top_Xtr: 0.0175492 | Bot_Xtr: 0.0194233 +Loss contributors: + s_ln_CD : 0.389566 + s_CL : 0.352768 + s_analysis_confidence : 0.182415 + s_CM : 0.161672 + s_Bot_Xtr : 0.0256725 + s_Top_Xtr : 0.0168092 + s_upper_bl_H_31 : 0.00345676 + s_lower_bl_H_1 : 0.00342199 + s_lower_bl_H_31 : 0.00338104 + s_lower_bl_H_3 : 0.00337524 +Epoch: 203 | Train Loss: 1.22415 | Test Loss: 1.35463 | analysis_confidence: 0.12352 | CL: 0.0198714 | ln_CD: 0.0395989 | CM: 0.00319416 | Top_Xtr: 0.0174433 | Bot_Xtr: 0.0198793 +Loss contributors: + s_ln_CD : 0.401984 + s_CL : 0.347855 + s_analysis_confidence : 0.182356 + s_CM : 0.157929 + s_Bot_Xtr : 0.0233033 + s_Top_Xtr : 0.0162131 + s_upper_bl_H_31 : 0.00356027 + s_lower_bl_H_31 : 0.00344806 + s_lower_bl_H_0 : 0.00338793 + s_lower_bl_H_1 : 0.00337859 +Epoch: 204 | Train Loss: 1.22165 | Test Loss: 1.31963 | analysis_confidence: 0.118708 | CL: 0.0203135 | ln_CD: 0.0387952 | CM: 0.00303299 | Top_Xtr: 0.0150809 | Bot_Xtr: 0.0168027 +Loss contributors: + s_ln_CD : 0.381886 + s_CL : 0.345014 + s_analysis_confidence : 0.184255 + s_CM : 0.150376 + s_Bot_Xtr : 0.0233916 + s_Top_Xtr : 0.0160867 + s_upper_bl_H_31 : 0.00345716 + s_lower_bl_H_3 : 0.00330905 + s_lower_bl_H_31 : 0.00330768 + s_lower_bl_H_1 : 0.00330647 +Epoch: 205 | Train Loss: 1.22015 | Test Loss: 1.3515 | analysis_confidence: 0.122798 | CL: 0.0213983 | ln_CD: 0.0405879 | CM: 0.00333124 | Top_Xtr: 0.0158168 | Bot_Xtr: 0.0177027 +Loss contributors: + s_ln_CD : 0.391137 + s_CL : 0.358894 + s_analysis_confidence : 0.1823 + s_CM : 0.16162 + s_Bot_Xtr : 0.021589 + s_Top_Xtr : 0.014157 + s_upper_bl_H_31 : 0.00354408 + s_lower_bl_H_1 : 0.00338535 + s_lower_bl_H_31 : 0.00337862 + s_lower_bl_H_3 : 0.00330287 +Epoch: 206 | Train Loss: 1.22031 | Test Loss: 1.3638 | analysis_confidence: 0.119181 | CL: 0.020014 | ln_CD: 0.0381411 | CM: 0.00307811 | Top_Xtr: 0.0166021 | Bot_Xtr: 0.01896 +Loss contributors: + s_ln_CD : 0.403094 + s_CL : 0.354611 + s_analysis_confidence : 0.182211 + s_CM : 0.154618 + s_Bot_Xtr : 0.0251831 + s_Top_Xtr : 0.0181159 + s_upper_bl_H_31 : 0.00357299 + s_lower_bl_H_31 : 0.00342456 + s_lower_bl_H_3 : 0.00340375 + s_lower_bl_H_1 : 0.00337974 +Epoch: 207 | Train Loss: 1.21923 | Test Loss: 1.36582 | analysis_confidence: 0.121325 | CL: 0.0203035 | ln_CD: 0.0396503 | CM: 0.00330817 | Top_Xtr: 0.0151184 | Bot_Xtr: 0.0169652 +Loss contributors: + s_ln_CD : 0.4039 + s_CL : 0.358531 + s_analysis_confidence : 0.181723 + s_CM : 0.162417 + s_Bot_Xtr : 0.0217963 + s_Top_Xtr : 0.0147318 + s_upper_bl_H_31 : 0.00349153 + s_lower_bl_H_1 : 0.00339338 + s_lower_bl_H_31 : 0.00338083 + s_lower_bl_H_3 : 0.00333768 +Epoch: 208 | Train Loss: 1.21934 | Test Loss: 1.35858 | analysis_confidence: 0.125923 | CL: 0.0195504 | ln_CD: 0.0392426 | CM: 0.00312522 | Top_Xtr: 0.0155885 | Bot_Xtr: 0.0171397 +Loss contributors: + s_ln_CD : 0.413249 + s_CL : 0.348409 + s_analysis_confidence : 0.183764 + s_CM : 0.154641 + s_Bot_Xtr : 0.0218454 + s_Top_Xtr : 0.0153359 + s_upper_bl_H_31 : 0.00347196 + s_lower_bl_H_3 : 0.00338152 + s_lower_bl_H_1 : 0.00334595 + s_lower_bl_H_31 : 0.00332953 +Epoch: 209 | Train Loss: 1.21916 | Test Loss: 1.36158 | analysis_confidence: 0.123852 | CL: 0.0209712 | ln_CD: 0.0377421 | CM: 0.00316225 | Top_Xtr: 0.0166016 | Bot_Xtr: 0.0178091 +Loss contributors: + s_ln_CD : 0.40155 + s_CL : 0.358797 + s_analysis_confidence : 0.182834 + s_CM : 0.159281 + s_Bot_Xtr : 0.0216244 + s_Top_Xtr : 0.0146311 + s_upper_bl_H_31 : 0.00348975 + s_lower_bl_H_3 : 0.00347047 + s_lower_bl_H_1 : 0.00344649 + s_lower_bl_H_31 : 0.00343025 +Epoch: 210 | Train Loss: 1.21575 | Test Loss: 1.33232 | analysis_confidence: 0.122449 | CL: 0.0204202 | ln_CD: 0.0381681 | CM: 0.00320894 | Top_Xtr: 0.0154545 | Bot_Xtr: 0.0170135 +Loss contributors: + s_ln_CD : 0.384375 + s_CL : 0.351215 + s_analysis_confidence : 0.181865 + s_CM : 0.156097 + s_Bot_Xtr : 0.0213994 + s_Top_Xtr : 0.0144553 + s_upper_bl_H_31 : 0.00348192 + s_lower_bl_H_3 : 0.00340887 + s_lower_bl_H_31 : 0.00338036 + s_lower_bl_H_1 : 0.00333138 +Epoch: 211 | Train Loss: 1.21521 | Test Loss: 1.32465 | analysis_confidence: 0.121424 | CL: 0.0199079 | ln_CD: 0.0457915 | CM: 0.00308211 | Top_Xtr: 0.0150485 | Bot_Xtr: 0.0169985 +Loss contributors: + s_ln_CD : 0.400584 + s_CL : 0.339233 + s_analysis_confidence : 0.18181 + s_CM : 0.15153 + s_Bot_Xtr : 0.0207977 + s_Top_Xtr : 0.0137159 + s_upper_bl_H_31 : 0.00342126 + s_lower_bl_H_31 : 0.0033009 + s_lower_bl_H_3 : 0.00329979 + s_lower_bl_H_1 : 0.00323331 +Epoch: 212 | Train Loss: 1.21662 | Test Loss: 1.3056 | analysis_confidence: 0.121524 | CL: 0.0194125 | ln_CD: 0.0367158 | CM: 0.00303941 | Top_Xtr: 0.0146323 | Bot_Xtr: 0.016126 +Loss contributors: + s_ln_CD : 0.37607 + s_CL : 0.343444 + s_analysis_confidence : 0.181657 + s_CM : 0.151487 + s_Bot_Xtr : 0.0210467 + s_Top_Xtr : 0.0138251 + s_upper_bl_H_31 : 0.00346808 + s_lower_bl_H_1 : 0.0033628 + s_lower_bl_H_31 : 0.0033094 + s_lower_bl_H_3 : 0.00327965 +Epoch: 213 | Train Loss: 1.21254 | Test Loss: 1.34013 | analysis_confidence: 0.118987 | CL: 0.0196304 | ln_CD: 0.0446296 | CM: 0.00308996 | Top_Xtr: 0.0155889 | Bot_Xtr: 0.0172229 +Loss contributors: + s_ln_CD : 0.399197 + s_CL : 0.344193 + s_analysis_confidence : 0.183141 + s_CM : 0.155698 + s_Bot_Xtr : 0.0221432 + s_Top_Xtr : 0.0148515 + s_upper_bl_H_31 : 0.00344791 + s_lower_bl_H_1 : 0.00335037 + s_lower_bl_H_31 : 0.00334259 + s_lower_bl_H_3 : 0.00331828 +Epoch: 214 | Train Loss: 1.21212 | Test Loss: 1.32081 | analysis_confidence: 0.122599 | CL: 0.0207365 | ln_CD: 0.0379779 | CM: 0.00310429 | Top_Xtr: 0.0148782 | Bot_Xtr: 0.0162422 +Loss contributors: + s_ln_CD : 0.382897 + s_CL : 0.348982 + s_analysis_confidence : 0.181616 + s_CM : 0.152591 + s_Bot_Xtr : 0.0211417 + s_Top_Xtr : 0.0142544 + s_upper_bl_H_31 : 0.00364826 + s_lower_bl_H_31 : 0.00347651 + s_lower_bl_H_3 : 0.00333829 + s_lower_bl_H_1 : 0.00332299 +Epoch: 215 | Train Loss: 1.21047 | Test Loss: 1.31719 | analysis_confidence: 0.120961 | CL: 0.0189593 | ln_CD: 0.037043 | CM: 0.00303814 | Top_Xtr: 0.0150106 | Bot_Xtr: 0.0169639 +Loss contributors: + s_ln_CD : 0.386107 + s_CL : 0.342118 + s_analysis_confidence : 0.181514 + s_CM : 0.154341 + s_Bot_Xtr : 0.0211274 + s_Top_Xtr : 0.0139198 + s_upper_bl_H_31 : 0.00347535 + s_lower_bl_H_31 : 0.00340038 + s_lower_bl_H_1 : 0.00331026 + s_lower_bl_H_3 : 0.0033072 +Epoch: 216 | Train Loss: 1.21052 | Test Loss: 1.36641 | analysis_confidence: 0.124645 | CL: 0.0197482 | ln_CD: 0.0466589 | CM: 0.0030499 | Top_Xtr: 0.0150026 | Bot_Xtr: 0.0167001 +Loss contributors: + s_ln_CD : 0.424823 + s_CL : 0.348603 + s_analysis_confidence : 0.181577 + s_CM : 0.153593 + s_Bot_Xtr : 0.0217687 + s_Top_Xtr : 0.0148624 + s_upper_bl_H_31 : 0.00342139 + s_lower_bl_H_3 : 0.00335984 + s_lower_bl_H_1 : 0.00333506 + s_lower_bl_H_31 : 0.0033217 +Epoch: 217 | Train Loss: 1.21275 | Test Loss: 1.32819 | analysis_confidence: 0.12284 | CL: 0.019484 | ln_CD: 0.0373828 | CM: 0.00301521 | Top_Xtr: 0.0144431 | Bot_Xtr: 0.0160532 +Loss contributors: + s_ln_CD : 0.392936 + s_CL : 0.344639 + s_analysis_confidence : 0.182782 + s_CM : 0.1522 + s_Bot_Xtr : 0.0223279 + s_Top_Xtr : 0.0149841 + s_upper_bl_H_31 : 0.00348631 + s_lower_bl_H_31 : 0.00332892 + s_lower_bl_H_1 : 0.00330239 + s_lower_bl_H_3 : 0.00329416 +Epoch: 218 | Train Loss: 1.20818 | Test Loss: 1.33049 | analysis_confidence: 0.123318 | CL: 0.0215016 | ln_CD: 0.0367186 | CM: 0.00309962 | Top_Xtr: 0.0173464 | Bot_Xtr: 0.0191514 +Loss contributors: + s_ln_CD : 0.383411 + s_CL : 0.353704 + s_analysis_confidence : 0.181966 + s_CM : 0.154649 + s_Bot_Xtr : 0.0223504 + s_Top_Xtr : 0.0153008 + s_upper_bl_H_31 : 0.00350296 + s_lower_bl_H_3 : 0.00339187 + s_lower_bl_H_31 : 0.00336848 + s_lower_bl_H_1 : 0.00329822 +Epoch: 219 | Train Loss: 1.20801 | Test Loss: 1.32355 | analysis_confidence: 0.123444 | CL: 0.020252 | ln_CD: 0.0371479 | CM: 0.00308013 | Top_Xtr: 0.0154191 | Bot_Xtr: 0.0175421 +Loss contributors: + s_ln_CD : 0.383785 + s_CL : 0.349452 + s_analysis_confidence : 0.181851 + s_CM : 0.152444 + s_Bot_Xtr : 0.0221636 + s_Top_Xtr : 0.0149167 + s_upper_bl_H_31 : 0.00352726 + s_lower_bl_H_31 : 0.00340851 + s_lower_bl_H_3 : 0.00334593 + s_lower_bl_H_1 : 0.00325426 +Epoch: 220 | Train Loss: 1.20808 | Test Loss: 1.32425 | analysis_confidence: 0.121307 | CL: 0.0215429 | ln_CD: 0.0366608 | CM: 0.00320622 | Top_Xtr: 0.0148522 | Bot_Xtr: 0.0164512 +Loss contributors: + s_ln_CD : 0.376832 + s_CL : 0.354342 + s_analysis_confidence : 0.182264 + s_CM : 0.156051 + s_Bot_Xtr : 0.0217464 + s_Top_Xtr : 0.0150629 + s_upper_bl_H_31 : 0.00341979 + s_lower_bl_H_3 : 0.00333843 + s_lower_bl_H_1 : 0.00333284 + s_lower_bl_H_31 : 0.0032885 +Epoch: 221 | Train Loss: 1.20762 | Test Loss: 1.35535 | analysis_confidence: 0.120373 | CL: 0.0199491 | ln_CD: 0.0380653 | CM: 0.00308857 | Top_Xtr: 0.0152448 | Bot_Xtr: 0.0170296 +Loss 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s_upper_bl_H_31 : 0.00351895 + s_lower_bl_H_3 : 0.00342168 + s_lower_bl_H_31 : 0.00339603 + s_lower_bl_H_1 : 0.00337865 +Epoch: 226 | Train Loss: 1.20215 | Test Loss: 1.35543 | analysis_confidence: 0.121214 | CL: 0.0221648 | ln_CD: 0.0462607 | CM: 0.00325324 | Top_Xtr: 0.0144371 | Bot_Xtr: 0.0162124 +Loss contributors: + s_ln_CD : 0.407605 + s_CL : 0.355211 + s_analysis_confidence : 0.181614 + s_CM : 0.157705 + s_Bot_Xtr : 0.0213305 + s_Top_Xtr : 0.014314 + s_upper_bl_H_31 : 0.00340767 + s_lower_bl_H_3 : 0.00337233 + s_lower_bl_H_1 : 0.00333292 + s_lower_bl_H_31 : 0.0032822 +Epoch: 227 | Train Loss: 1.20428 | Test Loss: 1.29791 | analysis_confidence: 0.119223 | CL: 0.0198482 | ln_CD: 0.0365616 | CM: 0.00313483 | Top_Xtr: 0.0147424 | Bot_Xtr: 0.016794 +Loss contributors: + s_ln_CD : 0.3687 + s_CL : 0.340209 + s_analysis_confidence : 0.182636 + s_CM : 0.153913 + s_Bot_Xtr : 0.0215655 + s_Top_Xtr : 0.0145514 + s_upper_bl_H_31 : 0.00355409 + s_lower_bl_H_31 : 0.00339132 + s_lower_bl_H_1 : 0.0033117 + s_lower_bl_H_3 : 0.00326232 +Epoch: 228 | Train Loss: 1.20203 | Test Loss: 1.31397 | analysis_confidence: 0.124785 | CL: 0.0190929 | ln_CD: 0.037863 | CM: 0.00299102 | Top_Xtr: 0.0149325 | Bot_Xtr: 0.016582 +Loss contributors: + s_ln_CD : 0.383498 + s_CL : 0.344936 + s_analysis_confidence : 0.182607 + s_CM : 0.151693 + s_Bot_Xtr : 0.02074 + s_Top_Xtr : 0.0137898 + s_lower_bl_H_3 : 0.00341431 + s_upper_bl_H_31 : 0.00338288 + s_lower_bl_H_1 : 0.00337224 + s_lower_bl_H_2 : 0.0032563 +Epoch: 229 | Train Loss: 1.20004 | Test Loss: 1.32468 | analysis_confidence: 0.122171 | CL: 0.0200185 | ln_CD: 0.0390236 | CM: 0.00314309 | Top_Xtr: 0.0142765 | Bot_Xtr: 0.0160395 +Loss contributors: + s_ln_CD : 0.392997 + s_CL : 0.342953 + s_analysis_confidence : 0.181572 + s_CM : 0.155168 + s_Bot_Xtr : 0.021066 + s_Top_Xtr : 0.0139499 + s_upper_bl_H_31 : 0.00347753 + s_lower_bl_H_31 : 0.00334559 + s_lower_bl_H_3 : 0.00333672 + s_lower_bl_H_1 : 0.00326668 +Epoch: 230 | Train Loss: 1.20295 | Test Loss: 1.31602 | analysis_confidence: 0.120805 | CL: 0.0199291 | ln_CD: 0.0366772 | CM: 0.00302054 | Top_Xtr: 0.0141727 | Bot_Xtr: 0.0157667 +Loss contributors: + s_ln_CD : 0.385672 + s_CL : 0.345459 + s_analysis_confidence : 0.181818 + s_CM : 0.149578 + s_Bot_Xtr : 0.0209153 + s_Top_Xtr : 0.013951 + s_upper_bl_H_31 : 0.00347778 + s_lower_bl_H_31 : 0.0033844 + s_lower_bl_H_3 : 0.00333693 + s_lower_bl_H_1 : 0.00327693 +Epoch: 231 | Train Loss: 1.1985 | Test Loss: 1.34101 | analysis_confidence: 0.122477 | CL: 0.0197962 | ln_CD: 0.0423292 | CM: 0.00310039 | Top_Xtr: 0.0140051 | Bot_Xtr: 0.0163572 +Loss contributors: + s_ln_CD : 0.403823 + s_CL : 0.348269 + s_analysis_confidence : 0.181116 + s_CM : 0.15441 + s_Bot_Xtr : 0.021131 + s_Top_Xtr : 0.0137427 + s_upper_bl_H_31 : 0.00340695 + s_lower_bl_H_3 : 0.00336276 + s_lower_bl_H_1 : 0.00332107 + s_lower_bl_H_0 : 0.00330702 +Epoch: 232 | Train Loss: 1.19756 | Test Loss: 1.32754 | analysis_confidence: 0.119394 | CL: 0.0197786 | ln_CD: 0.0373029 | CM: 0.00310439 | Top_Xtr: 0.0148016 | Bot_Xtr: 0.0163176 +Loss contributors: + s_ln_CD : 0.390086 + s_CL : 0.345713 + s_analysis_confidence : 0.181678 + s_CM : 0.154033 + s_Bot_Xtr : 0.0211842 + s_Top_Xtr : 0.014143 + s_upper_bl_H_31 : 0.00342944 + s_lower_bl_H_3 : 0.00335629 + s_lower_bl_H_31 : 0.00333264 + s_lower_bl_H_1 : 0.003307 +Epoch: 233 | Train Loss: 1.19757 | Test Loss: 1.3202 | analysis_confidence: 0.126806 | CL: 0.0196307 | ln_CD: 0.039403 | CM: 0.00316424 | Top_Xtr: 0.0144686 | Bot_Xtr: 0.0163169 +Loss contributors: + s_ln_CD : 0.388865 + s_CL : 0.341487 + s_analysis_confidence : 0.182715 + s_CM : 0.153199 + s_Bot_Xtr : 0.0210175 + s_Top_Xtr : 0.0141013 + s_upper_bl_H_31 : 0.00346121 + s_lower_bl_H_31 : 0.00333813 + s_lower_bl_H_3 : 0.0032876 + s_lower_bl_H_1 : 0.00326656 +Epoch: 234 | Train Loss: 1.19652 | Test Loss: 1.34308 | analysis_confidence: 0.124464 | CL: 0.0204134 | ln_CD: 0.0382235 | CM: 0.00315461 | Top_Xtr: 0.0148544 | Bot_Xtr: 0.017149 +Loss contributors: + s_ln_CD : 0.384847 + s_CL : 0.355496 + s_analysis_confidence : 0.182308 + s_CM : 0.156014 + s_Bot_Xtr : 0.0224038 + s_Top_Xtr : 0.0148163 + s_upper_bl_H_31 : 0.00339365 + s_lower_bl_H_1 : 0.00338002 + s_lower_bl_H_3 : 0.00334864 + s_lower_bl_H_31 : 0.00334838 +Epoch: 235 | Train Loss: 1.19856 | Test Loss: 1.36691 | analysis_confidence: 0.119874 | CL: 0.01959 | ln_CD: 0.0376022 | CM: 0.00313887 | Top_Xtr: 0.0189864 | Bot_Xtr: 0.0216756 +Loss contributors: + s_ln_CD : 0.389038 + s_CL : 0.346876 + s_analysis_confidence : 0.18248 + s_CM : 0.158181 + s_Bot_Xtr : 0.0368814 + s_Top_Xtr : 0.0276602 + s_upper_bl_H_31 : 0.00351103 + s_lower_bl_H_3 : 0.00348505 + s_lower_bl_H_1 : 0.00341125 + s_lower_bl_H_31 : 0.00334322 +Epoch: 236 | Train Loss: 1.19686 | Test Loss: 1.3383 | analysis_confidence: 0.119881 | CL: 0.0204563 | ln_CD: 0.0388706 | CM: 0.00331419 | Top_Xtr: 0.015234 | Bot_Xtr: 0.0173124 +Loss contributors: + s_ln_CD : 0.387955 + s_CL : 0.351065 + s_analysis_confidence : 0.18252 + s_CM : 0.162758 + s_Bot_Xtr : 0.0208432 + s_Top_Xtr : 0.0135961 + s_upper_bl_H_31 : 0.00347297 + s_lower_bl_H_1 : 0.00339628 + s_lower_bl_H_3 : 0.00336052 + s_lower_bl_H_31 : 0.0033598 +Epoch: 237 | Train Loss: 1.19516 | Test Loss: 1.32747 | analysis_confidence: 0.123467 | CL: 0.0194191 | ln_CD: 0.0361022 | CM: 0.00306809 | Top_Xtr: 0.0167063 | Bot_Xtr: 0.0195521 +Loss contributors: + s_ln_CD : 0.392038 + s_CL : 0.34481 + s_analysis_confidence : 0.181699 + s_CM : 0.152339 + s_Bot_Xtr : 0.0230431 + s_Top_Xtr : 0.0160898 + s_upper_bl_H_31 : 0.00337936 + s_lower_bl_H_3 : 0.00333616 + s_lower_bl_H_1 : 0.00327897 + s_lower_bl_H_31 : 0.00326811 +Epoch: 238 | Train Loss: 1.19512 | Test Loss: 1.3242 | analysis_confidence: 0.121132 | CL: 0.0194624 | ln_CD: 0.0378925 | CM: 0.00307291 | Top_Xtr: 0.0139366 | Bot_Xtr: 0.0156899 +Loss contributors: + s_ln_CD : 0.394646 + s_CL : 0.341587 + s_analysis_confidence : 0.18204 + s_CM : 0.153041 + s_Bot_Xtr : 0.0215334 + s_Top_Xtr : 0.0139953 + s_upper_bl_H_31 : 0.00341023 + s_lower_bl_H_3 : 0.00332727 + s_lower_bl_H_31 : 0.00330391 + s_lower_bl_H_1 : 0.00330125 +Epoch: 239 | Train Loss: 1.19343 | Test Loss: 1.29762 | analysis_confidence: 0.121721 | CL: 0.0198015 | ln_CD: 0.0378275 | CM: 0.00300926 | Top_Xtr: 0.0155811 | Bot_Xtr: 0.0169218 +Loss contributors: + s_ln_CD : 0.37569 + s_CL : 0.340408 + s_analysis_confidence : 0.181559 + s_CM : 0.149053 + s_Bot_Xtr : 0.0209568 + s_Top_Xtr : 0.0141324 + s_upper_bl_H_31 : 0.00343656 + s_lower_bl_H_3 : 0.00330999 + s_lower_bl_H_1 : 0.00329914 + s_lower_bl_H_31 : 0.00329089 +Epoch: 240 | Train Loss: 1.19521 | Test Loss: 1.30582 | analysis_confidence: 0.122445 | CL: 0.0192713 | ln_CD: 0.0387538 | CM: 0.00305107 | Top_Xtr: 0.0152825 | Bot_Xtr: 0.0171325 +Loss contributors: + s_ln_CD : 0.380892 + s_CL : 0.337553 + s_analysis_confidence : 0.181862 + s_CM : 0.150881 + s_Bot_Xtr : 0.0220758 + s_Top_Xtr : 0.0150369 + s_upper_bl_H_31 : 0.00357136 + s_lower_bl_H_3 : 0.00342249 + s_lower_bl_H_31 : 0.0033566 + s_lower_bl_H_1 : 0.00331173 +Epoch: 241 | Train Loss: 1.19237 | Test Loss: 1.30959 | analysis_confidence: 0.122653 | CL: 0.0191495 | ln_CD: 0.0369137 | CM: 0.00305757 | Top_Xtr: 0.0153837 | Bot_Xtr: 0.0164657 +Loss contributors: + s_ln_CD : 0.381679 + s_CL : 0.341481 + s_analysis_confidence : 0.181897 + s_CM : 0.154081 + s_Bot_Xtr : 0.0210204 + s_Top_Xtr : 0.0154911 + s_upper_bl_H_31 : 0.003377 + s_lower_bl_H_1 : 0.00329665 + s_lower_bl_H_3 : 0.00328254 + s_lower_bl_H_2 : 0.00322031 +Epoch: 242 | Train Loss: 1.19274 | Test Loss: 1.32049 | analysis_confidence: 0.12071 | CL: 0.0195564 | ln_CD: 0.038114 | CM: 0.00327852 | Top_Xtr: 0.0153691 | Bot_Xtr: 0.0177581 +Loss contributors: + s_ln_CD : 0.389854 + s_CL : 0.340225 + s_analysis_confidence : 0.181805 + s_CM : 0.155957 + s_Bot_Xtr : 0.0219474 + s_Top_Xtr : 0.0145792 + s_upper_bl_H_31 : 0.00337935 + s_lower_bl_H_3 : 0.00334144 + s_lower_bl_H_31 : 0.00329715 + s_lower_bl_H_1 : 0.00328829 +Epoch: 243 | Train Loss: 1.19288 | Test Loss: 1.34702 | analysis_confidence: 0.123218 | CL: 0.0219476 | ln_CD: 0.0391367 | CM: 0.00324231 | Top_Xtr: 0.0143348 | Bot_Xtr: 0.0165132 +Loss contributors: + s_ln_CD : 0.398858 + s_CL : 0.359607 + s_analysis_confidence : 0.182063 + s_CM : 0.156777 + s_Bot_Xtr : 0.0205234 + s_Top_Xtr : 0.0137744 + s_upper_bl_H_31 : 0.00346871 + s_lower_bl_H_3 : 0.0033147 + s_lower_bl_H_1 : 0.00326557 + s_lower_bl_H_31 : 0.00322511 +Epoch: 244 | Train Loss: 1.19035 | Test Loss: 1.31733 | analysis_confidence: 0.123791 | CL: 0.019946 | ln_CD: 0.0371096 | CM: 0.00306954 | Top_Xtr: 0.0141153 | Bot_Xtr: 0.0157268 +Loss contributors: + s_ln_CD : 0.382459 + s_CL : 0.348534 + s_analysis_confidence : 0.18138 + s_CM : 0.15148 + s_Bot_Xtr : 0.0211959 + s_Top_Xtr : 0.0140821 + s_upper_bl_H_31 : 0.003455 + s_lower_bl_H_3 : 0.00340318 + s_lower_bl_H_1 : 0.00338848 + s_lower_bl_H_31 : 0.00327765 +Epoch: 245 | Train Loss: 1.18739 | Test Loss: 1.39822 | analysis_confidence: 0.123401 | CL: 0.0207129 | ln_CD: 0.0466865 | CM: 0.00316111 | Top_Xtr: 0.0165699 | Bot_Xtr: 0.0186618 +Loss contributors: + s_ln_CD : 0.438318 + s_CL : 0.354789 + s_analysis_confidence : 0.182014 + s_CM : 0.156558 + s_Bot_Xtr : 0.023967 + s_Top_Xtr : 0.0163069 + s_upper_bl_H_31 : 0.00344475 + s_lower_bl_H_3 : 0.00340706 + s_lower_bl_H_31 : 0.00338086 + s_lower_bl_H_1 : 0.00334764 +Epoch: 246 | Train Loss: 1.19019 | Test Loss: 1.37334 | analysis_confidence: 0.118239 | CL: 0.0217778 | ln_CD: 0.0390118 | CM: 0.00324706 | Top_Xtr: 0.0154309 | Bot_Xtr: 0.0168087 +Loss contributors: + s_ln_CD : 0.396501 + s_CL : 0.365003 + s_analysis_confidence : 0.184047 + s_CM : 0.160942 + s_Bot_Xtr : 0.023218 + s_Top_Xtr : 0.0166991 + s_lower_bl_H_31 : 0.00361994 + s_upper_bl_H_31 : 0.00361101 + s_lower_bl_H_3 : 0.00339998 + s_lower_bl_H_1 : 0.00339859 +Epoch: 247 | Train Loss: 1.18719 | Test Loss: 1.32132 | analysis_confidence: 0.11882 | CL: 0.0198766 | ln_CD: 0.0389855 | CM: 0.00337147 | Top_Xtr: 0.0144637 | Bot_Xtr: 0.0162547 +Loss contributors: + s_ln_CD : 0.376953 + s_CL : 0.345412 + s_analysis_confidence : 0.183676 + s_CM : 0.162313 + s_Bot_Xtr : 0.0208162 + s_Top_Xtr : 0.0137477 + s_upper_bl_H_31 : 0.00336353 + s_lower_bl_H_3 : 0.00335685 + s_lower_bl_H_1 : 0.00330567 + s_lower_bl_H_31 : 0.00324485 +Epoch: 248 | Train Loss: 1.18589 | Test Loss: 1.3523 | analysis_confidence: 0.126225 | CL: 0.0221575 | ln_CD: 0.0416934 | CM: 0.00306519 | Top_Xtr: 0.0138456 | Bot_Xtr: 0.0156024 +Loss contributors: + s_ln_CD : 0.394875 + s_CL : 0.369124 + s_analysis_confidence : 0.182153 + s_CM : 0.153544 + s_Bot_Xtr : 0.0202486 + s_Top_Xtr : 0.0135133 + s_upper_bl_H_31 : 0.00345004 + s_lower_bl_H_31 : 0.00336208 + s_lower_bl_H_3 : 0.00330127 + s_lower_bl_H_1 : 0.00329228 +Epoch: 249 | Train Loss: 1.18961 | Test Loss: 1.30178 | analysis_confidence: 0.123394 | CL: 0.0203352 | ln_CD: 0.036464 | CM: 0.00311086 | Top_Xtr: 0.0155285 | Bot_Xtr: 0.0176495 +Loss contributors: + s_ln_CD : 0.370516 + s_CL : 0.346759 + s_analysis_confidence : 0.181694 + s_CM : 0.153025 + s_Bot_Xtr : 0.021679 + s_Top_Xtr : 0.0141898 + s_lower_bl_H_1 : 0.00336663 + s_upper_bl_H_31 : 0.00332162 + s_lower_bl_H_3 : 0.00327205 + s_lower_bl_H_31 : 0.00325133 +Epoch: 250 | Train Loss: 1.1879 | Test Loss: 1.3712 | analysis_confidence: 0.12308 | CL: 0.020809 | ln_CD: 0.0506039 | CM: 0.00307323 | Top_Xtr: 0.0151988 | Bot_Xtr: 0.0166369 +Loss contributors: + s_ln_CD : 0.428953 + s_CL : 0.35044 + s_analysis_confidence : 0.182015 + s_CM : 0.151817 + s_Bot_Xtr : 0.023321 + s_Top_Xtr : 0.0160447 + s_upper_bl_H_31 : 0.00355062 + s_lower_bl_H_31 : 0.00340222 + s_lower_bl_H_3 : 0.00337846 + s_lower_bl_H_1 : 0.00330224 +Epoch: 251 | Train Loss: 1.18621 | Test Loss: 1.32091 | analysis_confidence: 0.120286 | CL: 0.0205896 | ln_CD: 0.0390172 | CM: 0.00323583 | Top_Xtr: 0.0180209 | Bot_Xtr: 0.019161 +Loss contributors: + s_ln_CD : 0.383925 + s_CL : 0.345709 + s_analysis_confidence : 0.181728 + s_CM : 0.155885 + s_Bot_Xtr : 0.0223555 + s_Top_Xtr : 0.0152055 + s_upper_bl_H_31 : 0.0034671 + s_lower_bl_H_31 : 0.00330457 + s_lower_bl_H_3 : 0.00327855 + s_lower_bl_H_1 : 0.00327503 +Epoch: 252 | Train Loss: 1.18603 | Test Loss: 1.31952 | analysis_confidence: 0.122385 | CL: 0.0193577 | ln_CD: 0.0370893 | CM: 0.00311352 | Top_Xtr: 0.0138491 | Bot_Xtr: 0.0152913 +Loss contributors: + s_ln_CD : 0.398759 + s_CL : 0.338108 + s_analysis_confidence : 0.181148 + s_CM : 0.152134 + s_Bot_Xtr : 0.0207477 + s_Top_Xtr : 0.0138321 + s_lower_bl_H_3 : 0.00335334 + s_upper_bl_H_31 : 0.00327638 + s_lower_bl_H_1 : 0.00325357 + s_lower_bl_H_31 : 0.00319018 +Epoch: 253 | Train Loss: 1.18487 | Test Loss: 1.31657 | analysis_confidence: 0.118927 | CL: 0.0198095 | ln_CD: 0.0373854 | CM: 0.0030748 | Top_Xtr: 0.0150019 | Bot_Xtr: 0.016637 +Loss contributors: + s_ln_CD : 0.387034 + s_CL : 0.344021 + s_analysis_confidence : 0.181292 + s_CM : 0.151931 + s_Bot_Xtr : 0.0211987 + s_Top_Xtr : 0.0144628 + s_upper_bl_H_31 : 0.00337079 + s_lower_bl_H_3 : 0.00326146 + s_lower_bl_H_1 : 0.00325881 + s_lower_bl_H_31 : 0.00323315 +Epoch: 254 | Train Loss: 1.18177 | Test Loss: 1.29816 | analysis_confidence: 0.119866 | CL: 0.0191726 | ln_CD: 0.0357183 | CM: 0.00309809 | Top_Xtr: 0.0147632 | Bot_Xtr: 0.0169792 +Loss contributors: + s_ln_CD : 0.374954 + s_CL : 0.33873 + s_analysis_confidence : 0.181282 + s_CM : 0.154251 + s_Bot_Xtr : 0.0208847 + s_Top_Xtr : 0.0137344 + s_upper_bl_H_31 : 0.00343286 + s_lower_bl_H_3 : 0.00329743 + s_lower_bl_H_1 : 0.00326174 + s_lower_bl_H_31 : 0.00326 +Epoch: 255 | Train Loss: 1.18809 | Test Loss: 1.36798 | analysis_confidence: 0.121687 | CL: 0.0199145 | ln_CD: 0.0438575 | CM: 0.00307892 | Top_Xtr: 0.0142163 | Bot_Xtr: 0.0160494 +Loss contributors: + s_ln_CD : 0.419619 + s_CL : 0.353152 + s_analysis_confidence : 0.181646 + s_CM : 0.156971 + s_Bot_Xtr : 0.0205637 + s_Top_Xtr : 0.0141714 + s_upper_bl_H_31 : 0.00345862 + s_lower_bl_H_3 : 0.00338089 + s_lower_bl_H_1 : 0.00332143 + s_lower_bl_H_31 : 0.00328673 +Epoch: 256 | Train Loss: 1.18257 | Test Loss: 1.32345 | analysis_confidence: 0.123628 | CL: 0.0197223 | ln_CD: 0.0403824 | CM: 0.00325066 | Top_Xtr: 0.0143224 | Bot_Xtr: 0.0160655 +Loss contributors: + s_ln_CD : 0.388772 + s_CL : 0.343648 + s_analysis_confidence : 0.182382 + s_CM : 0.15787 + s_Bot_Xtr : 0.0209572 + s_Top_Xtr : 0.0144817 + s_upper_bl_H_31 : 0.00340475 + s_lower_bl_H_3 : 0.00336524 + s_lower_bl_H_1 : 0.00331214 + s_lower_bl_H_2 : 0.0032875 +Epoch: 257 | Train Loss: 1.18279 | Test Loss: 1.31267 | analysis_confidence: 0.121919 | CL: 0.0187976 | ln_CD: 0.0386675 | CM: 0.00305256 | Top_Xtr: 0.0146157 | Bot_Xtr: 0.0162756 +Loss contributors: + s_ln_CD : 0.392122 + s_CL : 0.336994 + s_analysis_confidence : 0.180867 + s_CM : 0.150841 + s_Bot_Xtr : 0.0219921 + s_Top_Xtr : 0.0148358 + s_upper_bl_H_31 : 0.00335802 + s_lower_bl_H_3 : 0.00329858 + s_lower_bl_H_1 : 0.00329337 + s_lower_bl_H_31 : 0.00325731 +Epoch: 258 | Train Loss: 1.18086 | Test Loss: 1.32753 | analysis_confidence: 0.123785 | CL: 0.0197954 | ln_CD: 0.0381772 | CM: 0.00310498 | Top_Xtr: 0.0165307 | Bot_Xtr: 0.0191374 +Loss contributors: + s_ln_CD : 0.384613 + s_CL : 0.350399 + s_analysis_confidence : 0.182045 + s_CM : 0.153744 + s_Bot_Xtr : 0.0229744 + s_Top_Xtr : 0.0162692 + s_upper_bl_H_31 : 0.00340516 + s_lower_bl_H_3 : 0.00337874 + s_lower_bl_H_1 : 0.00333289 + s_lower_bl_H_2 : 0.00328611 +Epoch: 259 | Train Loss: 1.18078 | Test Loss: 1.33514 | analysis_confidence: 0.123455 | CL: 0.0205855 | ln_CD: 0.0381813 | CM: 0.00305372 | Top_Xtr: 0.0143151 | Bot_Xtr: 0.0156738 +Loss contributors: + s_ln_CD : 0.391143 + s_CL : 0.349615 + s_analysis_confidence : 0.181547 + s_CM : 0.154057 + s_Bot_Xtr : 0.0208132 + s_Top_Xtr : 0.0148903 + s_upper_bl_H_31 : 0.00351902 + s_lower_bl_H_3 : 0.00338103 + s_lower_bl_H_31 : 0.0033117 + s_lower_bl_H_1 : 0.0032899 +Epoch: 260 | Train Loss: 1.17919 | Test Loss: 1.33307 | analysis_confidence: 0.124543 | CL: 0.0194482 | ln_CD: 0.0370047 | CM: 0.00327159 | Top_Xtr: 0.0142099 | Bot_Xtr: 0.0156589 +Loss contributors: + s_ln_CD : 0.400045 + s_CL : 0.342505 + s_analysis_confidence : 0.181718 + s_CM : 0.157188 + s_Bot_Xtr : 0.0212129 + s_Top_Xtr : 0.015075 + s_upper_bl_H_31 : 0.00331375 + s_lower_bl_H_3 : 0.00328168 + s_lower_bl_H_31 : 0.00325646 + s_lower_bl_H_1 : 0.00320657 +Epoch: 261 | Train Loss: 1.17873 | Test Loss: 1.37267 | analysis_confidence: 0.119686 | CL: 0.020646 | ln_CD: 0.0427429 | CM: 0.00331952 | Top_Xtr: 0.0146177 | Bot_Xtr: 0.0163092 +Loss contributors: + s_ln_CD : 0.41534 + s_CL : 0.358975 + s_analysis_confidence : 0.182175 + s_CM : 0.15876 + s_Bot_Xtr : 0.0209841 + s_Top_Xtr : 0.0143786 + s_lower_bl_H_3 : 0.00345017 + s_upper_bl_H_31 : 0.00344405 + s_lower_bl_H_1 : 0.00339705 + s_lower_bl_H_31 : 0.0033199 +Epoch: 262 | Train Loss: 1.17815 | Test Loss: 1.30799 | analysis_confidence: 0.125165 | CL: 0.0191546 | ln_CD: 0.0369201 | CM: 0.00294817 | Top_Xtr: 0.0146736 | Bot_Xtr: 0.0160587 +Loss contributors: + s_ln_CD : 0.38164 + s_CL : 0.33949 + s_analysis_confidence : 0.182453 + s_CM : 0.149843 + s_Bot_Xtr : 0.0210271 + s_Top_Xtr : 0.014966 + s_upper_bl_H_31 : 0.00340501 + s_lower_bl_H_1 : 0.00329173 + s_lower_bl_H_3 : 0.00329049 + s_lower_bl_H_31 : 0.00321953 +slurmstepd-d-10-5-2: error: *** JOB 25361646 ON d-10-5-2 CANCELLED AT 2024-03-09T11:09:56 *** diff --git a/training/gen2_architecture/log.log-25361647 b/training/gen2_architecture/log.log-25361647 new file mode 100644 index 0000000..f1fe0e5 --- /dev/null +++ b/training/gen2_architecture/log.log-25361647 @@ -0,0 +1,3183 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 5.98836 | Test Loss: 3.14173 | analysis_confidence: 0.215489 | CL: 0.0451628 | ln_CD: 0.0909059 | CM: 0.00784568 | Top_Xtr: 0.0471602 | Bot_Xtr: 0.0552383 +Loss contributors: + s_ln_CD : 0.808158 + s_CL : 0.785212 + s_CM : 0.425855 + s_analysis_confidence : 0.301043 + s_Bot_Xtr : 0.0941758 + s_Top_Xtr : 0.0624296 + s_upper_bl_H_31 : 0.0107464 + s_upper_bl_H_30 : 0.0102316 + s_upper_bl_H_29 : 0.00990092 + s_upper_bl_H_28 : 0.00971763 +Epoch: 1 | Train Loss: 2.73153 | Test Loss: 2.45558 | analysis_confidence: 0.177291 | CL: 0.0381466 | ln_CD: 0.0805438 | CM: 0.00650968 | Top_Xtr: 0.038157 | Bot_Xtr: 0.0448105 +Loss contributors: + s_ln_CD : 0.652076 + s_CL : 0.598631 + s_CM : 0.323729 + s_analysis_confidence : 0.252458 + s_Bot_Xtr : 0.070501 + s_Top_Xtr : 0.0465335 + 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CM: 0.00358694 | Top_Xtr: 0.019138 | Bot_Xtr: 0.02148 +Loss contributors: + s_ln_CD : 0.32052 + s_CL : 0.293441 + s_analysis_confidence : 0.192469 + s_CM : 0.139669 + s_Bot_Xtr : 0.0263595 + s_Top_Xtr : 0.0187642 + s_upper_bl_H_31 : 0.00364778 + s_lower_bl_H_31 : 0.00353757 + s_lower_bl_H_0 : 0.00351659 + s_lower_bl_H_2 : 0.0033584 +Epoch: 22 | Train Loss: 1.18855 | Test Loss: 1.25565 | analysis_confidence: 0.13277 | CL: 0.0221498 | ln_CD: 0.0561766 | CM: 0.00362061 | Top_Xtr: 0.0188963 | Bot_Xtr: 0.0213594 +Loss contributors: + s_ln_CD : 0.362925 + s_CL : 0.294122 + s_analysis_confidence : 0.192571 + s_CM : 0.139228 + s_Bot_Xtr : 0.0256197 + s_Top_Xtr : 0.0183647 + s_upper_bl_H_31 : 0.00362802 + s_lower_bl_H_31 : 0.00358068 + s_lower_bl_H_0 : 0.00344352 + s_lower_bl_H_2 : 0.00335279 +Epoch: 23 | Train Loss: 1.17958 | Test Loss: 1.18714 | analysis_confidence: 0.136539 | CL: 0.0212673 | ln_CD: 0.0435025 | CM: 0.00345965 | Top_Xtr: 0.0186909 | Bot_Xtr: 0.020786 +Loss contributors: + 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Train Loss: 0.947603 | Test Loss: 0.994981 | analysis_confidence: 0.120868 | CL: 0.0193662 | ln_CD: 0.0378471 | CM: 0.00297574 | Top_Xtr: 0.0147219 | Bot_Xtr: 0.0161913 +Loss contributors: + s_ln_CD : 0.267762 + s_CL : 0.246774 + s_analysis_confidence : 0.182412 + s_CM : 0.108805 + s_Bot_Xtr : 0.0171859 + s_Top_Xtr : 0.011518 + s_upper_bl_H_31 : 0.00267707 + s_lower_bl_H_31 : 0.00258498 + s_lower_bl_H_0 : 0.00247655 + s_lower_bl_ret_0 : 0.00230754 +Epoch: 100 | Train Loss: 0.947183 | Test Loss: 0.96684 | analysis_confidence: 0.120934 | CL: 0.0188166 | ln_CD: 0.0360157 | CM: 0.00288882 | Top_Xtr: 0.014102 | Bot_Xtr: 0.0160987 +Loss contributors: + s_ln_CD : 0.253883 + s_CL : 0.238365 + s_analysis_confidence : 0.181665 + s_CM : 0.105063 + s_Bot_Xtr : 0.017226 + s_Top_Xtr : 0.0113928 + s_upper_bl_H_31 : 0.002613 + s_lower_bl_H_31 : 0.00254615 + s_lower_bl_H_0 : 0.00240692 + s_lower_bl_ret_0 : 0.00230749 +Epoch: 101 | Train Loss: 0.94559 | Test Loss: 0.971592 | analysis_confidence: 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Train Loss: 0.931117 | Test Loss: 0.975896 | analysis_confidence: 0.121217 | CL: 0.0187142 | ln_CD: 0.0404992 | CM: 0.00288743 | Top_Xtr: 0.0139634 | Bot_Xtr: 0.0163555 +Loss contributors: + s_ln_CD : 0.265348 + s_CL : 0.237313 + s_analysis_confidence : 0.181625 + s_CM : 0.104397 + s_Bot_Xtr : 0.0180563 + s_Top_Xtr : 0.0115514 + s_upper_bl_H_31 : 0.00247262 + s_lower_bl_H_31 : 0.00243702 + s_lower_bl_H_0 : 0.00242677 + s_lower_bl_H_1 : 0.00236946 +Epoch: 115 | Train Loss: 0.931819 | Test Loss: 0.967741 | analysis_confidence: 0.116611 | CL: 0.0180456 | ln_CD: 0.0379867 | CM: 0.00286319 | Top_Xtr: 0.0135956 | Bot_Xtr: 0.0154305 +Loss contributors: + s_ln_CD : 0.260388 + s_CL : 0.235802 + s_analysis_confidence : 0.18219 + s_CM : 0.104148 + s_Bot_Xtr : 0.0178204 + s_Top_Xtr : 0.0122528 + s_upper_bl_H_31 : 0.00255232 + s_lower_bl_H_31 : 0.00246102 + s_lower_bl_H_0 : 0.00242304 + s_lower_bl_ret_0 : 0.00227678 +Epoch: 116 | Train Loss: 0.930385 | Test Loss: 0.979802 | analysis_confidence: 0.11931 | CL: 0.0181447 | ln_CD: 0.0370221 | CM: 0.00316544 | Top_Xtr: 0.0140135 | Bot_Xtr: 0.0154448 +Loss contributors: + s_ln_CD : 0.261866 + s_CL : 0.238363 + s_analysis_confidence : 0.181149 + s_CM : 0.113788 + s_Bot_Xtr : 0.0167064 + s_Top_Xtr : 0.0113281 + s_upper_bl_H_31 : 0.00254297 + s_lower_bl_H_31 : 0.00245843 + s_lower_bl_H_0 : 0.00243747 + s_lower_bl_H_1 : 0.00231198 +Epoch: 117 | Train Loss: 0.930392 | Test Loss: 0.968202 | analysis_confidence: 0.119098 | CL: 0.0189634 | ln_CD: 0.0386736 | CM: 0.002957 | Top_Xtr: 0.0135128 | Bot_Xtr: 0.0153104 +Loss contributors: + s_ln_CD : 0.259233 + s_CL : 0.237962 + s_analysis_confidence : 0.181401 + s_CM : 0.106933 + s_Bot_Xtr : 0.0170041 + s_Top_Xtr : 0.0111332 + s_upper_bl_H_31 : 0.00252978 + s_lower_bl_H_31 : 0.00241843 + s_lower_bl_H_0 : 0.00239025 + s_lower_bl_H_3 : 0.00232132 +Epoch: 118 | Train Loss: 0.928319 | Test Loss: 0.962732 | analysis_confidence: 0.121203 | CL: 0.0185321 | ln_CD: 0.0383682 | CM: 0.00283529 | Top_Xtr: 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Loss: 0.968169 | analysis_confidence: 0.120727 | CL: 0.0176687 | ln_CD: 0.041707 | CM: 0.00287311 | Top_Xtr: 0.0130039 | Bot_Xtr: 0.0146197 +Loss contributors: + s_ln_CD : 0.270634 + s_CL : 0.231885 + s_analysis_confidence : 0.181027 + s_CM : 0.103816 + s_Bot_Xtr : 0.0161566 + s_Top_Xtr : 0.0107449 + s_upper_bl_H_31 : 0.0024867 + s_lower_bl_H_31 : 0.00246045 + s_lower_bl_H_0 : 0.00231987 + s_lower_bl_H_3 : 0.00226536 +Epoch: 130 | Train Loss: 0.919276 | Test Loss: 0.982676 | analysis_confidence: 0.124609 | CL: 0.0206047 | ln_CD: 0.0360235 | CM: 0.0031509 | Top_Xtr: 0.013075 | Bot_Xtr: 0.0149716 +Loss contributors: + s_ln_CD : 0.260261 + s_CL : 0.249753 + s_analysis_confidence : 0.181196 + s_CM : 0.110585 + s_Bot_Xtr : 0.0162547 + s_Top_Xtr : 0.0106293 + s_upper_bl_H_31 : 0.00249649 + s_lower_bl_H_31 : 0.00242548 + s_lower_bl_H_0 : 0.00234525 + s_lower_bl_H_3 : 0.00229787 +Epoch: 131 | Train Loss: 0.918549 | Test Loss: 0.964913 | analysis_confidence: 0.120279 | CL: 0.0184142 | ln_CD: 0.0371836 | CM: 0.00292639 | Top_Xtr: 0.0134601 | Bot_Xtr: 0.0153144 +Loss contributors: + s_ln_CD : 0.258795 + s_CL : 0.235561 + s_analysis_confidence : 0.180716 + s_CM : 0.105443 + s_Bot_Xtr : 0.0175119 + s_Top_Xtr : 0.0124132 + s_upper_bl_H_31 : 0.00249863 + s_lower_bl_H_31 : 0.00237757 + s_lower_bl_H_0 : 0.00232932 + s_lower_bl_H_3 : 0.00223959 +Epoch: 132 | Train Loss: 0.918483 | Test Loss: 0.986618 | analysis_confidence: 0.1181 | CL: 0.0184603 | ln_CD: 0.0364312 | CM: 0.00282844 | Top_Xtr: 0.0138152 | Bot_Xtr: 0.0152611 +Loss contributors: + s_ln_CD : 0.270437 + s_CL : 0.242724 + s_analysis_confidence : 0.180848 + s_CM : 0.105421 + s_Bot_Xtr : 0.0167613 + s_Top_Xtr : 0.0117058 + s_upper_bl_H_31 : 0.00244439 + s_lower_bl_H_31 : 0.00238736 + s_lower_bl_H_0 : 0.0023537 + s_lower_bl_H_3 : 0.0023196 +Epoch: 133 | Train Loss: 0.91687 | Test Loss: 0.945287 | analysis_confidence: 0.122138 | CL: 0.0182032 | ln_CD: 0.0363661 | CM: 0.00273679 | Top_Xtr: 0.0144523 | Bot_Xtr: 0.0156411 +Loss 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s_lower_bl_H_31 : 0.00235558 + s_lower_bl_ret_0 : 0.00228218 + s_lower_bl_H_0 : 0.00227223 +Epoch: 140 | Train Loss: 0.911532 | Test Loss: 0.941871 | analysis_confidence: 0.124122 | CL: 0.017999 | ln_CD: 0.0336165 | CM: 0.00276875 | Top_Xtr: 0.0139819 | Bot_Xtr: 0.0164272 +Loss contributors: + s_ln_CD : 0.247267 + s_CL : 0.231574 + s_analysis_confidence : 0.180879 + s_CM : 0.0999309 + s_Bot_Xtr : 0.018333 + s_Top_Xtr : 0.0125953 + s_upper_bl_H_31 : 0.00244311 + s_lower_bl_H_31 : 0.00237456 + s_lower_bl_H_0 : 0.00230475 + s_lower_bl_H_3 : 0.0022178 +Epoch: 141 | Train Loss: 0.911109 | Test Loss: 0.955631 | analysis_confidence: 0.117492 | CL: 0.0192538 | ln_CD: 0.0345738 | CM: 0.00283495 | Top_Xtr: 0.0144414 | Bot_Xtr: 0.016637 +Loss contributors: + s_ln_CD : 0.254633 + s_CL : 0.240289 + s_analysis_confidence : 0.18091 + s_CM : 0.101894 + s_Bot_Xtr : 0.016211 + s_Top_Xtr : 0.0106825 + s_lower_bl_H_0 : 0.00240337 + s_upper_bl_H_31 : 0.00238663 + s_lower_bl_H_31 : 0.00231783 + 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Loss: 0.949112 | analysis_confidence: 0.117472 | CL: 0.0181276 | ln_CD: 0.0353624 | CM: 0.00285237 | Top_Xtr: 0.0137346 | Bot_Xtr: 0.0154457 +Loss contributors: + s_ln_CD : 0.251614 + s_CL : 0.231986 + s_analysis_confidence : 0.180801 + s_CM : 0.101774 + s_Bot_Xtr : 0.0182679 + s_Top_Xtr : 0.0132463 + s_upper_bl_H_31 : 0.00239845 + s_lower_bl_H_31 : 0.00232445 + s_lower_bl_H_3 : 0.00227122 + s_lower_bl_H_1 : 0.00223025 +Epoch: 160 | Train Loss: 0.902001 | Test Loss: 0.94118 | analysis_confidence: 0.122162 | CL: 0.0178539 | ln_CD: 0.0362258 | CM: 0.00284175 | Top_Xtr: 0.0128265 | Bot_Xtr: 0.014311 +Loss contributors: + s_ln_CD : 0.252974 + s_CL : 0.2328 + s_analysis_confidence : 0.179559 + s_CM : 0.102239 + s_Bot_Xtr : 0.0157132 + s_Top_Xtr : 0.0103824 + s_upper_bl_H_31 : 0.00239535 + s_lower_bl_H_31 : 0.00230394 + s_lower_bl_H_0 : 0.0022045 + s_lower_bl_ret_0 : 0.00219065 +Epoch: 161 | Train Loss: 0.898171 | Test Loss: 0.927916 | analysis_confidence: 0.121718 | CL: 0.0187185 | ln_CD: 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s_lower_bl_H_31 : 0.00224241 + s_lower_bl_H_0 : 0.0021739 + s_lower_bl_H_1 : 0.00215058 +Epoch: 185 | Train Loss: 0.886755 | Test Loss: 0.929555 | analysis_confidence: 0.119337 | CL: 0.0179407 | ln_CD: 0.0349448 | CM: 0.00275661 | Top_Xtr: 0.0125577 | Bot_Xtr: 0.0141585 +Loss contributors: + s_ln_CD : 0.25092 + s_CL : 0.22863 + s_analysis_confidence : 0.179417 + s_CM : 0.100284 + s_Bot_Xtr : 0.015025 + s_Top_Xtr : 0.0100882 + s_upper_bl_H_31 : 0.0023004 + s_lower_bl_H_31 : 0.00223123 + s_lower_bl_H_0 : 0.00221119 + s_lower_bl_H_3 : 0.00216213 +Epoch: 186 | Train Loss: 0.884329 | Test Loss: 0.93977 | analysis_confidence: 0.122582 | CL: 0.0179185 | ln_CD: 0.0340789 | CM: 0.00277065 | Top_Xtr: 0.0134317 | Bot_Xtr: 0.0149312 +Loss contributors: + s_ln_CD : 0.252487 + s_CL : 0.231864 + s_analysis_confidence : 0.180052 + s_CM : 0.100824 + s_Bot_Xtr : 0.0158323 + s_Top_Xtr : 0.0111487 + s_upper_bl_H_31 : 0.00235836 + s_lower_bl_H_31 : 0.00224208 + s_lower_bl_H_3 : 0.00220203 + s_lower_bl_H_0 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analysis_confidence: 0.125233 | CL: 0.0174922 | ln_CD: 0.0335056 | CM: 0.00283402 | Top_Xtr: 0.0131324 | Bot_Xtr: 0.0146876 +Loss contributors: + s_ln_CD : 0.248683 + s_CL : 0.228562 + s_analysis_confidence : 0.180287 + s_CM : 0.100965 + s_Bot_Xtr : 0.0170154 + s_Top_Xtr : 0.0127526 + s_upper_bl_H_31 : 0.0023183 + s_lower_bl_H_31 : 0.00226283 + s_lower_bl_H_1 : 0.00217904 + s_lower_bl_H_0 : 0.00213539 +Epoch: 190 | Train Loss: 0.882734 | Test Loss: 0.938316 | analysis_confidence: 0.118218 | CL: 0.0181913 | ln_CD: 0.0363736 | CM: 0.00293055 | Top_Xtr: 0.0149366 | Bot_Xtr: 0.0159087 +Loss contributors: + s_ln_CD : 0.252089 + s_CL : 0.229786 + s_analysis_confidence : 0.17984 + s_CM : 0.10201 + s_Bot_Xtr : 0.0158635 + s_Top_Xtr : 0.0107294 + s_upper_bl_H_31 : 0.00240619 + s_lower_bl_H_31 : 0.00231687 + s_lower_bl_H_0 : 0.00231571 + s_lower_bl_H_1 : 0.00221007 +Epoch: 191 | Train Loss: 0.882798 | Test Loss: 0.929625 | analysis_confidence: 0.120129 | CL: 0.0175778 | ln_CD: 0.0359423 | CM: 0.00270024 | Top_Xtr: 0.0126028 | Bot_Xtr: 0.014167 +Loss contributors: + s_ln_CD : 0.254294 + s_CL : 0.229697 + s_analysis_confidence : 0.179252 + s_CM : 0.0973208 + s_Bot_Xtr : 0.0148934 + s_Top_Xtr : 0.00974995 + s_upper_bl_H_31 : 0.00233328 + s_lower_bl_H_31 : 0.00221797 + s_lower_bl_H_0 : 0.00215879 + s_lower_bl_ret_0 : 0.00213936 +Epoch: 192 | Train Loss: 0.881402 | Test Loss: 0.922615 | analysis_confidence: 0.120006 | CL: 0.0176929 | ln_CD: 0.033636 | CM: 0.0027124 | Top_Xtr: 0.0128669 | Bot_Xtr: 0.0147991 +Loss contributors: + s_ln_CD : 0.246254 + s_CL : 0.227744 + s_analysis_confidence : 0.178786 + s_CM : 0.0982913 + s_Bot_Xtr : 0.0165436 + s_Top_Xtr : 0.0107509 + s_upper_bl_H_31 : 0.00230315 + s_lower_bl_H_31 : 0.00223691 + s_lower_bl_H_0 : 0.00216006 + s_lower_bl_H_1 : 0.00211846 +Epoch: 193 | Train Loss: 0.883126 | Test Loss: 0.919011 | analysis_confidence: 0.119131 | CL: 0.0175162 | ln_CD: 0.0337879 | CM: 0.00272973 | Top_Xtr: 0.0126231 | Bot_Xtr: 0.0144744 +Loss 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s_analysis_confidence : 0.179751 + s_CM : 0.10099 + s_Bot_Xtr : 0.0157285 + s_Top_Xtr : 0.0102925 + s_upper_bl_H_31 : 0.00230348 + s_lower_bl_H_0 : 0.00226666 + s_lower_bl_H_31 : 0.00225388 + s_lower_bl_H_1 : 0.00215165 +Epoch: 196 | Train Loss: 0.880059 | Test Loss: 0.932869 | analysis_confidence: 0.121238 | CL: 0.0175707 | ln_CD: 0.0366769 | CM: 0.00273529 | Top_Xtr: 0.0123368 | Bot_Xtr: 0.0139999 +Loss contributors: + s_ln_CD : 0.253161 + s_CL : 0.232097 + s_analysis_confidence : 0.179319 + s_CM : 0.0998206 + s_Bot_Xtr : 0.0148316 + s_Top_Xtr : 0.0097568 + s_upper_bl_H_31 : 0.00227736 + s_lower_bl_H_31 : 0.00222452 + s_lower_bl_ret_0 : 0.00213545 + s_lower_bl_H_0 : 0.00212638 +Epoch: 197 | Train Loss: 0.878712 | Test Loss: 0.94285 | analysis_confidence: 0.120327 | CL: 0.0177472 | ln_CD: 0.036452 | CM: 0.00273291 | Top_Xtr: 0.0125155 | Bot_Xtr: 0.0144794 +Loss contributors: + s_ln_CD : 0.260711 + s_CL : 0.231058 + s_analysis_confidence : 0.179211 + s_CM : 0.0998279 + s_Bot_Xtr : 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s_lower_bl_H_31 : 0.00224162 + s_lower_bl_H_0 : 0.00218553 + s_lower_bl_ret_0 : 0.00214152 +Epoch: 200 | Train Loss: 0.878152 | Test Loss: 0.948995 | analysis_confidence: 0.122953 | CL: 0.0175258 | ln_CD: 0.0357556 | CM: 0.00284772 | Top_Xtr: 0.0125227 | Bot_Xtr: 0.0142989 +Loss contributors: + s_ln_CD : 0.263606 + s_CL : 0.228978 + s_analysis_confidence : 0.18067 + s_CM : 0.100589 + s_Bot_Xtr : 0.0160137 + s_Top_Xtr : 0.0110621 + s_upper_bl_H_31 : 0.00225572 + s_lower_bl_H_31 : 0.0022152 + s_lower_bl_H_1 : 0.00217431 + s_lower_bl_H_3 : 0.0021485 +Epoch: 201 | Train Loss: 0.87783 | Test Loss: 0.9322 | analysis_confidence: 0.121002 | CL: 0.0176274 | ln_CD: 0.0394849 | CM: 0.0027427 | Top_Xtr: 0.0121905 | Bot_Xtr: 0.0139172 +Loss contributors: + s_ln_CD : 0.257404 + s_CL : 0.228257 + s_analysis_confidence : 0.178845 + s_CM : 0.099121 + s_Bot_Xtr : 0.0152787 + s_Top_Xtr : 0.00968726 + s_upper_bl_H_31 : 0.00226888 + s_lower_bl_H_31 : 0.00223113 + s_lower_bl_H_1 : 0.00215632 + s_lower_bl_ret_0 : 0.00214052 +Epoch: 202 | Train Loss: 0.878262 | Test Loss: 0.929788 | analysis_confidence: 0.118049 | CL: 0.0191964 | ln_CD: 0.0339714 | CM: 0.0027654 | Top_Xtr: 0.012934 | Bot_Xtr: 0.0145448 +Loss contributors: + s_ln_CD : 0.245488 + s_CL : 0.234982 + s_analysis_confidence : 0.180028 + s_CM : 0.0991002 + s_Bot_Xtr : 0.0156879 + s_Top_Xtr : 0.0107506 + s_upper_bl_H_31 : 0.00226818 + s_lower_bl_H_31 : 0.00222006 + s_lower_bl_H_3 : 0.00213481 + s_lower_bl_H_0 : 0.00212832 +Epoch: 203 | Train Loss: 0.87673 | Test Loss: 0.9149 | analysis_confidence: 0.119308 | CL: 0.0173535 | ln_CD: 0.0337258 | CM: 0.00278938 | Top_Xtr: 0.0125069 | Bot_Xtr: 0.0143124 +Loss contributors: + s_ln_CD : 0.24269 + s_CL : 0.226241 + s_analysis_confidence : 0.178865 + s_CM : 0.0996964 + s_Bot_Xtr : 0.0147868 + s_Top_Xtr : 0.00969459 + s_upper_bl_H_31 : 0.00237492 + s_lower_bl_H_31 : 0.00224836 + s_lower_bl_H_1 : 0.00212448 + s_lower_bl_ret_0 : 0.00210326 +Epoch: 204 | Train Loss: 0.875819 | Test Loss: 0.916846 | analysis_confidence: 0.121402 | CL: 0.0179197 | ln_CD: 0.0334534 | CM: 0.00271052 | Top_Xtr: 0.0124368 | Bot_Xtr: 0.0144608 +Loss contributors: + s_ln_CD : 0.242482 + s_CL : 0.226794 + s_analysis_confidence : 0.179264 + s_CM : 0.0964352 + s_Bot_Xtr : 0.0157699 + s_Top_Xtr : 0.0103537 + s_upper_bl_H_31 : 0.00227676 + s_lower_bl_H_31 : 0.0022416 + s_lower_bl_H_1 : 0.00215454 + s_lower_bl_H_3 : 0.00211767 +Epoch: 205 | Train Loss: 0.875893 | Test Loss: 0.922667 | analysis_confidence: 0.117949 | CL: 0.0175838 | ln_CD: 0.0354618 | CM: 0.00268493 | Top_Xtr: 0.0125684 | Bot_Xtr: 0.0140033 +Loss contributors: + s_ln_CD : 0.250579 + s_CL : 0.227904 + s_analysis_confidence : 0.178884 + s_CM : 0.0974467 + s_Bot_Xtr : 0.0149308 + s_Top_Xtr : 0.00990576 + s_upper_bl_H_31 : 0.00231083 + s_lower_bl_H_31 : 0.00223777 + s_lower_bl_H_1 : 0.00214307 + s_lower_bl_H_0 : 0.00212124 +Epoch: 206 | Train Loss: 0.874033 | Test Loss: 0.92026 | analysis_confidence: 0.1216 | CL: 0.0172114 | ln_CD: 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s_upper_bl_H_31 : 0.00220281 + s_lower_bl_H_31 : 0.00213768 + s_lower_bl_ret_0 : 0.00210573 + s_lower_bl_H_1 : 0.00205811 +slurmstepd-d-10-5-2: error: *** JOB 25361647 ON d-10-5-2 CANCELLED AT 2024-03-09T11:09:56 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25361648 b/training/gen2_architecture/log.log-25361648 new file mode 100644 index 0000000..68d946f --- /dev/null +++ b/training/gen2_architecture/log.log-25361648 @@ -0,0 +1,3219 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 4.21911 | Test Loss: 2.48815 | analysis_confidence: 0.210107 | CL: 0.0486388 | ln_CD: 0.103007 | CM: 0.00833025 | Top_Xtr: 0.0508035 | Bot_Xtr: 0.057906 +Loss contributors: + s_ln_CD : 0.697664 + s_CL : 0.595707 + s_analysis_confidence : 0.296367 + s_CM : 0.29365 + s_Bot_Xtr : 0.0744105 + s_Top_Xtr : 0.0558454 + s_upper_bl_H_31 : 0.00778327 + s_upper_bl_H_30 : 0.00743352 + s_upper_bl_H_29 : 0.00714201 + s_upper_bl_H_28 : 0.00691245 +Epoch: 1 | Train Loss: 2.16634 | Test Loss: 1.93623 | analysis_confidence: 0.170171 | CL: 0.0409184 | ln_CD: 0.0807388 | CM: 0.00674883 | Top_Xtr: 0.0411619 | Bot_Xtr: 0.0477794 +Loss contributors: + s_ln_CD : 0.510987 + s_CL : 0.474713 + s_analysis_confidence : 0.251048 + 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0.00389454 + s_lower_bl_H_0 : 0.00382328 +Epoch: 6 | Train Loss: 1.29578 | Test Loss: 1.27507 | analysis_confidence: 0.144933 | CL: 0.028659 | ln_CD: 0.0560158 | CM: 0.00491329 | Top_Xtr: 0.0284522 | Bot_Xtr: 0.0332369 +Loss contributors: + s_ln_CD : 0.316279 + s_CL : 0.292296 + s_analysis_confidence : 0.207429 + s_CM : 0.148527 + s_Bot_Xtr : 0.0347353 + s_Top_Xtr : 0.0248653 + s_upper_bl_H_31 : 0.00391752 + s_lower_bl_H_31 : 0.00377496 + s_lower_bl_H_0 : 0.00373775 + s_upper_bl_H_30 : 0.00358736 +Epoch: 7 | Train Loss: 1.2412 | Test Loss: 1.23577 | analysis_confidence: 0.139718 | CL: 0.0280199 | ln_CD: 0.0592388 | CM: 0.00468547 | Top_Xtr: 0.0277175 | Bot_Xtr: 0.0323098 +Loss contributors: + s_ln_CD : 0.314129 + s_CL : 0.280292 + s_analysis_confidence : 0.203997 + s_CM : 0.139807 + s_Bot_Xtr : 0.0330115 + s_Top_Xtr : 0.0236139 + s_upper_bl_H_31 : 0.00379693 + s_lower_bl_H_31 : 0.00363426 + s_lower_bl_H_0 : 0.00355529 + s_upper_bl_H_30 : 0.0034797 +Epoch: 8 | Train Loss: 1.19657 | Test Loss: 1.18977 | analysis_confidence: 0.136679 | CL: 0.0280658 | ln_CD: 0.0523226 | CM: 0.00462583 | Top_Xtr: 0.0267117 | Bot_Xtr: 0.0309194 +Loss contributors: + s_ln_CD : 0.28627 + s_CL : 0.27928 + s_analysis_confidence : 0.202682 + s_CM : 0.137201 + s_Bot_Xtr : 0.0311579 + s_Top_Xtr : 0.0223281 + s_upper_bl_H_31 : 0.00368623 + s_lower_bl_H_31 : 0.00348539 + s_lower_bl_H_0 : 0.00346207 + s_upper_bl_H_30 : 0.00337178 +Epoch: 9 | Train Loss: 1.15897 | Test Loss: 1.15993 | analysis_confidence: 0.138027 | CL: 0.026571 | ln_CD: 0.051958 | CM: 0.00465408 | Top_Xtr: 0.0255883 | Bot_Xtr: 0.029653 +Loss contributors: + s_ln_CD : 0.283052 + s_CL : 0.264266 + s_analysis_confidence : 0.201659 + s_CM : 0.136755 + s_Bot_Xtr : 0.0293403 + s_Top_Xtr : 0.0210264 + s_upper_bl_H_31 : 0.00358334 + s_lower_bl_H_31 : 0.00338317 + s_lower_bl_H_0 : 0.00336267 + s_upper_bl_H_30 : 0.00326354 +Epoch: 10 | Train Loss: 1.12743 | Test Loss: 1.14867 | analysis_confidence: 0.132548 | CL: 0.0263099 | ln_CD: 0.0529225 | CM: 0.00431882 | Top_Xtr: 0.0254032 | Bot_Xtr: 0.0288844 +Loss contributors: + s_ln_CD : 0.291445 + s_CL : 0.260402 + s_analysis_confidence : 0.199423 + s_CM : 0.126404 + s_Bot_Xtr : 0.0281732 + s_Top_Xtr : 0.02051 + s_upper_bl_H_31 : 0.0034522 + s_lower_bl_H_31 : 0.00329798 + s_lower_bl_H_0 : 0.00317988 + s_upper_bl_H_30 : 0.0031712 +Epoch: 11 | Train Loss: 1.09926 | Test Loss: 1.0784 | analysis_confidence: 0.136437 | CL: 0.0247514 | ln_CD: 0.0477983 | CM: 0.00414664 | Top_Xtr: 0.0245024 | Bot_Xtr: 0.0280437 +Loss contributors: + s_ln_CD : 0.259407 + s_CL : 0.244691 + s_analysis_confidence : 0.198364 + s_CM : 0.119465 + s_Bot_Xtr : 0.0268793 + s_Top_Xtr : 0.0192705 + s_upper_bl_H_31 : 0.0033152 + s_lower_bl_H_31 : 0.00316854 + s_lower_bl_H_0 : 0.00301278 + s_upper_bl_H_30 : 0.00298788 +Epoch: 12 | Train Loss: 1.07516 | Test Loss: 1.08463 | analysis_confidence: 0.136793 | CL: 0.0261852 | ln_CD: 0.0496218 | CM: 0.00406055 | Top_Xtr: 0.0231702 | Bot_Xtr: 0.0266035 +Loss contributors: + s_ln_CD : 0.265321 + s_CL : 0.253432 + s_analysis_confidence : 0.197806 + s_CM : 0.116701 + s_Bot_Xtr : 0.0255103 + s_Top_Xtr : 0.0182043 + s_upper_bl_H_31 : 0.00325797 + s_lower_bl_H_31 : 0.00308936 + s_upper_bl_H_30 : 0.00296145 + s_lower_bl_H_1 : 0.00294119 +Epoch: 13 | Train Loss: 1.0534 | Test Loss: 1.05901 | analysis_confidence: 0.130123 | CL: 0.0249225 | ln_CD: 0.0483857 | CM: 0.0040388 | Top_Xtr: 0.0238616 | Bot_Xtr: 0.0271772 +Loss contributors: + s_ln_CD : 0.259624 + s_CL : 0.241564 + s_analysis_confidence : 0.196208 + s_CM : 0.115915 + s_Bot_Xtr : 0.0253208 + s_Top_Xtr : 0.0181357 + s_upper_bl_H_31 : 0.00316133 + s_lower_bl_H_31 : 0.0030314 + s_lower_bl_H_1 : 0.00291211 + s_upper_bl_H_30 : 0.00284962 +Epoch: 14 | Train Loss: 1.03439 | Test Loss: 1.03482 | analysis_confidence: 0.134745 | CL: 0.0236863 | ln_CD: 0.0501676 | CM: 0.00401602 | Top_Xtr: 0.0225969 | Bot_Xtr: 0.0257625 +Loss contributors: + s_ln_CD : 0.257679 + s_CL : 0.230485 + s_analysis_confidence : 0.194412 + s_CM : 0.114125 + s_Bot_Xtr : 0.0240052 + s_Top_Xtr : 0.0172599 + s_upper_bl_H_31 : 0.00311462 + s_lower_bl_H_31 : 0.00295755 + s_lower_bl_H_1 : 0.00280568 + s_upper_bl_ret_0 : 0.00279733 +Epoch: 15 | Train Loss: 1.01703 | Test Loss: 1.01806 | analysis_confidence: 0.132065 | CL: 0.0233197 | ln_CD: 0.0472959 | CM: 0.00388175 | Top_Xtr: 0.0224103 | Bot_Xtr: 0.0258978 +Loss contributors: + s_ln_CD : 0.250954 + s_CL : 0.228378 + s_analysis_confidence : 0.19375 + s_CM : 0.10995 + s_Bot_Xtr : 0.0237894 + s_Top_Xtr : 0.0168858 + s_upper_bl_H_31 : 0.00307039 + s_lower_bl_H_31 : 0.00292426 + s_lower_bl_H_1 : 0.00280285 + s_upper_bl_ret_0 : 0.00275918 +Epoch: 16 | Train Loss: 1.00185 | Test Loss: 1.00996 | analysis_confidence: 0.131738 | CL: 0.023665 | ln_CD: 0.0458272 | CM: 0.00395719 | Top_Xtr: 0.0217791 | Bot_Xtr: 0.0250599 +Loss contributors: + s_ln_CD : 0.244179 + s_CL : 0.23152 + s_analysis_confidence : 0.193304 + s_CM : 0.110973 + s_Bot_Xtr : 0.0228804 + s_Top_Xtr : 0.0162788 + s_upper_bl_H_31 : 0.00297471 + s_lower_bl_H_31 : 0.00283555 + s_lower_bl_H_1 : 0.00275877 + s_upper_bl_ret_0 : 0.00272951 +Epoch: 17 | Train Loss: 0.987488 | Test Loss: 1.00954 | analysis_confidence: 0.131586 | CL: 0.0239163 | ln_CD: 0.0471168 | CM: 0.00388081 | Top_Xtr: 0.0224218 | Bot_Xtr: 0.0260611 +Loss contributors: + s_ln_CD : 0.248368 + s_CL : 0.228685 + s_analysis_confidence : 0.19441 + s_CM : 0.108793 + s_Bot_Xtr : 0.0232062 + s_Top_Xtr : 0.0165334 + s_upper_bl_H_31 : 0.00295744 + s_lower_bl_H_31 : 0.00283608 + s_lower_bl_H_1 : 0.00270243 + s_upper_bl_ret_0 : 0.0026671 +Epoch: 18 | Train Loss: 0.974584 | Test Loss: 0.978962 | analysis_confidence: 0.128313 | CL: 0.0229535 | ln_CD: 0.0454049 | CM: 0.00387587 | Top_Xtr: 0.0214139 | Bot_Xtr: 0.024416 +Loss contributors: + s_ln_CD : 0.236751 + s_CL : 0.221097 + s_analysis_confidence : 0.191678 + s_CM : 0.108069 + s_Bot_Xtr : 0.0219456 + s_Top_Xtr : 0.0157144 + s_upper_bl_H_31 : 0.00288239 + s_lower_bl_H_31 : 0.00271913 + s_lower_bl_H_1 : 0.00267905 + s_upper_bl_ret_0 : 0.00266754 +Epoch: 19 | Train Loss: 0.962699 | Test Loss: 0.97593 | analysis_confidence: 0.13364 | CL: 0.023467 | ln_CD: 0.0466099 | CM: 0.00378531 | Top_Xtr: 0.0207065 | Bot_Xtr: 0.0234129 +Loss contributors: + s_ln_CD : 0.238113 + s_CL : 0.22145 + s_analysis_confidence : 0.193307 + s_CM : 0.104982 + s_Bot_Xtr : 0.0216825 + s_Top_Xtr : 0.0154186 + s_upper_bl_H_31 : 0.00292875 + s_lower_bl_H_31 : 0.00270112 + s_upper_bl_ret_0 : 0.00264106 + s_lower_bl_H_1 : 0.00260384 +Epoch: 20 | Train Loss: 0.951802 | Test Loss: 0.965543 | analysis_confidence: 0.127063 | CL: 0.022895 | ln_CD: 0.0459535 | CM: 0.00367599 | Top_Xtr: 0.0206858 | Bot_Xtr: 0.0235301 +Loss contributors: + s_ln_CD : 0.239609 + s_CL : 0.216115 + s_analysis_confidence : 0.192672 + s_CM : 0.101326 + s_Bot_Xtr : 0.0211727 + s_Top_Xtr : 0.01514 + s_upper_bl_H_31 : 0.00280926 + s_lower_bl_H_31 : 0.00265272 + s_lower_bl_H_1 : 0.00262369 + s_upper_bl_ret_0 : 0.00260021 +Epoch: 21 | Train Loss: 0.941431 | Test Loss: 0.955056 | analysis_confidence: 0.12953 | CL: 0.022046 | ln_CD: 0.047691 | CM: 0.00364105 | Top_Xtr: 0.0204048 | Bot_Xtr: 0.0231248 +Loss contributors: + s_ln_CD : 0.242909 + s_CL : 0.210287 + s_analysis_confidence : 0.189954 + s_CM : 0.0999812 + s_Bot_Xtr : 0.0208212 + s_Top_Xtr : 0.014946 + s_upper_bl_H_31 : 0.00278441 + s_lower_bl_H_31 : 0.00263736 + s_upper_bl_ret_0 : 0.00257629 + s_lower_bl_H_1 : 0.00257485 +Epoch: 22 | Train Loss: 0.932376 | Test Loss: 0.93938 | analysis_confidence: 0.131137 | CL: 0.0216713 | ln_CD: 0.0445756 | CM: 0.00360434 | Top_Xtr: 0.0202914 | Bot_Xtr: 0.0231828 +Loss contributors: + s_ln_CD : 0.231468 + s_CL : 0.207173 + s_analysis_confidence : 0.191879 + s_CM : 0.098956 + s_Bot_Xtr : 0.0209961 + s_Top_Xtr : 0.0149468 + s_upper_bl_H_31 : 0.0027875 + s_lower_bl_H_31 : 0.00261795 + s_lower_bl_H_1 : 0.00256878 + s_upper_bl_ret_0 : 0.00253725 +Epoch: 23 | Train Loss: 0.923282 | Test Loss: 0.930141 | analysis_confidence: 0.126833 | CL: 0.021848 | ln_CD: 0.0445976 | CM: 0.0036179 | Top_Xtr: 0.0198236 | Bot_Xtr: 0.0224358 +Loss contributors: + s_ln_CD : 0.230189 + s_CL : 0.206836 + s_analysis_confidence : 0.189639 + s_CM : 0.0982852 + s_Bot_Xtr : 0.019999 + s_Top_Xtr : 0.0143189 + s_upper_bl_H_31 : 0.00272869 + s_lower_bl_H_31 : 0.00258621 + s_lower_bl_H_1 : 0.00252762 + s_upper_bl_ret_0 : 0.00252614 +Epoch: 24 | Train Loss: 0.915205 | Test Loss: 0.936374 | analysis_confidence: 0.123006 | CL: 0.0220649 | ln_CD: 0.0440602 | CM: 0.00355419 | Top_Xtr: 0.0196184 | Bot_Xtr: 0.0220297 +Loss contributors: + s_ln_CD : 0.231128 + s_CL : 0.210003 + s_analysis_confidence : 0.192596 + s_CM : 0.0974355 + s_Bot_Xtr : 0.0197993 + s_Top_Xtr : 0.0143115 + s_upper_bl_H_31 : 0.00273159 + s_lower_bl_H_31 : 0.00257157 + s_lower_bl_H_1 : 0.00252457 + s_upper_bl_ret_0 : 0.00250269 +Epoch: 25 | Train Loss: 0.90727 | Test Loss: 0.926386 | analysis_confidence: 0.126136 | CL: 0.0215324 | ln_CD: 0.0462803 | CM: 0.00352306 | Top_Xtr: 0.0195634 | Bot_Xtr: 0.0220491 +Loss contributors: + s_ln_CD : 0.234151 + s_CL : 0.205397 + s_analysis_confidence : 0.189507 + s_CM : 0.0962962 + s_Bot_Xtr : 0.0195826 + s_Top_Xtr : 0.0141025 + s_upper_bl_H_31 : 0.00268303 + s_lower_bl_H_1 : 0.00252091 + s_lower_bl_H_31 : 0.00247209 + s_upper_bl_ret_0 : 0.0024316 +Epoch: 26 | Train Loss: 0.899372 | Test Loss: 0.9017 | analysis_confidence: 0.126057 | CL: 0.0211373 | ln_CD: 0.0429957 | CM: 0.00350118 | Top_Xtr: 0.0194863 | Bot_Xtr: 0.0221713 +Loss contributors: + s_ln_CD : 0.217997 + s_CL : 0.19957 + s_analysis_confidence : 0.189152 + s_CM : 0.0953868 + s_Bot_Xtr : 0.0199603 + s_Top_Xtr : 0.0144496 + s_upper_bl_H_31 : 0.00260739 + s_lower_bl_H_1 : 0.0024846 + s_lower_bl_H_31 : 0.00247857 + s_upper_bl_ret_0 : 0.00241572 +Epoch: 27 | Train Loss: 0.892602 | Test Loss: 0.90084 | analysis_confidence: 0.126582 | CL: 0.0222974 | ln_CD: 0.0411252 | CM: 0.00344417 | Top_Xtr: 0.0203432 | Bot_Xtr: 0.0225282 +Loss contributors: + s_ln_CD : 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s_upper_bl_H_31 : 0.00250005 + s_lower_bl_H_31 : 0.00238255 + s_lower_bl_H_1 : 0.00235664 + s_upper_bl_ret_0 : 0.00228314 +Epoch: 32 | Train Loss: 0.862944 | Test Loss: 0.86761 | analysis_confidence: 0.1294 | CL: 0.0211206 | ln_CD: 0.0399798 | CM: 0.00333237 | Top_Xtr: 0.0184013 | Bot_Xtr: 0.020556 +Loss contributors: + s_ln_CD : 0.206368 + s_CL : 0.1964 + s_analysis_confidence : 0.187982 + s_CM : 0.0898384 + s_Bot_Xtr : 0.0179649 + s_Top_Xtr : 0.0128652 + s_upper_bl_H_31 : 0.00252488 + s_lower_bl_H_31 : 0.00235222 + s_lower_bl_H_1 : 0.00228932 + s_upper_bl_ret_0 : 0.00226112 +Epoch: 33 | Train Loss: 0.858001 | Test Loss: 0.860585 | analysis_confidence: 0.125899 | CL: 0.0211612 | ln_CD: 0.0397044 | CM: 0.00347427 | Top_Xtr: 0.0181179 | Bot_Xtr: 0.02055 +Loss contributors: + s_ln_CD : 0.203612 + s_CL : 0.193344 + s_analysis_confidence : 0.187014 + s_CM : 0.0924141 + s_Bot_Xtr : 0.0183058 + s_Top_Xtr : 0.0132039 + s_upper_bl_H_31 : 0.00247385 + s_lower_bl_H_31 : 0.00235617 + 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36 | Train Loss: 0.84424 | Test Loss: 0.857394 | analysis_confidence: 0.132979 | CL: 0.0201116 | ln_CD: 0.041272 | CM: 0.00321496 | Top_Xtr: 0.0179306 | Bot_Xtr: 0.0204479 +Loss contributors: + s_ln_CD : 0.211292 + s_CL : 0.190056 + s_analysis_confidence : 0.188506 + s_CM : 0.0860099 + s_Bot_Xtr : 0.0180138 + s_Top_Xtr : 0.012796 + s_upper_bl_H_31 : 0.00248909 + s_lower_bl_H_31 : 0.0023421 + s_lower_bl_H_1 : 0.00220816 + s_lower_bl_ret_0 : 0.00217407 +Epoch: 37 | Train Loss: 0.83964 | Test Loss: 0.847991 | analysis_confidence: 0.123673 | CL: 0.0201746 | ln_CD: 0.0413193 | CM: 0.00324114 | Top_Xtr: 0.0176648 | Bot_Xtr: 0.0198785 +Loss contributors: + s_ln_CD : 0.207648 + s_CL : 0.188294 + s_analysis_confidence : 0.185831 + s_CM : 0.0864757 + s_Bot_Xtr : 0.0174358 + s_Top_Xtr : 0.012467 + s_upper_bl_H_31 : 0.00241695 + s_lower_bl_H_31 : 0.00228777 + s_lower_bl_H_1 : 0.00220098 + s_upper_bl_ret_0 : 0.00217499 +Epoch: 38 | Train Loss: 0.836026 | Test Loss: 0.844842 | analysis_confidence: 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s_lower_bl_H_1 : 0.00157966 + s_lower_bl_H_31 : 0.00156964 + s_lower_bl_H_2 : 0.00156099 +Epoch: 244 | Train Loss: 0.655616 | Test Loss: 0.680135 | analysis_confidence: 0.117061 | CL: 0.0169019 | ln_CD: 0.034764 | CM: 0.00259838 | Top_Xtr: 0.0127123 | Bot_Xtr: 0.0145628 +Loss contributors: + s_analysis_confidence : 0.176785 + s_ln_CD : 0.163997 + s_CL : 0.150612 + s_CM : 0.0649116 + s_Bot_Xtr : 0.011001 + s_Top_Xtr : 0.00732178 + s_upper_bl_H_31 : 0.00165873 + s_lower_bl_H_31 : 0.00159216 + s_lower_bl_H_1 : 0.00156529 + s_lower_bl_H_2 : 0.0014941 +Epoch: 245 | Train Loss: 0.654614 | Test Loss: 0.678942 | analysis_confidence: 0.11946 | CL: 0.0168875 | ln_CD: 0.0313775 | CM: 0.00267975 | Top_Xtr: 0.0128612 | Bot_Xtr: 0.014579 +Loss contributors: + s_analysis_confidence : 0.177945 + s_ln_CD : 0.157908 + s_CL : 0.15195 + s_CM : 0.0675834 + s_Bot_Xtr : 0.0111906 + s_Top_Xtr : 0.00747922 + s_upper_bl_H_31 : 0.00166454 + s_lower_bl_H_31 : 0.00157339 + s_lower_bl_H_1 : 0.00155782 + 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Loss: 0.683695 | analysis_confidence: 0.118181 | CL: 0.017119 | ln_CD: 0.0349968 | CM: 0.00266455 | Top_Xtr: 0.0125722 | Bot_Xtr: 0.0146041 +Loss contributors: + s_analysis_confidence : 0.176165 + s_ln_CD : 0.165048 + s_CL : 0.152697 + s_CM : 0.0666666 + s_Bot_Xtr : 0.0110453 + s_Top_Xtr : 0.00745743 + s_upper_bl_H_31 : 0.00169272 + s_lower_bl_H_31 : 0.00159447 + s_lower_bl_H_1 : 0.00156156 + s_lower_bl_H_2 : 0.00152044 +Epoch: 249 | Train Loss: 0.653816 | Test Loss: 0.678043 | analysis_confidence: 0.117564 | CL: 0.0174308 | ln_CD: 0.0325182 | CM: 0.00258565 | Top_Xtr: 0.0128897 | Bot_Xtr: 0.014686 +Loss contributors: + s_analysis_confidence : 0.17658 + s_ln_CD : 0.159479 + s_CL : 0.153838 + s_CM : 0.0646863 + s_Bot_Xtr : 0.0110085 + s_Top_Xtr : 0.00743985 + s_upper_bl_H_31 : 0.00163054 + s_lower_bl_H_1 : 0.00155181 + s_lower_bl_H_31 : 0.0015491 + s_lower_bl_H_2 : 0.00146731 +Epoch: 250 | Train Loss: 0.653769 | Test Loss: 0.669363 | analysis_confidence: 0.120352 | CL: 0.0161415 | ln_CD: 0.0325026 | CM: 0.00263057 | Top_Xtr: 0.0131976 | Bot_Xtr: 0.0152536 +Loss contributors: + s_analysis_confidence : 0.177619 + s_ln_CD : 0.156878 + s_CL : 0.147034 + s_CM : 0.0650794 + s_Bot_Xtr : 0.0110873 + s_Top_Xtr : 0.00755131 + s_upper_bl_H_31 : 0.00164049 + s_lower_bl_H_31 : 0.00157587 + s_lower_bl_H_1 : 0.00153956 + s_lower_bl_H_2 : 0.00152853 +Epoch: 251 | Train Loss: 0.652879 | Test Loss: 0.68824 | analysis_confidence: 0.116968 | CL: 0.0167422 | ln_CD: 0.0388204 | CM: 0.00261919 | Top_Xtr: 0.0125756 | Bot_Xtr: 0.0140877 +Loss contributors: + s_analysis_confidence : 0.176408 + s_ln_CD : 0.172439 + s_CL : 0.151922 + s_CM : 0.0655609 + s_Bot_Xtr : 0.0108495 + s_Top_Xtr : 0.00751623 + s_upper_bl_H_31 : 0.00167106 + s_lower_bl_H_31 : 0.00156909 + s_lower_bl_H_1 : 0.00155471 + s_lower_bl_H_2 : 0.00147945 +Epoch: 252 | Train Loss: 0.652464 | Test Loss: 0.679693 | analysis_confidence: 0.120054 | CL: 0.0166085 | ln_CD: 0.0326661 | CM: 0.00261703 | Top_Xtr: 0.0129508 | Bot_Xtr: 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s_lower_bl_H_31 : 0.00155719 + s_lower_bl_H_1 : 0.00152926 + s_lower_bl_H_2 : 0.00148805 +Epoch: 259 | Train Loss: 0.65084 | Test Loss: 0.673095 | analysis_confidence: 0.119295 | CL: 0.0167283 | ln_CD: 0.0328308 | CM: 0.00263281 | Top_Xtr: 0.0126795 | Bot_Xtr: 0.0145219 +Loss contributors: + s_analysis_confidence : 0.176716 + s_ln_CD : 0.157144 + s_CL : 0.150928 + s_CM : 0.0657134 + s_Bot_Xtr : 0.0112038 + s_Top_Xtr : 0.00744991 + s_upper_bl_H_31 : 0.00163849 + s_lower_bl_H_31 : 0.00153435 + s_lower_bl_H_1 : 0.00152332 + s_lower_bl_H_2 : 0.00148076 +Epoch: 260 | Train Loss: 0.650857 | Test Loss: 0.676704 | analysis_confidence: 0.117571 | CL: 0.017229 | ln_CD: 0.030989 | CM: 0.00259773 | Top_Xtr: 0.01309 | Bot_Xtr: 0.0152705 +Loss contributors: + s_analysis_confidence : 0.176419 + s_ln_CD : 0.156847 + s_CL : 0.155252 + s_CM : 0.0654933 + s_Bot_Xtr : 0.0110264 + s_Top_Xtr : 0.00749242 + s_upper_bl_H_31 : 0.00171003 + s_lower_bl_H_31 : 0.00160967 + s_lower_bl_H_1 : 0.00157645 + s_lower_bl_H_2 : 0.00153949 +Epoch: 261 | Train Loss: 0.650735 | Test Loss: 0.672894 | analysis_confidence: 0.115094 | CL: 0.0163208 | ln_CD: 0.0314962 | CM: 0.00265163 | Top_Xtr: 0.0129636 | Bot_Xtr: 0.0149459 +Loss contributors: + s_analysis_confidence : 0.177552 + s_ln_CD : 0.157639 + s_CL : 0.149424 + s_CM : 0.0659194 + s_Bot_Xtr : 0.0111454 + s_Top_Xtr : 0.00748291 + s_upper_bl_H_31 : 0.00162927 + s_lower_bl_H_1 : 0.00155458 + s_lower_bl_H_31 : 0.00155293 + s_lower_bl_H_2 : 0.00151729 +Epoch: 262 | Train Loss: 0.650137 | Test Loss: 0.679016 | analysis_confidence: 0.120226 | CL: 0.0171992 | ln_CD: 0.032442 | CM: 0.0026196 | Top_Xtr: 0.0126954 | Bot_Xtr: 0.014506 +Loss contributors: + s_analysis_confidence : 0.176464 + s_ln_CD : 0.159655 + s_CL : 0.154418 + s_CM : 0.0659979 + s_Bot_Xtr : 0.0110472 + s_Top_Xtr : 0.00754146 + s_upper_bl_H_31 : 0.00167355 + s_lower_bl_H_31 : 0.00156691 + s_lower_bl_H_1 : 0.00153204 + s_upper_bl_H_30 : 0.001492 +slurmstepd-d-10-13-1: error: *** JOB 25361648 ON d-10-13-1 CANCELLED AT 2024-03-09T11:09:56 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25361649 b/training/gen2_architecture/log.log-25361649 new file mode 100644 index 0000000..9823962 --- /dev/null +++ b/training/gen2_architecture/log.log-25361649 @@ -0,0 +1,3183 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2247 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_727_008, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 2.58763 | Test Loss: 1.6485 | analysis_confidence: 0.193974 | CL: 0.0499424 | ln_CD: 0.101759 | CM: 0.00867413 | Top_Xtr: 0.0485072 | Bot_Xtr: 0.057284 +Loss contributors: + s_ln_CD : 0.467317 + s_CL : 0.369593 + s_analysis_confidence : 0.273254 + s_CM : 0.175433 + s_Bot_Xtr : 0.0471775 + s_Top_Xtr : 0.0365963 + s_upper_bl_H_31 : 0.00432159 + s_upper_bl_H_30 : 0.004156 + s_upper_bl_H_29 : 0.00402282 + s_upper_bl_H_28 : 0.0039121 +Epoch: 1 | Train Loss: 1.43621 | Test Loss: 1.30619 | analysis_confidence: 0.16404 | CL: 0.0411452 | ln_CD: 0.0811668 | CM: 0.00701573 | Top_Xtr: 0.0396099 | Bot_Xtr: 0.0469056 +Loss contributors: + s_ln_CD : 0.34556 + s_CL : 0.292817 + s_analysis_confidence : 0.238402 + s_CM : 0.137643 + s_Bot_Xtr : 0.0368582 + s_Top_Xtr : 0.0279448 + 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s_upper_bl_ret_0 : 0.00172406 + s_lower_bl_H_0 : 0.00171324 + s_lower_bl_ret_0 : 0.00169431 +Epoch: 17 | Train Loss: 0.690613 | Test Loss: 0.693854 | analysis_confidence: 0.129528 | CL: 0.0224108 | ln_CD: 0.0435829 | CM: 0.00376627 | Top_Xtr: 0.0197912 | Bot_Xtr: 0.0229526 +Loss contributors: + s_analysis_confidence : 0.18836 + s_ln_CD : 0.156715 + s_CL : 0.139389 + s_CM : 0.065671 + s_Bot_Xtr : 0.0143073 + s_Top_Xtr : 0.0107538 + s_upper_bl_ret_0 : 0.00171557 + s_upper_bl_H_31 : 0.00171197 + s_lower_bl_H_0 : 0.00170082 + s_lower_bl_ret_0 : 0.00168749 +Epoch: 18 | Train Loss: 0.682155 | Test Loss: 0.683902 | analysis_confidence: 0.129413 | CL: 0.0216533 | ln_CD: 0.0447773 | CM: 0.00370004 | Top_Xtr: 0.0198331 | Bot_Xtr: 0.0227571 +Loss contributors: + s_analysis_confidence : 0.18854 + s_ln_CD : 0.156613 + s_CL : 0.134316 + s_CM : 0.0642722 + s_Bot_Xtr : 0.0142731 + s_Top_Xtr : 0.010697 + s_upper_bl_ret_0 : 0.0017009 + s_upper_bl_H_31 : 0.00168641 + s_lower_bl_H_0 : 0.0016818 + 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Bot_Xtr: 0.0141173 +Loss contributors: + s_analysis_confidence : 0.174668 + s_ln_CD : 0.0967366 + s_CL : 0.0899568 + s_CM : 0.0395381 + s_Bot_Xtr : 0.00717725 + s_Top_Xtr : 0.00537459 + s_upper_bl_H_31 : 0.000995281 + s_lower_bl_H_0 : 0.000979069 + s_lower_bl_H_31 : 0.000919688 + s_lower_bl_H_2 : 0.000918217 +Epoch: 258 | Train Loss: 0.465714 | Test Loss: 0.477808 | analysis_confidence: 0.122671 | CL: 0.0153532 | ln_CD: 0.0312337 | CM: 0.00244079 | Top_Xtr: 0.0113914 | Bot_Xtr: 0.0127904 +Loss contributors: + s_analysis_confidence : 0.175784 + s_ln_CD : 0.098227 + s_CL : 0.0891517 + s_CM : 0.0384972 + s_Bot_Xtr : 0.00678513 + s_Top_Xtr : 0.00483359 + s_lower_bl_H_0 : 0.000996384 + s_upper_bl_H_31 : 0.000989633 + s_lower_bl_H_2 : 0.000933229 + s_lower_bl_H_31 : 0.00092169 +Epoch: 259 | Train Loss: 0.465062 | Test Loss: 0.482929 | analysis_confidence: 0.116844 | CL: 0.0160856 | ln_CD: 0.0316096 | CM: 0.00250662 | Top_Xtr: 0.0117587 | Bot_Xtr: 0.0134528 +Loss contributors: + s_analysis_confidence : 0.174248 + s_ln_CD : 0.0997954 + s_CL : 0.0922029 + s_CM : 0.0396202 + s_Bot_Xtr : 0.00682535 + s_Top_Xtr : 0.00480131 + s_upper_bl_H_31 : 0.00101435 + s_lower_bl_H_0 : 0.000978896 + s_lower_bl_H_31 : 0.000956851 + s_lower_bl_H_2 : 0.00090533 +slurmstepd-d-10-13-1: error: *** JOB 25361649 ON d-10-13-1 CANCELLED AT 2024-03-09T11:09:56 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25362440 b/training/gen2_architecture/log.log-25362440 new file mode 100644 index 0000000..a222c6c --- /dev/null +++ b/training/gen2_architecture/log.log-25362440 @@ -0,0 +1,351 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1e.csv... + 186284 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2299 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_913_292, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 2.59805 | Test Loss: 1.61793 | analysis_confidence: 0.188206 | CL: 0.0496116 | ln_CD: 0.0959553 | CM: 0.00858161 | Top_Xtr: 0.0510615 | Bot_Xtr: 0.0585054 +Loss contributors: + s_ln_CD : 0.437173 + s_CL : 0.369126 + s_analysis_confidence : 0.26945 + s_CM : 0.173755 + s_Bot_Xtr : 0.0482961 + s_Top_Xtr : 0.0389485 + s_upper_bl_H_31 : 0.00436564 + s_upper_bl_H_30 : 0.00420458 + s_upper_bl_H_29 : 0.00405626 + s_upper_bl_H_28 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b/training/gen2_architecture/log.log-25362441 @@ -0,0 +1,365 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading 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+ s_upper_bl_H_31 : 0.00151538 + s_lower_bl_H_1 : 0.00148859 + s_lower_bl_ret_0 : 0.00148297 +Epoch: 24 | Train Loss: 0.618111 | Test Loss: 0.611475 | analysis_confidence: 0.129627 | CL: 0.0196709 | ln_CD: 0.0369006 | CM: 0.00333161 | Top_Xtr: 0.0172369 | Bot_Xtr: 0.0195587 +Loss contributors: + s_analysis_confidence : 0.184769 + s_ln_CD : 0.127925 + s_CL : 0.12 + s_CM : 0.0565028 + s_Bot_Xtr : 0.0117833 + s_Top_Xtr : 0.00864238 + s_upper_bl_ret_0 : 0.0015127 + s_upper_bl_H_31 : 0.00149619 + s_lower_bl_H_1 : 0.00147826 + s_lower_bl_ret_0 : 0.00147416 +slurmstepd-d-10-4-2: error: *** JOB 25362441 ON d-10-4-2 CANCELLED AT 2024-03-09T12:14:58 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25362442 b/training/gen2_architecture/log.log-25362442 new file mode 100644 index 0000000..981b1f1 --- /dev/null +++ b/training/gen2_architecture/log.log-25362442 @@ -0,0 +1,363 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1e.csv... + 186284 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2299 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_913_292, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 2.60831 | Test Loss: 1.6277 | analysis_confidence: 0.19232 | CL: 0.0484894 | ln_CD: 0.0992796 | CM: 0.00852413 | Top_Xtr: 0.0501928 | Bot_Xtr: 0.0593073 +Loss contributors: + s_ln_CD : 0.452913 + s_CL : 0.360168 + s_analysis_confidence : 0.270618 + s_CM : 0.172616 + s_Bot_Xtr : 0.0488942 + s_Top_Xtr : 0.0380255 + s_upper_bl_H_31 : 0.00431712 + s_upper_bl_H_30 : 0.00414337 + s_upper_bl_H_29 : 0.00401143 + s_upper_bl_H_28 : 0.003929 +Epoch: 1 | Train Loss: 1.4564 | Test Loss: 1.32517 | analysis_confidence: 0.163118 | CL: 0.0407984 | ln_CD: 0.0824381 | CM: 0.00705927 | Top_Xtr: 0.0402873 | Bot_Xtr: 0.0484202 +Loss contributors: + s_ln_CD : 0.355634 + s_CL : 0.292062 + s_analysis_confidence : 0.238489 + s_CM : 0.138976 + s_Bot_Xtr : 0.0381753 + s_Top_Xtr : 0.0284383 + s_upper_bl_H_31 : 0.0035959 + s_upper_bl_H_30 : 0.00339513 + s_upper_bl_H_29 : 0.00326868 + s_lower_bl_H_31 : 0.00324962 +Epoch: 2 | Train Loss: 1.23292 | Test Loss: 1.15243 | analysis_confidence: 0.158198 | CL: 0.0369694 | ln_CD: 0.0702565 | CM: 0.00627945 | Top_Xtr: 0.0353499 | Bot_Xtr: 0.0430376 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s_lower_bl_H_31 : 0.0021146 + s_upper_bl_H_30 : 0.00199391 + s_lower_bl_H_30 : 0.00192219 +Epoch: 9 | Train Loss: 0.807201 | Test Loss: 0.802577 | analysis_confidence: 0.131587 | CL: 0.0260089 | ln_CD: 0.0513941 | CM: 0.00434297 | Top_Xtr: 0.0235233 | Bot_Xtr: 0.02921 +Loss contributors: + s_analysis_confidence : 0.1942 + s_ln_CD : 0.187706 + s_CL : 0.167073 + s_CM : 0.0784324 + s_Bot_Xtr : 0.0199394 + s_Top_Xtr : 0.0135737 + s_upper_bl_H_31 : 0.00205638 + s_lower_bl_H_31 : 0.0020409 + s_upper_bl_H_30 : 0.00191235 + s_lower_bl_H_30 : 0.00186019 +Epoch: 10 | Train Loss: 0.785825 | Test Loss: 0.769371 | analysis_confidence: 0.127919 | CL: 0.0249871 | ln_CD: 0.0474673 | CM: 0.00418452 | Top_Xtr: 0.0234298 | Bot_Xtr: 0.0283681 +Loss contributors: + s_analysis_confidence : 0.193318 + s_ln_CD : 0.171498 + s_CL : 0.159838 + s_CM : 0.0750984 + s_Bot_Xtr : 0.0191246 + s_Top_Xtr : 0.0133182 + s_upper_bl_H_31 : 0.00200013 + s_lower_bl_H_31 : 0.00197058 + s_upper_bl_H_30 : 0.00184869 + 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s_upper_bl_H_31 : 0.00161632 + s_lower_bl_H_31 : 0.00157695 + s_upper_bl_ret_0 : 0.00152427 +Epoch: 24 | Train Loss: 0.650712 | Test Loss: 0.66169 | analysis_confidence: 0.127179 | CL: 0.0220505 | ln_CD: 0.0443494 | CM: 0.00352082 | Top_Xtr: 0.0184389 | Bot_Xtr: 0.021386 +Loss contributors: + s_analysis_confidence : 0.186042 + s_ln_CD : 0.147661 + s_CL : 0.134728 + s_CM : 0.0604254 + s_Bot_Xtr : 0.013268 + s_Top_Xtr : 0.00960646 + s_lower_bl_H_1 : 0.00159943 + s_upper_bl_H_31 : 0.00158094 + s_lower_bl_H_31 : 0.00156774 + s_upper_bl_ret_0 : 0.00152499 +slurmstepd-d-10-8-1: error: *** JOB 25362442 ON d-10-8-1 CANCELLED AT 2024-03-09T12:14:58 *** diff --git a/training/gen2_architecture/log.log-25362443 b/training/gen2_architecture/log.log-25362443 new file mode 100644 index 0000000..6080f68 --- /dev/null +++ b/training/gen2_architecture/log.log-25362443 @@ -0,0 +1,365 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available 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0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 2.56342 | Test Loss: 1.59529 | analysis_confidence: 0.193735 | CL: 0.0491339 | ln_CD: 0.0944786 | CM: 0.00840916 | Top_Xtr: 0.0484174 | Bot_Xtr: 0.0570978 +Loss contributors: + s_ln_CD : 0.42643 + s_CL : 0.364802 + s_analysis_confidence : 0.273359 + s_CM : 0.169812 + s_Bot_Xtr : 0.0470917 + s_Top_Xtr : 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0.0219099 | ln_CD: 0.0424989 | CM: 0.00370394 | Top_Xtr: 0.0189661 | Bot_Xtr: 0.0223498 +Loss contributors: + s_analysis_confidence : 0.191374 + s_ln_CD : 0.150121 + s_CL : 0.13618 + s_CM : 0.0644825 + s_Bot_Xtr : 0.0142455 + s_Top_Xtr : 0.0102319 + s_upper_bl_H_31 : 0.00176606 + s_lower_bl_H_31 : 0.00169849 + s_lower_bl_H_1 : 0.00165514 + s_upper_bl_H_30 : 0.00160127 +Epoch: 23 | Train Loss: 0.683103 | Test Loss: 0.684422 | analysis_confidence: 0.127036 | CL: 0.0227498 | ln_CD: 0.043187 | CM: 0.0037166 | Top_Xtr: 0.018913 | Bot_Xtr: 0.0220578 +Loss contributors: + s_analysis_confidence : 0.191316 + s_ln_CD : 0.150449 + s_CL : 0.140267 + s_CM : 0.0645022 + s_Bot_Xtr : 0.0140947 + s_Top_Xtr : 0.0102332 + s_upper_bl_H_31 : 0.00172989 + s_lower_bl_H_31 : 0.00168218 + s_lower_bl_H_1 : 0.00164012 + s_upper_bl_H_30 : 0.00157891 +Epoch: 24 | Train Loss: 0.678111 | Test Loss: 0.679839 | analysis_confidence: 0.136894 | CL: 0.0222538 | ln_CD: 0.0420166 | CM: 0.00377622 | Top_Xtr: 0.01947 | Bot_Xtr: 0.0227902 +Loss contributors: + s_analysis_confidence : 0.192911 + s_ln_CD : 0.147277 + s_CL : 0.136449 + s_CM : 0.065214 + s_Bot_Xtr : 0.0145027 + s_Top_Xtr : 0.0104662 + s_upper_bl_H_31 : 0.00172816 + s_lower_bl_H_31 : 0.00167318 + s_lower_bl_H_1 : 0.00165835 + s_lower_bl_ret_0 : 0.00157886 +slurmstepd-d-10-8-1: error: *** JOB 25362443 ON d-10-8-1 CANCELLED AT 2024-03-09T12:14:58 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25362444 b/training/gen2_architecture/log.log-25362444 new file mode 100644 index 0000000..5cd704a --- /dev/null +++ b/training/gen2_architecture/log.log-25362444 @@ -0,0 +1,363 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1e.csv... + 186284 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2299 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_913_292, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 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0.946551 | Test Loss: 0.947632 | analysis_confidence: 0.143694 | CL: 0.0310057 | ln_CD: 0.0596022 | CM: 0.00526562 | Top_Xtr: 0.026341 | Bot_Xtr: 0.0321732 +Loss contributors: + s_ln_CD : 0.226744 + s_analysis_confidence : 0.21162 + s_CL : 0.207769 + s_CM : 0.0985113 + s_Bot_Xtr : 0.0230641 + s_Top_Xtr : 0.0162963 + s_upper_bl_H_31 : 0.00247834 + s_lower_bl_H_0 : 0.00239946 + s_lower_bl_H_31 : 0.00235343 + s_upper_bl_H_30 : 0.00227542 +Epoch: 6 | Train Loss: 0.906415 | Test Loss: 0.895086 | analysis_confidence: 0.142984 | CL: 0.0288154 | ln_CD: 0.0551171 | CM: 0.00483645 | Top_Xtr: 0.0249709 | Bot_Xtr: 0.0306107 +Loss contributors: + s_analysis_confidence : 0.209384 + s_ln_CD : 0.209263 + s_CL : 0.19152 + s_CM : 0.0894435 + s_Bot_Xtr : 0.0219291 + s_Top_Xtr : 0.0153545 + s_upper_bl_H_31 : 0.00238468 + s_lower_bl_H_0 : 0.00233415 + s_lower_bl_H_31 : 0.00228463 + s_upper_bl_H_30 : 0.00217972 +Epoch: 7 | Train Loss: 0.875471 | Test Loss: 0.868268 | analysis_confidence: 0.142561 | CL: 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| Bot_Xtr: 0.0236637 +Loss contributors: + s_analysis_confidence : 0.193937 + s_ln_CD : 0.168384 + s_CL : 0.145488 + s_CM : 0.0663143 + s_Bot_Xtr : 0.015563 + s_Top_Xtr : 0.0112543 + s_upper_bl_H_31 : 0.00188699 + s_lower_bl_H_31 : 0.00181871 + s_upper_bl_ret_0 : 0.00179 + s_lower_bl_ret_0 : 0.00174242 +slurmstepd-d-10-13-1: error: *** JOB 25362444 ON d-10-13-1 CANCELLED AT 2024-03-09T12:14:58 *** diff --git a/training/gen2_architecture/log.log-25362445 b/training/gen2_architecture/log.log-25362445 new file mode 100644 index 0000000..6c76eec --- /dev/null +++ b/training/gen2_architecture/log.log-25362445 @@ -0,0 +1,363 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1e.csv... + 186284 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2299 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_913_292, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 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+└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 2.53574 | Test Loss: 1.58228 | analysis_confidence: 0.186285 | CL: 0.0474867 | ln_CD: 0.0933494 | CM: 0.00838688 | Top_Xtr: 0.0486908 | Bot_Xtr: 0.0576902 +Loss contributors: + s_ln_CD : 0.4232 + s_CL : 0.350815 + s_analysis_confidence : 0.265834 + s_CM : 0.169355 + s_Bot_Xtr : 0.0476979 + s_Top_Xtr : 0.0367321 + s_upper_bl_H_31 : 0.00450589 + s_upper_bl_H_30 : 0.00427794 + s_upper_bl_H_29 : 0.00411643 + s_upper_bl_H_28 : 0.00401946 +Epoch: 1 | Train Loss: 1.45334 | Test Loss: 1.3508 | analysis_confidence: 0.171673 | CL: 0.0405183 | ln_CD: 0.0828981 | CM: 0.00705462 | Top_Xtr: 0.0414333 | Bot_Xtr: 0.0496083 +Loss contributors: + s_ln_CD : 0.356011 + s_CL : 0.290756 + s_analysis_confidence : 0.241675 + s_CM : 0.139002 + s_Bot_Xtr : 0.0400342 + s_Top_Xtr : 0.0299071 + s_upper_bl_H_31 : 0.00391772 + s_upper_bl_H_30 : 0.00367268 + s_upper_bl_H_29 : 0.00350452 + s_upper_bl_H_24 : 0.00344924 +Epoch: 2 | Train Loss: 1.29118 | Test Loss: 1.24157 | analysis_confidence: 0.165354 | CL: 0.0378227 | ln_CD: 0.0760371 | CM: 0.00641334 | Top_Xtr: 0.0372024 | Bot_Xtr: 0.0454016 +Loss contributors: + s_ln_CD : 0.317344 + s_CL : 0.268052 + s_analysis_confidence : 0.233544 + s_CM : 0.124749 + s_Bot_Xtr : 0.0358596 + s_Top_Xtr : 0.0258513 + s_upper_bl_H_31 : 0.00368237 + s_upper_bl_H_30 : 0.00342897 + s_upper_bl_H_29 : 0.00323436 + s_lower_bl_H_31 : 0.00320407 +Epoch: 3 | Train Loss: 1.20248 | Test Loss: 1.18029 | analysis_confidence: 0.158435 | CL: 0.0369324 | ln_CD: 0.070742 | CM: 0.00618633 | Top_Xtr: 0.0352205 | Bot_Xtr: 0.0436262 +Loss contributors: + s_ln_CD : 0.289746 + s_CL : 0.257684 + s_analysis_confidence : 0.229087 + s_CM : 0.119315 + s_Bot_Xtr : 0.0336344 + s_Top_Xtr : 0.023788 + s_upper_bl_H_31 : 0.00349772 + s_upper_bl_H_30 : 0.00326792 + s_lower_bl_H_31 : 0.0030995 + s_upper_bl_H_29 : 0.00308527 +Epoch: 4 | Train Loss: 1.14388 | Test Loss: 1.11643 | analysis_confidence: 0.156916 | CL: 0.0340786 | ln_CD: 0.0667714 | CM: 0.00587946 | Top_Xtr: 0.0335076 | Bot_Xtr: 0.0414762 +Loss contributors: + s_ln_CD : 0.271162 + s_CL : 0.235087 + s_analysis_confidence : 0.224884 + s_CM : 0.112563 + s_Bot_Xtr : 0.0316626 + s_Top_Xtr : 0.0221183 + s_upper_bl_H_31 : 0.00332268 + s_upper_bl_H_30 : 0.00311626 + s_lower_bl_H_31 : 0.0029736 + s_lower_bl_H_0 : 0.00296145 +Epoch: 5 | Train Loss: 1.10164 | Test Loss: 1.08725 | analysis_confidence: 0.156858 | CL: 0.0331123 | ln_CD: 0.065669 | CM: 0.00561131 | Top_Xtr: 0.0315894 | Bot_Xtr: 0.0390661 +Loss contributors: + 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0.00297655 + s_upper_bl_H_30 : 0.00281356 + s_lower_bl_H_0 : 0.00274137 + s_lower_bl_H_31 : 0.00270361 +Epoch: 10 | Train Loss: 0.993494 | Test Loss: 0.987617 | analysis_confidence: 0.152352 | CL: 0.0303926 | ln_CD: 0.0584892 | CM: 0.00510455 | Top_Xtr: 0.0275854 | Bot_Xtr: 0.0340041 +Loss contributors: + s_ln_CD : 0.228924 + s_analysis_confidence : 0.216372 + s_CL : 0.204351 + s_CM : 0.0954604 + s_Bot_Xtr : 0.0250611 + s_Top_Xtr : 0.0173685 + s_upper_bl_H_31 : 0.002953 + s_upper_bl_H_30 : 0.00277007 + s_lower_bl_H_0 : 0.00274524 + s_lower_bl_H_31 : 0.00267698 +Epoch: 11 | Train Loss: 0.981338 | Test Loss: 0.972091 | analysis_confidence: 0.148806 | CL: 0.029705 | ln_CD: 0.0574337 | CM: 0.00505191 | Top_Xtr: 0.026817 | Bot_Xtr: 0.0331695 +Loss contributors: + s_ln_CD : 0.223616 + s_analysis_confidence : 0.215785 + s_CL : 0.19898 + s_CM : 0.0941732 + s_Bot_Xtr : 0.0245411 + s_Top_Xtr : 0.016886 + s_upper_bl_H_31 : 0.00291297 + s_upper_bl_H_30 : 0.00273618 + s_lower_bl_H_0 : 0.00267076 + 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0.0595683 | CM: 0.00489331 | Top_Xtr: 0.0255828 | Bot_Xtr: 0.0314294 +Loss contributors: + s_ln_CD : 0.223733 + s_analysis_confidence : 0.213227 + s_CL : 0.186186 + s_CM : 0.0907972 + s_Bot_Xtr : 0.0227297 + s_Top_Xtr : 0.0157031 + s_upper_bl_H_31 : 0.00279194 + s_lower_bl_H_0 : 0.00261136 + s_upper_bl_H_30 : 0.00260399 + s_lower_bl_H_31 : 0.0025486 +Epoch: 17 | Train Loss: 0.933847 | Test Loss: 0.925571 | analysis_confidence: 0.148896 | CL: 0.0283529 | ln_CD: 0.0544516 | CM: 0.00476844 | Top_Xtr: 0.0251772 | Bot_Xtr: 0.0311748 +Loss contributors: + s_analysis_confidence : 0.214084 + s_ln_CD : 0.208176 + s_CL : 0.187044 + s_CM : 0.0882008 + s_Bot_Xtr : 0.0226858 + s_Top_Xtr : 0.0156175 + s_upper_bl_H_31 : 0.00283942 + s_upper_bl_H_30 : 0.00264596 + s_lower_bl_H_0 : 0.00259896 + s_lower_bl_H_31 : 0.00255656 +Epoch: 18 | Train Loss: 0.928224 | Test Loss: 0.91343 | analysis_confidence: 0.149615 | CL: 0.0275942 | ln_CD: 0.0535447 | CM: 0.00470615 | Top_Xtr: 0.0254251 | Bot_Xtr: 0.0311332 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0.00251288 + s_upper_bl_H_30 : 0.00248433 + s_lower_bl_H_31 : 0.00246197 +slurmstepd-d-10-13-1: error: *** JOB 25362445 ON d-10-13-1 CANCELLED AT 2024-03-09T12:14:58 *** diff --git a/training/gen2_architecture/log.log-25362448 b/training/gen2_architecture/log.log-25362448 new file mode 100644 index 0000000..a2d891b --- /dev/null +++ b/training/gen2_architecture/log.log-25362448 @@ -0,0 +1,353 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1e.csv... + 186284 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2299 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_913_292, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 3.11591 | Test Loss: 2.30383 | analysis_confidence: 0.25382 | CL: 0.0634487 | ln_CD: 0.124442 | CM: 0.0114113 | Top_Xtr: 0.0627441 | Bot_Xtr: 0.0757808 +Loss contributors: + s_ln_CD : 0.610839 + s_CL : 0.492495 + s_analysis_confidence : 0.335341 + s_CM : 0.238755 + s_Bot_Xtr : 0.0666824 + s_Top_Xtr : 0.0512663 + s_upper_bl_H_31 : 0.00731653 + s_upper_bl_H_30 : 0.0070768 + s_upper_bl_H_29 : 0.0069566 + s_upper_bl_H_28 : 0.00690968 +Epoch: 1 | Train Loss: 2.2379 | Test Loss: 2.19438 | analysis_confidence: 0.242782 | CL: 0.0609712 | ln_CD: 0.119711 | CM: 0.0107281 | Top_Xtr: 0.0582923 | Bot_Xtr: 0.0702357 +Loss contributors: + s_ln_CD : 0.578396 + s_CL : 0.470458 + s_analysis_confidence : 0.317616 + s_CM : 0.223196 + s_Bot_Xtr : 0.0608565 + s_Top_Xtr : 0.046708 + s_upper_bl_H_31 : 0.00724728 + s_upper_bl_H_30 : 0.00701758 + s_upper_bl_H_29 : 0.00688916 + s_upper_bl_H_28 : 0.00681425 +Epoch: 2 | Train Loss: 2.16391 | Test Loss: 2.15275 | analysis_confidence: 0.237753 | CL: 0.0593679 | ln_CD: 0.118298 | CM: 0.0105011 | Top_Xtr: 0.0563473 | Bot_Xtr: 0.0676257 +Loss contributors: + s_ln_CD : 0.568347 + s_CL : 0.455654 + s_analysis_confidence : 0.314918 + s_CM : 0.217959 + s_Bot_Xtr : 0.0587154 + s_Top_Xtr : 0.0448698 + s_upper_bl_H_31 : 0.00720406 + s_upper_bl_H_30 : 0.00698088 + s_upper_bl_H_29 : 0.00685854 + s_upper_bl_H_28 : 0.00679648 +Epoch: 3 | Train Loss: 2.13189 | Test Loss: 2.11352 | analysis_confidence: 0.237815 | CL: 0.0587569 | ln_CD: 0.112477 | CM: 0.0104993 | Top_Xtr: 0.0568212 | Bot_Xtr: 0.0681041 +Loss contributors: + s_ln_CD : 0.537287 + s_CL : 0.450248 + s_analysis_confidence : 0.31391 + s_CM : 0.217883 + s_Bot_Xtr : 0.058719 + s_Top_Xtr : 0.0451021 + s_upper_bl_H_31 : 0.00721588 + s_upper_bl_H_30 : 0.00699855 + s_upper_bl_H_29 : 0.00687733 + s_upper_bl_H_28 : 0.00680545 +Epoch: 4 | Train Loss: 2.11244 | Test Loss: 2.12332 | analysis_confidence: 0.23753 | CL: 0.0584593 | ln_CD: 0.115421 | CM: 0.0103938 | Top_Xtr: 0.0590771 | Bot_Xtr: 0.0707837 +Loss contributors: + s_ln_CD : 0.55063 + s_CL : 0.447039 + s_analysis_confidence : 0.313278 + s_CM : 0.215447 + s_Bot_Xtr : 0.0605024 + s_Top_Xtr : 0.0466489 + s_upper_bl_H_31 : 0.00721088 + s_upper_bl_H_30 : 0.00699545 + s_upper_bl_H_29 : 0.00687675 + s_upper_bl_H_28 : 0.00680763 +Epoch: 5 | Train Loss: 2.09906 | Test Loss: 2.08253 | analysis_confidence: 0.236259 | CL: 0.0578076 | ln_CD: 0.110354 | CM: 0.0103028 | Top_Xtr: 0.0557587 | Bot_Xtr: 0.0665515 +Loss contributors: + s_ln_CD : 0.52374 + s_CL : 0.442094 + s_analysis_confidence : 0.31217 + s_CM : 0.213374 + s_Bot_Xtr : 0.0573454 + s_Top_Xtr : 0.0442483 + s_upper_bl_H_31 : 0.0071718 + s_upper_bl_H_30 : 0.00697109 + s_upper_bl_H_29 : 0.00685743 + s_upper_bl_H_28 : 0.00679276 +Epoch: 6 | Train Loss: 2.08857 | Test Loss: 2.08629 | analysis_confidence: 0.236659 | CL: 0.0567216 | ln_CD: 0.113182 | CM: 0.0102991 | Top_Xtr: 0.0577119 | Bot_Xtr: 0.0679515 +Loss contributors: + s_ln_CD : 0.535853 + s_CL : 0.43296 + s_analysis_confidence : 0.312264 + s_CM : 0.213338 + s_Bot_Xtr : 0.0582836 + s_Top_Xtr : 0.0454828 + s_upper_bl_H_31 : 0.00719845 + s_upper_bl_H_30 : 0.00698862 + s_upper_bl_H_29 : 0.00686208 + s_upper_bl_H_28 : 0.00678719 +Epoch: 7 | Train Loss: 2.07922 | Test Loss: 2.07032 | analysis_confidence: 0.236332 | CL: 0.0567105 | ln_CD: 0.111186 | CM: 0.0102232 | Top_Xtr: 0.0557848 | Bot_Xtr: 0.0665621 +Loss contributors: + s_ln_CD : 0.524712 + s_CL : 0.432408 + s_analysis_confidence : 0.312139 + s_CM : 0.211582 + s_Bot_Xtr : 0.0573113 + s_Top_Xtr : 0.0442158 + s_upper_bl_H_31 : 0.00723373 + s_upper_bl_H_30 : 0.00702028 + s_upper_bl_H_29 : 0.0068819 + s_upper_bl_H_28 : 0.00680359 +Epoch: 8 | Train Loss: 2.07103 | Test Loss: 2.11865 | analysis_confidence: 0.236781 | CL: 0.056704 | ln_CD: 0.120456 | CM: 0.0102753 | Top_Xtr: 0.0551743 | Bot_Xtr: 0.0658578 +Loss contributors: + s_ln_CD : 0.571684 + s_CL : 0.432803 + s_analysis_confidence : 0.31218 + s_CM : 0.21274 + s_Bot_Xtr : 0.0568153 + s_Top_Xtr : 0.0437912 + s_upper_bl_H_31 : 0.00721735 + s_upper_bl_H_30 : 0.00699966 + s_upper_bl_H_29 : 0.00686784 + s_upper_bl_H_28 : 0.0067925 +Epoch: 9 | Train Loss: 2.06402 | Test Loss: 2.08992 | analysis_confidence: 0.238016 | CL: 0.0568273 | ln_CD: 0.114741 | CM: 0.0102486 | Top_Xtr: 0.0558603 | Bot_Xtr: 0.0666789 +Loss contributors: + s_ln_CD : 0.541866 + s_CL : 0.433232 + s_analysis_confidence : 0.312855 + s_CM : 0.212137 + s_Bot_Xtr : 0.0573207 + s_Top_Xtr : 0.0441265 + s_upper_bl_H_31 : 0.00718115 + s_upper_bl_H_30 : 0.0069779 + s_upper_bl_H_29 : 0.00685712 + s_upper_bl_H_28 : 0.00678857 +Epoch: 10 | Train Loss: 2.05778 | Test Loss: 2.08635 | analysis_confidence: 0.235764 | CL: 0.0581756 | ln_CD: 0.113052 | CM: 0.0101925 | Top_Xtr: 0.0557024 | Bot_Xtr: 0.066123 +Loss contributors: + s_ln_CD : 0.531684 + s_CL : 0.443933 + s_analysis_confidence : 0.311574 + s_CM : 0.210846 + s_Bot_Xtr : 0.0568752 + s_Top_Xtr : 0.044015 + s_upper_bl_H_31 : 0.00720432 + s_upper_bl_H_30 : 0.00699312 + s_upper_bl_H_29 : 0.00686832 + s_upper_bl_H_28 : 0.00679736 +Epoch: 11 | Train Loss: 2.05288 | Test Loss: 2.04482 | analysis_confidence: 0.235669 | CL: 0.0565798 | ln_CD: 0.106385 | CM: 0.0102777 | Top_Xtr: 0.0554376 | Bot_Xtr: 0.0664578 +Loss contributors: + s_ln_CD : 0.499924 + s_CL : 0.431421 + s_analysis_confidence : 0.31162 + s_CM : 0.212741 + s_Bot_Xtr : 0.0572503 + s_Top_Xtr : 0.0439512 + s_upper_bl_H_31 : 0.00724462 + s_upper_bl_H_30 : 0.00703179 + s_upper_bl_H_29 : 0.00690589 + s_upper_bl_H_28 : 0.0068279 +Epoch: 12 | Train Loss: 2.04774 | Test Loss: 2.06869 | analysis_confidence: 0.234745 | CL: 0.0554839 | ln_CD: 0.113561 | CM: 0.0101697 | Top_Xtr: 0.0555607 | Bot_Xtr: 0.0663066 +Loss contributors: + s_ln_CD : 0.533827 + s_CL : 0.422417 + s_analysis_confidence : 0.312192 + s_CM : 0.210262 + s_Bot_Xtr : 0.0573796 + s_Top_Xtr : 0.0442716 + s_upper_bl_H_31 : 0.0072508 + s_upper_bl_H_30 : 0.00705082 + s_upper_bl_H_29 : 0.00691611 + s_upper_bl_H_28 : 0.0068322 +Epoch: 13 | Train Loss: 2.04349 | Test Loss: 2.03761 | analysis_confidence: 0.23823 | CL: 0.056462 | ln_CD: 0.105733 | CM: 0.0101563 | Top_Xtr: 0.0552085 | Bot_Xtr: 0.0660116 +Loss contributors: + s_ln_CD : 0.495188 + s_CL : 0.42971 + s_analysis_confidence : 0.312678 + s_CM : 0.210037 + s_Bot_Xtr : 0.0569279 + s_Top_Xtr : 0.0439431 + s_upper_bl_H_31 : 0.00719966 + s_upper_bl_H_30 : 0.00700064 + s_upper_bl_H_29 : 0.00687164 + s_upper_bl_H_28 : 0.00679594 +Epoch: 14 | Train Loss: 2.04021 | Test Loss: 2.03804 | analysis_confidence: 0.23692 | CL: 0.0560612 | ln_CD: 0.106995 | CM: 0.0103303 | Top_Xtr: 0.0551678 | Bot_Xtr: 0.065893 +Loss contributors: + s_ln_CD : 0.498592 + s_CL : 0.425276 + s_analysis_confidence : 0.312103 + s_CM : 0.213924 + s_Bot_Xtr : 0.056832 + s_Top_Xtr : 0.0438048 + s_upper_bl_H_31 : 0.00722994 + s_upper_bl_H_30 : 0.00702552 + s_upper_bl_H_29 : 0.00689651 + s_upper_bl_H_28 : 0.00681191 +Epoch: 15 | Train Loss: 2.03639 | Test Loss: 2.02861 | analysis_confidence: 0.234493 | CL: 0.0552465 | ln_CD: 0.106148 | CM: 0.0100523 | Top_Xtr: 0.0553295 | Bot_Xtr: 0.0664838 +Loss contributors: + s_ln_CD : 0.499243 + s_CL : 0.420075 + s_analysis_confidence : 0.312821 + s_CM : 0.207632 + s_Bot_Xtr : 0.0571763 + s_Top_Xtr : 0.0438824 + s_upper_bl_H_31 : 0.00722978 + s_upper_bl_H_30 : 0.00704502 + s_upper_bl_H_29 : 0.00692355 + s_upper_bl_H_28 : 0.00684263 +Epoch: 16 | Train Loss: 2.03371 | Test Loss: 2.05281 | analysis_confidence: 0.236604 | CL: 0.0562572 | ln_CD: 0.109996 | CM: 0.010069 | Top_Xtr: 0.0557572 | Bot_Xtr: 0.0661716 +Loss contributors: + s_ln_CD : 0.515831 + s_CL : 0.427247 + s_analysis_confidence : 0.312154 + s_CM : 0.208055 + s_Bot_Xtr : 0.0569573 + s_Top_Xtr : 0.0441306 + s_upper_bl_H_31 : 0.00718882 + s_upper_bl_H_30 : 0.00702143 + s_upper_bl_H_29 : 0.0069115 + s_upper_bl_H_28 : 0.00684235 +Epoch: 17 | Train Loss: 2.03029 | Test Loss: 2.0216 | analysis_confidence: 0.234004 | CL: 0.055923 | ln_CD: 0.104007 | CM: 0.0100855 | Top_Xtr: 0.0551125 | Bot_Xtr: 0.0662243 +Loss contributors: + s_ln_CD : 0.485138 + s_CL : 0.425855 + s_analysis_confidence : 0.313016 + s_CM : 0.208407 + s_Bot_Xtr : 0.0571742 + s_Top_Xtr : 0.0438291 + s_upper_bl_H_31 : 0.00720481 + s_upper_bl_H_30 : 0.00702608 + s_upper_bl_H_29 : 0.00691364 + s_upper_bl_H_28 : 0.00683989 +Epoch: 18 | Train Loss: 2.02789 | Test Loss: 2.04689 | analysis_confidence: 0.237671 | CL: 0.057098 | ln_CD: 0.10738 | CM: 0.0101874 | Top_Xtr: 0.0555138 | Bot_Xtr: 0.0667516 +Loss contributors: + s_ln_CD : 0.499696 + s_CL : 0.43535 + s_analysis_confidence : 0.312517 + s_CM : 0.21064 + s_Bot_Xtr : 0.0573143 + s_Top_Xtr : 0.0440405 + s_upper_bl_H_31 : 0.00721351 + s_upper_bl_H_30 : 0.00704117 + s_upper_bl_H_29 : 0.00692859 + s_upper_bl_H_28 : 0.00685896 +Epoch: 19 | Train Loss: 2.02467 | Test Loss: 2.0084 | analysis_confidence: 0.235652 | CL: 0.0549276 | ln_CD: 0.104044 | CM: 0.00999653 | Top_Xtr: 0.0550961 | Bot_Xtr: 0.0658865 +Loss contributors: + s_ln_CD : 0.485818 + s_CL : 0.417392 + s_analysis_confidence : 0.311796 + s_CM : 0.206392 + s_Bot_Xtr : 0.0567442 + s_Top_Xtr : 0.0435738 + s_upper_bl_H_31 : 0.00718539 + s_upper_bl_H_30 : 0.00700701 + s_upper_bl_H_29 : 0.00688827 + s_upper_bl_H_28 : 0.00681536 +Epoch: 20 | Train Loss: 2.0226 | Test Loss: 2.02895 | analysis_confidence: 0.234449 | CL: 0.0557019 | ln_CD: 0.106969 | CM: 0.00996414 | Top_Xtr: 0.0552081 | Bot_Xtr: 0.0661223 +Loss contributors: + s_ln_CD : 0.499596 + s_CL : 0.423553 + s_analysis_confidence : 0.311966 + s_CM : 0.205646 + s_Bot_Xtr : 0.056969 + s_Top_Xtr : 0.0439346 + s_upper_bl_H_31 : 0.00716277 + s_upper_bl_H_30 : 0.00700528 + s_upper_bl_H_29 : 0.00690559 + s_upper_bl_H_28 : 0.00684563 +Epoch: 21 | Train Loss: 2.01976 | Test Loss: 2.01931 | analysis_confidence: 0.235801 | CL: 0.0553677 | ln_CD: 0.106194 | CM: 0.00998389 | Top_Xtr: 0.055229 | Bot_Xtr: 0.0663066 +Loss contributors: + s_ln_CD : 0.49335 + s_CL : 0.419406 + s_analysis_confidence : 0.312829 + s_CM : 0.206028 + s_Bot_Xtr : 0.0570673 + s_Top_Xtr : 0.0437586 + s_upper_bl_H_31 : 0.00718592 + s_upper_bl_H_30 : 0.00700306 + s_upper_bl_H_29 : 0.00688767 + s_upper_bl_H_28 : 0.00681959 +Epoch: 22 | Train Loss: 2.01754 | Test Loss: 2.00978 | analysis_confidence: 0.236245 | CL: 0.0548533 | ln_CD: 0.104615 | CM: 0.0100184 | Top_Xtr: 0.0547488 | Bot_Xtr: 0.065551 +Loss contributors: + s_ln_CD : 0.489201 + s_CL : 0.415927 + s_analysis_confidence : 0.311731 + s_CM : 0.206808 + s_Bot_Xtr : 0.0565847 + s_Top_Xtr : 0.0433963 + s_upper_bl_H_31 : 0.00716616 + s_upper_bl_H_30 : 0.00700052 + s_upper_bl_H_29 : 0.00688462 + s_upper_bl_H_28 : 0.00681242 +Epoch: 23 | Train Loss: 2.01561 | Test Loss: 2.01283 | analysis_confidence: 0.235317 | CL: 0.0542764 | ln_CD: 0.106715 | CM: 0.00991241 | Top_Xtr: 0.0551531 | Bot_Xtr: 0.066315 +Loss contributors: + s_ln_CD : 0.496945 + s_CL : 0.411637 + s_analysis_confidence : 0.312502 + s_CM : 0.204412 + s_Bot_Xtr : 0.0568688 + s_Top_Xtr : 0.0435857 + s_upper_bl_H_31 : 0.00716964 + s_upper_bl_H_30 : 0.0070051 + s_upper_bl_H_29 : 0.00689703 + s_upper_bl_H_28 : 0.00682358 +slurmstepd-d-12-1-1: error: *** JOB 25362448 ON d-12-1-1 CANCELLED AT 2024-03-09T12:14:58 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25362449 b/training/gen2_architecture/log.log-25362449 new file mode 100644 index 0000000..1a31124 --- /dev/null +++ b/training/gen2_architecture/log.log-25362449 @@ -0,0 +1,366 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1e.csv... + 186284 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2299 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_913_292, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 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0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 5.25956 | Test Loss: 4.77154 | analysis_confidence: 0.443505 | CL: 0.115429 | ln_CD: 0.227253 | CM: 0.0245159 | Top_Xtr: 0.140873 | Bot_Xtr: 0.157698 +Loss contributors: + s_ln_CD : 1.28549 + s_CL : 0.966589 + s_CM : 0.542594 + s_analysis_confidence : 0.529863 + s_Bot_Xtr : 0.15755 + s_Top_Xtr : 0.138382 + s_upper_bl_H_31 : 0.0119932 + s_upper_bl_H_30 : 0.011927 + s_upper_bl_H_29 : 0.0118939 + s_upper_bl_H_28 : 0.0118712 +Epoch: 1 | Train Loss: 4.7355 | Test Loss: 4.70964 | analysis_confidence: 0.450374 | CL: 0.113541 | ln_CD: 0.219474 | CM: 0.024554 | Top_Xtr: 0.138224 | Bot_Xtr: 0.155185 +Loss contributors: + s_ln_CD : 1.23403 + s_CL : 0.949502 + s_CM : 0.543472 + s_analysis_confidence : 0.539317 + s_Bot_Xtr : 0.155314 + s_Top_Xtr : 0.136022 + s_upper_bl_H_31 : 0.012144 + s_upper_bl_H_30 : 0.0120695 + s_upper_bl_H_29 : 0.0120169 + s_upper_bl_H_28 : 0.0119507 +Epoch: 2 | Train Loss: 4.69957 | Test Loss: 4.66925 | analysis_confidence: 0.453967 | CL: 0.113017 | ln_CD: 0.213787 | CM: 0.0243968 | Top_Xtr: 0.138288 | Bot_Xtr: 0.156355 +Loss contributors: + s_ln_CD : 1.19345 + s_CL : 0.944936 + s_analysis_confidence : 0.542789 + s_CM : 0.539813 + s_Bot_Xtr : 0.156465 + s_Top_Xtr : 0.135827 + s_upper_bl_H_31 : 0.0121623 + s_upper_bl_H_30 : 0.0121166 + s_upper_bl_H_29 : 0.0120393 + s_upper_bl_H_28 : 0.0119884 +Epoch: 3 | Train Loss: 4.67142 | Test Loss: 4.71707 | analysis_confidence: 0.45385 | CL: 0.11058 | ln_CD: 0.221401 | CM: 0.0244221 | Top_Xtr: 0.140276 | Bot_Xtr: 0.157261 +Loss contributors: + s_ln_CD : 1.24383 + s_CL : 0.922643 + s_analysis_confidence : 0.543356 + s_CM : 0.540408 + s_Bot_Xtr : 0.157445 + s_Top_Xtr : 0.138016 + s_upper_bl_H_31 : 0.0120934 + s_upper_bl_H_30 : 0.0120403 + s_upper_bl_H_29 : 0.0119932 + s_upper_bl_H_28 : 0.0119417 +Epoch: 4 | Train Loss: 4.65908 | Test Loss: 4.64502 | analysis_confidence: 0.455469 | CL: 0.110549 | ln_CD: 0.211361 | CM: 0.0242613 | Top_Xtr: 0.13982 | Bot_Xtr: 0.158636 +Loss contributors: + s_ln_CD : 1.17877 + s_CL : 0.922342 + s_analysis_confidence : 0.545857 + s_CM : 0.536668 + s_Bot_Xtr : 0.159197 + s_Top_Xtr : 0.137623 + s_upper_bl_H_31 : 0.0120564 + s_upper_bl_H_30 : 0.0120136 + s_upper_bl_H_29 : 0.0119602 + s_upper_bl_H_28 : 0.0119096 +Epoch: 5 | Train Loss: 4.65806 | Test Loss: 4.6752 | analysis_confidence: 0.455698 | CL: 0.110184 | ln_CD: 0.215116 | CM: 0.0242637 | Top_Xtr: 0.141652 | Bot_Xtr: 0.159686 +Loss contributors: + s_ln_CD : 1.20413 + s_CL : 0.919182 + s_analysis_confidence : 0.545535 + s_CM : 0.536729 + s_Bot_Xtr : 0.159908 + s_Top_Xtr : 0.139286 + s_upper_bl_H_31 : 0.0121388 + s_upper_bl_H_30 : 0.0120938 + s_upper_bl_H_29 : 0.0120458 + s_upper_bl_H_28 : 0.0119955 +Epoch: 6 | Train Loss: 4.65899 | Test Loss: 4.69041 | analysis_confidence: 0.455293 | CL: 0.111265 | ln_CD: 0.216038 | CM: 0.0243389 | Top_Xtr: 0.14132 | Bot_Xtr: 0.158809 +Loss contributors: + s_ln_CD : 1.20978 + s_CL : 0.928365 + s_analysis_confidence : 0.545677 + s_CM : 0.53848 + s_Bot_Xtr : 0.159004 + s_Top_Xtr : 0.139082 + s_upper_bl_H_31 : 0.0121806 + s_upper_bl_H_30 : 0.0121505 + s_upper_bl_H_29 : 0.0120885 + s_upper_bl_H_28 : 0.0120322 +Epoch: 7 | Train Loss: 4.65921 | Test Loss: 4.65483 | analysis_confidence: 0.456244 | CL: 0.109987 | ln_CD: 0.213251 | CM: 0.02428 | Top_Xtr: 0.141774 | Bot_Xtr: 0.159827 +Loss contributors: + s_ln_CD : 1.18849 + s_CL : 0.917084 + s_analysis_confidence : 0.545333 + s_CM : 0.53711 + s_Bot_Xtr : 0.160438 + s_Top_Xtr : 0.139741 + s_upper_bl_H_31 : 0.0121602 + s_upper_bl_H_30 : 0.0121097 + s_upper_bl_H_29 : 0.0120566 + s_upper_bl_H_28 : 0.0120065 +Epoch: 8 | Train Loss: 4.65879 | Test Loss: 4.75032 | analysis_confidence: 0.457537 | CL: 0.11029 | ln_CD: 0.227057 | CM: 0.0242898 | Top_Xtr: 0.141424 | Bot_Xtr: 0.160336 +Loss contributors: + s_ln_CD : 1.27527 + s_CL : 0.919862 + s_analysis_confidence : 0.5474 + s_CM : 0.537353 + s_Bot_Xtr : 0.161176 + s_Top_Xtr : 0.139426 + s_upper_bl_H_31 : 0.01218 + s_upper_bl_H_30 : 0.0121616 + s_upper_bl_H_29 : 0.0121301 + s_upper_bl_H_28 : 0.0120812 +Epoch: 9 | Train Loss: 4.65901 | Test Loss: 4.64322 | analysis_confidence: 0.456734 | CL: 0.109633 | ln_CD: 0.210347 | CM: 0.024369 | Top_Xtr: 0.141901 | Bot_Xtr: 0.159311 +Loss contributors: + s_ln_CD : 1.17067 + s_CL : 0.913965 + s_analysis_confidence : 0.546656 + s_CM : 0.539178 + s_Bot_Xtr : 0.159681 + s_Top_Xtr : 0.139801 + s_upper_bl_H_31 : 0.0122454 + s_upper_bl_H_30 : 0.0121899 + s_upper_bl_H_29 : 0.012138 + s_upper_bl_H_28 : 0.0120903 +Epoch: 10 | Train Loss: 4.65834 | Test Loss: 4.65804 | analysis_confidence: 0.457719 | CL: 0.109932 | ln_CD: 0.211928 | CM: 0.0242906 | Top_Xtr: 0.141274 | Bot_Xtr: 0.16 +Loss contributors: + s_ln_CD : 1.1793 + s_CL : 0.916672 + s_analysis_confidence : 0.548982 + s_CM : 0.537363 + s_Bot_Xtr : 0.160309 + s_Top_Xtr : 0.139013 + s_upper_bl_H_31 : 0.0121946 + s_upper_bl_H_30 : 0.0121423 + s_upper_bl_H_29 : 0.0120947 + s_upper_bl_H_28 : 0.0120354 +Epoch: 11 | Train Loss: 4.65898 | Test Loss: 4.66192 | analysis_confidence: 0.454981 | CL: 0.111336 | ln_CD: 0.209716 | CM: 0.0244126 | Top_Xtr: 0.140916 | Bot_Xtr: 0.159093 +Loss contributors: + s_ln_CD : 1.16608 + s_CL : 0.929649 + s_analysis_confidence : 0.544642 + s_CM : 0.540189 + s_Bot_Xtr : 0.159341 + s_Top_Xtr : 0.138686 + s_upper_bl_H_31 : 0.0121068 + s_upper_bl_H_30 : 0.0120692 + s_upper_bl_H_29 : 0.0120146 + s_upper_bl_H_28 : 0.0119619 +Epoch: 12 | Train Loss: 4.65851 | Test Loss: 4.65831 | analysis_confidence: 0.456894 | CL: 0.110437 | ln_CD: 0.20969 | CM: 0.0245552 | Top_Xtr: 0.141627 | Bot_Xtr: 0.159064 +Loss contributors: + s_ln_CD : 1.16673 + s_CL : 0.921515 + s_analysis_confidence : 0.546854 + s_CM : 0.543499 + s_Bot_Xtr : 0.159331 + s_Top_Xtr : 0.13944 + s_upper_bl_H_31 : 0.0121852 + s_upper_bl_H_30 : 0.012119 + s_upper_bl_H_29 : 0.0120679 + s_upper_bl_H_28 : 0.0120248 +Epoch: 13 | Train Loss: 4.65914 | Test Loss: 4.64903 | analysis_confidence: 0.45705 | CL: 0.1101 | ln_CD: 0.210156 | CM: 0.024424 | Top_Xtr: 0.141012 | Bot_Xtr: 0.159805 +Loss contributors: + s_ln_CD : 1.16946 + s_CL : 0.918351 + s_analysis_confidence : 0.54722 + s_CM : 0.540458 + s_Bot_Xtr : 0.160065 + s_Top_Xtr : 0.138596 + s_upper_bl_H_31 : 0.0121966 + s_upper_bl_H_30 : 0.0121431 + s_upper_bl_H_29 : 0.0120885 + s_upper_bl_H_28 : 0.0120291 +Epoch: 14 | Train Loss: 4.6599 | Test Loss: 4.6403 | analysis_confidence: 0.457278 | CL: 0.110562 | ln_CD: 0.20865 | CM: 0.0243888 | Top_Xtr: 0.141377 | Bot_Xtr: 0.158594 +Loss contributors: + s_ln_CD : 1.1595 + s_CL : 0.922414 + s_analysis_confidence : 0.546218 + s_CM : 0.539633 + s_Bot_Xtr : 0.159056 + s_Top_Xtr : 0.139331 + s_upper_bl_H_31 : 0.0121114 + s_upper_bl_H_30 : 0.0120687 + s_upper_bl_H_29 : 0.0120148 + s_upper_bl_H_28 : 0.0119687 +Epoch: 15 | Train Loss: 4.65943 | Test Loss: 4.68698 | analysis_confidence: 0.45692 | CL: 0.111608 | ln_CD: 0.213508 | CM: 0.0245288 | Top_Xtr: 0.140749 | Bot_Xtr: 0.158902 +Loss contributors: + s_ln_CD : 1.19045 + s_CL : 0.932188 + s_analysis_confidence : 0.545523 + s_CM : 0.542896 + s_Bot_Xtr : 0.159378 + s_Top_Xtr : 0.13851 + s_upper_bl_H_31 : 0.012221 + s_upper_bl_H_30 : 0.012166 + s_upper_bl_H_29 : 0.0121071 + s_upper_bl_H_28 : 0.0120444 +Epoch: 16 | Train Loss: 4.66002 | Test Loss: 4.67607 | analysis_confidence: 0.456932 | CL: 0.110889 | ln_CD: 0.21172 | CM: 0.024541 | Top_Xtr: 0.142604 | Bot_Xtr: 0.158966 +Loss contributors: + s_ln_CD : 1.17932 + s_CL : 0.924942 + s_analysis_confidence : 0.547236 + s_CM : 0.543177 + s_Bot_Xtr : 0.159123 + s_Top_Xtr : 0.14039 + s_upper_bl_H_31 : 0.0121798 + s_upper_bl_H_30 : 0.0121544 + s_upper_bl_H_29 : 0.0121099 + s_upper_bl_H_28 : 0.0120499 +Epoch 00017: reducing learning rate of group 0 to 1.0000e-05. +Epoch: 17 | Train Loss: 4.63137 | Test Loss: 4.63714 | analysis_confidence: 0.458385 | CL: 0.110178 | ln_CD: 0.208098 | CM: 0.0244014 | Top_Xtr: 0.141145 | Bot_Xtr: 0.158731 +Loss contributors: + s_ln_CD : 1.15612 + s_CL : 0.919055 + s_analysis_confidence : 0.548452 + s_CM : 0.539932 + s_Bot_Xtr : 0.159153 + s_Top_Xtr : 0.139023 + s_upper_bl_H_31 : 0.0121462 + s_upper_bl_H_30 : 0.0120949 + s_upper_bl_H_29 : 0.0120447 + s_upper_bl_H_28 : 0.0119947 +Epoch: 18 | Train Loss: 4.63025 | Test Loss: 4.63982 | analysis_confidence: 0.4581 | CL: 0.11009 | ln_CD: 0.208658 | CM: 0.0244284 | Top_Xtr: 0.141111 | Bot_Xtr: 0.158889 +Loss contributors: + s_ln_CD : 1.1592 + s_CL : 0.918077 + s_analysis_confidence : 0.548243 + s_CM : 0.540557 + s_Bot_Xtr : 0.159302 + s_Top_Xtr : 0.138969 + s_upper_bl_H_31 : 0.0121348 + s_upper_bl_H_30 : 0.0120883 + s_upper_bl_H_29 : 0.0120412 + s_upper_bl_H_28 : 0.0119907 +Epoch: 19 | Train Loss: 4.63016 | Test Loss: 4.63897 | analysis_confidence: 0.458067 | CL: 0.110329 | ln_CD: 0.208443 | CM: 0.0244446 | Top_Xtr: 0.141066 | Bot_Xtr: 0.158793 +Loss contributors: + s_ln_CD : 1.1583 + s_CL : 0.92039 + s_analysis_confidence : 0.548059 + s_CM : 0.540934 + s_Bot_Xtr : 0.159147 + s_Top_Xtr : 0.138873 + s_upper_bl_H_31 : 0.0121643 + s_upper_bl_H_30 : 0.0121182 + s_upper_bl_H_29 : 0.012061 + s_upper_bl_H_28 : 0.012005 +Epoch: 20 | Train Loss: 4.63017 | Test Loss: 4.6355 | analysis_confidence: 0.458351 | CL: 0.110087 | ln_CD: 0.208573 | CM: 0.024456 | Top_Xtr: 0.141139 | Bot_Xtr: 0.158939 +Loss contributors: + s_ln_CD : 1.15839 + s_CL : 0.918116 + s_analysis_confidence : 0.548753 + s_CM : 0.541198 + s_Bot_Xtr : 0.15931 + s_Top_Xtr : 0.13895 + s_upper_bl_H_31 : 0.0121468 + s_upper_bl_H_30 : 0.0120991 + s_upper_bl_H_29 : 0.0120527 + s_upper_bl_H_28 : 0.0120032 +Epoch: 21 | Train Loss: 4.63023 | Test Loss: 4.63727 | analysis_confidence: 0.458326 | CL: 0.110096 | ln_CD: 0.208301 | CM: 0.0244417 | Top_Xtr: 0.141099 | Bot_Xtr: 0.158793 +Loss contributors: + s_ln_CD : 1.15651 + s_CL : 0.91824 + s_analysis_confidence : 0.548138 + s_CM : 0.540867 + s_Bot_Xtr : 0.159163 + s_Top_Xtr : 0.138954 + s_upper_bl_H_31 : 0.0121551 + s_upper_bl_H_30 : 0.0121046 + s_upper_bl_H_29 : 0.0120459 + s_upper_bl_H_28 : 0.0119898 +Epoch: 22 | Train Loss: 4.63039 | Test Loss: 4.63152 | analysis_confidence: 0.458205 | CL: 0.11013 | ln_CD: 0.207749 | CM: 0.0244403 | Top_Xtr: 0.141071 | Bot_Xtr: 0.158865 +Loss contributors: + s_ln_CD : 1.1532 + s_CL : 0.918318 + s_analysis_confidence : 0.54896 + s_CM : 0.540834 + s_Bot_Xtr : 0.159298 + s_Top_Xtr : 0.138934 + s_upper_bl_H_31 : 0.0121408 + s_upper_bl_H_30 : 0.012096 + s_upper_bl_H_29 : 0.0120429 + s_upper_bl_H_28 : 0.0119895 +Epoch: 23 | Train Loss: 4.63033 | Test Loss: 4.63804 | analysis_confidence: 0.458442 | CL: 0.110296 | ln_CD: 0.208248 | CM: 0.0244682 | Top_Xtr: 0.141235 | Bot_Xtr: 0.158837 +Loss contributors: + s_ln_CD : 1.15632 + s_CL : 0.920081 + s_analysis_confidence : 0.549045 + s_CM : 0.541478 + s_Bot_Xtr : 0.159357 + s_Top_Xtr : 0.139182 + s_upper_bl_H_31 : 0.0121496 + s_upper_bl_H_30 : 0.0121023 + s_upper_bl_H_29 : 0.012048 + s_upper_bl_H_28 : 0.0119932 +Epoch: 24 | Train Loss: 4.63056 | Test Loss: 4.63458 | analysis_confidence: 0.458831 | CL: 0.110276 | ln_CD: 0.207905 | CM: 0.0244463 | Top_Xtr: 0.140962 | Bot_Xtr: 0.158851 +Loss contributors: + s_ln_CD : 1.15425 + s_CL : 0.919806 + s_analysis_confidence : 0.549029 + s_CM : 0.540973 + s_Bot_Xtr : 0.159294 + s_Top_Xtr : 0.138823 + s_upper_bl_H_31 : 0.0121403 + s_upper_bl_H_30 : 0.0120953 + s_upper_bl_H_29 : 0.01204 + s_upper_bl_H_28 : 0.011988 +slurmstepd-d-12-1-1: error: *** JOB 25362449 ON d-12-1-1 CANCELLED AT 2024-03-09T12:14:58 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25362570 b/training/gen2_architecture/log.log-25362570 new file mode 100644 index 0000000..9f4906f --- /dev/null +++ b/training/gen2_architecture/log.log-25362570 @@ -0,0 +1,18176 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1e.csv... + 186284 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2299 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_913_292, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xxsmall.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 4.8455 | Test Loss: 2.99855 | analysis_confidence: 0.280902 | CL: 0.0816648 | ln_CD: 0.170678 | CM: 0.0147758 | Top_Xtr: 0.10306 | Bot_Xtr: 0.122093 +Loss contributors: + s_ln_CD : 0.9082 + s_CL : 0.657759 + s_analysis_confidence : 0.370689 + s_CM : 0.316544 + s_Bot_Xtr : 0.116963 + s_Top_Xtr : 0.0950074 + s_upper_bl_H_31 : 0.00705219 + s_upper_bl_H_30 : 0.00693751 + s_upper_bl_H_25 : 0.00692193 + s_upper_bl_H_26 : 0.00691305 +Epoch: 1 | Train Loss: 2.73745 | Test Loss: 2.5459 | analysis_confidence: 0.236138 | CL: 0.0729542 | ln_CD: 0.146755 | CM: 0.0127511 | Top_Xtr: 0.0780748 | Bot_Xtr: 0.096075 +Loss contributors: + s_ln_CD : 0.751147 + s_CL : 0.57872 + s_analysis_confidence : 0.321021 + s_CM : 0.269746 + s_Bot_Xtr : 0.0877149 + s_Top_Xtr : 0.0673003 + 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Loss: 2.04309 | analysis_confidence: 0.196971 | CL: 0.0611133 | ln_CD: 0.118825 | CM: 0.010585 | Top_Xtr: 0.0638216 | Bot_Xtr: 0.077673 +Loss contributors: + s_ln_CD : 0.573037 + s_CL : 0.471433 + s_analysis_confidence : 0.279825 + s_CM : 0.219734 + s_Bot_Xtr : 0.0679027 + s_Top_Xtr : 0.0519724 + s_upper_bl_H_31 : 0.00556454 + s_upper_bl_H_30 : 0.0053419 + s_upper_bl_H_29 : 0.00516383 + s_upper_bl_H_28 : 0.00502062 +Epoch: 7 | Train Loss: 2.02309 | Test Loss: 2.00221 | analysis_confidence: 0.194683 | CL: 0.0600884 | ln_CD: 0.116607 | CM: 0.010439 | Top_Xtr: 0.0623585 | Bot_Xtr: 0.0758281 +Loss contributors: + s_ln_CD : 0.559678 + s_CL : 0.461898 + s_analysis_confidence : 0.276467 + s_CM : 0.216367 + s_Bot_Xtr : 0.0659945 + s_Top_Xtr : 0.0505201 + s_upper_bl_H_31 : 0.00541608 + s_upper_bl_H_30 : 0.00519286 + s_upper_bl_H_29 : 0.00501111 + s_upper_bl_H_28 : 0.0048693 +Epoch: 8 | Train Loss: 1.98778 | Test Loss: 1.97028 | analysis_confidence: 0.193358 | CL: 0.0591788 | ln_CD: 0.11483 | 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s_upper_bl_H_22 : 0.00444942 +Epoch: 17 | Train Loss: 1.81767 | Test Loss: 1.81142 | analysis_confidence: 0.184969 | CL: 0.0541286 | ln_CD: 0.106529 | CM: 0.00945129 | Top_Xtr: 0.0558692 | Bot_Xtr: 0.0666771 +Loss contributors: + s_ln_CD : 0.496805 + s_CL : 0.409144 + s_analysis_confidence : 0.265043 + s_CM : 0.193683 + s_Bot_Xtr : 0.0568569 + s_Top_Xtr : 0.0439734 + s_upper_bl_H_31 : 0.0048879 + s_upper_bl_H_30 : 0.00465103 + s_upper_bl_H_29 : 0.00448879 + s_upper_bl_H_22 : 0.00444025 +Epoch: 18 | Train Loss: 1.80627 | Test Loss: 1.80279 | analysis_confidence: 0.185409 | CL: 0.0540079 | ln_CD: 0.105917 | CM: 0.00940947 | Top_Xtr: 0.055554 | Bot_Xtr: 0.066257 +Loss contributors: + s_ln_CD : 0.493174 + s_CL : 0.407781 + s_analysis_confidence : 0.264643 + s_CM : 0.192719 + s_Bot_Xtr : 0.0564351 + s_Top_Xtr : 0.0436651 + s_upper_bl_H_31 : 0.00485637 + s_upper_bl_H_30 : 0.00462276 + s_upper_bl_H_29 : 0.00446157 + s_upper_bl_H_22 : 0.00443251 +Epoch: 19 | Train Loss: 1.79546 | Test Loss: 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CM: 0.00925778 | Top_Xtr: 0.0548797 | Bot_Xtr: 0.0650724 +Loss contributors: + s_ln_CD : 0.484127 + s_CL : 0.400179 + s_analysis_confidence : 0.263466 + s_CM : 0.189213 + s_Bot_Xtr : 0.0552732 + s_Top_Xtr : 0.0429952 + s_upper_bl_H_31 : 0.00481552 + s_upper_bl_H_30 : 0.00457209 + s_upper_bl_H_29 : 0.00439881 + s_upper_bl_H_22 : 0.00438616 +Epoch: 22 | Train Loss: 1.76681 | Test Loss: 1.76039 | analysis_confidence: 0.182799 | CL: 0.0525218 | ln_CD: 0.103538 | CM: 0.00919038 | Top_Xtr: 0.0544988 | Bot_Xtr: 0.0646469 +Loss contributors: + s_ln_CD : 0.478709 + s_CL : 0.3951 + s_analysis_confidence : 0.262994 + s_CM : 0.187689 + s_Bot_Xtr : 0.0548786 + s_Top_Xtr : 0.0426354 + s_upper_bl_H_31 : 0.00480208 + s_upper_bl_H_30 : 0.00455929 + s_upper_bl_H_29 : 0.00438299 + s_upper_bl_H_22 : 0.00436131 +Epoch: 23 | Train Loss: 1.75836 | Test Loss: 1.75595 | analysis_confidence: 0.182661 | CL: 0.0525529 | ln_CD: 0.103281 | CM: 0.00914772 | Top_Xtr: 0.0543829 | Bot_Xtr: 0.064546 +Loss contributors: 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Train Loss: 1.63591 | Test Loss: 1.6389 | analysis_confidence: 0.176966 | CL: 0.0488547 | ln_CD: 0.0963939 | CM: 0.00858243 | Top_Xtr: 0.0514933 | Bot_Xtr: 0.0612865 +Loss contributors: + s_ln_CD : 0.435896 + s_CL : 0.362174 + s_analysis_confidence : 0.254717 + s_CM : 0.173684 + s_Bot_Xtr : 0.0515137 + s_Top_Xtr : 0.0395268 + s_upper_bl_H_31 : 0.00461581 + s_upper_bl_H_30 : 0.00427768 + s_lower_bl_H_31 : 0.00416579 + s_upper_bl_H_21 : 0.00403949 +Epoch: 46 | Train Loss: 1.63212 | Test Loss: 1.63377 | analysis_confidence: 0.175935 | CL: 0.0488514 | ln_CD: 0.0958284 | CM: 0.00855915 | Top_Xtr: 0.0510292 | Bot_Xtr: 0.0609896 +Loss contributors: + s_ln_CD : 0.432746 + s_CL : 0.362157 + s_analysis_confidence : 0.254396 + s_CM : 0.173161 + s_Bot_Xtr : 0.0513083 + s_Top_Xtr : 0.0391621 + s_upper_bl_H_31 : 0.00460755 + s_upper_bl_H_30 : 0.00426271 + s_lower_bl_H_31 : 0.00415728 + s_upper_bl_H_20 : 0.00402202 +Epoch: 47 | Train Loss: 1.6284 | Test Loss: 1.62596 | analysis_confidence: 0.175878 | CL: 0.0484494 | ln_CD: 0.0954594 | CM: 0.00853639 | Top_Xtr: 0.0510749 | Bot_Xtr: 0.0609959 +Loss contributors: + s_ln_CD : 0.430154 + s_CL : 0.35853 + s_analysis_confidence : 0.254164 + s_CM : 0.172643 + s_Bot_Xtr : 0.0513213 + s_Top_Xtr : 0.0391875 + s_upper_bl_H_31 : 0.00458217 + s_upper_bl_H_30 : 0.00423822 + s_lower_bl_H_31 : 0.00414984 + s_upper_bl_H_21 : 0.00400483 +Epoch: 48 | Train Loss: 1.62488 | Test Loss: 1.62876 | analysis_confidence: 0.176189 | CL: 0.0488704 | ln_CD: 0.0953166 | CM: 0.00857823 | Top_Xtr: 0.0509842 | Bot_Xtr: 0.0608013 +Loss contributors: + s_ln_CD : 0.429431 + s_CL : 0.361652 + s_analysis_confidence : 0.254017 + s_CM : 0.173556 + s_Bot_Xtr : 0.0511503 + s_Top_Xtr : 0.0391055 + s_upper_bl_H_31 : 0.00458243 + s_upper_bl_H_30 : 0.00423687 + s_lower_bl_H_31 : 0.00414394 + s_upper_bl_H_29 : 0.00399478 +Epoch: 49 | Train Loss: 1.62148 | Test Loss: 1.62324 | analysis_confidence: 0.174857 | CL: 0.0482449 | ln_CD: 0.0957835 | CM: 0.00852095 | Top_Xtr: 0.0508737 | Bot_Xtr: 0.0606732 +Loss contributors: + s_ln_CD : 0.431533 + s_CL : 0.356762 + s_analysis_confidence : 0.253454 + s_CM : 0.172287 + s_Bot_Xtr : 0.0510388 + s_Top_Xtr : 0.0389827 + s_upper_bl_H_31 : 0.00458314 + s_upper_bl_H_30 : 0.00423774 + s_lower_bl_H_31 : 0.00413628 + s_upper_bl_H_29 : 0.00399089 +Epoch: 50 | Train Loss: 1.6181 | Test Loss: 1.61914 | analysis_confidence: 0.174611 | CL: 0.0485947 | ln_CD: 0.0945346 | CM: 0.00853288 | Top_Xtr: 0.0509567 | Bot_Xtr: 0.0607608 +Loss contributors: + s_ln_CD : 0.425245 + s_CL : 0.359188 + s_analysis_confidence : 0.25319 + s_CM : 0.172539 + s_Bot_Xtr : 0.0510833 + s_Top_Xtr : 0.0390331 + s_upper_bl_H_31 : 0.0045826 + s_upper_bl_H_30 : 0.00423477 + s_lower_bl_H_31 : 0.00413189 + s_upper_bl_H_29 : 0.0039867 +Epoch: 51 | Train Loss: 1.61497 | Test Loss: 1.62059 | analysis_confidence: 0.175451 | CL: 0.0488126 | ln_CD: 0.0947493 | CM: 0.00854981 | Top_Xtr: 0.0507942 | Bot_Xtr: 0.0605922 +Loss contributors: + s_ln_CD : 0.425976 + s_CL : 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0.00439764 + s_upper_bl_H_30 : 0.0040491 + s_lower_bl_H_31 : 0.00395974 + s_upper_bl_H_29 : 0.00381566 +Epoch: 69 | Train Loss: 1.56731 | Test Loss: 1.57509 | analysis_confidence: 0.171675 | CL: 0.0468607 | ln_CD: 0.0937867 | CM: 0.00824076 | Top_Xtr: 0.049996 | Bot_Xtr: 0.0594 +Loss contributors: + s_ln_CD : 0.418602 + s_CL : 0.344413 + s_analysis_confidence : 0.248301 + s_CM : 0.165929 + s_Bot_Xtr : 0.049979 + s_Top_Xtr : 0.0383217 + s_upper_bl_H_31 : 0.00437716 + s_upper_bl_H_30 : 0.00403674 + s_lower_bl_H_31 : 0.00394708 + s_upper_bl_H_29 : 0.00380819 +Epoch: 70 | Train Loss: 1.56509 | Test Loss: 1.56503 | analysis_confidence: 0.171683 | CL: 0.0467766 | ln_CD: 0.0921509 | CM: 0.00822897 | Top_Xtr: 0.0500437 | Bot_Xtr: 0.0593408 +Loss contributors: + s_ln_CD : 0.410401 + s_CL : 0.343619 + s_analysis_confidence : 0.248051 + s_CM : 0.165665 + s_Bot_Xtr : 0.0499273 + s_Top_Xtr : 0.0382991 + s_upper_bl_H_31 : 0.00437437 + s_upper_bl_H_30 : 0.00402708 + s_lower_bl_H_31 : 0.00394205 + s_upper_bl_H_29 : 0.00379505 +Epoch: 71 | Train Loss: 1.56293 | Test Loss: 1.56372 | analysis_confidence: 0.171828 | CL: 0.0468596 | ln_CD: 0.0920389 | CM: 0.00822712 | Top_Xtr: 0.0500207 | Bot_Xtr: 0.0594839 +Loss contributors: + s_ln_CD : 0.409239 + s_CL : 0.344064 + s_analysis_confidence : 0.247879 + s_CM : 0.165604 + s_Bot_Xtr : 0.0499843 + s_Top_Xtr : 0.0383092 + s_upper_bl_H_31 : 0.00437066 + s_upper_bl_H_30 : 0.00402633 + s_lower_bl_H_31 : 0.00392789 + s_upper_bl_H_29 : 0.00379652 +Epoch: 72 | Train Loss: 1.56075 | Test Loss: 1.55924 | analysis_confidence: 0.172008 | CL: 0.0466379 | ln_CD: 0.0917206 | CM: 0.0082096 | Top_Xtr: 0.049979 | Bot_Xtr: 0.0593023 +Loss contributors: + s_ln_CD : 0.4081 + s_CL : 0.342363 + s_analysis_confidence : 0.247524 + s_CM : 0.165215 + s_Bot_Xtr : 0.049875 + s_Top_Xtr : 0.0382762 + s_upper_bl_H_31 : 0.00436845 + s_upper_bl_H_30 : 0.00402282 + s_lower_bl_H_31 : 0.00391714 + s_upper_bl_H_29 : 0.00379334 +Epoch: 73 | Train Loss: 1.55863 | Test Loss: 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CM: 0.0081676 | Top_Xtr: 0.0498561 | Bot_Xtr: 0.0591812 +Loss contributors: + s_ln_CD : 0.416228 + s_CL : 0.342644 + s_analysis_confidence : 0.247128 + s_CM : 0.16426 + s_Bot_Xtr : 0.0497804 + s_Top_Xtr : 0.0381234 + s_upper_bl_H_31 : 0.00431618 + s_upper_bl_H_30 : 0.00398192 + s_lower_bl_H_31 : 0.0038931 + s_upper_bl_H_29 : 0.00376646 +Epoch: 76 | Train Loss: 1.55228 | Test Loss: 1.55321 | analysis_confidence: 0.170779 | CL: 0.0464046 | ln_CD: 0.0917676 | CM: 0.00815553 | Top_Xtr: 0.0497472 | Bot_Xtr: 0.0589694 +Loss contributors: + s_ln_CD : 0.408008 + s_CL : 0.340268 + s_analysis_confidence : 0.246874 + s_CM : 0.163965 + s_Bot_Xtr : 0.0496182 + s_Top_Xtr : 0.0380429 + s_upper_bl_H_31 : 0.00432121 + s_upper_bl_H_30 : 0.00398556 + s_lower_bl_H_31 : 0.00388444 + s_upper_bl_H_29 : 0.00375867 +Epoch: 77 | Train Loss: 1.55017 | Test Loss: 1.54979 | analysis_confidence: 0.170449 | CL: 0.0464345 | ln_CD: 0.0913002 | CM: 0.00813611 | Top_Xtr: 0.0496899 | Bot_Xtr: 0.0588984 +Loss 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Train Loss: 1.5332 | Test Loss: 1.53631 | analysis_confidence: 0.169437 | CL: 0.0459606 | ln_CD: 0.0913086 | CM: 0.00805025 | Top_Xtr: 0.0494466 | Bot_Xtr: 0.058651 +Loss contributors: + s_ln_CD : 0.403751 + s_CL : 0.336491 + s_analysis_confidence : 0.245142 + s_CM : 0.161581 + s_Bot_Xtr : 0.0493892 + s_Top_Xtr : 0.0377846 + s_upper_bl_H_31 : 0.00423412 + s_upper_bl_H_30 : 0.00390806 + s_lower_bl_H_31 : 0.0038057 + s_upper_bl_H_29 : 0.00369442 +Epoch: 87 | Train Loss: 1.53151 | Test Loss: 1.53131 | analysis_confidence: 0.170183 | CL: 0.0459244 | ln_CD: 0.0903803 | CM: 0.00805559 | Top_Xtr: 0.0490367 | Bot_Xtr: 0.0584029 +Loss contributors: + s_ln_CD : 0.400243 + s_CL : 0.335796 + s_analysis_confidence : 0.244982 + s_CM : 0.161679 + s_Bot_Xtr : 0.0491671 + s_Top_Xtr : 0.0374918 + s_upper_bl_H_31 : 0.00423977 + s_upper_bl_H_30 : 0.00390695 + s_lower_bl_H_31 : 0.00379756 + s_upper_bl_H_29 : 0.00369078 +Epoch: 88 | Train Loss: 1.52976 | Test Loss: 1.5347 | analysis_confidence: 0.168807 | CL: 0.0458546 | ln_CD: 0.0912758 | CM: 0.00804533 | Top_Xtr: 0.0491949 | Bot_Xtr: 0.0584069 +Loss contributors: + s_ln_CD : 0.40455 + s_CL : 0.33526 + s_analysis_confidence : 0.244935 + s_CM : 0.161465 + s_Bot_Xtr : 0.0491983 + s_Top_Xtr : 0.037623 + s_upper_bl_H_31 : 0.00424271 + s_upper_bl_H_30 : 0.00391537 + s_lower_bl_H_31 : 0.00379216 + s_upper_bl_H_29 : 0.00370053 +Epoch: 89 | Train Loss: 1.52813 | Test Loss: 1.53057 | analysis_confidence: 0.169847 | CL: 0.0458861 | ln_CD: 0.0904948 | CM: 0.0080573 | Top_Xtr: 0.0489277 | Bot_Xtr: 0.0583287 +Loss contributors: + s_ln_CD : 0.400702 + s_CL : 0.335732 + s_analysis_confidence : 0.244609 + s_CM : 0.16171 + s_Bot_Xtr : 0.0491317 + s_Top_Xtr : 0.0374102 + s_upper_bl_H_31 : 0.00422582 + s_upper_bl_H_30 : 0.00390016 + s_lower_bl_H_31 : 0.00378511 + s_upper_bl_H_29 : 0.00368838 +Epoch: 90 | Train Loss: 1.52651 | Test Loss: 1.52866 | analysis_confidence: 0.169831 | CL: 0.0460146 | ln_CD: 0.0901168 | CM: 0.00806118 | Top_Xtr: 0.0489584 | 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s_upper_bl_H_30 : 0.00385877 + s_lower_bl_H_31 : 0.0037473 + s_upper_bl_H_29 : 0.0036511 +Epoch: 97 | Train Loss: 1.51567 | Test Loss: 1.51748 | analysis_confidence: 0.169059 | CL: 0.0455338 | ln_CD: 0.0899134 | CM: 0.00798885 | Top_Xtr: 0.0487147 | Bot_Xtr: 0.0579859 +Loss contributors: + s_ln_CD : 0.396689 + s_CL : 0.33255 + s_analysis_confidence : 0.243522 + s_CM : 0.160164 + s_Bot_Xtr : 0.0488179 + s_Top_Xtr : 0.0371415 + s_upper_bl_H_31 : 0.00418212 + s_upper_bl_H_30 : 0.00385597 + s_lower_bl_H_31 : 0.00375461 + s_upper_bl_H_29 : 0.00364851 +Epoch: 98 | Train Loss: 1.51418 | Test Loss: 1.51604 | analysis_confidence: 0.168658 | CL: 0.0454089 | ln_CD: 0.090105 | CM: 0.00798122 | Top_Xtr: 0.0485753 | Bot_Xtr: 0.0579766 +Loss contributors: + s_ln_CD : 0.397356 + s_CL : 0.331558 + s_analysis_confidence : 0.243447 + s_CM : 0.159992 + s_Bot_Xtr : 0.0487445 + s_Top_Xtr : 0.0370102 + s_upper_bl_H_31 : 0.00418467 + s_upper_bl_H_30 : 0.0038591 + s_lower_bl_H_31 : 0.00374224 + s_upper_bl_H_29 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analysis_confidence: 0.168333 | CL: 0.0454572 | ln_CD: 0.0891945 | CM: 0.00798925 | Top_Xtr: 0.0484786 | Bot_Xtr: 0.0577467 +Loss contributors: + s_ln_CD : 0.393515 + s_CL : 0.331882 + s_analysis_confidence : 0.243014 + s_CM : 0.160139 + s_Bot_Xtr : 0.048534 + s_Top_Xtr : 0.0368985 + s_upper_bl_H_31 : 0.00415858 + s_upper_bl_H_30 : 0.00383371 + s_lower_bl_H_31 : 0.00372292 + s_upper_bl_H_29 : 0.00362874 +Epoch: 102 | Train Loss: 1.50881 | Test Loss: 1.51287 | analysis_confidence: 0.168745 | CL: 0.0452743 | ln_CD: 0.0903039 | CM: 0.00795805 | Top_Xtr: 0.0484007 | Bot_Xtr: 0.0576557 +Loss contributors: + s_ln_CD : 0.397702 + s_CL : 0.330304 + s_analysis_confidence : 0.243015 + s_CM : 0.159447 + s_Bot_Xtr : 0.0485173 + s_Top_Xtr : 0.0369074 + s_upper_bl_H_31 : 0.00416044 + s_upper_bl_H_30 : 0.00384056 + s_lower_bl_H_31 : 0.00372851 + s_upper_bl_H_29 : 0.00363389 +Epoch: 103 | Train Loss: 1.50746 | Test Loss: 1.51062 | analysis_confidence: 0.169492 | CL: 0.0453255 | ln_CD: 0.0896373 | CM: 0.00796058 | Top_Xtr: 0.0483553 | Bot_Xtr: 0.0577418 +Loss contributors: + s_ln_CD : 0.395342 + s_CL : 0.330632 + s_analysis_confidence : 0.242857 + s_CM : 0.15952 + s_Bot_Xtr : 0.048579 + s_Top_Xtr : 0.0368336 + s_upper_bl_H_31 : 0.00418326 + s_upper_bl_H_30 : 0.00385577 + s_lower_bl_H_31 : 0.00372704 + s_upper_bl_H_29 : 0.0036449 +Epoch: 104 | Train Loss: 1.50631 | Test Loss: 1.51047 | analysis_confidence: 0.168717 | CL: 0.0455446 | ln_CD: 0.0892604 | CM: 0.00794558 | Top_Xtr: 0.0483064 | Bot_Xtr: 0.0574484 +Loss contributors: + s_ln_CD : 0.393891 + s_CL : 0.332742 + s_analysis_confidence : 0.242805 + s_CM : 0.159173 + s_Bot_Xtr : 0.0483105 + s_Top_Xtr : 0.0368053 + s_upper_bl_H_31 : 0.00418083 + s_upper_bl_H_30 : 0.00385315 + s_lower_bl_H_31 : 0.00373186 + s_upper_bl_H_29 : 0.00364388 +Epoch: 105 | Train Loss: 1.50496 | Test Loss: 1.50678 | analysis_confidence: 0.168473 | CL: 0.045248 | ln_CD: 0.089211 | CM: 0.00795002 | Top_Xtr: 0.0483203 | Bot_Xtr: 0.0578138 +Loss contributors: + 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s_CM : 0.158937 + s_Bot_Xtr : 0.0483232 + s_Top_Xtr : 0.0366612 + s_upper_bl_H_31 : 0.00415246 + s_upper_bl_H_30 : 0.00382654 + s_lower_bl_H_31 : 0.00371603 + s_upper_bl_H_29 : 0.00362099 +Epoch: 108 | Train Loss: 1.50139 | Test Loss: 1.50588 | analysis_confidence: 0.169063 | CL: 0.0451379 | ln_CD: 0.0895267 | CM: 0.00796508 | Top_Xtr: 0.0481188 | Bot_Xtr: 0.0574341 +Loss contributors: + s_ln_CD : 0.394665 + s_CL : 0.329088 + s_analysis_confidence : 0.242275 + s_CM : 0.159578 + s_Bot_Xtr : 0.0482936 + s_Top_Xtr : 0.0365788 + s_upper_bl_H_31 : 0.00415749 + s_upper_bl_H_30 : 0.00383509 + s_lower_bl_H_31 : 0.00371761 + s_upper_bl_H_29 : 0.00363103 +Epoch: 109 | Train Loss: 1.50015 | Test Loss: 1.50302 | analysis_confidence: 0.16814 | CL: 0.0451863 | ln_CD: 0.0891426 | CM: 0.00793744 | Top_Xtr: 0.0480468 | Bot_Xtr: 0.0573925 +Loss contributors: + s_ln_CD : 0.392174 + s_CL : 0.329594 + s_analysis_confidence : 0.242212 + s_CM : 0.158976 + s_Bot_Xtr : 0.0483163 + s_Top_Xtr : 0.0365656 + s_upper_bl_H_31 : 0.00415646 + s_upper_bl_H_30 : 0.00383123 + s_lower_bl_H_31 : 0.00371425 + s_upper_bl_H_29 : 0.00362367 +Epoch: 110 | Train Loss: 1.49908 | Test Loss: 1.49932 | analysis_confidence: 0.168832 | CL: 0.0450687 | ln_CD: 0.0888074 | CM: 0.00791073 | Top_Xtr: 0.0479625 | Bot_Xtr: 0.0572889 +Loss contributors: + s_ln_CD : 0.390648 + s_CL : 0.328553 + s_analysis_confidence : 0.242223 + s_CM : 0.15838 + s_Bot_Xtr : 0.0481904 + s_Top_Xtr : 0.0364396 + s_upper_bl_H_31 : 0.00415595 + s_upper_bl_H_30 : 0.00383066 + s_lower_bl_H_31 : 0.00372012 + s_upper_bl_H_29 : 0.00362277 +Epoch: 111 | Train Loss: 1.49791 | Test Loss: 1.50023 | analysis_confidence: 0.168313 | CL: 0.0452176 | ln_CD: 0.088747 | CM: 0.00792747 | Top_Xtr: 0.0481639 | Bot_Xtr: 0.0573413 +Loss contributors: + s_ln_CD : 0.390359 + s_CL : 0.32956 + s_analysis_confidence : 0.242136 + s_CM : 0.158723 + s_Bot_Xtr : 0.0481732 + s_Top_Xtr : 0.0365523 + s_upper_bl_H_31 : 0.00412784 + s_upper_bl_H_30 : 0.00380559 + s_lower_bl_H_31 : 0.00370382 + s_upper_bl_H_29 : 0.00360245 +Epoch: 112 | Train Loss: 1.49686 | Test Loss: 1.50405 | analysis_confidence: 0.167643 | CL: 0.0451679 | ln_CD: 0.0894714 | CM: 0.00798677 | Top_Xtr: 0.0480079 | Bot_Xtr: 0.0572619 +Loss contributors: + s_ln_CD : 0.39348 + s_CL : 0.329356 + s_analysis_confidence : 0.24182 + s_CM : 0.160071 + s_Bot_Xtr : 0.0481212 + s_Top_Xtr : 0.036469 + s_upper_bl_H_31 : 0.00413469 + s_upper_bl_H_30 : 0.00381828 + s_lower_bl_H_31 : 0.00370571 + s_upper_bl_H_29 : 0.00361395 +Epoch: 113 | Train Loss: 1.49569 | Test Loss: 1.4968 | analysis_confidence: 0.168554 | CL: 0.0451124 | ln_CD: 0.0885293 | CM: 0.00791777 | Top_Xtr: 0.0480325 | Bot_Xtr: 0.0572648 +Loss contributors: + s_ln_CD : 0.389183 + s_CL : 0.328665 + s_analysis_confidence : 0.241877 + s_CM : 0.158512 + s_Bot_Xtr : 0.0480586 + s_Top_Xtr : 0.036408 + s_upper_bl_H_31 : 0.00411943 + s_upper_bl_H_30 : 0.0037997 + s_lower_bl_H_31 : 0.00369135 + s_upper_bl_H_29 : 0.00360145 +Epoch: 114 | Train Loss: 1.49471 | Test Loss: 1.49809 | analysis_confidence: 0.167542 | CL: 0.0451418 | ln_CD: 0.0887622 | CM: 0.00792969 | Top_Xtr: 0.0478014 | Bot_Xtr: 0.0571582 +Loss contributors: + s_ln_CD : 0.390147 + s_CL : 0.329032 + s_analysis_confidence : 0.241713 + s_CM : 0.158781 + s_Bot_Xtr : 0.0480568 + s_Top_Xtr : 0.0362869 + s_upper_bl_H_31 : 0.00411784 + s_upper_bl_H_30 : 0.0038026 + s_lower_bl_H_31 : 0.00369494 + s_upper_bl_H_29 : 0.00360183 +Epoch: 115 | Train Loss: 1.49355 | Test Loss: 1.49984 | analysis_confidence: 0.167626 | CL: 0.0457562 | ln_CD: 0.0883268 | CM: 0.00793766 | Top_Xtr: 0.0477882 | Bot_Xtr: 0.0570652 +Loss contributors: + s_ln_CD : 0.387946 + s_CL : 0.333214 + s_analysis_confidence : 0.241608 + s_CM : 0.158944 + s_Bot_Xtr : 0.0479701 + s_Top_Xtr : 0.0362904 + s_upper_bl_H_31 : 0.00413073 + s_upper_bl_H_30 : 0.00380749 + s_lower_bl_H_31 : 0.00369187 + s_upper_bl_H_29 : 0.00360717 +Epoch: 116 | Train Loss: 1.49252 | Test Loss: 1.49484 | analysis_confidence: 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1.48066 | Test Loss: 1.48046 | analysis_confidence: 0.166573 | CL: 0.0446569 | ln_CD: 0.0875172 | CM: 0.00785819 | Top_Xtr: 0.047468 | Bot_Xtr: 0.0567944 +Loss contributors: + s_ln_CD : 0.383383 + s_CL : 0.324914 + s_analysis_confidence : 0.240361 + s_CM : 0.157131 + s_Bot_Xtr : 0.0474658 + s_Top_Xtr : 0.0357605 + s_upper_bl_H_31 : 0.0040884 + s_upper_bl_H_30 : 0.00376985 + s_lower_bl_H_31 : 0.00366914 + s_upper_bl_H_29 : 0.00357091 +Epoch: 130 | Train Loss: 1.47989 | Test Loss: 1.4803 | analysis_confidence: 0.168125 | CL: 0.0446553 | ln_CD: 0.0873794 | CM: 0.00788145 | Top_Xtr: 0.0471487 | Bot_Xtr: 0.056533 +Loss contributors: + s_ln_CD : 0.382803 + s_CL : 0.32495 + s_analysis_confidence : 0.240392 + s_CM : 0.157642 + s_Bot_Xtr : 0.0473878 + s_Top_Xtr : 0.0355983 + s_upper_bl_H_31 : 0.00408531 + s_upper_bl_H_30 : 0.00376923 + s_lower_bl_H_31 : 0.00366101 + s_upper_bl_H_29 : 0.00357197 +Epoch: 131 | Train Loss: 1.47908 | Test Loss: 1.48017 | analysis_confidence: 0.166742 | CL: 0.0446984 | ln_CD: 0.087498 | CM: 0.00784786 | Top_Xtr: 0.0471705 | Bot_Xtr: 0.0564392 +Loss contributors: + s_ln_CD : 0.38348 + s_CL : 0.325332 + s_analysis_confidence : 0.240198 + s_CM : 0.156909 + s_Bot_Xtr : 0.047258 + s_Top_Xtr : 0.0355635 + s_upper_bl_H_31 : 0.00407973 + s_upper_bl_H_30 : 0.00376855 + s_lower_bl_H_31 : 0.00365382 + s_upper_bl_H_29 : 0.00357695 +Epoch: 132 | Train Loss: 1.47829 | Test Loss: 1.47939 | analysis_confidence: 0.166256 | CL: 0.0445799 | ln_CD: 0.0875404 | CM: 0.00786803 | Top_Xtr: 0.0471112 | Bot_Xtr: 0.0563584 +Loss contributors: + s_ln_CD : 0.383674 + s_CL : 0.324269 + s_analysis_confidence : 0.240168 + s_CM : 0.157334 + s_Bot_Xtr : 0.0472255 + s_Top_Xtr : 0.0355209 + s_upper_bl_H_31 : 0.00407802 + s_upper_bl_H_30 : 0.00376396 + s_lower_bl_H_31 : 0.00365303 + s_upper_bl_H_29 : 0.00356504 +Epoch: 133 | Train Loss: 1.47744 | Test Loss: 1.47924 | analysis_confidence: 0.165764 | CL: 0.0445052 | ln_CD: 0.0877298 | CM: 0.00784487 | Top_Xtr: 0.0470742 | Bot_Xtr: 0.0562322 +Loss contributors: + s_ln_CD : 0.384809 + s_CL : 0.323685 + s_analysis_confidence : 0.240079 + s_CM : 0.156814 + s_Bot_Xtr : 0.0471094 + s_Top_Xtr : 0.0355073 + s_upper_bl_H_31 : 0.00406991 + s_upper_bl_H_30 : 0.0037555 + s_lower_bl_H_31 : 0.00365398 + s_upper_bl_H_29 : 0.00356115 +Epoch: 134 | Train Loss: 1.47674 | Test Loss: 1.47747 | analysis_confidence: 0.166686 | CL: 0.0446014 | ln_CD: 0.0873783 | CM: 0.00783855 | Top_Xtr: 0.0469972 | Bot_Xtr: 0.0563051 +Loss contributors: + s_ln_CD : 0.382668 + s_CL : 0.324381 + s_analysis_confidence : 0.240113 + s_CM : 0.156676 + s_Bot_Xtr : 0.0471847 + s_Top_Xtr : 0.0354408 + s_upper_bl_H_31 : 0.00406639 + s_upper_bl_H_30 : 0.00375577 + s_lower_bl_H_31 : 0.00365792 + s_upper_bl_H_29 : 0.00356121 +Epoch: 135 | Train Loss: 1.476 | Test Loss: 1.4803 | analysis_confidence: 0.166329 | CL: 0.0447182 | ln_CD: 0.0878269 | CM: 0.00784059 | Top_Xtr: 0.0469196 | Bot_Xtr: 0.0562186 +Loss contributors: + s_ln_CD : 0.384988 + s_CL : 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0.00354282 +Epoch: 142 | Train Loss: 1.47092 | Test Loss: 1.47134 | analysis_confidence: 0.16546 | CL: 0.0443856 | ln_CD: 0.0869697 | CM: 0.00784121 | Top_Xtr: 0.0467226 | Bot_Xtr: 0.0559827 +Loss contributors: + s_ln_CD : 0.380345 + s_CL : 0.322585 + s_analysis_confidence : 0.239491 + s_CM : 0.156729 + s_Bot_Xtr : 0.0468472 + s_Top_Xtr : 0.0351388 + s_upper_bl_H_31 : 0.00405305 + s_upper_bl_H_30 : 0.00374009 + s_lower_bl_H_31 : 0.00365126 + s_upper_bl_H_29 : 0.00354824 +Epoch: 143 | Train Loss: 1.47031 | Test Loss: 1.47484 | analysis_confidence: 0.166106 | CL: 0.0445651 | ln_CD: 0.087256 | CM: 0.00787829 | Top_Xtr: 0.046844 | Bot_Xtr: 0.0562055 +Loss contributors: + s_ln_CD : 0.381496 + s_CL : 0.324031 + s_analysis_confidence : 0.239342 + s_CM : 0.157554 + s_Bot_Xtr : 0.0469989 + s_Top_Xtr : 0.0352022 + s_upper_bl_H_31 : 0.00405937 + s_upper_bl_H_30 : 0.00373936 + s_lower_bl_H_31 : 0.00365507 + s_upper_bl_H_29 : 0.00354575 +Epoch: 144 | Train Loss: 1.46961 | Test Loss: 1.47028 | 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s_CM : 0.156294 + s_Bot_Xtr : 0.0466179 + s_Top_Xtr : 0.034821 + s_upper_bl_H_31 : 0.00402534 + s_upper_bl_H_30 : 0.0037195 + s_lower_bl_H_31 : 0.00363009 + s_upper_bl_H_29 : 0.00352871 +Epoch: 151 | Train Loss: 1.46519 | Test Loss: 1.46786 | analysis_confidence: 0.166024 | CL: 0.0442638 | ln_CD: 0.086939 | CM: 0.00780938 | Top_Xtr: 0.0465472 | Bot_Xtr: 0.05598 +Loss contributors: + s_ln_CD : 0.379969 + s_CL : 0.321493 + s_analysis_confidence : 0.239134 + s_CM : 0.156016 + s_Bot_Xtr : 0.0468561 + s_Top_Xtr : 0.0349474 + s_upper_bl_H_31 : 0.00404317 + s_upper_bl_H_30 : 0.00373191 + s_lower_bl_H_31 : 0.00363739 + s_upper_bl_H_29 : 0.00353812 +Epoch: 152 | Train Loss: 1.46458 | Test Loss: 1.46655 | analysis_confidence: 0.165662 | CL: 0.044461 | ln_CD: 0.0863569 | CM: 0.00783584 | Top_Xtr: 0.0464532 | Bot_Xtr: 0.0557999 +Loss contributors: + s_ln_CD : 0.377304 + s_CL : 0.323088 + s_analysis_confidence : 0.238832 + s_CM : 0.156597 + s_Bot_Xtr : 0.0466031 + s_Top_Xtr : 0.0348097 + 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| Train Loss: 1.4616 | Test Loss: 1.46573 | analysis_confidence: 0.167018 | CL: 0.0444167 | ln_CD: 0.0866198 | CM: 0.00782125 | Top_Xtr: 0.0463116 | Bot_Xtr: 0.0556657 +Loss contributors: + s_ln_CD : 0.378088 + s_CL : 0.322718 + s_analysis_confidence : 0.238672 + s_CM : 0.156279 + s_Bot_Xtr : 0.0464546 + s_Top_Xtr : 0.0346564 + s_upper_bl_H_31 : 0.00402301 + s_upper_bl_H_30 : 0.00371276 + s_lower_bl_H_31 : 0.00363728 + s_upper_bl_H_29 : 0.00352386 +Epoch: 158 | Train Loss: 1.4611 | Test Loss: 1.46278 | analysis_confidence: 0.165618 | CL: 0.0442413 | ln_CD: 0.0863458 | CM: 0.00779283 | Top_Xtr: 0.0461759 | Bot_Xtr: 0.05565 +Loss contributors: + s_ln_CD : 0.377273 + s_CL : 0.321461 + s_analysis_confidence : 0.23858 + s_CM : 0.155611 + s_Bot_Xtr : 0.0464596 + s_Top_Xtr : 0.0345392 + s_upper_bl_H_31 : 0.00402988 + s_upper_bl_H_30 : 0.00371493 + s_lower_bl_H_31 : 0.00363137 + s_upper_bl_H_29 : 0.00351963 +Epoch: 159 | Train Loss: 1.46049 | Test Loss: 1.45986 | analysis_confidence: 0.165247 | CL: 0.0441379 | ln_CD: 0.0861016 | CM: 0.0077928 | Top_Xtr: 0.0462458 | Bot_Xtr: 0.0556172 +Loss contributors: + s_ln_CD : 0.375518 + s_CL : 0.320389 + s_analysis_confidence : 0.238551 + s_CM : 0.15561 + s_Bot_Xtr : 0.0464485 + s_Top_Xtr : 0.0346041 + s_upper_bl_H_31 : 0.00401707 + s_upper_bl_H_30 : 0.0037077 + s_lower_bl_H_31 : 0.0036359 + s_upper_bl_H_29 : 0.00351939 +Epoch: 160 | Train Loss: 1.45988 | Test Loss: 1.46929 | analysis_confidence: 0.165339 | CL: 0.0442043 | ln_CD: 0.0880494 | CM: 0.00779392 | Top_Xtr: 0.0461213 | Bot_Xtr: 0.055586 +Loss contributors: + s_ln_CD : 0.384773 + s_CL : 0.320705 + s_analysis_confidence : 0.238477 + s_CM : 0.155621 + s_Bot_Xtr : 0.0464102 + s_Top_Xtr : 0.0345203 + s_upper_bl_H_31 : 0.00401458 + s_upper_bl_H_30 : 0.00370486 + s_lower_bl_H_31 : 0.00362715 + s_upper_bl_H_29 : 0.00351636 +Epoch: 161 | Train Loss: 1.45934 | Test Loss: 1.45998 | analysis_confidence: 0.16685 | CL: 0.0442276 | ln_CD: 0.0860504 | CM: 0.00779912 | Top_Xtr: 0.046238 | Bot_Xtr: 0.0555929 +Loss contributors: + s_ln_CD : 0.375386 + s_CL : 0.320933 + s_analysis_confidence : 0.238413 + s_CM : 0.155739 + s_Bot_Xtr : 0.0463699 + s_Top_Xtr : 0.0345573 + s_upper_bl_H_31 : 0.00401716 + s_upper_bl_H_30 : 0.00370508 + s_lower_bl_H_31 : 0.00363908 + s_upper_bl_H_29 : 0.00351861 +Epoch: 162 | Train Loss: 1.45879 | Test Loss: 1.45917 | analysis_confidence: 0.165217 | CL: 0.0441682 | ln_CD: 0.0859519 | CM: 0.00779025 | Top_Xtr: 0.0461689 | Bot_Xtr: 0.0554931 +Loss contributors: + s_ln_CD : 0.374971 + s_CL : 0.320692 + s_analysis_confidence : 0.238267 + s_CM : 0.15556 + s_Bot_Xtr : 0.0463223 + s_Top_Xtr : 0.0345395 + s_upper_bl_H_31 : 0.00401437 + s_upper_bl_H_30 : 0.00371153 + s_lower_bl_H_31 : 0.0036323 + s_upper_bl_H_29 : 0.0035235 +Epoch: 163 | Train Loss: 1.45822 | Test Loss: 1.46437 | analysis_confidence: 0.166147 | CL: 0.0442827 | ln_CD: 0.0870506 | CM: 0.00780924 | Top_Xtr: 0.0460554 | Bot_Xtr: 0.055486 +Loss contributors: + s_ln_CD : 0.378968 + s_CL : 0.321622 + s_analysis_confidence : 0.238456 + s_CM : 0.156002 + s_Bot_Xtr : 0.0463318 + s_Top_Xtr : 0.0344451 + s_upper_bl_H_31 : 0.00400315 + s_upper_bl_H_30 : 0.00369387 + s_lower_bl_H_31 : 0.00363958 + s_upper_bl_H_29 : 0.00350742 +Epoch: 164 | Train Loss: 1.45778 | Test Loss: 1.45833 | analysis_confidence: 0.165559 | CL: 0.0441794 | ln_CD: 0.0860905 | CM: 0.00776513 | Top_Xtr: 0.0460961 | Bot_Xtr: 0.0556003 +Loss contributors: + s_ln_CD : 0.375622 + s_CL : 0.320335 + s_analysis_confidence : 0.238271 + s_CM : 0.15498 + s_Bot_Xtr : 0.0463704 + s_Top_Xtr : 0.0344516 + s_upper_bl_H_31 : 0.0040131 + s_upper_bl_H_30 : 0.00370236 + s_lower_bl_H_31 : 0.00363089 + s_upper_bl_H_29 : 0.00351389 +Epoch: 165 | Train Loss: 1.45708 | Test Loss: 1.45944 | analysis_confidence: 0.165096 | CL: 0.0440711 | ln_CD: 0.0865005 | CM: 0.00778672 | Top_Xtr: 0.0460791 | Bot_Xtr: 0.055409 +Loss contributors: + s_ln_CD : 0.377014 + s_CL : 0.319589 + s_analysis_confidence : 0.23838 + s_CM : 0.155474 + s_Bot_Xtr 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s_upper_bl_H_30 : 0.00370057 + s_lower_bl_H_31 : 0.00362121 + s_upper_bl_H_29 : 0.00351361 +Epoch: 168 | Train Loss: 1.45562 | Test Loss: 1.4569 | analysis_confidence: 0.164757 | CL: 0.0442138 | ln_CD: 0.0858104 | CM: 0.00777656 | Top_Xtr: 0.0459076 | Bot_Xtr: 0.0553082 +Loss contributors: + s_ln_CD : 0.374304 + s_CL : 0.320931 + s_analysis_confidence : 0.237975 + s_CM : 0.155243 + s_Bot_Xtr : 0.0460762 + s_Top_Xtr : 0.0342186 + s_upper_bl_H_31 : 0.00401387 + s_upper_bl_H_30 : 0.00370302 + s_lower_bl_H_31 : 0.00362513 + s_upper_bl_H_29 : 0.00351389 +Epoch: 169 | Train Loss: 1.45507 | Test Loss: 1.48151 | analysis_confidence: 0.164352 | CL: 0.0441145 | ln_CD: 0.0910396 | CM: 0.00779521 | Top_Xtr: 0.0459948 | Bot_Xtr: 0.0554157 +Loss contributors: + s_ln_CD : 0.3992 + s_CL : 0.319834 + s_analysis_confidence : 0.237907 + s_CM : 0.155663 + s_Bot_Xtr : 0.0462205 + s_Top_Xtr : 0.0343481 + s_upper_bl_H_31 : 0.00401571 + s_upper_bl_H_30 : 0.00370664 + s_lower_bl_H_31 : 0.00362535 + s_upper_bl_H_29 : 0.00351675 +Epoch: 170 | Train Loss: 1.45447 | Test Loss: 1.45621 | analysis_confidence: 0.166582 | CL: 0.0439865 | ln_CD: 0.0862297 | CM: 0.00777775 | Top_Xtr: 0.0459386 | Bot_Xtr: 0.0553112 +Loss contributors: + s_ln_CD : 0.37535 + s_CL : 0.319048 + s_analysis_confidence : 0.238019 + s_CM : 0.155248 + s_Bot_Xtr : 0.0460814 + s_Top_Xtr : 0.0342401 + s_upper_bl_H_31 : 0.0040066 + s_upper_bl_H_30 : 0.0036972 + s_lower_bl_H_31 : 0.0036302 + s_upper_bl_H_29 : 0.00350831 +Epoch: 171 | Train Loss: 1.45396 | Test Loss: 1.45466 | analysis_confidence: 0.165619 | CL: 0.0440065 | ln_CD: 0.0858695 | CM: 0.00777475 | Top_Xtr: 0.0458823 | Bot_Xtr: 0.0552996 +Loss contributors: + s_ln_CD : 0.3741 + s_CL : 0.319077 + s_analysis_confidence : 0.237886 + s_CM : 0.155193 + s_Bot_Xtr : 0.0461157 + s_Top_Xtr : 0.0342341 + s_upper_bl_H_31 : 0.0040039 + s_upper_bl_H_30 : 0.0036947 + s_lower_bl_H_31 : 0.00362892 + s_upper_bl_H_29 : 0.00350416 +Epoch: 172 | Train Loss: 1.45351 | Test Loss: 1.45402 | analysis_confidence: 0.165352 | CL: 0.0440787 | ln_CD: 0.0857391 | CM: 0.00779395 | Top_Xtr: 0.045803 | Bot_Xtr: 0.055206 +Loss contributors: + s_ln_CD : 0.373174 + s_CL : 0.319491 + s_analysis_confidence : 0.237788 + s_CM : 0.155607 + s_Bot_Xtr : 0.0460047 + s_Top_Xtr : 0.0341524 + s_upper_bl_H_31 : 0.00399729 + s_upper_bl_H_30 : 0.00369386 + s_lower_bl_H_31 : 0.00363114 + s_upper_bl_H_29 : 0.00350875 +Epoch: 173 | Train Loss: 1.45295 | Test Loss: 1.45405 | analysis_confidence: 0.164825 | CL: 0.044072 | ln_CD: 0.0856286 | CM: 0.0077861 | Top_Xtr: 0.0458968 | Bot_Xtr: 0.0553074 +Loss contributors: + s_ln_CD : 0.373198 + s_CL : 0.319521 + s_analysis_confidence : 0.237872 + s_CM : 0.155434 + s_Bot_Xtr : 0.0460408 + s_Top_Xtr : 0.0341969 + s_upper_bl_H_31 : 0.00398038 + s_upper_bl_H_30 : 0.0036792 + s_lower_bl_H_31 : 0.0036262 + s_upper_bl_H_29 : 0.00349429 +Epoch: 174 | Train Loss: 1.45242 | Test Loss: 1.45197 | analysis_confidence: 0.165513 | CL: 0.0439406 | ln_CD: 0.0856607 | CM: 0.00776263 | Top_Xtr: 0.0457732 | Bot_Xtr: 0.0552557 +Loss contributors: + s_ln_CD : 0.372874 + s_CL : 0.318597 + s_analysis_confidence : 0.237689 + s_CM : 0.154908 + s_Bot_Xtr : 0.0460499 + s_Top_Xtr : 0.0341337 + s_upper_bl_H_31 : 0.00398829 + s_upper_bl_H_30 : 0.0036865 + s_lower_bl_H_31 : 0.00362318 + s_upper_bl_H_29 : 0.00350141 +Epoch: 175 | Train Loss: 1.452 | Test Loss: 1.45803 | analysis_confidence: 0.165581 | CL: 0.0443017 | ln_CD: 0.0862588 | CM: 0.00776443 | Top_Xtr: 0.0457797 | Bot_Xtr: 0.0552281 +Loss contributors: + s_ln_CD : 0.376096 + s_CL : 0.321357 + s_analysis_confidence : 0.237719 + s_CM : 0.154966 + s_Bot_Xtr : 0.0460008 + s_Top_Xtr : 0.0340989 + s_upper_bl_H_31 : 0.00398963 + s_upper_bl_H_30 : 0.00368061 + s_lower_bl_H_31 : 0.00362979 + s_upper_bl_H_29 : 0.00349389 +Epoch: 176 | Train Loss: 1.45152 | Test Loss: 1.45433 | analysis_confidence: 0.165971 | CL: 0.0440466 | ln_CD: 0.0861864 | CM: 0.00776374 | Top_Xtr: 0.0457816 | Bot_Xtr: 0.0552585 +Loss 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s_analysis_confidence : 0.23761 + s_CM : 0.154915 + s_Bot_Xtr : 0.0459374 + s_Top_Xtr : 0.034045 + s_upper_bl_H_31 : 0.00397284 + s_upper_bl_H_30 : 0.00366705 + s_lower_bl_H_31 : 0.00362207 + s_upper_bl_H_29 : 0.00348105 +Epoch: 179 | Train Loss: 1.45002 | Test Loss: 1.45418 | analysis_confidence: 0.16484 | CL: 0.0443005 | ln_CD: 0.0854456 | CM: 0.00778996 | Top_Xtr: 0.0458395 | Bot_Xtr: 0.0552095 +Loss contributors: + s_ln_CD : 0.371936 + s_CL : 0.321478 + s_analysis_confidence : 0.237452 + s_CM : 0.155533 + s_Bot_Xtr : 0.0459574 + s_Top_Xtr : 0.0341507 + s_upper_bl_H_31 : 0.00399991 + s_upper_bl_H_30 : 0.00368429 + s_lower_bl_H_31 : 0.00362411 + s_upper_bl_H_29 : 0.00349352 +Epoch: 180 | Train Loss: 1.44961 | Test Loss: 1.45241 | analysis_confidence: 0.16501 | CL: 0.0439407 | ln_CD: 0.0858755 | CM: 0.00778208 | Top_Xtr: 0.0458167 | Bot_Xtr: 0.0550691 +Loss contributors: + s_ln_CD : 0.373655 + s_CL : 0.318683 + s_analysis_confidence : 0.237439 + s_CM : 0.155347 + s_Bot_Xtr : 0.0458383 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0.00366946 + s_lower_bl_H_31 : 0.00362642 + s_upper_bl_H_29 : 0.00348324 +Epoch: 183 | Train Loss: 1.44809 | Test Loss: 1.44931 | analysis_confidence: 0.16477 | CL: 0.0439566 | ln_CD: 0.0853495 | CM: 0.00776957 | Top_Xtr: 0.0458681 | Bot_Xtr: 0.0552531 +Loss contributors: + s_ln_CD : 0.371337 + s_CL : 0.318497 + s_analysis_confidence : 0.237304 + s_CM : 0.155051 + s_Bot_Xtr : 0.0459046 + s_Top_Xtr : 0.0341104 + s_upper_bl_H_31 : 0.00398038 + s_upper_bl_H_30 : 0.00367188 + s_lower_bl_H_31 : 0.00361475 + s_upper_bl_H_29 : 0.00348493 +Epoch: 184 | Train Loss: 1.4477 | Test Loss: 1.44746 | analysis_confidence: 0.165041 | CL: 0.0437992 | ln_CD: 0.0854087 | CM: 0.00774732 | Top_Xtr: 0.0456481 | Bot_Xtr: 0.0551694 +Loss contributors: + s_ln_CD : 0.371214 + s_CL : 0.317447 + s_analysis_confidence : 0.237328 + s_CM : 0.154562 + s_Bot_Xtr : 0.0458652 + s_Top_Xtr : 0.0339173 + s_upper_bl_H_31 : 0.00396591 + s_upper_bl_H_30 : 0.00365955 + s_lower_bl_H_31 : 0.00362433 + s_upper_bl_H_29 : 0.00347404 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0.164913 | CL: 0.043868 | ln_CD: 0.0852698 | CM: 0.00775868 | Top_Xtr: 0.0454847 | Bot_Xtr: 0.0550353 +Loss contributors: + s_ln_CD : 0.371025 + s_CL : 0.317839 + s_analysis_confidence : 0.237068 + s_CM : 0.154838 + s_Bot_Xtr : 0.0457485 + s_Top_Xtr : 0.0337913 + s_upper_bl_H_31 : 0.00396002 + s_upper_bl_H_30 : 0.0036591 + s_lower_bl_H_31 : 0.00362289 + s_upper_bl_H_29 : 0.00347628 +Epoch: 188 | Train Loss: 1.44591 | Test Loss: 1.45078 | analysis_confidence: 0.164524 | CL: 0.0439336 | ln_CD: 0.0860018 | CM: 0.00776738 | Top_Xtr: 0.0454562 | Bot_Xtr: 0.0549769 +Loss contributors: + s_ln_CD : 0.373667 + s_CL : 0.318449 + s_analysis_confidence : 0.236977 + s_CM : 0.155022 + s_Bot_Xtr : 0.0457396 + s_Top_Xtr : 0.0337874 + s_upper_bl_H_31 : 0.00397299 + s_upper_bl_H_30 : 0.0036716 + s_lower_bl_H_31 : 0.0036069 + s_upper_bl_H_29 : 0.0034868 +Epoch: 189 | Train Loss: 1.44549 | Test Loss: 1.44574 | analysis_confidence: 0.165637 | CL: 0.0437576 | ln_CD: 0.0853524 | CM: 0.00774216 | Top_Xtr: 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s_Bot_Xtr : 0.0456663 + s_Top_Xtr : 0.0337208 + s_upper_bl_H_31 : 0.00394333 + s_upper_bl_H_30 : 0.00364362 + s_lower_bl_H_31 : 0.00361846 + s_upper_bl_H_29 : 0.00346572 +Epoch: 194 | Train Loss: 1.44327 | Test Loss: 1.44542 | analysis_confidence: 0.165191 | CL: 0.0437469 | ln_CD: 0.0855847 | CM: 0.00774724 | Top_Xtr: 0.0454309 | Bot_Xtr: 0.0549378 +Loss contributors: + s_ln_CD : 0.371428 + s_CL : 0.316788 + s_analysis_confidence : 0.236706 + s_CM : 0.154574 + s_Bot_Xtr : 0.0456324 + s_Top_Xtr : 0.0337064 + s_upper_bl_H_31 : 0.00395497 + s_upper_bl_H_30 : 0.00365336 + s_lower_bl_H_31 : 0.00362236 + s_upper_bl_H_29 : 0.00347172 +Epoch: 195 | Train Loss: 1.44289 | Test Loss: 1.44851 | analysis_confidence: 0.164671 | CL: 0.0438145 | ln_CD: 0.0859875 | CM: 0.00774434 | Top_Xtr: 0.0453221 | Bot_Xtr: 0.0549661 +Loss contributors: + s_ln_CD : 0.373934 + s_CL : 0.317379 + s_analysis_confidence : 0.236943 + s_CM : 0.154488 + s_Bot_Xtr : 0.0456204 + s_Top_Xtr : 0.0335859 + s_upper_bl_H_31 : 0.0039524 + s_upper_bl_H_30 : 0.00364574 + s_lower_bl_H_31 : 0.00360941 + s_upper_bl_H_29 : 0.00346505 +Epoch: 196 | Train Loss: 1.44246 | Test Loss: 1.44187 | analysis_confidence: 0.164725 | CL: 0.0436831 | ln_CD: 0.0848831 | CM: 0.00774262 | Top_Xtr: 0.0453856 | Bot_Xtr: 0.0548822 +Loss contributors: + s_ln_CD : 0.368499 + s_CL : 0.316428 + s_analysis_confidence : 0.236783 + s_CM : 0.154441 + s_Bot_Xtr : 0.04556 + s_Top_Xtr : 0.0336341 + s_upper_bl_H_31 : 0.00395757 + s_upper_bl_H_30 : 0.0036504 + s_lower_bl_H_31 : 0.00360225 + s_upper_bl_H_29 : 0.00346714 +Epoch: 197 | Train Loss: 1.44193 | Test Loss: 1.44677 | analysis_confidence: 0.164277 | CL: 0.043907 | ln_CD: 0.0858481 | CM: 0.0077269 | Top_Xtr: 0.0453274 | Bot_Xtr: 0.0548412 +Loss contributors: + s_ln_CD : 0.37244 + s_CL : 0.317964 + s_analysis_confidence : 0.236622 + s_CM : 0.154095 + s_Bot_Xtr : 0.0455435 + s_Top_Xtr : 0.0336041 + s_upper_bl_H_31 : 0.0039319 + s_upper_bl_H_30 : 0.00363447 + s_lower_bl_H_31 : 0.003602 + s_upper_bl_H_25 : 0.00345971 +Epoch: 198 | Train Loss: 1.44157 | Test Loss: 1.44213 | analysis_confidence: 0.164363 | CL: 0.0436261 | ln_CD: 0.0851373 | CM: 0.00774195 | Top_Xtr: 0.0452817 | Bot_Xtr: 0.0549193 +Loss contributors: + s_ln_CD : 0.369314 + s_CL : 0.315969 + s_analysis_confidence : 0.236666 + s_CM : 0.15443 + s_Bot_Xtr : 0.0456104 + s_Top_Xtr : 0.0335715 + s_upper_bl_H_31 : 0.00394829 + s_upper_bl_H_30 : 0.00364635 + s_lower_bl_H_31 : 0.0036064 + s_upper_bl_H_29 : 0.00346581 +Epoch: 199 | Train Loss: 1.44125 | Test Loss: 1.44611 | analysis_confidence: 0.164924 | CL: 0.0442226 | ln_CD: 0.0849077 | CM: 0.00778037 | Top_Xtr: 0.0452219 | Bot_Xtr: 0.0549307 +Loss contributors: + s_ln_CD : 0.368628 + s_CL : 0.319956 + s_analysis_confidence : 0.236752 + s_CM : 0.15528 + s_Bot_Xtr : 0.0456085 + s_Top_Xtr : 0.0335277 + s_upper_bl_H_31 : 0.00394091 + s_upper_bl_H_30 : 0.00363932 + s_lower_bl_H_31 : 0.00360396 + s_upper_bl_H_25 : 0.00346045 +Epoch: 200 | Train Loss: 1.4408 | Test Loss: 1.44254 | analysis_confidence: 0.166057 | CL: 0.0437325 | ln_CD: 0.0851054 | CM: 0.00774424 | Top_Xtr: 0.0452813 | Bot_Xtr: 0.0548466 +Loss contributors: + s_ln_CD : 0.369208 + s_CL : 0.316577 + s_analysis_confidence : 0.236881 + s_CM : 0.154476 + s_Bot_Xtr : 0.0455683 + s_Top_Xtr : 0.0335486 + s_upper_bl_H_31 : 0.00392848 + s_upper_bl_H_30 : 0.00362818 + s_lower_bl_H_31 : 0.00360045 + s_upper_bl_H_25 : 0.00346185 +Epoch: 201 | Train Loss: 1.4403 | Test Loss: 1.44071 | analysis_confidence: 0.164384 | CL: 0.0436599 | ln_CD: 0.0848175 | CM: 0.00776254 | Top_Xtr: 0.0452642 | Bot_Xtr: 0.0549174 +Loss contributors: + s_ln_CD : 0.36795 + s_CL : 0.31604 + s_analysis_confidence : 0.236498 + s_CM : 0.154877 + s_Bot_Xtr : 0.0455462 + s_Top_Xtr : 0.0334938 + s_upper_bl_H_31 : 0.00395057 + s_upper_bl_H_30 : 0.00364354 + s_lower_bl_H_31 : 0.00361307 + s_upper_bl_H_29 : 0.00345977 +Epoch: 202 | Train Loss: 1.43995 | Test Loss: 1.44104 | analysis_confidence: 0.164733 | CL: 0.0437415 | ln_CD: 0.0848371 | CM: 0.00775038 | Top_Xtr: 0.0452314 | Bot_Xtr: 0.0548156 +Loss contributors: + s_ln_CD : 0.367948 + s_CL : 0.316596 + s_analysis_confidence : 0.236496 + s_CM : 0.154611 + s_Bot_Xtr : 0.0454998 + s_Top_Xtr : 0.0334927 + s_upper_bl_H_31 : 0.0039282 + s_upper_bl_H_30 : 0.00362833 + s_lower_bl_H_31 : 0.00360288 + s_upper_bl_H_25 : 0.00345603 +Epoch: 203 | Train Loss: 1.43949 | Test Loss: 1.44165 | analysis_confidence: 0.163919 | CL: 0.0437086 | ln_CD: 0.0851126 | CM: 0.00771563 | Top_Xtr: 0.0454846 | Bot_Xtr: 0.055015 +Loss contributors: + s_ln_CD : 0.36926 + s_CL : 0.316649 + s_analysis_confidence : 0.236502 + s_CM : 0.153838 + s_Bot_Xtr : 0.0455546 + s_Top_Xtr : 0.0336324 + s_upper_bl_H_31 : 0.00391691 + s_upper_bl_H_30 : 0.00362044 + s_lower_bl_H_31 : 0.0035962 + s_upper_bl_H_25 : 0.00345044 +Epoch: 204 | Train Loss: 1.43919 | Test Loss: 1.43874 | analysis_confidence: 0.163725 | CL: 0.0435912 | ln_CD: 0.0846508 | CM: 0.00774632 | Top_Xtr: 0.0451182 | Bot_Xtr: 0.0547135 +Loss 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Train Loss: 1.43555 | Test Loss: 1.43821 | analysis_confidence: 0.164903 | CL: 0.0435641 | ln_CD: 0.084955 | CM: 0.00772338 | Top_Xtr: 0.0450597 | Bot_Xtr: 0.0548367 +Loss contributors: + s_ln_CD : 0.368148 + s_CL : 0.315062 + s_analysis_confidence : 0.236317 + s_CM : 0.15402 + s_Bot_Xtr : 0.0454477 + s_Top_Xtr : 0.0332931 + s_upper_bl_H_31 : 0.00393179 + s_upper_bl_H_30 : 0.0036328 + s_lower_bl_H_31 : 0.00361053 + s_upper_bl_H_24 : 0.00345598 +Epoch: 214 | Train Loss: 1.43514 | Test Loss: 1.43893 | analysis_confidence: 0.163747 | CL: 0.0435821 | ln_CD: 0.0850383 | CM: 0.00773565 | Top_Xtr: 0.0449383 | Bot_Xtr: 0.0546628 +Loss contributors: + s_ln_CD : 0.369122 + s_CL : 0.315256 + s_analysis_confidence : 0.236099 + s_CM : 0.154297 + s_Bot_Xtr : 0.0453136 + s_Top_Xtr : 0.0332175 + s_upper_bl_H_31 : 0.00392643 + s_upper_bl_H_30 : 0.00362291 + s_lower_bl_H_31 : 0.00359765 + s_upper_bl_H_25 : 0.00345435 +Epoch: 215 | Train Loss: 1.43474 | Test Loss: 1.43615 | analysis_confidence: 0.164615 | CL: 0.0434568 | ln_CD: 0.0846563 | CM: 0.0077438 | Top_Xtr: 0.045037 | Bot_Xtr: 0.0546358 +Loss contributors: + s_ln_CD : 0.36669 + s_CL : 0.314562 + s_analysis_confidence : 0.236167 + s_CM : 0.154459 + s_Bot_Xtr : 0.0452764 + s_Top_Xtr : 0.0332748 + s_upper_bl_H_31 : 0.003921 + s_upper_bl_H_30 : 0.00361691 + s_lower_bl_H_31 : 0.0035854 + s_upper_bl_H_24 : 0.00345237 +Epoch: 216 | Train Loss: 1.43436 | Test Loss: 1.4358 | analysis_confidence: 0.165457 | CL: 0.0435903 | ln_CD: 0.0843848 | CM: 0.00773753 | Top_Xtr: 0.0449118 | Bot_Xtr: 0.0546187 +Loss contributors: + s_ln_CD : 0.365503 + s_CL : 0.315655 + s_analysis_confidence : 0.236142 + s_CM : 0.154354 + s_Bot_Xtr : 0.0452821 + s_Top_Xtr : 0.0332197 + s_upper_bl_H_31 : 0.00391328 + s_upper_bl_H_30 : 0.00360992 + s_lower_bl_H_31 : 0.00358964 + s_upper_bl_H_24 : 0.00345876 +Epoch: 217 | Train Loss: 1.43404 | Test Loss: 1.43333 | analysis_confidence: 0.164033 | CL: 0.0434879 | ln_CD: 0.0841878 | CM: 0.00773113 | Top_Xtr: 0.0449215 | 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0.0846091 | CM: 0.00770117 | Top_Xtr: 0.0446408 | Bot_Xtr: 0.0544309 +Loss contributors: + s_ln_CD : 0.366629 + s_CL : 0.313614 + s_analysis_confidence : 0.23547 + s_CM : 0.153502 + s_Bot_Xtr : 0.0450403 + s_Top_Xtr : 0.0329085 + s_upper_bl_H_31 : 0.00386248 + s_lower_bl_H_31 : 0.00357085 + s_upper_bl_H_30 : 0.00356882 + s_upper_bl_H_24 : 0.00346825 +Epoch: 231 | Train Loss: 1.42867 | Test Loss: 1.43624 | analysis_confidence: 0.163103 | CL: 0.0433191 | ln_CD: 0.085899 | CM: 0.00770639 | Top_Xtr: 0.0446516 | Bot_Xtr: 0.0544742 +Loss contributors: + s_ln_CD : 0.371336 + s_CL : 0.313062 + s_analysis_confidence : 0.235436 + s_CM : 0.153631 + s_Bot_Xtr : 0.0450398 + s_Top_Xtr : 0.0329023 + s_upper_bl_H_31 : 0.00387556 + s_lower_bl_H_31 : 0.00357928 + s_upper_bl_H_30 : 0.00357848 + s_upper_bl_H_24 : 0.00346896 +Epoch: 232 | Train Loss: 1.42835 | Test Loss: 1.43128 | analysis_confidence: 0.164489 | CL: 0.0434045 | ln_CD: 0.0844322 | CM: 0.00774339 | Top_Xtr: 0.0445807 | Bot_Xtr: 0.0543795 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s_upper_bl_H_30 : 0.00355226 + s_upper_bl_H_24 : 0.00349474 +Epoch: 254 | Train Loss: 1.4207 | Test Loss: 1.41992 | analysis_confidence: 0.163417 | CL: 0.0430189 | ln_CD: 0.0835835 | CM: 0.00769692 | Top_Xtr: 0.0440928 | Bot_Xtr: 0.0541457 +Loss contributors: + s_ln_CD : 0.360757 + s_CL : 0.310435 + s_analysis_confidence : 0.234961 + s_CM : 0.153432 + s_Bot_Xtr : 0.0446933 + s_Top_Xtr : 0.0323544 + s_upper_bl_H_31 : 0.00384096 + s_lower_bl_H_31 : 0.00356692 + s_upper_bl_H_30 : 0.00354626 + s_upper_bl_H_24 : 0.00349963 +Epoch: 255 | Train Loss: 1.42043 | Test Loss: 1.4211 | analysis_confidence: 0.164406 | CL: 0.0430543 | ln_CD: 0.083644 | CM: 0.00772048 | Top_Xtr: 0.0440169 | Bot_Xtr: 0.0541283 +Loss contributors: + s_ln_CD : 0.360989 + s_CL : 0.31078 + s_analysis_confidence : 0.234977 + s_CM : 0.153917 + s_Bot_Xtr : 0.0447069 + s_Top_Xtr : 0.0323015 + s_upper_bl_H_31 : 0.00381245 + s_lower_bl_H_31 : 0.00355649 + s_upper_bl_H_30 : 0.00351877 + s_upper_bl_H_24 : 0.00349968 +Epoch: 256 | Train Loss: 1.42005 | Test Loss: 1.42402 | analysis_confidence: 0.162747 | CL: 0.043257 | ln_CD: 0.084102 | CM: 0.00772557 | Top_Xtr: 0.0440309 | Bot_Xtr: 0.0540296 +Loss contributors: + s_ln_CD : 0.362624 + s_CL : 0.312248 + s_analysis_confidence : 0.234873 + s_CM : 0.154056 + s_Bot_Xtr : 0.0445901 + s_Top_Xtr : 0.0323075 + s_upper_bl_H_31 : 0.00382751 + s_lower_bl_H_31 : 0.00356664 + s_upper_bl_H_30 : 0.00352854 + s_upper_bl_H_24 : 0.00349829 +Epoch: 257 | Train Loss: 1.41972 | Test Loss: 1.42016 | analysis_confidence: 0.163996 | CL: 0.043062 | ln_CD: 0.0836813 | CM: 0.00769771 | Top_Xtr: 0.0440724 | Bot_Xtr: 0.054161 +Loss contributors: + s_ln_CD : 0.360907 + s_CL : 0.310712 + s_analysis_confidence : 0.234927 + s_CM : 0.153416 + s_Bot_Xtr : 0.0446549 + s_Top_Xtr : 0.0322909 + s_upper_bl_H_31 : 0.00381627 + s_lower_bl_H_31 : 0.00355981 + s_upper_bl_H_30 : 0.00352772 + s_upper_bl_H_24 : 0.00350668 +Epoch: 258 | Train Loss: 1.41948 | Test Loss: 1.42226 | analysis_confidence: 0.163533 | CL: 0.0431525 | ln_CD: 0.0838373 | CM: 0.00771154 | Top_Xtr: 0.0440114 | Bot_Xtr: 0.0541187 +Loss contributors: + s_ln_CD : 0.361879 + s_CL : 0.311704 + s_analysis_confidence : 0.23491 + s_CM : 0.15375 + s_Bot_Xtr : 0.0446594 + s_Top_Xtr : 0.0322668 + s_upper_bl_H_31 : 0.00383214 + s_lower_bl_H_31 : 0.00356294 + s_upper_bl_H_30 : 0.00353763 + s_upper_bl_H_24 : 0.00350691 +Epoch: 259 | Train Loss: 1.41916 | Test Loss: 1.42 | analysis_confidence: 0.16158 | CL: 0.0430866 | ln_CD: 0.0835086 | CM: 0.0077257 | Top_Xtr: 0.0439723 | Bot_Xtr: 0.054128 +Loss contributors: + s_ln_CD : 0.360503 + s_CL : 0.310863 + s_analysis_confidence : 0.234819 + s_CM : 0.154021 + s_Bot_Xtr : 0.0446562 + s_Top_Xtr : 0.0322462 + s_upper_bl_H_31 : 0.00381319 + s_lower_bl_H_31 : 0.00354638 + s_upper_bl_H_30 : 0.00351737 + s_upper_bl_H_24 : 0.00349819 +Epoch: 260 | Train Loss: 1.4188 | Test Loss: 1.41765 | analysis_confidence: 0.16268 | CL: 0.0429467 | ln_CD: 0.0833324 | CM: 0.00768714 | Top_Xtr: 0.0439025 | Bot_Xtr: 0.0540493 +Loss contributors: + s_ln_CD : 0.359837 + s_CL : 0.309976 + s_analysis_confidence : 0.234681 + s_CM : 0.153207 + s_Bot_Xtr : 0.0446355 + s_Top_Xtr : 0.0322082 + s_upper_bl_H_31 : 0.00381715 + s_lower_bl_H_31 : 0.00355253 + s_upper_bl_H_30 : 0.00351775 + s_upper_bl_H_24 : 0.00349112 +Epoch: 261 | Train Loss: 1.41844 | Test Loss: 1.41962 | analysis_confidence: 0.163761 | CL: 0.0431002 | ln_CD: 0.0834773 | CM: 0.00772024 | Top_Xtr: 0.0440387 | Bot_Xtr: 0.0541622 +Loss contributors: + s_ln_CD : 0.360001 + s_CL : 0.311163 + s_analysis_confidence : 0.234757 + s_CM : 0.153909 + s_Bot_Xtr : 0.044644 + s_Top_Xtr : 0.0322563 + s_upper_bl_H_31 : 0.00380046 + s_lower_bl_H_31 : 0.00354794 + s_upper_bl_H_30 : 0.00350654 + s_upper_bl_H_24 : 0.00349685 +Epoch: 262 | Train Loss: 1.41818 | Test Loss: 1.42218 | analysis_confidence: 0.162311 | CL: 0.0430888 | ln_CD: 0.0841402 | CM: 0.00769193 | Top_Xtr: 0.0437813 | Bot_Xtr: 0.0539389 +Loss contributors: + s_ln_CD : 0.363103 + s_CL : 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s_lower_bl_H_31 : 0.0035558 + s_upper_bl_H_30 : 0.00351001 + s_upper_bl_H_24 : 0.00350879 +Epoch: 267 | Train Loss: 1.41658 | Test Loss: 1.41776 | analysis_confidence: 0.163339 | CL: 0.0430628 | ln_CD: 0.0832725 | CM: 0.00773959 | Top_Xtr: 0.0437494 | Bot_Xtr: 0.0538663 +Loss contributors: + s_ln_CD : 0.358942 + s_CL : 0.310778 + s_analysis_confidence : 0.23458 + s_CM : 0.154378 + s_Bot_Xtr : 0.0444815 + s_Top_Xtr : 0.0320556 + s_upper_bl_H_31 : 0.00380243 + s_lower_bl_H_31 : 0.00355283 + s_upper_bl_H_24 : 0.00351417 + s_upper_bl_H_30 : 0.00350204 +Epoch: 268 | Train Loss: 1.41621 | Test Loss: 1.42017 | analysis_confidence: 0.162921 | CL: 0.0429143 | ln_CD: 0.0845905 | CM: 0.00767668 | Top_Xtr: 0.0436852 | Bot_Xtr: 0.0537781 +Loss contributors: + s_ln_CD : 0.364085 + s_CL : 0.30956 + s_analysis_confidence : 0.234604 + s_CM : 0.152951 + s_Bot_Xtr : 0.0443491 + s_Top_Xtr : 0.0319834 + s_upper_bl_H_31 : 0.00378924 + s_lower_bl_H_31 : 0.00355524 + s_upper_bl_H_24 : 0.00351738 + s_upper_bl_H_23 : 0.00349653 +Epoch: 269 | Train Loss: 1.41588 | Test Loss: 1.41655 | analysis_confidence: 0.162657 | CL: 0.0429814 | ln_CD: 0.0835914 | CM: 0.00768207 | Top_Xtr: 0.0435956 | Bot_Xtr: 0.0538609 +Loss contributors: + s_ln_CD : 0.36016 + s_CL : 0.310043 + s_analysis_confidence : 0.234481 + s_CM : 0.15309 + s_Bot_Xtr : 0.0444256 + s_Top_Xtr : 0.0318923 + s_upper_bl_H_31 : 0.00378825 + s_lower_bl_H_31 : 0.00355271 + s_upper_bl_H_24 : 0.00351841 + s_upper_bl_H_23 : 0.00350088 +Epoch: 270 | Train Loss: 1.41545 | Test Loss: 1.42396 | analysis_confidence: 0.162546 | CL: 0.0429853 | ln_CD: 0.0849083 | CM: 0.00769569 | Top_Xtr: 0.0435626 | Bot_Xtr: 0.0537782 +Loss contributors: + s_ln_CD : 0.367205 + s_CL : 0.310074 + s_analysis_confidence : 0.234439 + s_CM : 0.153358 + s_Bot_Xtr : 0.0443628 + s_Top_Xtr : 0.0318639 + s_upper_bl_H_31 : 0.00379432 + s_lower_bl_H_31 : 0.00354921 + s_upper_bl_H_24 : 0.00352279 + s_upper_bl_H_23 : 0.00350283 +Epoch: 271 | Train Loss: 1.4152 | Test Loss: 1.41567 | analysis_confidence: 0.162622 | CL: 0.0429704 | ln_CD: 0.0833176 | CM: 0.00769898 | Top_Xtr: 0.0435306 | Bot_Xtr: 0.0537036 +Loss contributors: + s_ln_CD : 0.359196 + s_CL : 0.310045 + s_analysis_confidence : 0.234387 + s_CM : 0.153459 + s_Bot_Xtr : 0.0442796 + s_Top_Xtr : 0.0318238 + s_upper_bl_H_31 : 0.00379725 + s_lower_bl_H_31 : 0.003543 + s_upper_bl_H_24 : 0.00351577 + s_upper_bl_H_30 : 0.00350257 +Epoch: 272 | Train Loss: 1.41489 | Test Loss: 1.41416 | analysis_confidence: 0.162645 | CL: 0.0429676 | ln_CD: 0.0831244 | CM: 0.00768017 | Top_Xtr: 0.0436421 | Bot_Xtr: 0.053828 +Loss contributors: + s_ln_CD : 0.358246 + s_CL : 0.309952 + s_analysis_confidence : 0.234412 + s_CM : 0.153027 + s_Bot_Xtr : 0.0443445 + s_Top_Xtr : 0.0318952 + s_upper_bl_H_31 : 0.00378769 + s_lower_bl_H_31 : 0.00354962 + s_upper_bl_H_24 : 0.00351672 + s_upper_bl_H_23 : 0.00350225 +Epoch: 273 | Train Loss: 1.41466 | Test Loss: 1.41846 | analysis_confidence: 0.163002 | CL: 0.0428916 | ln_CD: 0.0843085 | CM: 0.00770191 | Top_Xtr: 0.0435024 | Bot_Xtr: 0.0537018 +Loss contributors: + s_ln_CD : 0.36295 + s_CL : 0.30932 + s_analysis_confidence : 0.234366 + s_CM : 0.153503 + s_Bot_Xtr : 0.0442482 + s_Top_Xtr : 0.0317902 + s_upper_bl_H_31 : 0.00380536 + s_lower_bl_H_31 : 0.00354534 + s_upper_bl_H_24 : 0.00351064 + s_upper_bl_H_30 : 0.00349976 +Epoch: 274 | Train Loss: 1.41424 | Test Loss: 1.41427 | analysis_confidence: 0.162591 | CL: 0.0428912 | ln_CD: 0.0832633 | CM: 0.00768712 | Top_Xtr: 0.0434849 | Bot_Xtr: 0.0537057 +Loss contributors: + s_ln_CD : 0.359056 + s_CL : 0.309304 + s_analysis_confidence : 0.234653 + s_CM : 0.153193 + s_Bot_Xtr : 0.0442286 + s_Top_Xtr : 0.0317926 + s_upper_bl_H_31 : 0.00379503 + s_lower_bl_H_31 : 0.00354823 + s_upper_bl_H_24 : 0.00351161 + s_upper_bl_H_23 : 0.00349836 +Epoch: 275 | Train Loss: 1.41404 | Test Loss: 1.4205 | analysis_confidence: 0.163243 | CL: 0.0429585 | ln_CD: 0.0844689 | CM: 0.00770801 | Top_Xtr: 0.0434154 | Bot_Xtr: 0.0536897 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s_analysis_confidence : 0.23435 + s_CM : 0.152749 + s_Bot_Xtr : 0.0442623 + s_Top_Xtr : 0.0317121 + s_upper_bl_H_31 : 0.00377188 + s_lower_bl_H_31 : 0.00354216 + s_upper_bl_H_24 : 0.00352102 + s_upper_bl_H_23 : 0.00351818 +Epoch: 278 | Train Loss: 1.41309 | Test Loss: 1.41748 | analysis_confidence: 0.163845 | CL: 0.0430198 | ln_CD: 0.0840543 | CM: 0.00767545 | Top_Xtr: 0.0433231 | Bot_Xtr: 0.0536898 +Loss contributors: + s_ln_CD : 0.361846 + s_CL : 0.310516 + s_analysis_confidence : 0.234323 + s_CM : 0.152924 + s_Bot_Xtr : 0.0442829 + s_Top_Xtr : 0.0316565 + s_upper_bl_H_31 : 0.00379211 + s_lower_bl_H_31 : 0.00355897 + s_upper_bl_H_24 : 0.00352295 + s_upper_bl_H_23 : 0.00351623 +Epoch: 279 | Train Loss: 1.41265 | Test Loss: 1.41694 | analysis_confidence: 0.162914 | CL: 0.0432315 | ln_CD: 0.0837257 | CM: 0.00767713 | Top_Xtr: 0.043261 | Bot_Xtr: 0.0535643 +Loss contributors: + s_ln_CD : 0.36007 + s_CL : 0.311725 + s_analysis_confidence : 0.234259 + s_CM : 0.152952 + s_Bot_Xtr : 0.0441835 + s_Top_Xtr : 0.0316041 + s_upper_bl_H_31 : 0.00376355 + s_lower_bl_H_31 : 0.00354259 + s_upper_bl_H_24 : 0.00354109 + s_upper_bl_H_23 : 0.00353815 +Epoch: 280 | Train Loss: 1.4124 | Test Loss: 1.41671 | analysis_confidence: 0.163172 | CL: 0.0431553 | ln_CD: 0.0836369 | CM: 0.00771257 | Top_Xtr: 0.0432547 | Bot_Xtr: 0.053554 +Loss contributors: + s_ln_CD : 0.359825 + s_CL : 0.31117 + s_analysis_confidence : 0.234241 + s_CM : 0.153726 + s_Bot_Xtr : 0.0441285 + s_Top_Xtr : 0.0315833 + s_upper_bl_H_31 : 0.00378164 + s_lower_bl_H_31 : 0.00353992 + s_upper_bl_H_24 : 0.00353317 + s_upper_bl_H_23 : 0.00352625 +Epoch: 281 | Train Loss: 1.41212 | Test Loss: 1.41423 | analysis_confidence: 0.163343 | CL: 0.0428717 | ln_CD: 0.0836177 | CM: 0.0076824 | Top_Xtr: 0.043242 | Bot_Xtr: 0.053543 +Loss contributors: + s_ln_CD : 0.360234 + s_CL : 0.309332 + s_analysis_confidence : 0.234214 + s_CM : 0.153078 + s_Bot_Xtr : 0.0441748 + s_Top_Xtr : 0.0315593 + s_upper_bl_H_31 : 0.00378653 + s_lower_bl_H_31 : 0.0035382 + s_upper_bl_H_24 : 0.0035243 + s_upper_bl_H_23 : 0.00352359 +Epoch: 282 | Train Loss: 1.41178 | Test Loss: 1.41707 | analysis_confidence: 0.16276 | CL: 0.0428465 | ln_CD: 0.0844117 | CM: 0.00768613 | Top_Xtr: 0.0431403 | Bot_Xtr: 0.0535104 +Loss contributors: + s_ln_CD : 0.36339 + s_CL : 0.308798 + s_analysis_confidence : 0.234436 + s_CM : 0.153153 + s_Bot_Xtr : 0.0441681 + s_Top_Xtr : 0.0315129 + s_upper_bl_H_31 : 0.00378592 + s_lower_bl_H_31 : 0.00353931 + s_upper_bl_H_23 : 0.00353033 + s_upper_bl_H_24 : 0.00352741 +Epoch: 283 | Train Loss: 1.41149 | Test Loss: 1.41438 | analysis_confidence: 0.162695 | CL: 0.0432762 | ln_CD: 0.083185 | CM: 0.00767195 | Top_Xtr: 0.0432946 | Bot_Xtr: 0.0536522 +Loss contributors: + s_ln_CD : 0.358207 + s_CL : 0.311867 + s_analysis_confidence : 0.234273 + s_CM : 0.152844 + s_Bot_Xtr : 0.0441553 + s_Top_Xtr : 0.0315734 + s_upper_bl_H_31 : 0.00377454 + s_lower_bl_H_31 : 0.00354045 + s_upper_bl_H_23 : 0.00353929 + s_upper_bl_H_24 : 0.00353282 +Epoch: 284 | Train Loss: 1.4111 | Test Loss: 1.41902 | analysis_confidence: 0.162081 | CL: 0.043328 | ln_CD: 0.0838621 | CM: 0.00770003 | Top_Xtr: 0.0431014 | Bot_Xtr: 0.0534686 +Loss contributors: + s_ln_CD : 0.361023 + s_CL : 0.313083 + s_analysis_confidence : 0.23434 + s_CM : 0.153489 + s_Bot_Xtr : 0.0440327 + s_Top_Xtr : 0.031439 + s_upper_bl_H_31 : 0.00378509 + s_lower_bl_H_31 : 0.00353406 + s_upper_bl_H_23 : 0.00353015 + s_upper_bl_H_24 : 0.00352188 +Epoch: 285 | Train Loss: 1.41092 | Test Loss: 1.40954 | analysis_confidence: 0.162673 | CL: 0.0427572 | ln_CD: 0.0830515 | CM: 0.00766815 | Top_Xtr: 0.0432025 | Bot_Xtr: 0.0536055 +Loss contributors: + s_ln_CD : 0.357399 + s_CL : 0.308202 + s_analysis_confidence : 0.234053 + s_CM : 0.152773 + s_Bot_Xtr : 0.044133 + s_Top_Xtr : 0.0315209 + s_upper_bl_H_31 : 0.00377757 + s_lower_bl_H_31 : 0.00353458 + s_upper_bl_H_23 : 0.00353266 + s_upper_bl_H_24 : 0.00352466 +Epoch: 286 | Train Loss: 1.41046 | Test Loss: 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CM: 0.00767406 | Top_Xtr: 0.0430534 | Bot_Xtr: 0.0534134 +Loss contributors: + s_ln_CD : 0.358045 + s_CL : 0.309734 + s_analysis_confidence : 0.233989 + s_CM : 0.152888 + s_Bot_Xtr : 0.0440255 + s_Top_Xtr : 0.0313965 + s_upper_bl_H_31 : 0.00377551 + s_lower_bl_H_31 : 0.00353813 + s_upper_bl_H_23 : 0.00353753 + s_upper_bl_H_24 : 0.00352032 +Epoch: 289 | Train Loss: 1.40972 | Test Loss: 1.40999 | analysis_confidence: 0.163188 | CL: 0.04275 | ln_CD: 0.083201 | CM: 0.00765708 | Top_Xtr: 0.0430981 | Bot_Xtr: 0.0535822 +Loss contributors: + s_ln_CD : 0.35821 + s_CL : 0.308256 + s_analysis_confidence : 0.234168 + s_CM : 0.152516 + s_Bot_Xtr : 0.0441116 + s_Top_Xtr : 0.031362 + s_upper_bl_H_31 : 0.00376823 + s_upper_bl_H_23 : 0.00355025 + s_lower_bl_H_31 : 0.00354182 + s_upper_bl_H_24 : 0.00353756 +Epoch: 290 | Train Loss: 1.40935 | Test Loss: 1.41116 | analysis_confidence: 0.162816 | CL: 0.0428193 | ln_CD: 0.0833459 | CM: 0.00767256 | Top_Xtr: 0.0430414 | Bot_Xtr: 0.0535972 +Loss 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s_analysis_confidence : 0.23392 + s_CM : 0.153074 + s_Bot_Xtr : 0.0439656 + s_Top_Xtr : 0.0312362 + s_upper_bl_H_31 : 0.00377284 + s_upper_bl_H_23 : 0.00355425 + s_lower_bl_H_31 : 0.00353814 + s_upper_bl_H_24 : 0.00353493 +Epoch: 293 | Train Loss: 1.40855 | Test Loss: 1.41521 | analysis_confidence: 0.162393 | CL: 0.0428233 | ln_CD: 0.0843723 | CM: 0.00767321 | Top_Xtr: 0.0429317 | Bot_Xtr: 0.0533364 +Loss contributors: + s_ln_CD : 0.363271 + s_CL : 0.308766 + s_analysis_confidence : 0.233984 + s_CM : 0.152875 + s_Bot_Xtr : 0.0439165 + s_Top_Xtr : 0.0312428 + s_upper_bl_H_31 : 0.00376184 + s_upper_bl_H_23 : 0.00355915 + s_upper_bl_H_24 : 0.00353891 + s_lower_bl_H_31 : 0.00352955 +Epoch: 294 | Train Loss: 1.40825 | Test Loss: 1.41102 | analysis_confidence: 0.163205 | CL: 0.0428702 | ln_CD: 0.0836474 | CM: 0.00765443 | Top_Xtr: 0.0428731 | Bot_Xtr: 0.0532114 +Loss contributors: + s_ln_CD : 0.359243 + s_CL : 0.309228 + s_analysis_confidence : 0.23399 + s_CM : 0.152445 + s_Bot_Xtr : 0.0438147 + s_Top_Xtr : 0.0312139 + s_upper_bl_H_31 : 0.00376184 + s_upper_bl_H_23 : 0.00356911 + s_upper_bl_H_24 : 0.00354718 + s_lower_bl_H_31 : 0.00353584 +Epoch: 295 | Train Loss: 1.40789 | Test Loss: 1.4085 | analysis_confidence: 0.161978 | CL: 0.0427662 | ln_CD: 0.0829611 | CM: 0.00765987 | Top_Xtr: 0.0427385 | Bot_Xtr: 0.0531166 +Loss contributors: + s_ln_CD : 0.357652 + s_CL : 0.308329 + s_analysis_confidence : 0.234009 + s_CM : 0.152558 + s_Bot_Xtr : 0.0437826 + s_Top_Xtr : 0.0311127 + s_upper_bl_H_31 : 0.00377103 + s_upper_bl_H_23 : 0.00355236 + s_upper_bl_H_24 : 0.00353075 + s_lower_bl_H_31 : 0.00352877 +Epoch: 296 | Train Loss: 1.40757 | Test Loss: 1.40853 | analysis_confidence: 0.162605 | CL: 0.0428477 | ln_CD: 0.0829647 | CM: 0.00765086 | Top_Xtr: 0.0427302 | Bot_Xtr: 0.0531682 +Loss contributors: + s_ln_CD : 0.357277 + s_CL : 0.308985 + s_analysis_confidence : 0.233866 + s_CM : 0.152381 + s_Bot_Xtr : 0.0437784 + s_Top_Xtr : 0.031095 + s_upper_bl_H_31 : 0.00378056 + s_upper_bl_H_23 : 0.00356335 + s_upper_bl_H_24 : 0.00353933 + s_lower_bl_H_31 : 0.00353025 +Epoch: 297 | Train Loss: 1.40739 | Test Loss: 1.41161 | analysis_confidence: 0.163083 | CL: 0.0429821 | ln_CD: 0.0835417 | CM: 0.00767272 | Top_Xtr: 0.0427333 | Bot_Xtr: 0.0532405 +Loss contributors: + s_ln_CD : 0.359547 + s_CL : 0.30935 + s_analysis_confidence : 0.233944 + s_CM : 0.152855 + s_Bot_Xtr : 0.043887 + s_Top_Xtr : 0.0311044 + s_upper_bl_H_31 : 0.00376525 + s_upper_bl_H_23 : 0.00356533 + s_upper_bl_H_24 : 0.00353652 + s_lower_bl_H_31 : 0.00353298 +Epoch: 298 | Train Loss: 1.40711 | Test Loss: 1.40709 | analysis_confidence: 0.162561 | CL: 0.0427761 | ln_CD: 0.0828843 | CM: 0.00767565 | Top_Xtr: 0.0426387 | Bot_Xtr: 0.0531898 +Loss contributors: + s_ln_CD : 0.356509 + s_CL : 0.308036 + s_analysis_confidence : 0.233823 + s_CM : 0.152934 + s_Bot_Xtr : 0.0437938 + s_Top_Xtr : 0.0310109 + s_upper_bl_H_31 : 0.0037601 + s_upper_bl_H_23 : 0.00357271 + s_upper_bl_H_24 : 0.0035441 + s_lower_bl_H_31 : 0.00352832 +Epoch: 299 | Train Loss: 1.40688 | Test Loss: 1.40978 | analysis_confidence: 0.16317 | CL: 0.0431801 | ln_CD: 0.0827693 | CM: 0.00768949 | Top_Xtr: 0.0427059 | Bot_Xtr: 0.0531417 +Loss contributors: + s_ln_CD : 0.355949 + s_CL : 0.310849 + s_analysis_confidence : 0.233895 + s_CM : 0.153231 + s_Bot_Xtr : 0.0437186 + s_Top_Xtr : 0.0310588 + s_upper_bl_H_31 : 0.00374183 + s_upper_bl_H_23 : 0.00357432 + s_upper_bl_H_24 : 0.0035485 + s_lower_bl_H_31 : 0.00351882 +Epoch: 300 | Train Loss: 1.40651 | Test Loss: 1.40767 | analysis_confidence: 0.161544 | CL: 0.0427206 | ln_CD: 0.0830828 | CM: 0.00765509 | Top_Xtr: 0.0425499 | Bot_Xtr: 0.053063 +Loss contributors: + s_ln_CD : 0.358065 + s_CL : 0.307971 + s_analysis_confidence : 0.233832 + s_CM : 0.152461 + s_Bot_Xtr : 0.0437091 + s_Top_Xtr : 0.0309247 + s_upper_bl_H_31 : 0.00375507 + s_upper_bl_H_23 : 0.00357547 + s_upper_bl_H_24 : 0.00354486 + s_lower_bl_H_31 : 0.0035243 +Epoch: 301 | Train Loss: 1.40627 | Test Loss: 1.40947 | analysis_confidence: 0.163191 | CL: 0.0429347 | ln_CD: 0.0832041 | CM: 0.00766004 | Top_Xtr: 0.0426685 | Bot_Xtr: 0.0531378 +Loss contributors: + s_ln_CD : 0.357872 + s_CL : 0.309548 + s_analysis_confidence : 0.233978 + s_CM : 0.152575 + s_Bot_Xtr : 0.0437183 + s_Top_Xtr : 0.0310004 + s_upper_bl_H_31 : 0.00375807 + s_upper_bl_H_23 : 0.00358172 + s_upper_bl_H_24 : 0.0035434 + s_lower_bl_H_31 : 0.00352447 +Epoch: 302 | Train Loss: 1.40604 | Test Loss: 1.40547 | analysis_confidence: 0.162023 | CL: 0.042648 | ln_CD: 0.0829541 | CM: 0.00766573 | Top_Xtr: 0.0425651 | Bot_Xtr: 0.0530923 +Loss contributors: + s_ln_CD : 0.356816 + s_CL : 0.307086 + s_analysis_confidence : 0.233796 + s_CM : 0.152709 + s_Bot_Xtr : 0.0436671 + s_Top_Xtr : 0.0309138 + s_upper_bl_H_31 : 0.00376474 + s_upper_bl_H_23 : 0.0035704 + s_upper_bl_H_24 : 0.00353311 + s_lower_bl_H_31 : 0.00352309 +Epoch: 303 | Train Loss: 1.40575 | Test Loss: 1.41232 | analysis_confidence: 0.161994 | CL: 0.0427496 | ln_CD: 0.0842147 | CM: 0.00765787 | Top_Xtr: 0.0425181 | Bot_Xtr: 0.0530394 +Loss contributors: + s_ln_CD : 0.362507 + s_CL : 0.308204 + s_analysis_confidence : 0.233791 + s_CM : 0.152512 + s_Bot_Xtr : 0.0436013 + s_Top_Xtr : 0.0308733 + s_upper_bl_H_31 : 0.00377537 + s_upper_bl_H_23 : 0.00358317 + s_upper_bl_H_24 : 0.00354884 + s_lower_bl_H_31 : 0.00352266 +Epoch: 304 | Train Loss: 1.40552 | Test Loss: 1.40556 | analysis_confidence: 0.161919 | CL: 0.0426911 | ln_CD: 0.0829792 | CM: 0.00765224 | Top_Xtr: 0.0424938 | Bot_Xtr: 0.0530366 +Loss contributors: + s_ln_CD : 0.356852 + s_CL : 0.30743 + s_analysis_confidence : 0.233758 + s_CM : 0.152389 + s_Bot_Xtr : 0.0436173 + s_Top_Xtr : 0.0308342 + s_upper_bl_H_31 : 0.00375193 + s_upper_bl_H_23 : 0.00358125 + s_upper_bl_H_24 : 0.00354638 + s_lower_bl_H_31 : 0.00351541 +Epoch: 305 | Train Loss: 1.40512 | Test Loss: 1.40904 | analysis_confidence: 0.161857 | CL: 0.0429415 | ln_CD: 0.0831603 | CM: 0.00767274 | Top_Xtr: 0.0425145 | Bot_Xtr: 0.0529538 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s_analysis_confidence : 0.233669 + s_CM : 0.152244 + s_Bot_Xtr : 0.0435371 + s_Top_Xtr : 0.0307838 + s_upper_bl_H_31 : 0.0037609 + s_upper_bl_H_23 : 0.00359124 + s_upper_bl_H_24 : 0.00354682 + s_upper_bl_H_22 : 0.00352135 +Epoch: 308 | Train Loss: 1.40439 | Test Loss: 1.40454 | analysis_confidence: 0.161827 | CL: 0.042896 | ln_CD: 0.0824339 | CM: 0.00765531 | Top_Xtr: 0.0423894 | Bot_Xtr: 0.0528531 +Loss contributors: + s_ln_CD : 0.354394 + s_CL : 0.308976 + s_analysis_confidence : 0.233968 + s_CM : 0.152485 + s_Bot_Xtr : 0.0435067 + s_Top_Xtr : 0.0307878 + s_upper_bl_H_31 : 0.00376655 + s_upper_bl_H_23 : 0.0035872 + s_upper_bl_H_24 : 0.00354189 + s_lower_bl_H_31 : 0.00351948 +Epoch: 309 | Train Loss: 1.40418 | Test Loss: 1.40212 | analysis_confidence: 0.162448 | CL: 0.0426419 | ln_CD: 0.0824541 | CM: 0.00763621 | Top_Xtr: 0.0425025 | Bot_Xtr: 0.0531586 +Loss contributors: + s_ln_CD : 0.354515 + s_CL : 0.307139 + s_analysis_confidence : 0.233618 + s_CM : 0.152047 + s_Bot_Xtr : 0.0436301 + s_Top_Xtr : 0.030802 + s_upper_bl_H_31 : 0.00374828 + s_upper_bl_H_23 : 0.00358792 + s_upper_bl_H_24 : 0.00354511 + s_lower_bl_H_31 : 0.00351983 +Epoch: 310 | Train Loss: 1.40393 | Test Loss: 1.40883 | analysis_confidence: 0.161767 | CL: 0.0427995 | ln_CD: 0.0838912 | CM: 0.00763829 | Top_Xtr: 0.0423864 | Bot_Xtr: 0.0529612 +Loss contributors: + s_ln_CD : 0.360191 + s_CL : 0.308134 + s_analysis_confidence : 0.233647 + s_CM : 0.152094 + s_Bot_Xtr : 0.0435308 + s_Top_Xtr : 0.0307474 + s_upper_bl_H_31 : 0.00375331 + s_upper_bl_H_23 : 0.00359538 + s_upper_bl_H_24 : 0.00354661 + s_upper_bl_H_22 : 0.00352844 +Epoch: 311 | Train Loss: 1.40367 | Test Loss: 1.40463 | analysis_confidence: 0.16239 | CL: 0.0427549 | ln_CD: 0.0827578 | CM: 0.00765359 | Top_Xtr: 0.0423428 | Bot_Xtr: 0.0527672 +Loss contributors: + s_ln_CD : 0.355555 + s_CL : 0.308169 + s_analysis_confidence : 0.233843 + s_CM : 0.152438 + s_Bot_Xtr : 0.0434342 + s_Top_Xtr : 0.0307344 + s_upper_bl_H_31 : 0.00376795 + s_upper_bl_H_23 : 0.0036025 + s_upper_bl_H_24 : 0.00355477 + s_upper_bl_H_22 : 0.00353432 +Epoch: 312 | Train Loss: 1.40337 | Test Loss: 1.40874 | analysis_confidence: 0.163128 | CL: 0.0426429 | ln_CD: 0.0839685 | CM: 0.00765884 | Top_Xtr: 0.0422885 | Bot_Xtr: 0.0528161 +Loss contributors: + s_ln_CD : 0.360976 + s_CL : 0.307147 + s_analysis_confidence : 0.233641 + s_CM : 0.15254 + s_Bot_Xtr : 0.0434402 + s_Top_Xtr : 0.0306505 + s_upper_bl_H_31 : 0.00375794 + s_upper_bl_H_23 : 0.00360194 + s_upper_bl_H_24 : 0.00354886 + s_upper_bl_H_22 : 0.00353788 +Epoch: 313 | Train Loss: 1.40321 | Test Loss: 1.40353 | analysis_confidence: 0.162648 | CL: 0.0428177 | ln_CD: 0.0826495 | CM: 0.00765763 | Top_Xtr: 0.0423286 | Bot_Xtr: 0.0528021 +Loss contributors: + s_ln_CD : 0.354879 + s_CL : 0.308191 + s_analysis_confidence : 0.233615 + s_CM : 0.152516 + s_Bot_Xtr : 0.0434605 + s_Top_Xtr : 0.0307099 + s_upper_bl_H_31 : 0.00376843 + s_upper_bl_H_23 : 0.00360249 + s_upper_bl_H_22 : 0.003546 + s_upper_bl_H_24 : 0.00354311 +Epoch: 314 | Train Loss: 1.403 | Test Loss: 1.40711 | analysis_confidence: 0.161994 | CL: 0.042726 | ln_CD: 0.0834815 | CM: 0.00764653 | Top_Xtr: 0.0423294 | Bot_Xtr: 0.052871 +Loss contributors: + s_ln_CD : 0.35925 + s_CL : 0.307628 + s_analysis_confidence : 0.233678 + s_CM : 0.152269 + s_Bot_Xtr : 0.0434564 + s_Top_Xtr : 0.0307053 + s_upper_bl_H_31 : 0.0037705 + s_upper_bl_H_23 : 0.00359199 + s_upper_bl_H_24 : 0.00353653 + s_upper_bl_H_22 : 0.00353328 +Epoch: 315 | Train Loss: 1.40266 | Test Loss: 1.40402 | analysis_confidence: 0.162711 | CL: 0.0428135 | ln_CD: 0.0827263 | CM: 0.00765745 | Top_Xtr: 0.0422993 | Bot_Xtr: 0.0526973 +Loss contributors: + s_ln_CD : 0.355127 + s_CL : 0.308583 + s_analysis_confidence : 0.233635 + s_CM : 0.152529 + s_Bot_Xtr : 0.0433733 + s_Top_Xtr : 0.0306847 + s_upper_bl_H_31 : 0.00374802 + s_upper_bl_H_23 : 0.00359653 + s_upper_bl_H_24 : 0.00354429 + s_upper_bl_H_22 : 0.00353332 +Epoch: 316 | Train Loss: 1.40242 | Test Loss: 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CM: 0.00763833 | Top_Xtr: 0.0422621 | Bot_Xtr: 0.0526512 +Loss contributors: + s_ln_CD : 0.357679 + s_CL : 0.307543 + s_analysis_confidence : 0.23363 + s_CM : 0.15208 + s_Bot_Xtr : 0.0433048 + s_Top_Xtr : 0.0306329 + s_upper_bl_H_31 : 0.00374759 + s_upper_bl_H_23 : 0.00360771 + s_upper_bl_H_22 : 0.00355072 + s_upper_bl_H_24 : 0.00354759 +Epoch: 319 | Train Loss: 1.40174 | Test Loss: 1.40005 | analysis_confidence: 0.161789 | CL: 0.0425658 | ln_CD: 0.0823831 | CM: 0.0076392 | Top_Xtr: 0.0423127 | Bot_Xtr: 0.0526352 +Loss contributors: + s_ln_CD : 0.353842 + s_CL : 0.306447 + s_analysis_confidence : 0.233595 + s_CM : 0.152103 + s_Bot_Xtr : 0.0432976 + s_Top_Xtr : 0.0306703 + s_upper_bl_H_31 : 0.00374133 + s_upper_bl_H_23 : 0.00360463 + s_upper_bl_H_24 : 0.00354798 + s_upper_bl_H_22 : 0.00354497 +Epoch: 320 | Train Loss: 1.40154 | Test Loss: 1.40461 | analysis_confidence: 0.162095 | CL: 0.0426427 | ln_CD: 0.0832497 | CM: 0.00764622 | Top_Xtr: 0.0421855 | Bot_Xtr: 0.0527317 +Loss 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s_analysis_confidence : 0.233557 + s_CM : 0.152882 + s_Bot_Xtr : 0.0432771 + s_Top_Xtr : 0.0304817 + s_upper_bl_H_31 : 0.00375969 + s_upper_bl_H_23 : 0.00360057 + s_upper_bl_H_22 : 0.00355004 + s_upper_bl_H_24 : 0.00353515 +Epoch: 323 | Train Loss: 1.40081 | Test Loss: 1.40144 | analysis_confidence: 0.161949 | CL: 0.0426563 | ln_CD: 0.0825232 | CM: 0.00764414 | Top_Xtr: 0.0420922 | Bot_Xtr: 0.052639 +Loss contributors: + s_ln_CD : 0.354888 + s_CL : 0.307161 + s_analysis_confidence : 0.233484 + s_CM : 0.152199 + s_Bot_Xtr : 0.043279 + s_Top_Xtr : 0.0304637 + s_upper_bl_H_31 : 0.00377339 + s_upper_bl_H_23 : 0.00360269 + s_upper_bl_H_22 : 0.00355238 + s_upper_bl_H_24 : 0.00353672 +Epoch: 324 | Train Loss: 1.40056 | Test Loss: 1.41511 | analysis_confidence: 0.162456 | CL: 0.0428631 | ln_CD: 0.0849887 | CM: 0.0076446 | Top_Xtr: 0.0421486 | Bot_Xtr: 0.0525759 +Loss contributors: + s_ln_CD : 0.366786 + s_CL : 0.308969 + s_analysis_confidence : 0.233397 + s_CM : 0.152269 + s_Bot_Xtr : 0.043257 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s_upper_bl_H_23 : 0.00361422 + s_upper_bl_H_22 : 0.00356186 + s_upper_bl_H_24 : 0.0035485 +Epoch: 327 | Train Loss: 1.39997 | Test Loss: 1.40191 | analysis_confidence: 0.16266 | CL: 0.0428061 | ln_CD: 0.0823995 | CM: 0.00764305 | Top_Xtr: 0.0419353 | Bot_Xtr: 0.0524013 +Loss contributors: + s_ln_CD : 0.354387 + s_CL : 0.308626 + s_analysis_confidence : 0.233372 + s_CM : 0.152184 + s_Bot_Xtr : 0.0431238 + s_Top_Xtr : 0.030372 + s_upper_bl_H_31 : 0.00376487 + s_upper_bl_H_23 : 0.0036061 + s_upper_bl_H_22 : 0.00355946 + s_upper_bl_H_24 : 0.00353619 +Epoch: 328 | Train Loss: 1.39979 | Test Loss: 1.403 | analysis_confidence: 0.161798 | CL: 0.0427301 | ln_CD: 0.0828887 | CM: 0.00763344 | Top_Xtr: 0.0420512 | Bot_Xtr: 0.0524891 +Loss contributors: + s_ln_CD : 0.355895 + s_CL : 0.308079 + s_analysis_confidence : 0.233397 + s_CM : 0.151977 + s_Bot_Xtr : 0.0431468 + s_Top_Xtr : 0.0304508 + s_upper_bl_H_31 : 0.00375628 + s_upper_bl_H_23 : 0.00360535 + s_upper_bl_H_22 : 0.00355342 + s_upper_bl_H_24 : 0.00354075 +Epoch: 329 | Train Loss: 1.39961 | Test Loss: 1.40049 | analysis_confidence: 0.162097 | CL: 0.0428369 | ln_CD: 0.0824371 | CM: 0.00762471 | Top_Xtr: 0.0419674 | Bot_Xtr: 0.0524361 +Loss contributors: + s_ln_CD : 0.354062 + s_CL : 0.308082 + s_analysis_confidence : 0.23348 + s_CM : 0.151801 + s_Bot_Xtr : 0.0430873 + s_Top_Xtr : 0.0303688 + s_upper_bl_H_31 : 0.00374962 + s_upper_bl_H_23 : 0.00361542 + s_upper_bl_H_22 : 0.00356485 + s_upper_bl_H_24 : 0.00354878 +Epoch: 330 | Train Loss: 1.39938 | Test Loss: 1.40632 | analysis_confidence: 0.162547 | CL: 0.0427674 | ln_CD: 0.0837938 | CM: 0.00763573 | Top_Xtr: 0.0420444 | Bot_Xtr: 0.0524611 +Loss contributors: + s_ln_CD : 0.359609 + s_CL : 0.307832 + s_analysis_confidence : 0.233401 + s_CM : 0.152027 + s_Bot_Xtr : 0.0431484 + s_Top_Xtr : 0.0304259 + s_upper_bl_H_31 : 0.00374497 + s_upper_bl_H_23 : 0.00362112 + s_upper_bl_H_22 : 0.00357439 + s_upper_bl_H_24 : 0.00354952 +Epoch: 331 | Train Loss: 1.39918 | Test Loss: 1.40019 | analysis_confidence: 0.161835 | CL: 0.0426798 | ln_CD: 0.0825135 | CM: 0.00761506 | Top_Xtr: 0.0420393 | Bot_Xtr: 0.0523774 +Loss contributors: + s_ln_CD : 0.354495 + s_CL : 0.307487 + s_analysis_confidence : 0.233318 + s_CM : 0.151585 + s_Bot_Xtr : 0.0430994 + s_Top_Xtr : 0.0304207 + s_upper_bl_H_31 : 0.00375096 + s_upper_bl_H_23 : 0.00361417 + s_upper_bl_H_22 : 0.00356983 + s_upper_bl_H_24 : 0.00354201 +Epoch: 332 | Train Loss: 1.39897 | Test Loss: 1.40223 | analysis_confidence: 0.16264 | CL: 0.0425499 | ln_CD: 0.0832154 | CM: 0.00764063 | Top_Xtr: 0.0419613 | Bot_Xtr: 0.0523951 +Loss contributors: + s_ln_CD : 0.357329 + s_CL : 0.306289 + s_analysis_confidence : 0.233432 + s_CM : 0.152155 + s_Bot_Xtr : 0.0430428 + s_Top_Xtr : 0.0303683 + s_upper_bl_H_31 : 0.003772 + s_upper_bl_H_23 : 0.0036047 + s_upper_bl_H_22 : 0.00355552 + s_upper_bl_H_24 : 0.00353655 +Epoch: 333 | Train Loss: 1.3988 | Test Loss: 1.39896 | analysis_confidence: 0.163067 | CL: 0.0425551 | ln_CD: 0.0826164 | CM: 0.00761701 | Top_Xtr: 0.0421033 | Bot_Xtr: 0.0526309 +Loss contributors: + s_ln_CD : 0.354412 + s_CL : 0.306373 + s_analysis_confidence : 0.233474 + s_CM : 0.151617 + s_Bot_Xtr : 0.0431464 + s_Top_Xtr : 0.0304411 + s_upper_bl_H_31 : 0.00374592 + s_upper_bl_H_23 : 0.00362372 + s_upper_bl_H_22 : 0.00357533 + s_upper_bl_H_24 : 0.00355278 +Epoch: 334 | Train Loss: 1.39862 | Test Loss: 1.39892 | analysis_confidence: 0.163212 | CL: 0.0426686 | ln_CD: 0.0822893 | CM: 0.0076353 | Top_Xtr: 0.0419857 | Bot_Xtr: 0.0524887 +Loss contributors: + s_ln_CD : 0.353198 + s_CL : 0.307102 + s_analysis_confidence : 0.233576 + s_CM : 0.152036 + s_Bot_Xtr : 0.043151 + s_Top_Xtr : 0.0303946 + s_upper_bl_H_31 : 0.00376161 + s_upper_bl_H_23 : 0.0036134 + s_upper_bl_H_22 : 0.00357493 + s_upper_bl_H_24 : 0.00353535 +Epoch: 335 | Train Loss: 1.39842 | Test Loss: 1.41346 | analysis_confidence: 0.161503 | CL: 0.0426764 | ln_CD: 0.0853891 | CM: 0.00763164 | Top_Xtr: 0.0419232 | Bot_Xtr: 0.0525317 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s_analysis_confidence : 0.233463 + s_CM : 0.151468 + s_Bot_Xtr : 0.0430388 + s_Top_Xtr : 0.0304226 + s_upper_bl_H_31 : 0.00374987 + s_upper_bl_H_23 : 0.00362224 + s_upper_bl_H_22 : 0.003579 + s_upper_bl_H_24 : 0.00354718 +Epoch: 338 | Train Loss: 1.39784 | Test Loss: 1.39805 | analysis_confidence: 0.162092 | CL: 0.0426311 | ln_CD: 0.0824647 | CM: 0.00761702 | Top_Xtr: 0.041942 | Bot_Xtr: 0.0523115 +Loss contributors: + s_ln_CD : 0.353662 + s_CL : 0.306815 + s_analysis_confidence : 0.233238 + s_CM : 0.151612 + s_Bot_Xtr : 0.0429619 + s_Top_Xtr : 0.0303216 + s_upper_bl_H_31 : 0.00375929 + s_upper_bl_H_23 : 0.00362705 + s_upper_bl_H_22 : 0.00358536 + s_upper_bl_H_24 : 0.00354932 +Epoch: 339 | Train Loss: 1.39769 | Test Loss: 1.39774 | analysis_confidence: 0.162296 | CL: 0.0426957 | ln_CD: 0.082327 | CM: 0.00760866 | Top_Xtr: 0.0418596 | Bot_Xtr: 0.0522841 +Loss contributors: + s_ln_CD : 0.353423 + s_CL : 0.307045 + s_analysis_confidence : 0.233252 + s_CM : 0.151435 + s_Bot_Xtr : 0.0429196 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: 0.00362576 + s_upper_bl_H_22 : 0.00359046 + s_upper_bl_H_24 : 0.00354431 +Epoch: 342 | Train Loss: 1.39712 | Test Loss: 1.40032 | analysis_confidence: 0.162292 | CL: 0.0424807 | ln_CD: 0.0830723 | CM: 0.00763956 | Top_Xtr: 0.041852 | Bot_Xtr: 0.0521728 +Loss contributors: + s_ln_CD : 0.356725 + s_CL : 0.305551 + s_analysis_confidence : 0.233204 + s_CM : 0.152133 + s_Bot_Xtr : 0.0428619 + s_Top_Xtr : 0.0302645 + s_upper_bl_H_31 : 0.00375489 + s_upper_bl_H_23 : 0.00363338 + s_upper_bl_H_22 : 0.00359567 + s_upper_bl_H_24 : 0.00355432 +Epoch: 343 | Train Loss: 1.39686 | Test Loss: 1.401 | analysis_confidence: 0.162328 | CL: 0.0427439 | ln_CD: 0.0828973 | CM: 0.00762844 | Top_Xtr: 0.0420111 | Bot_Xtr: 0.0525123 +Loss contributors: + s_ln_CD : 0.355169 + s_CL : 0.307864 + s_analysis_confidence : 0.233243 + s_CM : 0.151881 + s_Bot_Xtr : 0.04301 + s_Top_Xtr : 0.0303699 + s_upper_bl_H_31 : 0.00375774 + s_upper_bl_H_23 : 0.00363535 + s_upper_bl_H_22 : 0.00359365 + s_upper_bl_H_24 : 0.00355748 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0.00761664 | Top_Xtr: 0.0418496 | Bot_Xtr: 0.0522157 +Loss contributors: + s_ln_CD : 0.355403 + s_CL : 0.306278 + s_analysis_confidence : 0.233115 + s_CM : 0.151607 + s_Bot_Xtr : 0.0428585 + s_Top_Xtr : 0.0302203 + s_upper_bl_H_31 : 0.0037704 + s_upper_bl_H_23 : 0.00362921 + s_upper_bl_H_22 : 0.00359902 + s_upper_bl_H_24 : 0.00354299 +Epoch: 349 | Train Loss: 1.39595 | Test Loss: 1.39586 | analysis_confidence: 0.162198 | CL: 0.0425769 | ln_CD: 0.0821998 | CM: 0.00760477 | Top_Xtr: 0.0419602 | Bot_Xtr: 0.0523308 +Loss contributors: + s_ln_CD : 0.352721 + s_CL : 0.306151 + s_analysis_confidence : 0.233201 + s_CM : 0.151344 + s_Bot_Xtr : 0.0428746 + s_Top_Xtr : 0.0302889 + s_upper_bl_H_31 : 0.0037598 + s_upper_bl_H_23 : 0.00362808 + s_upper_bl_H_22 : 0.00359361 + s_upper_bl_H_24 : 0.00354307 +Epoch: 350 | Train Loss: 1.39572 | Test Loss: 1.39643 | analysis_confidence: 0.16216 | CL: 0.0425079 | ln_CD: 0.0822848 | CM: 0.00761192 | Top_Xtr: 0.0416845 | Bot_Xtr: 0.0521391 +Loss contributors: 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s_upper_bl_H_31 : 0.00375698 + s_upper_bl_H_23 : 0.00362551 + s_upper_bl_H_22 : 0.00359657 + s_upper_bl_H_24 : 0.00353735 +Epoch: 355 | Train Loss: 1.39491 | Test Loss: 1.3962 | analysis_confidence: 0.162281 | CL: 0.0424478 | ln_CD: 0.0824526 | CM: 0.00761146 | Top_Xtr: 0.0416889 | Bot_Xtr: 0.0521798 +Loss contributors: + s_ln_CD : 0.354175 + s_CL : 0.305191 + s_analysis_confidence : 0.233229 + s_CM : 0.151489 + s_Bot_Xtr : 0.0428487 + s_Top_Xtr : 0.030129 + s_upper_bl_H_31 : 0.00376737 + s_upper_bl_H_23 : 0.00362368 + s_upper_bl_H_22 : 0.00359436 + s_upper_bl_H_24 : 0.00353626 +Epoch: 356 | Train Loss: 1.39474 | Test Loss: 1.39602 | analysis_confidence: 0.161184 | CL: 0.0424844 | ln_CD: 0.0823293 | CM: 0.0076227 | Top_Xtr: 0.0419729 | Bot_Xtr: 0.0523006 +Loss contributors: + s_ln_CD : 0.353147 + s_CL : 0.305555 + s_analysis_confidence : 0.233168 + s_CM : 0.151736 + s_Bot_Xtr : 0.042906 + s_Top_Xtr : 0.0303407 + s_upper_bl_H_31 : 0.00376263 + s_upper_bl_H_23 : 0.00362485 + s_upper_bl_H_22 : 0.0035925 + s_upper_bl_H_24 : 0.00353964 +Epoch: 357 | Train Loss: 1.39459 | Test Loss: 1.39574 | analysis_confidence: 0.162566 | CL: 0.0424703 | ln_CD: 0.0823595 | CM: 0.00761698 | Top_Xtr: 0.0419165 | Bot_Xtr: 0.052483 +Loss contributors: + s_ln_CD : 0.353157 + s_CL : 0.30568 + s_analysis_confidence : 0.233241 + s_CM : 0.151626 + s_Bot_Xtr : 0.0429279 + s_Top_Xtr : 0.0302173 + s_upper_bl_H_31 : 0.00377245 + s_upper_bl_H_23 : 0.00362731 + s_upper_bl_H_22 : 0.00360478 + s_upper_bl_H_24 : 0.00353556 +Epoch: 358 | Train Loss: 1.39438 | Test Loss: 1.39434 | analysis_confidence: 0.161497 | CL: 0.0424326 | ln_CD: 0.082256 | CM: 0.00759824 | Top_Xtr: 0.041744 | Bot_Xtr: 0.0520288 +Loss contributors: + s_ln_CD : 0.352524 + s_CL : 0.305228 + s_analysis_confidence : 0.233206 + s_CM : 0.151179 + s_Bot_Xtr : 0.0427288 + s_Top_Xtr : 0.0301481 + s_upper_bl_H_31 : 0.00374852 + s_upper_bl_H_23 : 0.00364751 + s_upper_bl_H_22 : 0.00361365 + s_upper_bl_H_24 : 0.00356117 +Epoch: 359 | Train Loss: 1.39424 | Test Loss: 1.3959 | analysis_confidence: 0.16315 | CL: 0.0425194 | ln_CD: 0.08247 | CM: 0.00761968 | Top_Xtr: 0.0417301 | Bot_Xtr: 0.0520109 +Loss contributors: + s_ln_CD : 0.352963 + s_CL : 0.305968 + s_analysis_confidence : 0.233319 + s_CM : 0.151672 + s_Bot_Xtr : 0.0426972 + s_Top_Xtr : 0.0301512 + s_upper_bl_H_31 : 0.0037649 + s_upper_bl_H_23 : 0.00364109 + s_upper_bl_H_22 : 0.00361045 + s_upper_bl_H_24 : 0.00355307 +Epoch: 360 | Train Loss: 1.3941 | Test Loss: 1.39361 | analysis_confidence: 0.162428 | CL: 0.0426014 | ln_CD: 0.0819055 | CM: 0.0076042 | Top_Xtr: 0.0417444 | Bot_Xtr: 0.0520524 +Loss contributors: + s_ln_CD : 0.351015 + s_CL : 0.306276 + s_analysis_confidence : 0.233214 + s_CM : 0.15133 + s_Bot_Xtr : 0.042765 + s_Top_Xtr : 0.0301398 + s_upper_bl_H_31 : 0.00375956 + s_upper_bl_H_23 : 0.00362835 + s_upper_bl_H_22 : 0.00359788 + s_upper_bl_H_24 : 0.00354082 +Epoch: 361 | Train Loss: 1.39401 | Test Loss: 1.39633 | analysis_confidence: 0.162842 | CL: 0.0425368 | ln_CD: 0.0826382 | CM: 0.00761759 | Top_Xtr: 0.0416312 | Bot_Xtr: 0.0519316 +Loss contributors: + s_ln_CD : 0.353778 + s_CL : 0.306113 + s_analysis_confidence : 0.233074 + s_CM : 0.1516 + s_Bot_Xtr : 0.0426745 + s_Top_Xtr : 0.0300521 + s_upper_bl_H_31 : 0.0037538 + s_upper_bl_H_23 : 0.0036353 + s_upper_bl_H_22 : 0.00360572 + s_upper_bl_H_24 : 0.00354754 +Epoch: 362 | Train Loss: 1.39382 | Test Loss: 1.39984 | analysis_confidence: 0.161856 | CL: 0.0427885 | ln_CD: 0.0825047 | CM: 0.00763375 | Top_Xtr: 0.0416619 | Bot_Xtr: 0.0519443 +Loss contributors: + s_ln_CD : 0.354702 + s_CL : 0.308017 + s_analysis_confidence : 0.233183 + s_CM : 0.151968 + s_Bot_Xtr : 0.04262 + s_Top_Xtr : 0.0300557 + s_upper_bl_H_31 : 0.00375192 + s_upper_bl_H_23 : 0.00364659 + s_upper_bl_H_22 : 0.00361441 + s_upper_bl_H_24 : 0.00355892 +Epoch: 363 | Train Loss: 1.39368 | Test Loss: 1.3953 | analysis_confidence: 0.162137 | CL: 0.0425505 | ln_CD: 0.0822084 | CM: 0.00759589 | Top_Xtr: 0.0416453 | Bot_Xtr: 0.0519403 +Loss contributors: + s_ln_CD : 0.353064 + s_CL : 0.306087 + s_analysis_confidence : 0.233224 + s_CM : 0.151146 + s_Bot_Xtr : 0.0426929 + s_Top_Xtr : 0.0300701 + s_upper_bl_H_31 : 0.00377471 + s_upper_bl_H_23 : 0.00362239 + s_upper_bl_H_22 : 0.00359649 + s_upper_bl_H_24 : 0.00353164 +Epoch: 364 | Train Loss: 1.39361 | Test Loss: 1.39657 | analysis_confidence: 0.161732 | CL: 0.0425332 | ln_CD: 0.082641 | CM: 0.00761795 | Top_Xtr: 0.041734 | Bot_Xtr: 0.0521074 +Loss contributors: + s_ln_CD : 0.354323 + s_CL : 0.305783 + s_analysis_confidence : 0.232998 + s_CM : 0.151647 + s_Bot_Xtr : 0.0428185 + s_Top_Xtr : 0.0301415 + s_upper_bl_H_31 : 0.00377924 + s_upper_bl_H_23 : 0.00362413 + s_upper_bl_H_22 : 0.00359694 + s_upper_bl_H_24 : 0.0035348 +Epoch: 365 | Train Loss: 1.39339 | Test Loss: 1.39649 | analysis_confidence: 0.160969 | CL: 0.042387 | ln_CD: 0.0827843 | CM: 0.00759493 | Top_Xtr: 0.0416723 | Bot_Xtr: 0.052002 +Loss contributors: + s_ln_CD : 0.355552 + s_CL : 0.30502 + s_analysis_confidence : 0.233198 + s_CM : 0.151102 + s_Bot_Xtr : 0.0426771 + s_Top_Xtr : 0.0300976 + s_upper_bl_H_31 : 0.00376788 + s_upper_bl_H_23 : 0.00362439 + s_upper_bl_H_22 : 0.00360049 + s_upper_bl_H_24 : 0.00353212 +Epoch: 366 | Train Loss: 1.39325 | Test Loss: 1.39407 | analysis_confidence: 0.160853 | CL: 0.0424391 | ln_CD: 0.0822829 | CM: 0.0076049 | Top_Xtr: 0.0416503 | Bot_Xtr: 0.0519405 +Loss contributors: + s_ln_CD : 0.352991 + s_CL : 0.305309 + s_analysis_confidence : 0.233007 + s_CM : 0.151327 + s_Bot_Xtr : 0.0426414 + s_Top_Xtr : 0.0300407 + s_upper_bl_H_31 : 0.00376734 + s_upper_bl_H_23 : 0.00362523 + s_upper_bl_H_22 : 0.00360382 + s_upper_bl_H_24 : 0.00353092 +Epoch: 367 | Train Loss: 1.39313 | Test Loss: 1.39294 | analysis_confidence: 0.162248 | CL: 0.0424222 | ln_CD: 0.0820548 | CM: 0.00761513 | Top_Xtr: 0.0416967 | Bot_Xtr: 0.052003 +Loss contributors: + s_ln_CD : 0.351432 + s_CL : 0.305214 + s_analysis_confidence : 0.233017 + s_CM : 0.151588 + s_Bot_Xtr : 0.0426924 + s_Top_Xtr : 0.0301118 + s_upper_bl_H_31 : 0.0037664 + s_upper_bl_H_23 : 0.00362867 + s_upper_bl_H_22 : 0.00360917 + s_upper_bl_H_24 : 0.00353316 +Epoch: 368 | Train Loss: 1.39289 | Test Loss: 1.39284 | analysis_confidence: 0.161112 | CL: 0.0424822 | ln_CD: 0.0818756 | CM: 0.00761301 | Top_Xtr: 0.0416457 | Bot_Xtr: 0.0520434 +Loss contributors: + s_ln_CD : 0.351069 + s_CL : 0.305799 + s_analysis_confidence : 0.232947 + s_CM : 0.151499 + s_Bot_Xtr : 0.0427386 + s_Top_Xtr : 0.0300509 + s_upper_bl_H_31 : 0.00378472 + s_upper_bl_H_23 : 0.00362935 + s_upper_bl_H_22 : 0.00361182 + s_upper_bl_H_24 : 0.00353194 +Epoch: 369 | Train Loss: 1.39276 | Test Loss: 1.39971 | analysis_confidence: 0.161794 | CL: 0.0425502 | ln_CD: 0.083298 | CM: 0.00760274 | Top_Xtr: 0.0416648 | Bot_Xtr: 0.0520645 +Loss contributors: + s_ln_CD : 0.357709 + s_CL : 0.306256 + s_analysis_confidence : 0.233 + s_CM : 0.1513 + s_Bot_Xtr : 0.042733 + s_Top_Xtr : 0.0300672 + s_upper_bl_H_31 : 0.00377764 + s_upper_bl_H_23 : 0.00362654 + s_upper_bl_H_22 : 0.0036034 + s_upper_bl_H_24 : 0.00353321 +Epoch: 370 | Train Loss: 1.39264 | Test Loss: 1.3919 | analysis_confidence: 0.162866 | CL: 0.0424736 | ln_CD: 0.0817617 | CM: 0.00759276 | Top_Xtr: 0.041803 | Bot_Xtr: 0.0521616 +Loss contributors: + s_ln_CD : 0.350637 + s_CL : 0.305388 + s_analysis_confidence : 0.232982 + s_CM : 0.15106 + s_Bot_Xtr : 0.0427715 + s_Top_Xtr : 0.0301676 + s_upper_bl_H_31 : 0.00376982 + s_upper_bl_H_23 : 0.00363541 + s_upper_bl_H_22 : 0.00361652 + s_upper_bl_H_24 : 0.00353885 +Epoch: 371 | Train Loss: 1.39251 | Test Loss: 1.39427 | analysis_confidence: 0.161499 | CL: 0.0424668 | ln_CD: 0.0822488 | CM: 0.00762244 | Top_Xtr: 0.0416825 | Bot_Xtr: 0.0519973 +Loss contributors: + s_ln_CD : 0.352396 + s_CL : 0.305685 + s_analysis_confidence : 0.233074 + s_CM : 0.151734 + s_Bot_Xtr : 0.0426453 + s_Top_Xtr : 0.0300889 + s_upper_bl_H_31 : 0.00377021 + s_upper_bl_H_23 : 0.00361684 + s_upper_bl_H_22 : 0.00359243 + s_upper_bl_H_24 : 0.00352605 +Epoch: 372 | Train Loss: 1.39235 | Test Loss: 1.39625 | analysis_confidence: 0.16134 | CL: 0.0425511 | ln_CD: 0.0827137 | CM: 0.00762158 | Top_Xtr: 0.0415841 | Bot_Xtr: 0.0519343 +Loss contributors: + s_ln_CD : 0.35412 + s_CL : 0.305843 + s_analysis_confidence : 0.233084 + s_CM : 0.151683 + s_Bot_Xtr : 0.0426508 + s_Top_Xtr : 0.0300087 + s_upper_bl_H_31 : 0.00377044 + s_upper_bl_H_23 : 0.00362935 + s_upper_bl_H_22 : 0.00360638 + s_upper_bl_H_24 : 0.00353497 +Epoch: 373 | Train Loss: 1.39224 | Test Loss: 1.39394 | analysis_confidence: 0.162036 | CL: 0.0425588 | ln_CD: 0.0822061 | CM: 0.00759478 | Top_Xtr: 0.0416377 | Bot_Xtr: 0.0520335 +Loss contributors: + s_ln_CD : 0.35256 + s_CL : 0.305955 + s_analysis_confidence : 0.232946 + s_CM : 0.151109 + s_Bot_Xtr : 0.0427591 + s_Top_Xtr : 0.0300726 + s_upper_bl_H_31 : 0.00376768 + s_upper_bl_H_23 : 0.00362971 + s_upper_bl_H_22 : 0.0036112 + s_upper_bl_H_24 : 0.00353305 +Epoch: 374 | Train Loss: 1.39211 | Test Loss: 1.39459 | analysis_confidence: 0.161606 | CL: 0.0426898 | ln_CD: 0.0820429 | CM: 0.0076235 | Top_Xtr: 0.0415817 | Bot_Xtr: 0.0519273 +Loss contributors: + s_ln_CD : 0.35145 + s_CL : 0.30687 + s_analysis_confidence : 0.233108 + s_CM : 0.151792 + s_Bot_Xtr : 0.0426194 + s_Top_Xtr : 0.0299864 + s_upper_bl_H_31 : 0.00376666 + s_upper_bl_H_23 : 0.00362585 + s_upper_bl_H_22 : 0.00360648 + s_upper_bl_H_24 : 0.00352884 +Epoch: 375 | Train Loss: 1.392 | Test Loss: 1.39179 | analysis_confidence: 0.161209 | CL: 0.0425446 | ln_CD: 0.0817943 | CM: 0.00760233 | Top_Xtr: 0.0416078 | Bot_Xtr: 0.0518602 +Loss contributors: + s_ln_CD : 0.350393 + s_CL : 0.305854 + s_analysis_confidence : 0.232953 + s_CM : 0.151279 + s_Bot_Xtr : 0.0425908 + s_Top_Xtr : 0.0300539 + s_upper_bl_H_31 : 0.0037687 + s_upper_bl_H_23 : 0.0036443 + s_upper_bl_H_22 : 0.00362168 + s_upper_bl_H_24 : 0.00354874 +Epoch: 376 | Train Loss: 1.39194 | Test Loss: 1.39183 | analysis_confidence: 0.162204 | CL: 0.0424697 | ln_CD: 0.0819826 | CM: 0.00759627 | Top_Xtr: 0.0416239 | Bot_Xtr: 0.0518744 +Loss contributors: + s_ln_CD : 0.351053 + s_CL : 0.305378 + s_analysis_confidence : 0.232987 + s_CM : 0.151132 + s_Bot_Xtr : 0.0426018 + s_Top_Xtr : 0.0300228 + s_upper_bl_H_31 : 0.00377333 + s_upper_bl_H_23 : 0.00363104 + s_upper_bl_H_22 : 0.00361381 + s_upper_bl_H_24 : 0.00353257 +Epoch: 377 | Train Loss: 1.39176 | Test Loss: 1.39492 | analysis_confidence: 0.162511 | CL: 0.042825 | ln_CD: 0.0818775 | CM: 0.00759399 | Top_Xtr: 0.0416641 | Bot_Xtr: 0.051992 +Loss contributors: + s_ln_CD : 0.35091 + s_CL : 0.308191 + s_analysis_confidence : 0.233108 + s_CM : 0.151097 + s_Bot_Xtr : 0.0426568 + s_Top_Xtr : 0.030029 + s_upper_bl_H_31 : 0.00375737 + s_upper_bl_H_23 : 0.00365138 + s_upper_bl_H_22 : 0.00363635 + s_upper_bl_H_24 : 0.00355119 +Epoch: 378 | Train Loss: 1.39167 | Test Loss: 1.40015 | analysis_confidence: 0.161516 | CL: 0.0428392 | ln_CD: 0.0829091 | CM: 0.00762212 | Top_Xtr: 0.0417052 | Bot_Xtr: 0.0521687 +Loss 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s_analysis_confidence : 0.232979 + s_CM : 0.151333 + s_Bot_Xtr : 0.042666 + s_Top_Xtr : 0.0299843 + s_upper_bl_H_31 : 0.00379654 + s_upper_bl_H_23 : 0.00362465 + s_upper_bl_H_22 : 0.00360848 + s_upper_bl_H_24 : 0.00352869 +Epoch: 381 | Train Loss: 1.39115 | Test Loss: 1.39155 | analysis_confidence: 0.160726 | CL: 0.0423427 | ln_CD: 0.0820469 | CM: 0.00760253 | Top_Xtr: 0.0415716 | Bot_Xtr: 0.0519531 +Loss contributors: + s_ln_CD : 0.351878 + s_CL : 0.304375 + s_analysis_confidence : 0.233038 + s_CM : 0.151294 + s_Bot_Xtr : 0.0425444 + s_Top_Xtr : 0.0299595 + s_upper_bl_H_31 : 0.00377625 + s_upper_bl_H_23 : 0.0036319 + s_upper_bl_H_22 : 0.00361669 + s_upper_bl_H_24 : 0.00353234 +Epoch: 382 | Train Loss: 1.39103 | Test Loss: 1.39155 | analysis_confidence: 0.162342 | CL: 0.0423422 | ln_CD: 0.0821606 | CM: 0.00759028 | Top_Xtr: 0.0415343 | Bot_Xtr: 0.0517416 +Loss contributors: + s_ln_CD : 0.35181 + s_CL : 0.304431 + s_analysis_confidence : 0.233199 + s_CM : 0.15101 + s_Bot_Xtr : 0.042483 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: 0.00365247 + s_upper_bl_H_22 : 0.00364142 + s_upper_bl_H_24 : 0.00354917 +Epoch: 385 | Train Loss: 1.39061 | Test Loss: 1.39231 | analysis_confidence: 0.160599 | CL: 0.0426413 | ln_CD: 0.0817952 | CM: 0.00760707 | Top_Xtr: 0.0415823 | Bot_Xtr: 0.0517598 +Loss contributors: + s_ln_CD : 0.350422 + s_CL : 0.306263 + s_analysis_confidence : 0.232925 + s_CM : 0.151369 + s_Bot_Xtr : 0.0424874 + s_Top_Xtr : 0.0299788 + s_upper_bl_H_31 : 0.00376979 + s_upper_bl_H_23 : 0.00364259 + s_upper_bl_H_22 : 0.00362464 + s_upper_bl_H_24 : 0.00354433 +Epoch: 386 | Train Loss: 1.39062 | Test Loss: 1.39155 | analysis_confidence: 0.161736 | CL: 0.0423919 | ln_CD: 0.0820411 | CM: 0.00759587 | Top_Xtr: 0.0417309 | Bot_Xtr: 0.0518845 +Loss contributors: + s_ln_CD : 0.351535 + s_CL : 0.304633 + s_analysis_confidence : 0.232917 + s_CM : 0.151134 + s_Bot_Xtr : 0.0425735 + s_Top_Xtr : 0.0301241 + s_upper_bl_H_31 : 0.00377681 + s_upper_bl_H_23 : 0.0036347 + s_upper_bl_H_22 : 0.0036187 + s_upper_bl_H_24 : 0.00353476 +Epoch: 387 | Train Loss: 1.39043 | Test Loss: 1.39109 | analysis_confidence: 0.160423 | CL: 0.0423462 | ln_CD: 0.081817 | CM: 0.00759058 | Top_Xtr: 0.0416837 | Bot_Xtr: 0.0521734 +Loss contributors: + s_ln_CD : 0.351076 + s_CL : 0.304594 + s_analysis_confidence : 0.232955 + s_CM : 0.151033 + s_Bot_Xtr : 0.0427024 + s_Top_Xtr : 0.0300413 + s_upper_bl_H_31 : 0.00379256 + s_upper_bl_H_23 : 0.00362159 + s_upper_bl_H_22 : 0.00360946 + s_upper_bl_H_24 : 0.00352106 +Epoch: 388 | Train Loss: 1.39022 | Test Loss: 1.39639 | analysis_confidence: 0.161467 | CL: 0.0423222 | ln_CD: 0.0833605 | CM: 0.00759044 | Top_Xtr: 0.0416074 | Bot_Xtr: 0.0518556 +Loss contributors: + s_ln_CD : 0.356883 + s_CL : 0.304461 + s_analysis_confidence : 0.232985 + s_CM : 0.151021 + s_Bot_Xtr : 0.0425654 + s_Top_Xtr : 0.0300327 + s_upper_bl_H_31 : 0.00378558 + s_upper_bl_H_23 : 0.00362702 + s_upper_bl_H_22 : 0.00361683 + s_upper_bl_H_24 : 0.00352443 +Epoch: 389 | Train Loss: 1.39011 | Test Loss: 1.39078 | analysis_confidence: 0.160439 | CL: 0.042355 | ln_CD: 0.0820102 | CM: 0.00757934 | Top_Xtr: 0.0415347 | Bot_Xtr: 0.0517975 +Loss contributors: + s_ln_CD : 0.351464 + s_CL : 0.304626 + s_analysis_confidence : 0.232838 + s_CM : 0.150772 + s_Bot_Xtr : 0.0424401 + s_Top_Xtr : 0.0299456 + s_upper_bl_H_31 : 0.00376795 + s_upper_bl_H_23 : 0.00364394 + s_upper_bl_H_22 : 0.00362485 + s_upper_bl_H_24 : 0.00354701 +Epoch: 390 | Train Loss: 1.39001 | Test Loss: 1.39134 | analysis_confidence: 0.161444 | CL: 0.042553 | ln_CD: 0.0818021 | CM: 0.00759952 | Top_Xtr: 0.0415654 | Bot_Xtr: 0.0516679 +Loss contributors: + s_ln_CD : 0.350403 + s_CL : 0.306027 + s_analysis_confidence : 0.232798 + s_CM : 0.151221 + s_Bot_Xtr : 0.042422 + s_Top_Xtr : 0.0299946 + s_upper_bl_H_31 : 0.0037637 + s_upper_bl_H_23 : 0.00363708 + s_upper_bl_H_22 : 0.00361676 + s_upper_bl_H_24 : 0.00354028 +Epoch: 391 | Train Loss: 1.38996 | Test Loss: 1.39416 | analysis_confidence: 0.161026 | CL: 0.0428244 | ln_CD: 0.0817214 | CM: 0.00762202 | Top_Xtr: 0.0413591 | Bot_Xtr: 0.0517764 +Loss contributors: + s_ln_CD : 0.350299 + s_CL : 0.30839 + s_analysis_confidence : 0.232852 + s_CM : 0.151695 + s_Bot_Xtr : 0.0425146 + s_Top_Xtr : 0.0298182 + s_upper_bl_H_31 : 0.00380596 + s_upper_bl_H_23 : 0.003634 + s_upper_bl_H_22 : 0.0036234 + s_upper_bl_H_24 : 0.00353135 +Epoch: 392 | Train Loss: 1.38972 | Test Loss: 1.39227 | analysis_confidence: 0.161209 | CL: 0.0423769 | ln_CD: 0.0820714 | CM: 0.00760738 | Top_Xtr: 0.041591 | Bot_Xtr: 0.051855 +Loss contributors: + s_ln_CD : 0.35181 + s_CL : 0.30487 + s_analysis_confidence : 0.232878 + s_CM : 0.151374 + s_Bot_Xtr : 0.0425315 + s_Top_Xtr : 0.030008 + s_upper_bl_H_31 : 0.00378396 + s_upper_bl_H_23 : 0.00363422 + s_upper_bl_H_22 : 0.003621 + s_upper_bl_H_24 : 0.00353189 +Epoch: 393 | Train Loss: 1.38965 | Test Loss: 1.39303 | analysis_confidence: 0.161629 | CL: 0.0424704 | ln_CD: 0.0820499 | CM: 0.00764505 | Top_Xtr: 0.0414163 | Bot_Xtr: 0.0516891 +Loss contributors: + s_ln_CD : 0.351926 + s_CL : 0.305085 + s_analysis_confidence : 0.232929 + s_CM : 0.152253 + s_Bot_Xtr : 0.0424147 + s_Top_Xtr : 0.0298495 + s_upper_bl_H_31 : 0.00378413 + s_upper_bl_H_23 : 0.00363611 + s_upper_bl_H_22 : 0.00363197 + s_upper_bl_H_24 : 0.00353037 +Epoch: 394 | Train Loss: 1.38962 | Test Loss: 1.39193 | analysis_confidence: 0.162456 | CL: 0.0425377 | ln_CD: 0.0819731 | CM: 0.00760575 | Top_Xtr: 0.0414773 | Bot_Xtr: 0.0517556 +Loss contributors: + s_ln_CD : 0.351366 + s_CL : 0.30571 + s_analysis_confidence : 0.232948 + s_CM : 0.151349 + s_Bot_Xtr : 0.0424647 + s_Top_Xtr : 0.0298939 + s_upper_bl_H_31 : 0.00378068 + s_upper_bl_H_23 : 0.00363136 + s_upper_bl_H_22 : 0.00361742 + s_upper_bl_H_24 : 0.00353107 +Epoch: 395 | Train Loss: 1.38941 | Test Loss: 1.39905 | analysis_confidence: 0.162158 | CL: 0.0423666 | ln_CD: 0.0844206 | CM: 0.0075841 | Top_Xtr: 0.0414465 | Bot_Xtr: 0.0517599 +Loss contributors: + s_ln_CD : 0.36003 + s_CL : 0.304477 + s_analysis_confidence : 0.232817 + s_CM : 0.15086 + s_Bot_Xtr : 0.0424709 + s_Top_Xtr : 0.029888 + s_upper_bl_H_31 : 0.00376101 + s_upper_bl_H_23 : 0.00364813 + s_upper_bl_H_22 : 0.00363156 + s_upper_bl_H_24 : 0.00354707 +Epoch: 396 | Train Loss: 1.38934 | Test Loss: 1.39026 | analysis_confidence: 0.161384 | CL: 0.0422831 | ln_CD: 0.0823021 | CM: 0.00759781 | Top_Xtr: 0.0414877 | Bot_Xtr: 0.0518508 +Loss contributors: + s_ln_CD : 0.351679 + s_CL : 0.303936 + s_analysis_confidence : 0.232708 + s_CM : 0.151174 + s_Bot_Xtr : 0.0425216 + s_Top_Xtr : 0.0299231 + s_upper_bl_H_31 : 0.00379474 + s_upper_bl_H_23 : 0.00362546 + s_upper_bl_H_22 : 0.00361216 + s_upper_bl_H_24 : 0.00352792 +Epoch: 397 | Train Loss: 1.38921 | Test Loss: 1.39263 | analysis_confidence: 0.162067 | CL: 0.0425503 | ln_CD: 0.0823364 | CM: 0.00760543 | Top_Xtr: 0.0415293 | Bot_Xtr: 0.0517951 +Loss contributors: + s_ln_CD : 0.352194 + s_CL : 0.305668 + s_analysis_confidence : 0.23283 + s_CM : 0.151347 + s_Bot_Xtr : 0.0425139 + s_Top_Xtr : 0.0299438 + s_upper_bl_H_31 : 0.00378756 + s_upper_bl_H_23 : 0.00362845 + s_upper_bl_H_22 : 0.00362419 + s_upper_bl_H_24 : 0.00352136 +Epoch: 398 | Train Loss: 1.38897 | Test Loss: 1.39021 | analysis_confidence: 0.162417 | CL: 0.0423835 | ln_CD: 0.0821124 | CM: 0.00758231 | Top_Xtr: 0.0415855 | Bot_Xtr: 0.0518129 +Loss contributors: + s_ln_CD : 0.350942 + s_CL : 0.304826 + s_analysis_confidence : 0.232849 + s_CM : 0.150845 + s_Bot_Xtr : 0.0424395 + s_Top_Xtr : 0.0299529 + s_upper_bl_H_31 : 0.00378006 + s_upper_bl_H_23 : 0.00362888 + s_upper_bl_H_22 : 0.00362425 + s_upper_bl_H_24 : 0.00352262 +Epoch: 399 | Train Loss: 1.38889 | Test Loss: 1.39037 | analysis_confidence: 0.161911 | CL: 0.0423156 | ln_CD: 0.0821451 | CM: 0.00758956 | Top_Xtr: 0.0414619 | Bot_Xtr: 0.0516927 +Loss contributors: + s_ln_CD : 0.351549 + s_CL : 0.304237 + s_analysis_confidence : 0.232871 + s_CM : 0.15099 + s_Bot_Xtr : 0.0423847 + s_Top_Xtr : 0.029854 + s_upper_bl_H_31 : 0.00377514 + s_upper_bl_H_23 : 0.00364487 + s_upper_bl_H_22 : 0.00363473 + s_upper_bl_H_24 : 0.00354003 +Epoch: 400 | Train Loss: 1.38874 | Test Loss: 1.38927 | analysis_confidence: 0.160585 | CL: 0.0422772 | ln_CD: 0.081939 | CM: 0.00757716 | Top_Xtr: 0.0413867 | Bot_Xtr: 0.0517382 +Loss contributors: + s_ln_CD : 0.351129 + s_CL : 0.303854 + s_analysis_confidence : 0.232782 + s_CM : 0.150719 + s_Bot_Xtr : 0.0424601 + s_Top_Xtr : 0.0298376 + s_upper_bl_H_31 : 0.00380419 + s_upper_bl_H_23 : 0.00363139 + s_upper_bl_H_22 : 0.00362867 + s_upper_bl_H_24 : 0.00352342 +Epoch: 401 | Train Loss: 1.38869 | Test Loss: 1.38716 | analysis_confidence: 0.161156 | CL: 0.0422825 | ln_CD: 0.0816758 | CM: 0.00757364 | Top_Xtr: 0.0414432 | Bot_Xtr: 0.0517104 +Loss contributors: + s_ln_CD : 0.349146 + s_CL : 0.303854 + s_analysis_confidence : 0.2328 + s_CM : 0.150642 + s_Bot_Xtr : 0.042447 + s_Top_Xtr : 0.0298692 + s_upper_bl_H_31 : 0.003778 + s_upper_bl_H_23 : 0.00363439 + s_upper_bl_H_22 : 0.00362846 + s_upper_bl_H_24 : 0.00352953 +Epoch: 402 | Train Loss: 1.38848 | Test Loss: 1.39626 | analysis_confidence: 0.161053 | CL: 0.0428028 | ln_CD: 0.0820132 | CM: 0.00770402 | Top_Xtr: 0.0414002 | Bot_Xtr: 0.0517971 +Loss contributors: + s_ln_CD : 0.35137 + s_CL : 0.307915 + s_analysis_confidence : 0.232781 + s_CM : 0.153554 + s_Bot_Xtr : 0.0424497 + s_Top_Xtr : 0.0298283 + s_upper_bl_H_31 : 0.00380344 + s_upper_bl_H_23 : 0.00362368 + s_upper_bl_H_22 : 0.00360971 + s_upper_bl_H_24 : 0.00352383 +Epoch: 403 | Train Loss: 1.38842 | Test Loss: 1.39012 | analysis_confidence: 0.161804 | CL: 0.0423021 | ln_CD: 0.0821947 | CM: 0.007585 | Top_Xtr: 0.0414264 | Bot_Xtr: 0.0517212 +Loss contributors: + s_ln_CD : 0.351542 + s_CL : 0.304151 + s_analysis_confidence : 0.232873 + s_CM : 0.150878 + s_Bot_Xtr : 0.0424723 + s_Top_Xtr : 0.0298722 + s_upper_bl_H_31 : 0.00377713 + s_upper_bl_H_23 : 0.00364502 + s_upper_bl_H_22 : 0.00363842 + s_upper_bl_H_24 : 0.00353901 +Epoch: 404 | Train Loss: 1.38827 | Test Loss: 1.39183 | analysis_confidence: 0.162233 | CL: 0.0423534 | ln_CD: 0.082567 | CM: 0.00758796 | Top_Xtr: 0.0414422 | Bot_Xtr: 0.0517936 +Loss contributors: + s_ln_CD : 0.353422 + s_CL : 0.304197 + s_analysis_confidence : 0.232746 + s_CM : 0.150971 + s_Bot_Xtr : 0.0424411 + s_Top_Xtr : 0.0298421 + s_upper_bl_H_31 : 0.00379211 + s_upper_bl_H_23 : 0.00363543 + s_upper_bl_H_22 : 0.00363341 + s_upper_bl_H_24 : 0.00352783 +Epoch: 405 | Train Loss: 1.38814 | Test Loss: 1.38868 | analysis_confidence: 0.162852 | CL: 0.0424728 | ln_CD: 0.0817029 | CM: 0.00757612 | Top_Xtr: 0.0414026 | Bot_Xtr: 0.0515953 +Loss contributors: + s_ln_CD : 0.349362 + s_CL : 0.305094 + s_analysis_confidence : 0.233046 + s_CM : 0.150684 + s_Bot_Xtr : 0.042335 + s_Top_Xtr : 0.0298467 + s_upper_bl_H_31 : 0.00377093 + s_upper_bl_H_23 : 0.00364658 + s_upper_bl_H_22 : 0.00363596 + s_upper_bl_H_24 : 0.00354369 +Epoch: 406 | Train Loss: 1.38815 | Test Loss: 1.39032 | analysis_confidence: 0.161692 | CL: 0.0423871 | ln_CD: 0.0822445 | CM: 0.00758132 | Top_Xtr: 0.0414592 | Bot_Xtr: 0.0517274 +Loss contributors: + s_ln_CD : 0.351686 + s_CL : 0.304575 + s_analysis_confidence : 0.232832 + s_CM : 0.150826 + s_Bot_Xtr : 0.0424937 + s_Top_Xtr : 0.0298941 + s_upper_bl_H_31 : 0.00378382 + s_upper_bl_H_23 : 0.00362443 + s_upper_bl_H_22 : 0.00361842 + s_upper_bl_H_24 : 0.00351969 +Epoch: 407 | Train Loss: 1.38797 | Test Loss: 1.39012 | analysis_confidence: 0.160677 | CL: 0.0423947 | ln_CD: 0.0819632 | CM: 0.00760117 | Top_Xtr: 0.0414576 | Bot_Xtr: 0.0516604 +Loss contributors: + s_ln_CD : 0.35088 + s_CL : 0.304736 + s_analysis_confidence : 0.23281 + s_CM : 0.151239 + s_Bot_Xtr : 0.0424054 + s_Top_Xtr : 0.0299055 + s_upper_bl_H_31 : 0.00378677 + s_upper_bl_H_23 : 0.00363437 + s_upper_bl_H_22 : 0.00363195 + s_upper_bl_H_24 : 0.00352677 +Epoch: 408 | Train Loss: 1.38788 | Test Loss: 1.38997 | analysis_confidence: 0.161231 | CL: 0.0425559 | ln_CD: 0.0816827 | CM: 0.00758402 | Top_Xtr: 0.0415338 | Bot_Xtr: 0.0518646 +Loss contributors: + s_ln_CD : 0.349956 + s_CL : 0.305972 + s_analysis_confidence : 0.232761 + s_CM : 0.150875 + s_Bot_Xtr : 0.0424848 + s_Top_Xtr : 0.0298937 + s_upper_bl_H_31 : 0.0037855 + s_upper_bl_H_22 : 0.00364525 + s_upper_bl_H_23 : 0.00364081 + s_upper_bl_H_24 : 0.00352844 +Epoch: 409 | Train Loss: 1.38776 | Test Loss: 1.38759 | analysis_confidence: 0.161976 | CL: 0.04229 | ln_CD: 0.0817354 | CM: 0.00757725 | Top_Xtr: 0.041503 | Bot_Xtr: 0.0518134 +Loss contributors: + s_ln_CD : 0.349641 + s_CL : 0.303749 + s_analysis_confidence : 0.232837 + s_CM : 0.150708 + s_Bot_Xtr : 0.0424103 + s_Top_Xtr : 0.0298879 + s_upper_bl_H_31 : 0.00379577 + s_upper_bl_H_23 : 0.00364412 + s_upper_bl_H_22 : 0.00364002 + s_upper_bl_H_24 : 0.00353476 +Epoch: 410 | Train Loss: 1.38764 | Test Loss: 1.38948 | analysis_confidence: 0.160412 | CL: 0.0423341 | ln_CD: 0.0820025 | CM: 0.00758746 | Top_Xtr: 0.0414885 | Bot_Xtr: 0.0517872 +Loss contributors: + s_ln_CD : 0.350742 + s_CL : 0.304105 + s_analysis_confidence : 0.232878 + s_CM : 0.150956 + s_Bot_Xtr : 0.0424575 + s_Top_Xtr : 0.029868 + s_upper_bl_H_31 : 0.00378256 + s_upper_bl_H_23 : 0.00364219 + s_upper_bl_H_22 : 0.00363776 + s_upper_bl_H_24 : 0.0035346 +Epoch: 411 | Train Loss: 1.38752 | Test Loss: 1.38787 | analysis_confidence: 0.161623 | CL: 0.0423158 | ln_CD: 0.0816052 | CM: 0.00759839 | Top_Xtr: 0.0416292 | Bot_Xtr: 0.0519084 +Loss contributors: + s_ln_CD : 0.349191 + s_CL : 0.304158 + s_analysis_confidence : 0.232689 + s_CM : 0.151215 + s_Bot_Xtr : 0.0424885 + s_Top_Xtr : 0.0300061 + s_upper_bl_H_31 : 0.00379308 + s_upper_bl_H_22 : 0.0036345 + s_upper_bl_H_23 : 0.00363307 + s_upper_bl_H_24 : 0.00352166 +Epoch: 412 | Train Loss: 1.38732 | Test Loss: 1.38809 | analysis_confidence: 0.161403 | CL: 0.0422921 | ln_CD: 0.0816432 | CM: 0.0075843 | Top_Xtr: 0.0413487 | Bot_Xtr: 0.0516984 +Loss contributors: + s_ln_CD : 0.34985 + s_CL : 0.303963 + s_analysis_confidence : 0.232814 + s_CM : 0.150886 + s_Bot_Xtr : 0.0424066 + s_Top_Xtr : 0.0297926 + s_upper_bl_H_31 : 0.00380026 + s_upper_bl_H_22 : 0.00364606 + s_upper_bl_H_23 : 0.00364482 + s_upper_bl_H_24 : 0.00353368 +Epoch: 413 | Train Loss: 1.38734 | Test Loss: 1.39031 | analysis_confidence: 0.161316 | CL: 0.0423157 | ln_CD: 0.0823625 | CM: 0.00757603 | Top_Xtr: 0.0414201 | Bot_Xtr: 0.0516349 +Loss contributors: + s_ln_CD : 0.352697 + s_CL : 0.303925 + s_analysis_confidence : 0.232667 + s_CM : 0.150686 + s_Bot_Xtr : 0.0423693 + s_Top_Xtr : 0.0298416 + s_upper_bl_H_31 : 0.00377499 + s_upper_bl_H_23 : 0.00363232 + s_upper_bl_H_22 : 0.00362394 + s_upper_bl_H_24 : 0.00352774 +Epoch: 414 | Train Loss: 1.38719 | Test Loss: 1.38931 | analysis_confidence: 0.161244 | CL: 0.0422329 | ln_CD: 0.082361 | CM: 0.00756778 | Top_Xtr: 0.0415256 | Bot_Xtr: 0.0518333 +Loss contributors: + s_ln_CD : 0.35245 + s_CL : 0.303339 + s_analysis_confidence : 0.23268 + s_CM : 0.150511 + s_Bot_Xtr : 0.0424523 + s_Top_Xtr : 0.0299082 + s_upper_bl_H_31 : 0.00378275 + s_upper_bl_H_22 : 0.00363764 + s_upper_bl_H_23 : 0.00363589 + s_upper_bl_H_24 : 0.00352585 +Epoch: 415 | Train Loss: 1.38706 | Test Loss: 1.39043 | analysis_confidence: 0.160627 | CL: 0.0423077 | ln_CD: 0.0822115 | CM: 0.00759881 | Top_Xtr: 0.0413731 | Bot_Xtr: 0.0516165 +Loss contributors: + s_ln_CD : 0.352025 + s_CL : 0.304092 + s_analysis_confidence : 0.232691 + s_CM : 0.15117 + s_Bot_Xtr : 0.04233 + s_Top_Xtr : 0.0297622 + s_upper_bl_H_31 : 0.00378819 + s_upper_bl_H_23 : 0.00364591 + s_upper_bl_H_22 : 0.00364569 + s_upper_bl_H_24 : 0.0035354 +Epoch: 416 | Train Loss: 1.38693 | Test Loss: 1.39212 | analysis_confidence: 0.161372 | CL: 0.0422091 | ln_CD: 0.0830669 | CM: 0.00757669 | Top_Xtr: 0.0413786 | Bot_Xtr: 0.0515972 +Loss contributors: + s_ln_CD : 0.354789 + s_CL : 0.303319 + s_analysis_confidence : 0.232838 + s_CM : 0.150699 + s_Bot_Xtr : 0.0422777 + s_Top_Xtr : 0.0297735 + s_upper_bl_H_31 : 0.00378103 + s_upper_bl_H_23 : 0.00364286 + s_upper_bl_H_22 : 0.0036353 + s_upper_bl_H_24 : 0.00353933 +Epoch: 417 | Train Loss: 1.38678 | Test Loss: 1.38829 | analysis_confidence: 0.161866 | CL: 0.042253 | ln_CD: 0.0821072 | CM: 0.00759103 | Top_Xtr: 0.0413825 | Bot_Xtr: 0.0516714 +Loss contributors: + s_ln_CD : 0.350586 + s_CL : 0.303581 + s_analysis_confidence : 0.23273 + s_CM : 0.151026 + s_Bot_Xtr : 0.0424372 + s_Top_Xtr : 0.0298656 + s_upper_bl_H_31 : 0.00379155 + s_upper_bl_H_23 : 0.00364406 + s_upper_bl_H_22 : 0.00364269 + s_upper_bl_H_24 : 0.00353561 +Epoch: 418 | Train Loss: 1.38677 | Test Loss: 1.39383 | analysis_confidence: 0.161345 | CL: 0.0425233 | ln_CD: 0.0825158 | CM: 0.00763698 | Top_Xtr: 0.0413976 | Bot_Xtr: 0.0515253 +Loss contributors: + s_ln_CD : 0.353175 + s_CL : 0.305664 + s_analysis_confidence : 0.23276 + s_CM : 0.152044 + s_Bot_Xtr : 0.042268 + s_Top_Xtr : 0.0298049 + s_upper_bl_H_31 : 0.00379345 + s_upper_bl_H_22 : 0.00364143 + s_upper_bl_H_23 : 0.00363793 + s_upper_bl_H_24 : 0.00352566 +Epoch: 419 | Train Loss: 1.38663 | Test Loss: 1.39039 | analysis_confidence: 0.162361 | CL: 0.0422741 | ln_CD: 0.0823295 | CM: 0.00757949 | Top_Xtr: 0.0413855 | Bot_Xtr: 0.0516004 +Loss contributors: + s_ln_CD : 0.352595 + s_CL : 0.303843 + s_analysis_confidence : 0.232718 + s_CM : 0.150767 + s_Bot_Xtr : 0.042347 + s_Top_Xtr : 0.029823 + s_upper_bl_H_31 : 0.00377343 + s_upper_bl_H_22 : 0.00365796 + s_upper_bl_H_23 : 0.00365724 + s_upper_bl_H_24 : 0.00354705 +Epoch: 420 | Train Loss: 1.38647 | Test Loss: 1.38973 | analysis_confidence: 0.162002 | CL: 0.042684 | ln_CD: 0.0816058 | CM: 0.00758221 | Top_Xtr: 0.0414441 | Bot_Xtr: 0.0516491 +Loss contributors: + s_ln_CD : 0.349093 + s_CL : 0.306727 + s_analysis_confidence : 0.232752 + s_CM : 0.15083 + s_Bot_Xtr : 0.042369 + s_Top_Xtr : 0.0298495 + s_upper_bl_H_31 : 0.0037892 + s_upper_bl_H_22 : 0.00364524 + s_upper_bl_H_23 : 0.00364068 + s_upper_bl_H_24 : 0.00352748 +Epoch: 421 | Train Loss: 1.38637 | Test Loss: 1.38824 | analysis_confidence: 0.162175 | CL: 0.0423282 | ln_CD: 0.0818021 | CM: 0.00756933 | Top_Xtr: 0.0414068 | Bot_Xtr: 0.0517317 +Loss 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s_analysis_confidence : 0.232771 + s_CM : 0.150582 + s_Bot_Xtr : 0.0422935 + s_Top_Xtr : 0.0297943 + s_upper_bl_H_31 : 0.00379645 + s_upper_bl_H_22 : 0.00364715 + s_upper_bl_H_23 : 0.00364415 + s_upper_bl_H_24 : 0.00353048 +Epoch: 424 | Train Loss: 1.38608 | Test Loss: 1.39049 | analysis_confidence: 0.162598 | CL: 0.0424258 | ln_CD: 0.082287 | CM: 0.00761908 | Top_Xtr: 0.0413735 | Bot_Xtr: 0.0516126 +Loss contributors: + s_ln_CD : 0.351053 + s_CL : 0.305074 + s_analysis_confidence : 0.232693 + s_CM : 0.151651 + s_Bot_Xtr : 0.0422837 + s_Top_Xtr : 0.0297882 + s_upper_bl_H_31 : 0.00378592 + s_upper_bl_H_22 : 0.00364495 + s_upper_bl_H_23 : 0.00364338 + s_upper_bl_H_24 : 0.00353199 +Epoch: 425 | Train Loss: 1.38598 | Test Loss: 1.38682 | analysis_confidence: 0.161898 | CL: 0.042237 | ln_CD: 0.0817941 | CM: 0.00758401 | Top_Xtr: 0.0413231 | Bot_Xtr: 0.0516391 +Loss contributors: + s_ln_CD : 0.349671 + s_CL : 0.303315 + s_analysis_confidence : 0.232688 + s_CM : 0.150847 + s_Bot_Xtr : 0.0423326 + s_Top_Xtr : 0.0297693 + s_upper_bl_H_31 : 0.00379163 + s_upper_bl_H_22 : 0.00364628 + s_upper_bl_H_23 : 0.00364567 + s_upper_bl_H_24 : 0.00353523 +Epoch: 426 | Train Loss: 1.38577 | Test Loss: 1.38704 | analysis_confidence: 0.161227 | CL: 0.0422365 | ln_CD: 0.0817502 | CM: 0.00756982 | Top_Xtr: 0.0413727 | Bot_Xtr: 0.0514876 +Loss contributors: + s_ln_CD : 0.349916 + s_CL : 0.303508 + s_analysis_confidence : 0.232649 + s_CM : 0.150572 + s_Bot_Xtr : 0.0422664 + s_Top_Xtr : 0.0298313 + s_upper_bl_H_31 : 0.00379104 + s_upper_bl_H_23 : 0.00364164 + s_upper_bl_H_22 : 0.0036385 + s_upper_bl_H_24 : 0.0035323 +Epoch: 427 | Train Loss: 1.38566 | Test Loss: 1.39024 | analysis_confidence: 0.162406 | CL: 0.0426434 | ln_CD: 0.0816872 | CM: 0.00760553 | Top_Xtr: 0.0413233 | Bot_Xtr: 0.0516597 +Loss contributors: + s_ln_CD : 0.349827 + s_CL : 0.306355 + s_analysis_confidence : 0.232721 + s_CM : 0.151356 + s_Bot_Xtr : 0.0423386 + s_Top_Xtr : 0.0297578 + s_upper_bl_H_31 : 0.00381131 + s_upper_bl_H_22 : 0.00364786 + s_upper_bl_H_23 : 0.00363664 + s_upper_bl_H_21 : 0.00353448 +Epoch: 428 | Train Loss: 1.38556 | Test Loss: 1.38807 | analysis_confidence: 0.161641 | CL: 0.0421577 | ln_CD: 0.082225 | CM: 0.007595 | Top_Xtr: 0.0413081 | Bot_Xtr: 0.0515918 +Loss contributors: + s_ln_CD : 0.351495 + s_CL : 0.302846 + s_analysis_confidence : 0.232637 + s_CM : 0.151098 + s_Bot_Xtr : 0.0422854 + s_Top_Xtr : 0.0297446 + s_upper_bl_H_31 : 0.00378592 + s_upper_bl_H_22 : 0.00364747 + s_upper_bl_H_23 : 0.00364564 + s_upper_bl_H_24 : 0.0035347 +Epoch: 429 | Train Loss: 1.38539 | Test Loss: 1.38632 | analysis_confidence: 0.16076 | CL: 0.0422146 | ln_CD: 0.0817165 | CM: 0.00756917 | Top_Xtr: 0.0413082 | Bot_Xtr: 0.051687 +Loss contributors: + s_ln_CD : 0.349514 + s_CL : 0.303512 + s_analysis_confidence : 0.232649 + s_CM : 0.150532 + s_Bot_Xtr : 0.0423997 + s_Top_Xtr : 0.029761 + s_upper_bl_H_31 : 0.00380752 + s_upper_bl_H_22 : 0.00363812 + s_upper_bl_H_23 : 0.00362775 + s_upper_bl_H_21 : 0.00352519 +Epoch: 430 | Train Loss: 1.38538 | Test Loss: 1.39023 | analysis_confidence: 0.162668 | CL: 0.0423535 | ln_CD: 0.0822618 | CM: 0.0075813 | Top_Xtr: 0.0415122 | Bot_Xtr: 0.0517156 +Loss contributors: + s_ln_CD : 0.352344 + s_CL : 0.304113 + s_analysis_confidence : 0.232659 + s_CM : 0.15081 + s_Bot_Xtr : 0.0423354 + s_Top_Xtr : 0.0298633 + s_upper_bl_H_31 : 0.00378713 + s_upper_bl_H_22 : 0.00364808 + s_upper_bl_H_23 : 0.00364053 + s_upper_bl_H_21 : 0.00353239 +Epoch: 431 | Train Loss: 1.38519 | Test Loss: 1.38568 | analysis_confidence: 0.161832 | CL: 0.0424004 | ln_CD: 0.0812513 | CM: 0.00760009 | Top_Xtr: 0.0413809 | Bot_Xtr: 0.051526 +Loss contributors: + s_ln_CD : 0.347281 + s_CL : 0.304547 + s_analysis_confidence : 0.23274 + s_CM : 0.151217 + s_Bot_Xtr : 0.0422853 + s_Top_Xtr : 0.0298056 + s_upper_bl_H_31 : 0.00379812 + s_upper_bl_H_22 : 0.00365816 + s_upper_bl_H_23 : 0.00364491 + s_upper_bl_H_21 : 0.00354534 +Epoch: 432 | Train Loss: 1.38514 | Test Loss: 1.3831 | analysis_confidence: 0.162267 | CL: 0.0421709 | ln_CD: 0.0811892 | CM: 0.00755922 | Top_Xtr: 0.0413496 | Bot_Xtr: 0.0514997 +Loss contributors: + s_ln_CD : 0.347319 + s_CL : 0.302783 + s_analysis_confidence : 0.232731 + s_CM : 0.150292 + s_Bot_Xtr : 0.0422175 + s_Top_Xtr : 0.0297148 + s_upper_bl_H_31 : 0.00379336 + s_upper_bl_H_22 : 0.0036521 + s_upper_bl_H_23 : 0.00364665 + s_upper_bl_H_24 : 0.00353449 +Epoch: 433 | Train Loss: 1.38511 | Test Loss: 1.39061 | analysis_confidence: 0.1612 | CL: 0.0422819 | ln_CD: 0.0828797 | CM: 0.00756588 | Top_Xtr: 0.0412644 | Bot_Xtr: 0.0514508 +Loss contributors: + s_ln_CD : 0.353813 + s_CL : 0.303829 + s_analysis_confidence : 0.232643 + s_CM : 0.150465 + s_Bot_Xtr : 0.0422708 + s_Top_Xtr : 0.0297123 + s_upper_bl_H_31 : 0.00380016 + s_upper_bl_H_22 : 0.00364913 + s_upper_bl_H_23 : 0.00363413 + s_upper_bl_H_21 : 0.00353926 +Epoch: 434 | Train Loss: 1.38497 | Test Loss: 1.38555 | analysis_confidence: 0.162052 | CL: 0.0422554 | ln_CD: 0.0815773 | CM: 0.00757571 | Top_Xtr: 0.0412679 | Bot_Xtr: 0.0515462 +Loss contributors: + s_ln_CD : 0.348774 + s_CL : 0.303412 + s_analysis_confidence : 0.232703 + s_CM : 0.150659 + s_Bot_Xtr : 0.0423119 + s_Top_Xtr : 0.0297447 + s_upper_bl_H_31 : 0.00379175 + s_upper_bl_H_22 : 0.00365285 + s_upper_bl_H_23 : 0.0036493 + s_upper_bl_H_24 : 0.00353665 +Epoch: 435 | Train Loss: 1.38482 | Test Loss: 1.38933 | analysis_confidence: 0.162198 | CL: 0.0425885 | ln_CD: 0.0818756 | CM: 0.00760412 | Top_Xtr: 0.041237 | Bot_Xtr: 0.0515703 +Loss contributors: + s_ln_CD : 0.349856 + s_CL : 0.305861 + s_analysis_confidence : 0.232552 + s_CM : 0.151293 + s_Bot_Xtr : 0.0423371 + s_Top_Xtr : 0.0297182 + s_upper_bl_H_31 : 0.00378899 + s_upper_bl_H_22 : 0.00363692 + s_upper_bl_H_23 : 0.00363105 + s_upper_bl_H_21 : 0.00352149 +Epoch: 436 | Train Loss: 1.38474 | Test Loss: 1.38487 | analysis_confidence: 0.160901 | CL: 0.042249 | ln_CD: 0.0813463 | CM: 0.00757417 | Top_Xtr: 0.041329 | Bot_Xtr: 0.0515169 +Loss contributors: + s_ln_CD : 0.348086 + s_CL : 0.303625 + s_analysis_confidence : 0.232599 + s_CM : 0.150636 + s_Bot_Xtr : 0.0422349 + s_Top_Xtr : 0.0297288 + s_upper_bl_H_31 : 0.00380608 + s_upper_bl_H_22 : 0.00364006 + s_upper_bl_H_23 : 0.0036322 + s_upper_bl_H_21 : 0.0035242 +Epoch: 437 | Train Loss: 1.38454 | Test Loss: 1.3847 | analysis_confidence: 0.16097 | CL: 0.0423158 | ln_CD: 0.0814248 | CM: 0.00756013 | Top_Xtr: 0.04135 | Bot_Xtr: 0.051564 +Loss contributors: + s_ln_CD : 0.347851 + s_CL : 0.303879 + s_analysis_confidence : 0.23267 + s_CM : 0.150333 + s_Bot_Xtr : 0.0422783 + s_Top_Xtr : 0.0297436 + s_upper_bl_H_31 : 0.0037878 + s_upper_bl_H_22 : 0.00366073 + s_upper_bl_H_23 : 0.00365161 + s_upper_bl_H_21 : 0.0035462 +Epoch: 438 | Train Loss: 1.38456 | Test Loss: 1.38427 | analysis_confidence: 0.16085 | CL: 0.0422249 | ln_CD: 0.0814297 | CM: 0.00756568 | Top_Xtr: 0.0413244 | Bot_Xtr: 0.0514841 +Loss contributors: + s_ln_CD : 0.347693 + s_CL : 0.303521 + s_analysis_confidence : 0.232561 + s_CM : 0.150446 + s_Bot_Xtr : 0.042231 + s_Top_Xtr : 0.0297696 + s_upper_bl_H_31 : 0.0037999 + s_upper_bl_H_22 : 0.00364428 + s_upper_bl_H_23 : 0.00363864 + s_upper_bl_H_21 : 0.00352734 +Epoch: 439 | Train Loss: 1.38447 | Test Loss: 1.38821 | analysis_confidence: 0.161294 | CL: 0.0422764 | ln_CD: 0.0821544 | CM: 0.00757951 | Top_Xtr: 0.0415293 | Bot_Xtr: 0.0517765 +Loss contributors: + s_ln_CD : 0.3507 + s_CL : 0.303728 + s_analysis_confidence : 0.232625 + s_CM : 0.150769 + s_Bot_Xtr : 0.0423035 + s_Top_Xtr : 0.0298178 + s_upper_bl_H_31 : 0.00379276 + s_upper_bl_H_22 : 0.00365587 + s_upper_bl_H_23 : 0.00364658 + s_upper_bl_H_21 : 0.00354058 +Epoch: 440 | Train Loss: 1.38428 | Test Loss: 1.38312 | analysis_confidence: 0.161485 | CL: 0.0421895 | ln_CD: 0.0812365 | CM: 0.0075662 | Top_Xtr: 0.0413464 | Bot_Xtr: 0.0516218 +Loss contributors: + s_ln_CD : 0.347082 + s_CL : 0.302938 + s_analysis_confidence : 0.232744 + s_CM : 0.150464 + s_Bot_Xtr : 0.0423481 + s_Top_Xtr : 0.0297995 + s_upper_bl_H_31 : 0.00379803 + s_upper_bl_H_22 : 0.00363862 + s_upper_bl_H_23 : 0.00363668 + s_upper_bl_H_24 : 0.00352586 +Epoch: 441 | Train Loss: 1.3842 | Test Loss: 1.38299 | analysis_confidence: 0.160892 | CL: 0.0421701 | ln_CD: 0.0812644 | CM: 0.00755612 | Top_Xtr: 0.0412038 | Bot_Xtr: 0.0515619 +Loss contributors: + s_ln_CD : 0.347282 + s_CL : 0.302758 + s_analysis_confidence : 0.232859 + s_CM : 0.150228 + s_Bot_Xtr : 0.0422584 + s_Top_Xtr : 0.029668 + s_upper_bl_H_31 : 0.00379478 + s_upper_bl_H_22 : 0.00365299 + s_upper_bl_H_23 : 0.00364329 + s_upper_bl_H_21 : 0.00353913 +Epoch: 442 | Train Loss: 1.38407 | Test Loss: 1.38466 | analysis_confidence: 0.161615 | CL: 0.0422286 | ln_CD: 0.0813692 | CM: 0.00758158 | Top_Xtr: 0.0412477 | Bot_Xtr: 0.0515378 +Loss contributors: + s_ln_CD : 0.348102 + s_CL : 0.303453 + s_analysis_confidence : 0.232639 + s_CM : 0.150816 + s_Bot_Xtr : 0.0422764 + s_Top_Xtr : 0.0297099 + s_upper_bl_H_31 : 0.00380428 + s_upper_bl_H_22 : 0.00365086 + s_upper_bl_H_23 : 0.00363716 + s_upper_bl_H_21 : 0.00354095 +Epoch: 443 | Train Loss: 1.38396 | Test Loss: 1.38515 | analysis_confidence: 0.162316 | CL: 0.0422664 | ln_CD: 0.0813098 | CM: 0.00758146 | Top_Xtr: 0.0412733 | Bot_Xtr: 0.0515982 +Loss contributors: + s_ln_CD : 0.348176 + s_CL : 0.303788 + s_analysis_confidence : 0.232717 + s_CM : 0.150788 + s_Bot_Xtr : 0.0422592 + s_Top_Xtr : 0.0297134 + s_upper_bl_H_31 : 0.00378268 + s_upper_bl_H_22 : 0.00365808 + s_upper_bl_H_23 : 0.00364764 + s_upper_bl_H_21 : 0.00354387 +Epoch: 444 | Train Loss: 1.3838 | Test Loss: 1.38538 | analysis_confidence: 0.161853 | CL: 0.0421574 | ln_CD: 0.0818253 | CM: 0.00756969 | Top_Xtr: 0.0412746 | Bot_Xtr: 0.0514605 +Loss contributors: + s_ln_CD : 0.349967 + s_CL : 0.302745 + s_analysis_confidence : 0.232613 + s_CM : 0.150524 + s_Bot_Xtr : 0.0422232 + s_Top_Xtr : 0.0297021 + s_upper_bl_H_31 : 0.00379637 + s_upper_bl_H_22 : 0.00365979 + s_upper_bl_H_23 : 0.00363987 + s_upper_bl_H_21 : 0.0035522 +Epoch: 445 | Train Loss: 1.38374 | Test Loss: 1.38271 | analysis_confidence: 0.161586 | CL: 0.0422078 | ln_CD: 0.0812252 | CM: 0.00757008 | Top_Xtr: 0.0412705 | Bot_Xtr: 0.0515524 +Loss contributors: + s_ln_CD : 0.346972 + s_CL : 0.303122 + s_analysis_confidence : 0.232541 + s_CM : 0.150561 + s_Bot_Xtr : 0.0422835 + s_Top_Xtr : 0.0297116 + s_upper_bl_H_31 : 0.0037954 + s_upper_bl_H_22 : 0.00364911 + s_upper_bl_H_23 : 0.00363355 + s_upper_bl_H_21 : 0.0035389 +Epoch: 446 | Train Loss: 1.38365 | Test Loss: 1.3834 | analysis_confidence: 0.162244 | CL: 0.0422047 | ln_CD: 0.0814228 | CM: 0.0075615 | Top_Xtr: 0.0412393 | Bot_Xtr: 0.0514705 +Loss contributors: + s_ln_CD : 0.347589 + s_CL : 0.303224 + s_analysis_confidence : 0.232645 + s_CM : 0.150357 + s_Bot_Xtr : 0.0422176 + s_Top_Xtr : 0.0296986 + s_upper_bl_H_31 : 0.00379556 + s_upper_bl_H_22 : 0.00365533 + s_upper_bl_H_23 : 0.00364103 + s_upper_bl_H_21 : 0.00354435 +Epoch: 447 | Train Loss: 1.38344 | Test Loss: 1.38581 | analysis_confidence: 0.161983 | CL: 0.0422614 | ln_CD: 0.0816533 | CM: 0.00756997 | Top_Xtr: 0.0413163 | Bot_Xtr: 0.051388 +Loss contributors: + s_ln_CD : 0.349439 + s_CL : 0.303344 + s_analysis_confidence : 0.232669 + s_CM : 0.150531 + s_Bot_Xtr : 0.0421712 + s_Top_Xtr : 0.0297415 + s_upper_bl_H_31 : 0.00380078 + s_upper_bl_H_22 : 0.00365485 + s_upper_bl_H_23 : 0.00364154 + s_upper_bl_H_21 : 0.00354262 +Epoch: 448 | Train Loss: 1.3834 | Test Loss: 1.3858 | analysis_confidence: 0.160891 | CL: 0.0424329 | ln_CD: 0.0814332 | CM: 0.00756184 | Top_Xtr: 0.0412853 | Bot_Xtr: 0.0514768 +Loss contributors: + s_ln_CD : 0.348234 + s_CL : 0.304743 + s_analysis_confidence : 0.232791 + s_CM : 0.150365 + s_Bot_Xtr : 0.0421815 + s_Top_Xtr : 0.0296857 + s_upper_bl_H_31 : 0.00378849 + s_upper_bl_H_22 : 0.00365801 + s_upper_bl_H_23 : 0.0036447 + s_upper_bl_H_21 : 0.00354734 +Epoch: 449 | Train Loss: 1.38327 | Test Loss: 1.38575 | analysis_confidence: 0.161231 | CL: 0.0422808 | ln_CD: 0.0818268 | CM: 0.0075718 | Top_Xtr: 0.0412293 | Bot_Xtr: 0.0514782 +Loss contributors: + s_ln_CD : 0.349459 + s_CL : 0.303488 + s_analysis_confidence : 0.232609 + s_CM : 0.150602 + s_Bot_Xtr : 0.0422352 + s_Top_Xtr : 0.0296928 + s_upper_bl_H_31 : 0.00379743 + s_upper_bl_H_22 : 0.0036563 + s_upper_bl_H_23 : 0.0036382 + s_upper_bl_H_21 : 0.00354866 +Epoch: 450 | Train Loss: 1.38322 | Test Loss: 1.38753 | analysis_confidence: 0.161618 | CL: 0.0425128 | ln_CD: 0.0819611 | CM: 0.00758749 | Top_Xtr: 0.04121 | Bot_Xtr: 0.0513554 +Loss contributors: + s_ln_CD : 0.349274 + s_CL : 0.305182 + s_analysis_confidence : 0.232649 + s_CM : 0.1509 + s_Bot_Xtr : 0.04215 + s_Top_Xtr : 0.0296561 + s_upper_bl_H_31 : 0.00380214 + s_upper_bl_H_22 : 0.00365235 + s_upper_bl_H_23 : 0.00363764 + s_upper_bl_H_21 : 0.00354288 +Epoch: 451 | Train Loss: 1.38303 | Test Loss: 1.38513 | analysis_confidence: 0.160916 | CL: 0.0423014 | ln_CD: 0.0814501 | CM: 0.00757707 | Top_Xtr: 0.0412442 | Bot_Xtr: 0.0515649 +Loss contributors: + s_ln_CD : 0.34824 + s_CL : 0.303705 + 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: 0.00365103 + s_upper_bl_H_23 : 0.00363244 + s_upper_bl_H_21 : 0.00354392 +Epoch: 456 | Train Loss: 1.38245 | Test Loss: 1.38851 | analysis_confidence: 0.161344 | CL: 0.0422098 | ln_CD: 0.0827344 | CM: 0.00756134 | Top_Xtr: 0.0412489 | Bot_Xtr: 0.0513686 +Loss contributors: + s_ln_CD : 0.353026 + s_CL : 0.303184 + s_analysis_confidence : 0.232436 + s_CM : 0.150334 + s_Bot_Xtr : 0.0421322 + s_Top_Xtr : 0.029681 + s_upper_bl_H_31 : 0.00377275 + s_upper_bl_H_22 : 0.00366453 + s_upper_bl_H_23 : 0.00364744 + s_upper_bl_H_21 : 0.00355832 +Epoch: 457 | Train Loss: 1.38226 | Test Loss: 1.382 | analysis_confidence: 0.161532 | CL: 0.0421942 | ln_CD: 0.0810212 | CM: 0.0075652 | Top_Xtr: 0.0412092 | Bot_Xtr: 0.0514566 +Loss contributors: + s_ln_CD : 0.346507 + s_CL : 0.303165 + s_analysis_confidence : 0.232508 + s_CM : 0.150436 + s_Bot_Xtr : 0.042177 + s_Top_Xtr : 0.0296804 + s_upper_bl_H_31 : 0.00378866 + s_upper_bl_H_22 : 0.00365852 + s_upper_bl_H_23 : 0.00363954 + s_upper_bl_H_21 : 0.00355217 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analysis_confidence: 0.161206 | CL: 0.0421879 | ln_CD: 0.0814213 | CM: 0.00755515 | Top_Xtr: 0.0411224 | Bot_Xtr: 0.0513558 +Loss contributors: + s_ln_CD : 0.347656 + s_CL : 0.303059 + s_analysis_confidence : 0.232598 + s_CM : 0.150206 + s_Bot_Xtr : 0.0421382 + s_Top_Xtr : 0.0295975 + s_upper_bl_H_31 : 0.00380439 + s_upper_bl_H_22 : 0.00366026 + s_upper_bl_H_23 : 0.00363708 + s_upper_bl_H_21 : 0.0035586 +Epoch: 461 | Train Loss: 1.38171 | Test Loss: 1.38649 | analysis_confidence: 0.161843 | CL: 0.0422679 | ln_CD: 0.0824551 | CM: 0.00754667 | Top_Xtr: 0.041202 | Bot_Xtr: 0.0512785 +Loss contributors: + s_ln_CD : 0.3512 + s_CL : 0.303376 + s_analysis_confidence : 0.232589 + s_CM : 0.150012 + s_Bot_Xtr : 0.0420374 + s_Top_Xtr : 0.029638 + s_upper_bl_H_31 : 0.00376884 + s_upper_bl_H_22 : 0.00366633 + s_upper_bl_H_23 : 0.00364594 + s_upper_bl_H_21 : 0.00356258 +Epoch: 462 | Train Loss: 1.38151 | Test Loss: 1.38377 | analysis_confidence: 0.161199 | CL: 0.0421759 | ln_CD: 0.0818151 | CM: 0.00756181 | Top_Xtr: 0.0411181 | Bot_Xtr: 0.0513104 +Loss contributors: + s_ln_CD : 0.348706 + s_CL : 0.303061 + s_analysis_confidence : 0.232631 + s_CM : 0.15035 + s_Bot_Xtr : 0.042102 + s_Top_Xtr : 0.0295956 + s_upper_bl_H_31 : 0.00376822 + s_upper_bl_H_22 : 0.00365882 + s_upper_bl_H_23 : 0.00363727 + s_upper_bl_H_21 : 0.00355577 +Epoch: 463 | Train Loss: 1.38139 | Test Loss: 1.38489 | analysis_confidence: 0.162022 | CL: 0.0421416 | ln_CD: 0.081712 | CM: 0.00755763 | Top_Xtr: 0.0411982 | Bot_Xtr: 0.0514226 +Loss contributors: + s_ln_CD : 0.350179 + s_CL : 0.302723 + s_analysis_confidence : 0.232584 + s_CM : 0.15026 + s_Bot_Xtr : 0.042162 + s_Top_Xtr : 0.0296499 + s_upper_bl_H_31 : 0.00376158 + s_upper_bl_H_22 : 0.00366189 + s_upper_bl_H_23 : 0.00363768 + s_upper_bl_H_21 : 0.00356108 +Epoch: 464 | Train Loss: 1.38121 | Test Loss: 1.38116 | analysis_confidence: 0.160334 | CL: 0.0421884 | ln_CD: 0.0809603 | CM: 0.00756784 | Top_Xtr: 0.0411201 | Bot_Xtr: 0.0514164 +Loss contributors: + 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s_upper_bl_H_31 : 0.00377266 + s_upper_bl_H_22 : 0.00365398 + s_upper_bl_H_23 : 0.00362063 + s_upper_bl_H_21 : 0.00356241 +Epoch: 469 | Train Loss: 1.38017 | Test Loss: 1.38692 | analysis_confidence: 0.160814 | CL: 0.0424011 | ln_CD: 0.081717 | CM: 0.00763733 | Top_Xtr: 0.0411562 | Bot_Xtr: 0.0513012 +Loss contributors: + s_ln_CD : 0.34899 + s_CL : 0.304409 + s_analysis_confidence : 0.232545 + s_CM : 0.152033 + s_Bot_Xtr : 0.0420935 + s_Top_Xtr : 0.0295939 + s_upper_bl_H_31 : 0.00374809 + s_upper_bl_H_22 : 0.00365775 + s_upper_bl_H_23 : 0.00363152 + s_upper_bl_H_21 : 0.00356129 +Epoch: 470 | Train Loss: 1.37996 | Test Loss: 1.38191 | analysis_confidence: 0.161074 | CL: 0.0421663 | ln_CD: 0.0812808 | CM: 0.00754791 | Top_Xtr: 0.0411229 | Bot_Xtr: 0.0514863 +Loss contributors: + s_ln_CD : 0.347225 + s_CL : 0.303078 + s_analysis_confidence : 0.232547 + s_CM : 0.150042 + s_Bot_Xtr : 0.0422241 + s_Top_Xtr : 0.029614 + s_upper_bl_H_31 : 0.00376078 + s_upper_bl_H_22 : 0.00365646 + s_upper_bl_H_23 : 0.00362094 + s_upper_bl_H_21 : 0.00356891 +Epoch: 471 | Train Loss: 1.37966 | Test Loss: 1.38212 | analysis_confidence: 0.161594 | CL: 0.0422841 | ln_CD: 0.0812182 | CM: 0.00757283 | Top_Xtr: 0.0410794 | Bot_Xtr: 0.0512492 +Loss contributors: + s_ln_CD : 0.346224 + s_CL : 0.304051 + s_analysis_confidence : 0.232578 + s_CM : 0.150573 + s_Bot_Xtr : 0.0420259 + s_Top_Xtr : 0.0295515 + s_upper_bl_H_31 : 0.00375804 + s_upper_bl_H_22 : 0.00366163 + s_upper_bl_H_23 : 0.00362437 + s_upper_bl_H_21 : 0.00357503 +Epoch: 472 | Train Loss: 1.37952 | Test Loss: 1.37911 | analysis_confidence: 0.161343 | CL: 0.0421204 | ln_CD: 0.0808785 | CM: 0.00753532 | Top_Xtr: 0.0411455 | Bot_Xtr: 0.0513653 +Loss contributors: + s_ln_CD : 0.345454 + s_CL : 0.302438 + s_analysis_confidence : 0.23252 + s_CM : 0.149766 + s_Bot_Xtr : 0.0421293 + s_Top_Xtr : 0.0295814 + s_upper_bl_H_31 : 0.00376438 + s_upper_bl_H_22 : 0.00365691 + s_upper_bl_H_23 : 0.00362316 + s_upper_bl_H_21 : 0.00356848 +Epoch: 473 | Train Loss: 1.37933 | Test Loss: 1.3804 | analysis_confidence: 0.161614 | CL: 0.0421196 | ln_CD: 0.0812805 | CM: 0.00752715 | Top_Xtr: 0.0410699 | Bot_Xtr: 0.0513228 +Loss contributors: + s_ln_CD : 0.347172 + s_CL : 0.302379 + s_analysis_confidence : 0.232473 + s_CM : 0.149595 + s_Bot_Xtr : 0.0420613 + s_Top_Xtr : 0.0295307 + s_upper_bl_H_31 : 0.00375346 + s_upper_bl_H_22 : 0.00366302 + s_upper_bl_H_23 : 0.0036303 + s_upper_bl_H_21 : 0.00357269 +Epoch: 474 | Train Loss: 1.37907 | Test Loss: 1.38168 | analysis_confidence: 0.160682 | CL: 0.042252 | ln_CD: 0.0809986 | CM: 0.00756517 | Top_Xtr: 0.0412659 | Bot_Xtr: 0.0514563 +Loss contributors: + s_ln_CD : 0.346214 + s_CL : 0.303544 + s_analysis_confidence : 0.232577 + s_CM : 0.150441 + s_Bot_Xtr : 0.0421681 + s_Top_Xtr : 0.0296286 + s_upper_bl_H_31 : 0.00374619 + s_upper_bl_H_22 : 0.0036582 + s_upper_bl_H_23 : 0.00362396 + s_upper_bl_H_21 : 0.00357091 +Epoch: 475 | Train Loss: 1.37878 | Test Loss: 1.39626 | analysis_confidence: 0.162285 | CL: 0.0422893 | ln_CD: 0.0849824 | CM: 0.00753911 | Top_Xtr: 0.0410829 | Bot_Xtr: 0.0513214 +Loss contributors: + s_ln_CD : 0.361426 + s_CL : 0.3036 + s_analysis_confidence : 0.232539 + s_CM : 0.149814 + s_Bot_Xtr : 0.0420976 + s_Top_Xtr : 0.0295553 + s_upper_bl_H_31 : 0.00374508 + s_upper_bl_H_22 : 0.00366268 + s_upper_bl_H_23 : 0.00362947 + s_upper_bl_H_21 : 0.00357469 +Epoch: 476 | Train Loss: 1.37858 | Test Loss: 1.38078 | analysis_confidence: 0.16187 | CL: 0.04212 | ln_CD: 0.0812478 | CM: 0.00753943 | Top_Xtr: 0.0410882 | Bot_Xtr: 0.0513734 +Loss contributors: + s_ln_CD : 0.346777 + s_CL : 0.302581 + s_analysis_confidence : 0.232605 + s_CM : 0.14983 + s_Bot_Xtr : 0.0420912 + s_Top_Xtr : 0.0295119 + s_upper_bl_H_31 : 0.00373168 + s_upper_bl_H_22 : 0.00367317 + s_upper_bl_H_23 : 0.00364346 + s_upper_bl_H_21 : 0.00358253 +Epoch: 477 | Train Loss: 1.3784 | Test Loss: 1.38269 | analysis_confidence: 0.160896 | CL: 0.0421905 | ln_CD: 0.081858 | CM: 0.0075274 | Top_Xtr: 0.0410797 | Bot_Xtr: 0.0512199 +Loss contributors: + s_ln_CD : 0.348703 + s_CL : 0.303014 + s_analysis_confidence : 0.232643 + s_CM : 0.149589 + s_Bot_Xtr : 0.0419984 + s_Top_Xtr : 0.0295346 + s_upper_bl_H_31 : 0.00374793 + s_upper_bl_H_22 : 0.00365928 + s_upper_bl_H_23 : 0.00362348 + s_upper_bl_H_21 : 0.00357481 +Epoch: 478 | Train Loss: 1.37827 | Test Loss: 1.38186 | analysis_confidence: 0.160545 | CL: 0.042093 | ln_CD: 0.0819077 | CM: 0.00750773 | Top_Xtr: 0.0410507 | Bot_Xtr: 0.0512982 +Loss contributors: + s_ln_CD : 0.348822 + s_CL : 0.302486 + s_analysis_confidence : 0.232589 + s_CM : 0.149136 + s_Bot_Xtr : 0.0420884 + s_Top_Xtr : 0.0295256 + s_upper_bl_H_31 : 0.00374454 + s_upper_bl_H_22 : 0.0036741 + s_upper_bl_H_23 : 0.00363072 + s_upper_bl_H_21 : 0.0035964 +Epoch: 479 | Train Loss: 1.37804 | Test Loss: 1.37827 | analysis_confidence: 0.162948 | CL: 0.0420556 | ln_CD: 0.0806819 | CM: 0.00757795 | Top_Xtr: 0.0411938 | Bot_Xtr: 0.051347 +Loss contributors: + s_ln_CD : 0.344287 + s_CL : 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s_Bot_Xtr : 0.0420032 + s_Top_Xtr : 0.0294562 + s_upper_bl_H_31 : 0.00374411 + s_upper_bl_H_22 : 0.00366505 + s_upper_bl_H_23 : 0.00362471 + s_upper_bl_H_21 : 0.0035862 +Epoch: 482 | Train Loss: 1.37753 | Test Loss: 1.37808 | analysis_confidence: 0.161766 | CL: 0.0421757 | ln_CD: 0.0807731 | CM: 0.0075305 | Top_Xtr: 0.0410632 | Bot_Xtr: 0.0513404 +Loss contributors: + s_ln_CD : 0.344602 + s_CL : 0.302678 + s_analysis_confidence : 0.232603 + s_CM : 0.149668 + s_Bot_Xtr : 0.0420901 + s_Top_Xtr : 0.0295114 + s_upper_bl_H_31 : 0.00373105 + s_upper_bl_H_22 : 0.00366066 + s_upper_bl_H_23 : 0.00362565 + s_upper_bl_H_21 : 0.00357763 +Epoch: 483 | Train Loss: 1.37725 | Test Loss: 1.38053 | analysis_confidence: 0.161902 | CL: 0.0421568 | ln_CD: 0.0813816 | CM: 0.00751307 | Top_Xtr: 0.0410612 | Bot_Xtr: 0.0513682 +Loss contributors: + s_ln_CD : 0.347742 + s_CL : 0.302622 + s_analysis_confidence : 0.232536 + s_CM : 0.149227 + s_Bot_Xtr : 0.0419959 + s_Top_Xtr : 0.0295164 + s_upper_bl_H_31 : 0.00372998 + s_upper_bl_H_22 : 0.00367441 + s_upper_bl_H_23 : 0.00363012 + s_upper_bl_H_21 : 0.00359764 +Epoch: 484 | Train Loss: 1.37722 | Test Loss: 1.37911 | analysis_confidence: 0.160981 | CL: 0.042112 | ln_CD: 0.0811102 | CM: 0.00752959 | Top_Xtr: 0.0411726 | Bot_Xtr: 0.0514127 +Loss contributors: + s_ln_CD : 0.346068 + s_CL : 0.302335 + s_analysis_confidence : 0.232514 + s_CM : 0.149629 + s_Bot_Xtr : 0.0419963 + s_Top_Xtr : 0.0295264 + s_upper_bl_H_31 : 0.00374583 + s_upper_bl_H_22 : 0.00367405 + s_upper_bl_H_23 : 0.00363056 + s_upper_bl_H_21 : 0.00359702 +Epoch: 485 | Train Loss: 1.37706 | Test Loss: 1.37853 | analysis_confidence: 0.162052 | CL: 0.0421595 | ln_CD: 0.0809368 | CM: 0.00751563 | Top_Xtr: 0.0410823 | Bot_Xtr: 0.0511489 +Loss contributors: + s_ln_CD : 0.345233 + s_CL : 0.302806 + s_analysis_confidence : 0.232424 + s_CM : 0.149321 + s_Bot_Xtr : 0.0419202 + s_Top_Xtr : 0.0294985 + s_upper_bl_H_31 : 0.00371159 + s_upper_bl_H_22 : 0.00368271 + s_upper_bl_H_23 : 0.00364239 + s_upper_bl_H_21 : 0.00360312 +Epoch: 486 | Train Loss: 1.37688 | Test Loss: 1.37637 | analysis_confidence: 0.161631 | CL: 0.0420089 | ln_CD: 0.0807382 | CM: 0.00751302 | Top_Xtr: 0.0410407 | Bot_Xtr: 0.0511572 +Loss contributors: + s_ln_CD : 0.344701 + s_CL : 0.301618 + s_analysis_confidence : 0.23246 + s_CM : 0.149261 + s_Bot_Xtr : 0.0419517 + s_Top_Xtr : 0.0295019 + s_upper_bl_H_31 : 0.00371988 + s_upper_bl_H_22 : 0.00366759 + s_upper_bl_H_23 : 0.00363083 + s_upper_bl_H_21 : 0.00358506 +Epoch: 487 | Train Loss: 1.3766 | Test Loss: 1.37916 | analysis_confidence: 0.161263 | CL: 0.0419684 | ln_CD: 0.0815591 | CM: 0.0075199 | Top_Xtr: 0.0410279 | Bot_Xtr: 0.0513184 +Loss contributors: + s_ln_CD : 0.347506 + s_CL : 0.301401 + s_analysis_confidence : 0.232495 + s_CM : 0.149425 + s_Bot_Xtr : 0.0420155 + s_Top_Xtr : 0.0294918 + s_upper_bl_H_31 : 0.00372327 + s_upper_bl_H_22 : 0.00366567 + s_upper_bl_H_23 : 0.00362715 + s_upper_bl_H_21 : 0.0035849 +Epoch: 488 | Train Loss: 1.37643 | Test Loss: 1.37818 | analysis_confidence: 0.161423 | CL: 0.0420543 | ln_CD: 0.0812621 | CM: 0.00751658 | Top_Xtr: 0.0409517 | Bot_Xtr: 0.0511978 +Loss contributors: + s_ln_CD : 0.34628 + s_CL : 0.301928 + s_analysis_confidence : 0.232424 + s_CM : 0.149342 + s_Bot_Xtr : 0.0419941 + s_Top_Xtr : 0.0294327 + s_upper_bl_H_31 : 0.00374934 + s_upper_bl_H_22 : 0.00367157 + s_upper_bl_H_23 : 0.00362291 + s_upper_bl_H_21 : 0.00359885 +Epoch: 489 | Train Loss: 1.37633 | Test Loss: 1.37737 | analysis_confidence: 0.161974 | CL: 0.0419923 | ln_CD: 0.0807497 | CM: 0.00756607 | Top_Xtr: 0.0410228 | Bot_Xtr: 0.0513025 +Loss contributors: + s_ln_CD : 0.3444 + s_CL : 0.301674 + s_analysis_confidence : 0.232494 + s_CM : 0.150442 + s_Bot_Xtr : 0.0419572 + s_Top_Xtr : 0.0294684 + s_upper_bl_H_31 : 0.00372638 + s_upper_bl_H_22 : 0.00367525 + s_upper_bl_H_23 : 0.00362878 + s_upper_bl_H_21 : 0.00360311 +Epoch: 490 | Train Loss: 1.3762 | Test Loss: 1.37783 | analysis_confidence: 0.161415 | CL: 0.0420095 | ln_CD: 0.0809746 | CM: 0.00751022 | Top_Xtr: 0.0410317 | Bot_Xtr: 0.0513004 +Loss contributors: + s_ln_CD : 0.3462 + s_CL : 0.301631 + s_analysis_confidence : 0.232542 + s_CM : 0.149195 + s_Bot_Xtr : 0.0420567 + s_Top_Xtr : 0.0294651 + s_upper_bl_H_31 : 0.00374944 + s_upper_bl_H_22 : 0.00366347 + s_upper_bl_H_23 : 0.00361816 + s_upper_bl_H_21 : 0.00358993 +Epoch: 491 | Train Loss: 1.37601 | Test Loss: 1.37743 | analysis_confidence: 0.161389 | CL: 0.0421236 | ln_CD: 0.0807709 | CM: 0.00751537 | Top_Xtr: 0.0410332 | Bot_Xtr: 0.0512603 +Loss contributors: + s_ln_CD : 0.345012 + s_CL : 0.302244 + s_analysis_confidence : 0.232439 + s_CM : 0.149336 + s_Bot_Xtr : 0.0419968 + s_Top_Xtr : 0.0295008 + s_upper_bl_H_31 : 0.00373425 + s_upper_bl_H_22 : 0.00366288 + s_upper_bl_H_23 : 0.00361967 + s_upper_bl_H_21 : 0.00358859 +Epoch: 492 | Train Loss: 1.37592 | Test Loss: 1.37665 | analysis_confidence: 0.162322 | CL: 0.0419907 | ln_CD: 0.0810151 | CM: 0.00750387 | Top_Xtr: 0.0409204 | Bot_Xtr: 0.0512251 +Loss contributors: + s_ln_CD : 0.345588 + s_CL : 0.301349 + s_analysis_confidence : 0.232584 + s_CM : 0.149075 + s_Bot_Xtr : 0.0419776 + s_Top_Xtr : 0.0294202 + s_upper_bl_H_31 : 0.00374155 + s_upper_bl_H_22 : 0.00365942 + s_upper_bl_H_23 : 0.00361517 + s_upper_bl_H_21 : 0.00358663 +Epoch: 493 | Train Loss: 1.37578 | Test Loss: 1.37633 | analysis_confidence: 0.161778 | CL: 0.0420908 | ln_CD: 0.0806513 | CM: 0.00751776 | Top_Xtr: 0.0409146 | Bot_Xtr: 0.0511068 +Loss contributors: + s_ln_CD : 0.344182 + s_CL : 0.302384 + s_analysis_confidence : 0.232401 + s_CM : 0.14939 + s_Bot_Xtr : 0.0418826 + s_Top_Xtr : 0.0293832 + s_upper_bl_H_31 : 0.00373385 + s_upper_bl_H_22 : 0.00366151 + s_upper_bl_H_23 : 0.00361607 + s_upper_bl_H_21 : 0.00358999 +Epoch: 494 | Train Loss: 1.37557 | Test Loss: 1.37451 | analysis_confidence: 0.161382 | CL: 0.0419415 | ln_CD: 0.0805736 | CM: 0.00750515 | Top_Xtr: 0.0409692 | Bot_Xtr: 0.0512128 +Loss contributors: + s_ln_CD : 0.343616 + s_CL : 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s_upper_bl_H_22 : 0.00366551 + s_upper_bl_H_23 : 0.00361691 + s_upper_bl_H_21 : 0.0035951 +Epoch: 499 | Train Loss: 1.37487 | Test Loss: 1.37842 | analysis_confidence: 0.160953 | CL: 0.0420468 | ln_CD: 0.081234 | CM: 0.0075119 | Top_Xtr: 0.0409296 | Bot_Xtr: 0.051186 +Loss contributors: + s_ln_CD : 0.346718 + s_CL : 0.302052 + s_analysis_confidence : 0.232478 + s_CM : 0.149244 + s_Bot_Xtr : 0.0419298 + s_Top_Xtr : 0.0293907 + s_upper_bl_H_31 : 0.00375744 + s_upper_bl_H_22 : 0.00365585 + s_upper_bl_H_23 : 0.0036009 + s_upper_bl_H_21 : 0.00359407 +Epoch: 500 | Train Loss: 1.37479 | Test Loss: 1.37468 | analysis_confidence: 0.161021 | CL: 0.041995 | ln_CD: 0.0806152 | CM: 0.00750112 | Top_Xtr: 0.0409783 | Bot_Xtr: 0.051124 +Loss contributors: + s_ln_CD : 0.343859 + s_CL : 0.301485 + s_analysis_confidence : 0.232406 + s_CM : 0.149002 + s_Bot_Xtr : 0.0419483 + s_Top_Xtr : 0.0294457 + s_upper_bl_H_31 : 0.00374253 + s_upper_bl_H_22 : 0.00366324 + s_upper_bl_H_23 : 0.00361405 + s_upper_bl_H_21 : 0.00359519 +Epoch: 501 | Train Loss: 1.3746 | Test Loss: 1.3752 | analysis_confidence: 0.160714 | CL: 0.041933 | ln_CD: 0.0808052 | CM: 0.0075048 | Top_Xtr: 0.0411598 | Bot_Xtr: 0.0513325 +Loss contributors: + s_ln_CD : 0.344634 + s_CL : 0.301127 + s_analysis_confidence : 0.232323 + s_CM : 0.149083 + s_Bot_Xtr : 0.0419561 + s_Top_Xtr : 0.0295682 + s_upper_bl_H_31 : 0.00374241 + s_upper_bl_H_22 : 0.00365862 + s_upper_bl_H_23 : 0.00360715 + s_upper_bl_H_21 : 0.00359346 +Epoch: 502 | Train Loss: 1.37452 | Test Loss: 1.37542 | analysis_confidence: 0.160692 | CL: 0.0420632 | ln_CD: 0.0805753 | CM: 0.0075353 | Top_Xtr: 0.04098 | Bot_Xtr: 0.0511138 +Loss contributors: + s_ln_CD : 0.34338 + s_CL : 0.302138 + s_analysis_confidence : 0.232335 + s_CM : 0.149779 + s_Bot_Xtr : 0.0418453 + s_Top_Xtr : 0.0294284 + s_upper_bl_H_31 : 0.00373793 + s_upper_bl_H_22 : 0.00365479 + s_upper_bl_H_23 : 0.00360581 + s_upper_bl_H_21 : 0.00358936 +Epoch: 503 | Train Loss: 1.37441 | Test Loss: 1.37488 | analysis_confidence: 0.16015 | CL: 0.0419419 | ln_CD: 0.08089 | CM: 0.00749058 | Top_Xtr: 0.0410167 | Bot_Xtr: 0.0512933 +Loss contributors: + s_ln_CD : 0.344675 + s_CL : 0.300958 + s_analysis_confidence : 0.232638 + s_CM : 0.148764 + s_Bot_Xtr : 0.0419091 + s_Top_Xtr : 0.0294053 + s_upper_bl_H_31 : 0.00374541 + s_upper_bl_H_22 : 0.0036567 + s_upper_bl_H_23 : 0.00360863 + s_upper_bl_H_21 : 0.0035892 +Epoch: 504 | Train Loss: 1.37426 | Test Loss: 1.37946 | analysis_confidence: 0.161222 | CL: 0.0422681 | ln_CD: 0.0811809 | CM: 0.00752412 | Top_Xtr: 0.0408917 | Bot_Xtr: 0.0511072 +Loss contributors: + s_ln_CD : 0.346449 + s_CL : 0.303119 + s_analysis_confidence : 0.232502 + s_CM : 0.149471 + s_Bot_Xtr : 0.0418695 + s_Top_Xtr : 0.0293509 + s_upper_bl_H_31 : 0.00373451 + s_upper_bl_H_22 : 0.00366623 + s_upper_bl_H_23 : 0.00361801 + s_upper_bl_H_21 : 0.00359873 +Epoch: 505 | Train Loss: 1.37408 | Test Loss: 1.37548 | analysis_confidence: 0.161146 | CL: 0.0420321 | ln_CD: 0.0805985 | CM: 0.00751718 | Top_Xtr: 0.0410026 | Bot_Xtr: 0.0512161 +Loss contributors: + s_ln_CD : 0.343773 + s_CL : 0.301853 + s_analysis_confidence : 0.23238 + s_CM : 0.149352 + s_Bot_Xtr : 0.0419388 + s_Top_Xtr : 0.0294109 + s_upper_bl_H_31 : 0.00373923 + s_upper_bl_H_22 : 0.00366644 + s_upper_bl_H_23 : 0.00361167 + s_upper_bl_H_21 : 0.00360577 +Epoch: 506 | Train Loss: 1.37389 | Test Loss: 1.37564 | analysis_confidence: 0.163094 | CL: 0.0420222 | ln_CD: 0.0806808 | CM: 0.00750314 | Top_Xtr: 0.0409134 | Bot_Xtr: 0.0512103 +Loss contributors: + s_ln_CD : 0.344578 + s_CL : 0.301703 + s_analysis_confidence : 0.232551 + s_CM : 0.14904 + s_Bot_Xtr : 0.0419296 + s_Top_Xtr : 0.029357 + s_upper_bl_H_31 : 0.00373972 + s_upper_bl_H_22 : 0.00366214 + s_upper_bl_H_23 : 0.00360577 + s_upper_bl_H_21 : 0.00360334 +Epoch: 507 | Train Loss: 1.3738 | Test Loss: 1.38001 | analysis_confidence: 0.161547 | CL: 0.0421627 | ln_CD: 0.0813353 | CM: 0.00751209 | Top_Xtr: 0.0410094 | Bot_Xtr: 0.0512976 +Loss contributors: + 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s_upper_bl_H_23 : 0.00361117 + s_upper_bl_H_21 : 0.00359634 +Epoch: 514 | Train Loss: 1.37312 | Test Loss: 1.37184 | analysis_confidence: 0.161049 | CL: 0.041869 | ln_CD: 0.0805136 | CM: 0.00748553 | Top_Xtr: 0.0410137 | Bot_Xtr: 0.0512192 +Loss contributors: + s_ln_CD : 0.343006 + s_CL : 0.300411 + s_analysis_confidence : 0.232198 + s_CM : 0.148653 + s_Bot_Xtr : 0.0418505 + s_Top_Xtr : 0.0293858 + s_upper_bl_H_31 : 0.00374665 + s_upper_bl_H_22 : 0.00365591 + s_upper_bl_H_23 : 0.00360108 + s_upper_bl_H_21 : 0.00359638 +Epoch: 515 | Train Loss: 1.37291 | Test Loss: 1.37806 | analysis_confidence: 0.16105 | CL: 0.0422498 | ln_CD: 0.0808619 | CM: 0.00755773 | Top_Xtr: 0.0409039 | Bot_Xtr: 0.0511082 +Loss contributors: + s_ln_CD : 0.344859 + s_CL : 0.302979 + s_analysis_confidence : 0.232428 + s_CM : 0.15016 + s_Bot_Xtr : 0.0418122 + s_Top_Xtr : 0.0293254 + s_upper_bl_H_31 : 0.00374228 + s_upper_bl_H_22 : 0.00366771 + s_upper_bl_H_23 : 0.00361497 + s_upper_bl_H_21 : 0.00360492 +Epoch: 516 | Train Loss: 1.37275 | Test Loss: 1.37417 | analysis_confidence: 0.160209 | CL: 0.0420708 | ln_CD: 0.080396 | CM: 0.00751877 | Top_Xtr: 0.0409842 | Bot_Xtr: 0.0511898 +Loss contributors: + s_ln_CD : 0.342788 + s_CL : 0.301988 + s_analysis_confidence : 0.232351 + s_CM : 0.149383 + s_Bot_Xtr : 0.0419715 + s_Top_Xtr : 0.0294212 + s_upper_bl_H_31 : 0.00373539 + s_upper_bl_H_22 : 0.0036529 + s_upper_bl_H_23 : 0.00360153 + s_upper_bl_H_21 : 0.00358991 +Epoch: 517 | Train Loss: 1.37271 | Test Loss: 1.37344 | analysis_confidence: 0.161174 | CL: 0.042126 | ln_CD: 0.0803893 | CM: 0.00749511 | Top_Xtr: 0.040917 | Bot_Xtr: 0.051085 +Loss contributors: + s_ln_CD : 0.342531 + s_CL : 0.302287 + s_analysis_confidence : 0.232335 + s_CM : 0.14888 + s_Bot_Xtr : 0.0418762 + s_Top_Xtr : 0.029317 + s_upper_bl_H_31 : 0.00373446 + s_upper_bl_H_22 : 0.0036573 + s_upper_bl_H_23 : 0.00360302 + s_upper_bl_H_21 : 0.00359915 +Epoch: 518 | Train Loss: 1.37253 | Test Loss: 1.37379 | analysis_confidence: 0.162079 | CL: 0.0419178 | ln_CD: 0.0806792 | CM: 0.00749051 | Top_Xtr: 0.0408856 | Bot_Xtr: 0.0511611 +Loss contributors: + s_ln_CD : 0.344085 + s_CL : 0.300884 + s_analysis_confidence : 0.232454 + s_CM : 0.148761 + s_Bot_Xtr : 0.0418714 + s_Top_Xtr : 0.0293211 + s_upper_bl_H_31 : 0.00373863 + s_upper_bl_H_22 : 0.00366701 + s_upper_bl_H_23 : 0.00361079 + s_upper_bl_H_21 : 0.00360803 +Epoch: 519 | Train Loss: 1.3725 | Test Loss: 1.37227 | analysis_confidence: 0.161181 | CL: 0.0418521 | ln_CD: 0.0805436 | CM: 0.00748755 | Top_Xtr: 0.0408301 | Bot_Xtr: 0.0510429 +Loss contributors: + s_ln_CD : 0.343233 + s_CL : 0.300546 + s_analysis_confidence : 0.232352 + s_CM : 0.148712 + s_Bot_Xtr : 0.041795 + s_Top_Xtr : 0.0292981 + s_upper_bl_H_31 : 0.00372691 + s_upper_bl_H_22 : 0.00367659 + s_upper_bl_H_23 : 0.00362143 + s_upper_bl_H_21 : 0.00361722 +Epoch: 520 | Train Loss: 1.37231 | Test Loss: 1.37428 | analysis_confidence: 0.16094 | CL: 0.0420899 | ln_CD: 0.0805845 | CM: 0.0075218 | Top_Xtr: 0.0409252 | Bot_Xtr: 0.0511635 +Loss contributors: + s_ln_CD : 0.342992 + s_CL : 0.302123 + s_analysis_confidence : 0.232238 + s_CM : 0.149442 + s_Bot_Xtr : 0.0418134 + s_Top_Xtr : 0.0293202 + s_upper_bl_H_31 : 0.00371657 + s_upper_bl_H_22 : 0.00367363 + s_upper_bl_H_23 : 0.00362092 + s_upper_bl_H_21 : 0.00361084 +Epoch: 521 | Train Loss: 1.37216 | Test Loss: 1.37316 | analysis_confidence: 0.160339 | CL: 0.0420714 | ln_CD: 0.0804407 | CM: 0.00748905 | Top_Xtr: 0.0409769 | Bot_Xtr: 0.051202 +Loss contributors: + s_ln_CD : 0.342725 + s_CL : 0.302006 + s_analysis_confidence : 0.232346 + s_CM : 0.148703 + s_Bot_Xtr : 0.0418505 + s_Top_Xtr : 0.0293678 + s_upper_bl_H_31 : 0.00371967 + s_upper_bl_H_22 : 0.00367115 + s_upper_bl_H_23 : 0.00361789 + s_upper_bl_H_21 : 0.00361134 +Epoch: 522 | Train Loss: 1.3721 | Test Loss: 1.37779 | analysis_confidence: 0.160697 | CL: 0.0419057 | ln_CD: 0.0819137 | CM: 0.00748155 | Top_Xtr: 0.0409749 | Bot_Xtr: 0.0510807 +Loss contributors: + s_ln_CD : 0.348258 + s_CL : 0.300728 + s_analysis_confidence : 0.232445 + s_CM : 0.148558 + s_Bot_Xtr : 0.0418 + s_Top_Xtr : 0.0294247 + s_upper_bl_H_31 : 0.00373221 + s_upper_bl_H_22 : 0.00367466 + s_upper_bl_H_23 : 0.00361943 + s_upper_bl_H_21 : 0.00361446 +Epoch: 523 | Train Loss: 1.37196 | Test Loss: 1.37359 | analysis_confidence: 0.161468 | CL: 0.0419084 | ln_CD: 0.0808715 | CM: 0.00749829 | Top_Xtr: 0.0409303 | Bot_Xtr: 0.0511856 +Loss contributors: + s_ln_CD : 0.344497 + s_CL : 0.300643 + s_analysis_confidence : 0.232337 + s_CM : 0.148921 + s_Bot_Xtr : 0.0419078 + s_Top_Xtr : 0.0294083 + s_upper_bl_H_31 : 0.00373495 + s_upper_bl_H_22 : 0.00365763 + s_upper_bl_H_23 : 0.00360138 + s_upper_bl_H_21 : 0.00360095 +Epoch: 524 | Train Loss: 1.37185 | Test Loss: 1.37189 | analysis_confidence: 0.1618 | CL: 0.041878 | ln_CD: 0.0805196 | CM: 0.00748223 | Top_Xtr: 0.0408408 | Bot_Xtr: 0.0510762 +Loss contributors: + s_ln_CD : 0.343003 + s_CL : 0.300635 + s_analysis_confidence : 0.232391 + s_CM : 0.148569 + s_Bot_Xtr : 0.0418864 + s_Top_Xtr : 0.0293177 + s_upper_bl_H_31 : 0.00372459 + s_upper_bl_H_22 : 0.0036623 + s_upper_bl_H_23 : 0.00361316 + s_upper_bl_H_21 : 0.00359734 +Epoch: 525 | Train Loss: 1.37178 | Test Loss: 1.37436 | analysis_confidence: 0.160416 | CL: 0.0418668 | ln_CD: 0.0812365 | CM: 0.00749459 | Top_Xtr: 0.0407786 | Bot_Xtr: 0.0509536 +Loss contributors: + s_ln_CD : 0.345615 + s_CL : 0.30054 + s_analysis_confidence : 0.232309 + s_CM : 0.148823 + s_Bot_Xtr : 0.0417544 + s_Top_Xtr : 0.0292813 + s_upper_bl_H_31 : 0.00373614 + s_upper_bl_H_22 : 0.00366041 + s_upper_bl_H_21 : 0.00360474 + s_upper_bl_H_23 : 0.00360263 +Epoch: 526 | Train Loss: 1.37161 | Test Loss: 1.37527 | analysis_confidence: 0.161283 | CL: 0.0421778 | ln_CD: 0.0806598 | CM: 0.00752238 | Top_Xtr: 0.0409722 | Bot_Xtr: 0.0511207 +Loss contributors: + s_ln_CD : 0.343566 + s_CL : 0.302591 + s_analysis_confidence : 0.232394 + s_CM : 0.149429 + s_Bot_Xtr : 0.0417682 + s_Top_Xtr : 0.029381 + s_upper_bl_H_31 : 0.00372595 + s_upper_bl_H_22 : 0.00367043 + s_upper_bl_H_23 : 0.00361704 + s_upper_bl_H_21 : 0.00361008 +Epoch: 527 | Train Loss: 1.37153 | Test Loss: 1.37266 | analysis_confidence: 0.160457 | CL: 0.0419523 | ln_CD: 0.0804266 | CM: 0.0075237 | Top_Xtr: 0.0408337 | Bot_Xtr: 0.0509343 +Loss contributors: + s_ln_CD : 0.34259 + s_CL : 0.301166 + s_analysis_confidence : 0.232235 + s_CM : 0.149511 + s_Bot_Xtr : 0.041689 + s_Top_Xtr : 0.0293103 + s_upper_bl_H_31 : 0.0037178 + s_upper_bl_H_22 : 0.00366771 + s_upper_bl_H_23 : 0.00361758 + s_upper_bl_H_21 : 0.00360448 +Epoch: 528 | Train Loss: 1.37139 | Test Loss: 1.37356 | analysis_confidence: 0.161112 | CL: 0.0420115 | ln_CD: 0.0807891 | CM: 0.00749001 | Top_Xtr: 0.0409035 | Bot_Xtr: 0.0510783 +Loss contributors: + s_ln_CD : 0.344033 + s_CL : 0.301422 + s_analysis_confidence : 0.23228 + s_CM : 0.148744 + s_Bot_Xtr : 0.0418364 + s_Top_Xtr : 0.0292941 + s_upper_bl_H_31 : 0.00372454 + s_upper_bl_H_22 : 0.00365645 + s_upper_bl_H_23 : 0.00360428 + s_upper_bl_H_21 : 0.00359511 +Epoch: 529 | Train Loss: 1.37139 | Test Loss: 1.37802 | analysis_confidence: 0.16112 | CL: 0.0420922 | ln_CD: 0.0818584 | CM: 0.00750397 | Top_Xtr: 0.0409115 | Bot_Xtr: 0.0511019 +Loss contributors: + s_ln_CD : 0.347524 + s_CL : 0.302151 + s_analysis_confidence : 0.232168 + s_CM : 0.149067 + s_Bot_Xtr : 0.0417408 + s_Top_Xtr : 0.0293221 + s_upper_bl_H_31 : 0.00372944 + s_upper_bl_H_22 : 0.0036642 + s_upper_bl_H_21 : 0.00360942 + s_upper_bl_H_23 : 0.00360674 +Epoch: 530 | Train Loss: 1.37123 | Test Loss: 1.37481 | analysis_confidence: 0.160086 | CL: 0.0418316 | ln_CD: 0.0815795 | CM: 0.00747786 | Top_Xtr: 0.040883 | Bot_Xtr: 0.0509629 +Loss contributors: + s_ln_CD : 0.346734 + s_CL : 0.300236 + s_analysis_confidence : 0.232371 + s_CM : 0.14849 + s_Bot_Xtr : 0.041698 + s_Top_Xtr : 0.0293558 + s_upper_bl_H_31 : 0.00372473 + s_upper_bl_H_22 : 0.00366459 + s_upper_bl_H_23 : 0.00360993 + s_upper_bl_H_21 : 0.0036067 +Epoch: 531 | Train Loss: 1.37105 | Test Loss: 1.37456 | analysis_confidence: 0.162003 | CL: 0.0419362 | ln_CD: 0.0810691 | CM: 0.00749656 | Top_Xtr: 0.0408358 | Bot_Xtr: 0.0510377 +Loss contributors: + s_ln_CD : 0.345278 + s_CL : 0.301124 + s_analysis_confidence : 0.232336 + s_CM : 0.148924 + s_Bot_Xtr : 0.041802 + s_Top_Xtr : 0.0293134 + s_upper_bl_H_31 : 0.00373541 + s_upper_bl_H_22 : 0.00365359 + s_upper_bl_H_21 : 0.00359897 + s_upper_bl_H_23 : 0.00359673 +Epoch: 532 | Train Loss: 1.37107 | Test Loss: 1.37125 | analysis_confidence: 0.161152 | CL: 0.0418873 | ln_CD: 0.0803532 | CM: 0.00749072 | Top_Xtr: 0.0408527 | Bot_Xtr: 0.0510725 +Loss contributors: + s_ln_CD : 0.342397 + s_CL : 0.300771 + s_analysis_confidence : 0.232396 + s_CM : 0.148756 + s_Bot_Xtr : 0.0417359 + s_Top_Xtr : 0.0292907 + s_upper_bl_H_31 : 0.00372992 + s_upper_bl_H_22 : 0.00366387 + s_upper_bl_H_21 : 0.00360841 + s_upper_bl_H_23 : 0.0036066 +Epoch: 533 | Train Loss: 1.37076 | Test Loss: 1.37165 | analysis_confidence: 0.160745 | CL: 0.0418838 | ln_CD: 0.0805075 | CM: 0.00749966 | Top_Xtr: 0.0407745 | Bot_Xtr: 0.0509995 +Loss contributors: + s_ln_CD : 0.342936 + s_CL : 0.300691 + s_analysis_confidence : 0.232207 + s_CM : 0.148955 + s_Bot_Xtr : 0.0417432 + s_Top_Xtr : 0.0292556 + s_upper_bl_H_31 : 0.00372115 + s_upper_bl_H_22 : 0.00367306 + s_upper_bl_H_23 : 0.00361792 + s_upper_bl_H_21 : 0.00361481 +Epoch: 534 | Train Loss: 1.37081 | Test Loss: 1.37285 | analysis_confidence: 0.160703 | CL: 0.041908 | ln_CD: 0.0807287 | CM: 0.00750291 | Top_Xtr: 0.0408641 | Bot_Xtr: 0.051004 +Loss contributors: + s_ln_CD : 0.34399 + s_CL : 0.300798 + s_analysis_confidence : 0.232239 + s_CM : 0.149029 + s_Bot_Xtr : 0.0417457 + s_Top_Xtr : 0.0293207 + s_upper_bl_H_31 : 0.00375002 + s_upper_bl_H_22 : 0.00364473 + s_upper_bl_H_21 : 0.00359311 + s_upper_bl_H_23 : 0.00358609 +Epoch: 535 | Train Loss: 1.37073 | Test Loss: 1.37177 | analysis_confidence: 0.161582 | CL: 0.0419558 | ln_CD: 0.0804464 | CM: 0.00747442 | Top_Xtr: 0.0409261 | Bot_Xtr: 0.0511697 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s_analysis_confidence : 0.232434 + s_CM : 0.14863 + s_Bot_Xtr : 0.0418308 + s_Top_Xtr : 0.029337 + s_upper_bl_H_31 : 0.00373519 + s_upper_bl_H_22 : 0.00364954 + s_upper_bl_H_23 : 0.00359795 + s_upper_bl_H_21 : 0.00358984 +Epoch: 538 | Train Loss: 1.37033 | Test Loss: 1.37328 | analysis_confidence: 0.161192 | CL: 0.0419421 | ln_CD: 0.0809059 | CM: 0.00748859 | Top_Xtr: 0.0408259 | Bot_Xtr: 0.0508992 +Loss contributors: + s_ln_CD : 0.344398 + s_CL : 0.301088 + s_analysis_confidence : 0.232249 + s_CM : 0.148732 + s_Bot_Xtr : 0.0416787 + s_Top_Xtr : 0.0292728 + s_upper_bl_H_31 : 0.00373076 + s_upper_bl_H_22 : 0.00365725 + s_upper_bl_H_23 : 0.00360347 + s_upper_bl_H_21 : 0.00359858 +Epoch: 539 | Train Loss: 1.37027 | Test Loss: 1.3704 | analysis_confidence: 0.16139 | CL: 0.0418742 | ln_CD: 0.0801301 | CM: 0.00750727 | Top_Xtr: 0.0409205 | Bot_Xtr: 0.0511391 +Loss contributors: + s_ln_CD : 0.341442 + s_CL : 0.300676 + s_analysis_confidence : 0.232229 + s_CM : 0.149155 + s_Bot_Xtr : 0.0417867 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0.00366064 + s_upper_bl_H_23 : 0.00360908 + s_upper_bl_H_21 : 0.00359963 +Epoch: 542 | Train Loss: 1.36995 | Test Loss: 1.37953 | analysis_confidence: 0.161423 | CL: 0.0418787 | ln_CD: 0.0824243 | CM: 0.00747844 | Top_Xtr: 0.0408246 | Bot_Xtr: 0.0509627 +Loss contributors: + s_ln_CD : 0.351585 + s_CL : 0.300581 + s_analysis_confidence : 0.232242 + s_CM : 0.148491 + s_Bot_Xtr : 0.0417188 + s_Top_Xtr : 0.0293001 + s_upper_bl_H_31 : 0.00372624 + s_upper_bl_H_22 : 0.00366476 + s_upper_bl_H_21 : 0.00360951 + s_upper_bl_H_23 : 0.00360794 +Epoch: 543 | Train Loss: 1.3699 | Test Loss: 1.3724 | analysis_confidence: 0.161664 | CL: 0.0418905 | ln_CD: 0.0806043 | CM: 0.00748861 | Top_Xtr: 0.0408331 | Bot_Xtr: 0.0510153 +Loss contributors: + s_ln_CD : 0.34381 + s_CL : 0.300668 + s_analysis_confidence : 0.232269 + s_CM : 0.148708 + s_Bot_Xtr : 0.0418212 + s_Top_Xtr : 0.0293079 + s_upper_bl_H_31 : 0.00373527 + s_upper_bl_H_22 : 0.00366069 + s_upper_bl_H_21 : 0.00360805 + s_upper_bl_H_23 : 0.00360161 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0.161067 | CL: 0.0418135 | ln_CD: 0.0802132 | CM: 0.00747452 | Top_Xtr: 0.0408881 | Bot_Xtr: 0.050978 +Loss contributors: + s_ln_CD : 0.341285 + s_CL : 0.300186 + s_analysis_confidence : 0.232244 + s_CM : 0.148392 + s_Bot_Xtr : 0.0417135 + s_Top_Xtr : 0.0292789 + s_upper_bl_H_31 : 0.00373482 + s_upper_bl_H_22 : 0.00365681 + s_upper_bl_H_21 : 0.00360303 + s_upper_bl_H_23 : 0.00359856 +Epoch: 547 | Train Loss: 1.36941 | Test Loss: 1.37169 | analysis_confidence: 0.161432 | CL: 0.0418354 | ln_CD: 0.0807142 | CM: 0.0074923 | Top_Xtr: 0.0412021 | Bot_Xtr: 0.0511555 +Loss contributors: + s_ln_CD : 0.343366 + s_CL : 0.300425 + s_analysis_confidence : 0.232283 + s_CM : 0.148791 + s_Bot_Xtr : 0.0417344 + s_Top_Xtr : 0.0295528 + s_upper_bl_H_31 : 0.00372055 + s_upper_bl_H_22 : 0.00366033 + s_upper_bl_H_23 : 0.00360869 + s_upper_bl_H_21 : 0.00360035 +Epoch: 548 | Train Loss: 1.36936 | Test Loss: 1.37242 | analysis_confidence: 0.161891 | CL: 0.0420744 | ln_CD: 0.0804296 | CM: 0.00748953 | Top_Xtr: 0.041033 | Bot_Xtr: 0.0511818 +Loss contributors: + s_ln_CD : 0.342656 + s_CL : 0.301852 + s_analysis_confidence : 0.232372 + s_CM : 0.148733 + s_Bot_Xtr : 0.0418882 + s_Top_Xtr : 0.0294234 + s_upper_bl_H_31 : 0.00373656 + s_upper_bl_H_22 : 0.00365567 + s_upper_bl_H_21 : 0.00360356 + s_upper_bl_H_23 : 0.0035957 +Epoch: 549 | Train Loss: 1.36926 | Test Loss: 1.37383 | analysis_confidence: 0.160909 | CL: 0.0418316 | ln_CD: 0.0812534 | CM: 0.00750222 | Top_Xtr: 0.0409347 | Bot_Xtr: 0.0510263 +Loss contributors: + s_ln_CD : 0.345515 + s_CL : 0.300463 + s_analysis_confidence : 0.232255 + s_CM : 0.149048 + s_Bot_Xtr : 0.0416912 + s_Top_Xtr : 0.0293313 + s_upper_bl_H_31 : 0.00374207 + s_upper_bl_H_22 : 0.00364813 + s_upper_bl_H_21 : 0.00359334 + s_upper_bl_H_23 : 0.00359139 +Epoch: 550 | Train Loss: 1.36915 | Test Loss: 1.36912 | analysis_confidence: 0.161083 | CL: 0.0418577 | ln_CD: 0.080174 | CM: 0.00748899 | Top_Xtr: 0.0408649 | Bot_Xtr: 0.0510791 +Loss contributors: + s_ln_CD : 0.341197 + s_CL : 0.300536 + s_analysis_confidence : 0.232254 + s_CM : 0.148726 + s_Bot_Xtr : 0.0417525 + s_Top_Xtr : 0.0293124 + s_upper_bl_H_31 : 0.00374484 + s_upper_bl_H_22 : 0.00365742 + s_upper_bl_H_21 : 0.00360557 + s_upper_bl_H_23 : 0.00359779 +Epoch: 551 | Train Loss: 1.36905 | Test Loss: 1.37067 | analysis_confidence: 0.160538 | CL: 0.0419271 | ln_CD: 0.0804901 | CM: 0.0074646 | Top_Xtr: 0.0408641 | Bot_Xtr: 0.0508621 +Loss contributors: + s_ln_CD : 0.342825 + s_CL : 0.301158 + s_analysis_confidence : 0.232188 + s_CM : 0.148189 + s_Bot_Xtr : 0.0416976 + s_Top_Xtr : 0.0293087 + s_upper_bl_H_31 : 0.00373264 + s_upper_bl_H_22 : 0.00366343 + s_upper_bl_H_21 : 0.00361238 + s_upper_bl_H_23 : 0.00360304 +Epoch: 552 | Train Loss: 1.36896 | Test Loss: 1.37059 | analysis_confidence: 0.162706 | CL: 0.0418411 | ln_CD: 0.0804638 | CM: 0.00750522 | Top_Xtr: 0.0408076 | Bot_Xtr: 0.0508069 +Loss contributors: + s_ln_CD : 0.342502 + s_CL : 0.300197 + s_analysis_confidence : 0.232395 + s_CM : 0.14907 + s_Bot_Xtr : 0.0415785 + s_Top_Xtr : 0.029251 + s_upper_bl_H_31 : 0.00373324 + s_upper_bl_H_22 : 0.00367177 + s_upper_bl_H_23 : 0.00361883 + s_upper_bl_H_21 : 0.0036118 +Epoch: 553 | Train Loss: 1.36879 | Test Loss: 1.37082 | analysis_confidence: 0.161142 | CL: 0.0418211 | ln_CD: 0.0805743 | CM: 0.00747347 | Top_Xtr: 0.0409113 | Bot_Xtr: 0.05118 +Loss contributors: + s_ln_CD : 0.343279 + s_CL : 0.3002 + s_analysis_confidence : 0.232178 + s_CM : 0.148374 + s_Bot_Xtr : 0.0419038 + s_Top_Xtr : 0.0293685 + s_upper_bl_H_31 : 0.00373362 + s_upper_bl_H_22 : 0.00366003 + s_upper_bl_H_21 : 0.00360914 + s_upper_bl_H_23 : 0.00359938 +Epoch: 554 | Train Loss: 1.36874 | Test Loss: 1.36822 | analysis_confidence: 0.160902 | CL: 0.0418161 | ln_CD: 0.0801119 | CM: 0.00747298 | Top_Xtr: 0.0407119 | Bot_Xtr: 0.0508513 +Loss contributors: + s_ln_CD : 0.341423 + s_CL : 0.300006 + s_analysis_confidence : 0.232219 + s_CM : 0.148373 + s_Bot_Xtr : 0.0416468 + s_Top_Xtr : 0.0292019 + s_upper_bl_H_31 : 0.00374614 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s_upper_bl_H_23 : 0.00360509 +Epoch: 557 | Train Loss: 1.36838 | Test Loss: 1.3704 | analysis_confidence: 0.161517 | CL: 0.0418068 | ln_CD: 0.0808339 | CM: 0.00747467 | Top_Xtr: 0.0407563 | Bot_Xtr: 0.0509518 +Loss contributors: + s_ln_CD : 0.343472 + s_CL : 0.30012 + s_analysis_confidence : 0.232183 + s_CM : 0.148422 + s_Bot_Xtr : 0.0417296 + s_Top_Xtr : 0.0292192 + s_upper_bl_H_31 : 0.0037322 + s_upper_bl_H_22 : 0.00366124 + s_upper_bl_H_21 : 0.00360597 + s_upper_bl_H_23 : 0.00360362 +Epoch: 558 | Train Loss: 1.36834 | Test Loss: 1.37136 | analysis_confidence: 0.161532 | CL: 0.0417244 | ln_CD: 0.0812534 | CM: 0.00746696 | Top_Xtr: 0.0411567 | Bot_Xtr: 0.0514133 +Loss contributors: + s_ln_CD : 0.345143 + s_CL : 0.299448 + s_analysis_confidence : 0.232153 + s_CM : 0.148231 + s_Bot_Xtr : 0.041789 + s_Top_Xtr : 0.0294266 + s_upper_bl_H_31 : 0.00373271 + s_upper_bl_H_22 : 0.00365591 + s_upper_bl_H_21 : 0.00360662 + s_upper_bl_H_23 : 0.00359522 +Epoch: 559 | Train Loss: 1.3682 | Test Loss: 1.36859 | analysis_confidence: 0.160549 | CL: 0.0419022 | ln_CD: 0.0802263 | CM: 0.00748126 | Top_Xtr: 0.0407236 | Bot_Xtr: 0.0508473 +Loss contributors: + s_ln_CD : 0.341636 + s_CL : 0.300611 + s_analysis_confidence : 0.232181 + s_CM : 0.14858 + s_Bot_Xtr : 0.0415986 + s_Top_Xtr : 0.0291893 + s_upper_bl_H_31 : 0.00373933 + s_upper_bl_H_22 : 0.0036572 + s_upper_bl_H_21 : 0.00360831 + s_upper_bl_H_23 : 0.00359422 +Epoch: 560 | Train Loss: 1.36808 | Test Loss: 1.36974 | analysis_confidence: 0.161044 | CL: 0.0419344 | ln_CD: 0.0802559 | CM: 0.00747901 | Top_Xtr: 0.040757 | Bot_Xtr: 0.0508509 +Loss contributors: + s_ln_CD : 0.341947 + s_CL : 0.301036 + s_analysis_confidence : 0.232294 + s_CM : 0.1485 + s_Bot_Xtr : 0.0416584 + s_Top_Xtr : 0.0292673 + s_upper_bl_H_31 : 0.00376255 + s_upper_bl_H_22 : 0.00365761 + s_upper_bl_H_21 : 0.00361269 + s_upper_bl_H_23 : 0.00359206 +Epoch: 561 | Train Loss: 1.36797 | Test Loss: 1.36885 | analysis_confidence: 0.160934 | CL: 0.0418751 | ln_CD: 0.0803007 | CM: 0.00748387 | Top_Xtr: 0.040769 | Bot_Xtr: 0.0508842 +Loss contributors: + s_ln_CD : 0.341763 + s_CL : 0.30044 + s_analysis_confidence : 0.23218 + s_CM : 0.148636 + s_Bot_Xtr : 0.0416591 + s_Top_Xtr : 0.0292557 + s_upper_bl_H_31 : 0.00373608 + s_upper_bl_H_22 : 0.00365835 + s_upper_bl_H_21 : 0.00360657 + s_upper_bl_H_23 : 0.00359817 +Epoch: 562 | Train Loss: 1.36791 | Test Loss: 1.36825 | analysis_confidence: 0.161277 | CL: 0.0417726 | ln_CD: 0.0803196 | CM: 0.00748712 | Top_Xtr: 0.0407252 | Bot_Xtr: 0.0507791 +Loss contributors: + s_ln_CD : 0.341877 + s_CL : 0.29977 + s_analysis_confidence : 0.232164 + s_CM : 0.148665 + s_Bot_Xtr : 0.0415972 + s_Top_Xtr : 0.0291893 + s_upper_bl_H_31 : 0.00372962 + s_upper_bl_H_22 : 0.00364473 + s_upper_bl_H_23 : 0.00358937 + s_upper_bl_H_21 : 0.00358827 +Epoch: 563 | Train Loss: 1.36783 | Test Loss: 1.36875 | analysis_confidence: 0.160567 | CL: 0.0417678 | ln_CD: 0.0802616 | CM: 0.00750035 | Top_Xtr: 0.0409395 | Bot_Xtr: 0.0510922 +Loss contributors: + s_ln_CD : 0.341864 + s_CL : 0.299675 + s_analysis_confidence : 0.232144 + s_CM : 0.14899 + s_Bot_Xtr : 0.0417224 + s_Top_Xtr : 0.0292997 + s_upper_bl_H_31 : 0.00373926 + s_upper_bl_H_22 : 0.00365336 + s_upper_bl_H_21 : 0.00360055 + s_upper_bl_H_23 : 0.00359401 +Epoch: 564 | Train Loss: 1.36767 | Test Loss: 1.36925 | analysis_confidence: 0.161528 | CL: 0.0420239 | ln_CD: 0.0801821 | CM: 0.00748423 | Top_Xtr: 0.0408131 | Bot_Xtr: 0.0509368 +Loss contributors: + s_ln_CD : 0.341195 + s_CL : 0.301454 + s_analysis_confidence : 0.232192 + s_CM : 0.148631 + s_Bot_Xtr : 0.0416021 + s_Top_Xtr : 0.0292312 + s_upper_bl_H_31 : 0.00371584 + s_upper_bl_H_22 : 0.00366048 + s_upper_bl_H_23 : 0.00361214 + s_upper_bl_H_21 : 0.00359611 +Epoch: 565 | Train Loss: 1.36763 | Test Loss: 1.36952 | analysis_confidence: 0.160187 | CL: 0.0418132 | ln_CD: 0.0805934 | CM: 0.00746171 | Top_Xtr: 0.0406882 | Bot_Xtr: 0.0507275 +Loss contributors: + s_ln_CD : 0.343427 + s_CL : 0.299935 + s_analysis_confidence : 0.232209 + s_CM : 0.14811 + s_Bot_Xtr : 0.0415371 + s_Top_Xtr : 0.02919 + s_upper_bl_H_31 : 0.00373135 + s_upper_bl_H_22 : 0.00365674 + s_upper_bl_H_21 : 0.00360231 + s_upper_bl_H_23 : 0.00360034 +Epoch: 566 | Train Loss: 1.36745 | Test Loss: 1.36898 | analysis_confidence: 0.161071 | CL: 0.0417886 | ln_CD: 0.0802204 | CM: 0.00751642 | Top_Xtr: 0.0406601 | Bot_Xtr: 0.0507453 +Loss contributors: + s_ln_CD : 0.34181 + s_CL : 0.299998 + s_analysis_confidence : 0.232148 + s_CM : 0.149366 + s_Bot_Xtr : 0.0415634 + s_Top_Xtr : 0.0291685 + s_upper_bl_H_31 : 0.00374809 + s_upper_bl_H_22 : 0.00365909 + s_upper_bl_H_21 : 0.0036058 + s_upper_bl_H_23 : 0.00360069 +Epoch: 567 | Train Loss: 1.36738 | Test Loss: 1.36803 | analysis_confidence: 0.161944 | CL: 0.0418975 | ln_CD: 0.0803518 | CM: 0.00746738 | Top_Xtr: 0.0408228 | Bot_Xtr: 0.0508166 +Loss contributors: + s_ln_CD : 0.341455 + s_CL : 0.30055 + s_analysis_confidence : 0.232236 + s_CM : 0.148216 + s_Bot_Xtr : 0.041549 + s_Top_Xtr : 0.0292908 + s_upper_bl_H_31 : 0.00373625 + s_upper_bl_H_22 : 0.00366001 + s_upper_bl_H_21 : 0.00360732 + s_upper_bl_H_23 : 0.00360159 +Epoch: 568 | Train Loss: 1.36732 | Test Loss: 1.36707 | analysis_confidence: 0.16048 | CL: 0.0418056 | ln_CD: 0.0801236 | CM: 0.00747687 | Top_Xtr: 0.0408222 | Bot_Xtr: 0.0507579 +Loss contributors: + s_ln_CD : 0.340977 + s_CL : 0.299962 + s_analysis_confidence : 0.232131 + s_CM : 0.148438 + s_Bot_Xtr : 0.0415827 + s_Top_Xtr : 0.0292721 + s_upper_bl_H_31 : 0.00372031 + s_upper_bl_H_22 : 0.00365049 + s_upper_bl_H_23 : 0.00360128 + s_upper_bl_H_21 : 0.00358822 +Epoch: 569 | Train Loss: 1.36712 | Test Loss: 1.37021 | analysis_confidence: 0.162184 | CL: 0.0417856 | ln_CD: 0.0809819 | CM: 0.00746535 | Top_Xtr: 0.0406456 | Bot_Xtr: 0.0506969 +Loss contributors: + s_ln_CD : 0.344386 + s_CL : 0.299748 + s_analysis_confidence : 0.232252 + s_CM : 0.148193 + s_Bot_Xtr : 0.0415187 + s_Top_Xtr : 0.0291648 + s_upper_bl_H_31 : 0.00376414 + s_upper_bl_H_22 : 0.00364762 + s_upper_bl_H_21 : 0.00359773 + s_upper_bl_H_23 : 0.00358741 +Epoch: 570 | Train Loss: 1.36714 | Test Loss: 1.36767 | analysis_confidence: 0.161217 | CL: 0.0417665 | ln_CD: 0.0803347 | CM: 0.00747746 | Top_Xtr: 0.0407541 | Bot_Xtr: 0.0508845 +Loss contributors: + s_ln_CD : 0.34181 + s_CL : 0.29955 + s_analysis_confidence : 0.232268 + s_CM : 0.148473 + s_Bot_Xtr : 0.041613 + s_Top_Xtr : 0.0291981 + s_upper_bl_H_31 : 0.00373628 + s_upper_bl_H_22 : 0.00365006 + s_upper_bl_H_21 : 0.00359716 + s_upper_bl_H_23 : 0.00359293 +Epoch: 571 | Train Loss: 1.367 | Test Loss: 1.37206 | analysis_confidence: 0.162153 | CL: 0.0417359 | ln_CD: 0.0815798 | CM: 0.00747673 | Top_Xtr: 0.0408104 | Bot_Xtr: 0.0508631 +Loss contributors: + s_ln_CD : 0.346606 + s_CL : 0.299483 + s_analysis_confidence : 0.232239 + s_CM : 0.148444 + s_Bot_Xtr : 0.0415162 + s_Top_Xtr : 0.0292463 + s_upper_bl_H_31 : 0.00374124 + s_upper_bl_H_22 : 0.00365676 + s_upper_bl_H_21 : 0.00360842 + s_upper_bl_H_23 : 0.00359371 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analysis_confidence: 0.161556 | CL: 0.0417696 | ln_CD: 0.0829396 | CM: 0.00746533 | Top_Xtr: 0.0407816 | Bot_Xtr: 0.0507477 +Loss contributors: + s_ln_CD : 0.352291 + s_CL : 0.299643 + s_analysis_confidence : 0.232094 + s_CM : 0.148182 + s_Bot_Xtr : 0.0415577 + s_Top_Xtr : 0.0292264 + s_upper_bl_H_31 : 0.00373331 + s_upper_bl_H_22 : 0.00366192 + s_upper_bl_H_21 : 0.00360857 + s_upper_bl_H_23 : 0.00360436 +Epoch: 575 | Train Loss: 1.36664 | Test Loss: 1.36632 | analysis_confidence: 0.160516 | CL: 0.0417757 | ln_CD: 0.0800918 | CM: 0.00746003 | Top_Xtr: 0.0409189 | Bot_Xtr: 0.0507809 +Loss contributors: + s_ln_CD : 0.340951 + s_CL : 0.299692 + s_analysis_confidence : 0.232105 + s_CM : 0.148066 + s_Bot_Xtr : 0.0415231 + s_Top_Xtr : 0.0293031 + s_upper_bl_H_31 : 0.00373746 + s_upper_bl_H_22 : 0.00364666 + s_upper_bl_H_23 : 0.0035917 + s_upper_bl_H_21 : 0.00358967 +Epoch: 576 | Train Loss: 1.36655 | Test Loss: 1.36831 | analysis_confidence: 0.160581 | CL: 0.0417226 | ln_CD: 0.0807983 | CM: 0.00747609 | Top_Xtr: 0.040915 | Bot_Xtr: 0.0509496 +Loss contributors: + s_ln_CD : 0.34297 + s_CL : 0.299369 + s_analysis_confidence : 0.232217 + s_CM : 0.148433 + s_Bot_Xtr : 0.0415653 + s_Top_Xtr : 0.0293086 + s_upper_bl_H_31 : 0.0037269 + s_upper_bl_H_22 : 0.00365386 + s_upper_bl_H_21 : 0.0035999 + s_upper_bl_H_23 : 0.00359585 +Epoch: 577 | Train Loss: 1.36633 | Test Loss: 1.36968 | analysis_confidence: 0.16192 | CL: 0.0419932 | ln_CD: 0.0801604 | CM: 0.00754049 | Top_Xtr: 0.0408145 | Bot_Xtr: 0.0508046 +Loss contributors: + s_ln_CD : 0.340764 + s_CL : 0.301479 + s_analysis_confidence : 0.232125 + s_CM : 0.149847 + s_Bot_Xtr : 0.0416499 + s_Top_Xtr : 0.0292687 + s_upper_bl_H_31 : 0.0037537 + s_upper_bl_H_22 : 0.00363612 + s_upper_bl_H_21 : 0.00358322 + s_upper_bl_H_23 : 0.00357636 +Epoch: 578 | Train Loss: 1.36631 | Test Loss: 1.36913 | analysis_confidence: 0.16153 | CL: 0.0417315 | ln_CD: 0.0811128 | CM: 0.00746718 | Top_Xtr: 0.0407273 | Bot_Xtr: 0.0507319 +Loss contributors: + 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s_upper_bl_H_21 : 0.00359079 + s_upper_bl_H_23 : 0.00358733 +Epoch: 585 | Train Loss: 1.36553 | Test Loss: 1.36589 | analysis_confidence: 0.160361 | CL: 0.0417286 | ln_CD: 0.0801408 | CM: 0.00747089 | Top_Xtr: 0.0407592 | Bot_Xtr: 0.0506817 +Loss contributors: + s_ln_CD : 0.341006 + s_CL : 0.299433 + s_analysis_confidence : 0.232188 + s_CM : 0.14832 + s_Bot_Xtr : 0.0415789 + s_Top_Xtr : 0.029228 + s_upper_bl_H_31 : 0.0037416 + s_upper_bl_H_22 : 0.00364228 + s_upper_bl_H_21 : 0.00358992 + s_upper_bl_H_23 : 0.00358498 +Epoch: 586 | Train Loss: 1.36549 | Test Loss: 1.36591 | analysis_confidence: 0.161333 | CL: 0.0417658 | ln_CD: 0.0802772 | CM: 0.00746181 | Top_Xtr: 0.0407731 | Bot_Xtr: 0.0507271 +Loss contributors: + s_ln_CD : 0.341417 + s_CL : 0.299517 + s_analysis_confidence : 0.232099 + s_CM : 0.148113 + s_Bot_Xtr : 0.0414896 + s_Top_Xtr : 0.0291892 + s_upper_bl_H_31 : 0.00375084 + s_upper_bl_H_22 : 0.00364432 + s_upper_bl_H_21 : 0.00359402 + s_upper_bl_H_23 : 0.00358367 +Epoch: 587 | Train Loss: 1.36542 | Test Loss: 1.37219 | analysis_confidence: 0.162167 | CL: 0.0417688 | ln_CD: 0.0818071 | CM: 0.00748565 | Top_Xtr: 0.0407258 | Bot_Xtr: 0.0506768 +Loss contributors: + s_ln_CD : 0.346876 + s_CL : 0.299674 + s_analysis_confidence : 0.232128 + s_CM : 0.148661 + s_Bot_Xtr : 0.0414654 + s_Top_Xtr : 0.0291836 + s_upper_bl_H_31 : 0.00373277 + s_upper_bl_H_22 : 0.0036459 + s_upper_bl_H_23 : 0.00359187 + s_upper_bl_H_21 : 0.00358978 +Epoch: 588 | Train Loss: 1.36534 | Test Loss: 1.36454 | analysis_confidence: 0.161272 | CL: 0.04166 | ln_CD: 0.0801935 | CM: 0.00746325 | Top_Xtr: 0.0407436 | Bot_Xtr: 0.0507119 +Loss contributors: + s_ln_CD : 0.340914 + s_CL : 0.298983 + s_analysis_confidence : 0.232056 + s_CM : 0.148148 + s_Bot_Xtr : 0.0414472 + s_Top_Xtr : 0.029182 + s_upper_bl_H_31 : 0.00374221 + s_upper_bl_H_22 : 0.00364461 + s_upper_bl_H_21 : 0.0035965 + s_upper_bl_H_23 : 0.00358278 +Epoch: 589 | Train Loss: 1.36518 | Test Loss: 1.36774 | analysis_confidence: 0.161451 | CL: 0.0417681 | ln_CD: 0.0807158 | CM: 0.00745817 | Top_Xtr: 0.0408248 | Bot_Xtr: 0.050718 +Loss contributors: + s_ln_CD : 0.343345 + s_CL : 0.299515 + s_analysis_confidence : 0.232133 + s_CM : 0.148034 + s_Bot_Xtr : 0.0414404 + s_Top_Xtr : 0.0292111 + s_upper_bl_H_31 : 0.00373767 + s_upper_bl_H_22 : 0.00364295 + s_upper_bl_H_21 : 0.00358975 + s_upper_bl_H_23 : 0.00358541 +Epoch: 590 | Train Loss: 1.36519 | Test Loss: 1.37656 | analysis_confidence: 0.160944 | CL: 0.0421185 | ln_CD: 0.0824538 | CM: 0.00745461 | Top_Xtr: 0.0407617 | Bot_Xtr: 0.0505875 +Loss contributors: + s_ln_CD : 0.349827 + s_CL : 0.302105 + s_analysis_confidence : 0.231964 + s_CM : 0.147968 + s_Bot_Xtr : 0.0414485 + s_Top_Xtr : 0.0292159 + s_upper_bl_H_31 : 0.00373963 + s_upper_bl_H_22 : 0.00364548 + s_upper_bl_H_23 : 0.00359144 + s_upper_bl_H_21 : 0.00358773 +Epoch: 591 | Train Loss: 1.36504 | Test Loss: 1.36827 | analysis_confidence: 0.161365 | CL: 0.0419297 | ln_CD: 0.0805036 | CM: 0.00745646 | Top_Xtr: 0.0409642 | Bot_Xtr: 0.0508006 +Loss contributors: + s_ln_CD : 0.342219 + s_CL : 0.300742 + s_analysis_confidence : 0.232175 + s_CM : 0.147977 + s_Bot_Xtr : 0.0414706 + s_Top_Xtr : 0.0292976 + s_upper_bl_H_31 : 0.00374092 + s_upper_bl_H_22 : 0.00365453 + s_upper_bl_H_23 : 0.00360006 + s_upper_bl_H_21 : 0.00359772 +Epoch: 592 | Train Loss: 1.3649 | Test Loss: 1.36778 | analysis_confidence: 0.160558 | CL: 0.0419123 | ln_CD: 0.0807098 | CM: 0.0074569 | Top_Xtr: 0.0407902 | Bot_Xtr: 0.0506009 +Loss contributors: + s_ln_CD : 0.342403 + s_CL : 0.300705 + s_analysis_confidence : 0.231957 + s_CM : 0.148007 + s_Bot_Xtr : 0.0413812 + s_Top_Xtr : 0.029211 + s_upper_bl_H_31 : 0.00374362 + s_upper_bl_H_22 : 0.00364964 + s_upper_bl_H_21 : 0.003599 + s_upper_bl_H_23 : 0.0035901 +Epoch: 593 | Train Loss: 1.3648 | Test Loss: 1.37182 | analysis_confidence: 0.161613 | CL: 0.0419543 | ln_CD: 0.081328 | CM: 0.0074501 | Top_Xtr: 0.0407027 | Bot_Xtr: 0.0506112 +Loss contributors: + s_ln_CD : 0.346155 + s_CL : 0.300938 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s_upper_bl_H_22 : 0.00364322 + s_upper_bl_H_21 : 0.00359174 + s_upper_bl_H_23 : 0.00358433 +Epoch: 598 | Train Loss: 1.36428 | Test Loss: 1.36738 | analysis_confidence: 0.160771 | CL: 0.0418284 | ln_CD: 0.0805343 | CM: 0.0074749 | Top_Xtr: 0.0407539 | Bot_Xtr: 0.050772 +Loss contributors: + s_ln_CD : 0.342419 + s_CL : 0.300094 + s_analysis_confidence : 0.232082 + s_CM : 0.148407 + s_Bot_Xtr : 0.0414459 + s_Top_Xtr : 0.0291694 + s_upper_bl_H_31 : 0.00375581 + s_upper_bl_H_22 : 0.00365027 + s_upper_bl_H_21 : 0.00360227 + s_upper_bl_H_23 : 0.00358717 +Epoch: 599 | Train Loss: 1.36424 | Test Loss: 1.36459 | analysis_confidence: 0.161993 | CL: 0.0417332 | ln_CD: 0.0800265 | CM: 0.00747529 | Top_Xtr: 0.0407961 | Bot_Xtr: 0.05076 +Loss contributors: + s_ln_CD : 0.340349 + s_CL : 0.299437 + s_analysis_confidence : 0.231972 + s_CM : 0.148416 + s_Bot_Xtr : 0.0415573 + s_Top_Xtr : 0.0292523 + s_upper_bl_H_31 : 0.00375446 + s_upper_bl_H_22 : 0.00363496 + s_upper_bl_H_21 : 0.00358872 + s_upper_bl_H_23 : 0.00357135 +Epoch: 600 | Train Loss: 1.36408 | Test Loss: 1.36434 | analysis_confidence: 0.160917 | CL: 0.0417179 | ln_CD: 0.0802272 | CM: 0.00744509 | Top_Xtr: 0.0407861 | Bot_Xtr: 0.0506118 +Loss contributors: + s_ln_CD : 0.341136 + s_CL : 0.29927 + s_analysis_confidence : 0.231963 + s_CM : 0.147729 + s_Bot_Xtr : 0.0413571 + s_Top_Xtr : 0.0292161 + s_upper_bl_H_31 : 0.00374507 + s_upper_bl_H_22 : 0.00363601 + s_upper_bl_H_21 : 0.00358605 + s_upper_bl_H_23 : 0.00357599 +Epoch: 601 | Train Loss: 1.36395 | Test Loss: 1.36787 | analysis_confidence: 0.160358 | CL: 0.0416451 | ln_CD: 0.0809538 | CM: 0.00746522 | Top_Xtr: 0.0408199 | Bot_Xtr: 0.050689 +Loss contributors: + s_ln_CD : 0.344115 + s_CL : 0.298774 + s_analysis_confidence : 0.232276 + s_CM : 0.148188 + s_Bot_Xtr : 0.041508 + s_Top_Xtr : 0.029266 + s_upper_bl_H_31 : 0.0037413 + s_upper_bl_H_22 : 0.00364978 + s_upper_bl_H_21 : 0.00360366 + s_upper_bl_H_23 : 0.00358505 +Epoch: 602 | Train Loss: 1.36394 | Test Loss: 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| CM: 0.00746749 | Top_Xtr: 0.0407019 | Bot_Xtr: 0.050673 +Loss contributors: + s_ln_CD : 0.34084 + s_CL : 0.299793 + s_analysis_confidence : 0.232101 + s_CM : 0.148217 + s_Bot_Xtr : 0.0413488 + s_Top_Xtr : 0.0291421 + s_upper_bl_H_31 : 0.00374813 + s_upper_bl_H_22 : 0.00364896 + s_upper_bl_H_21 : 0.00359836 + s_upper_bl_H_23 : 0.00358805 +Epoch: 605 | Train Loss: 1.36362 | Test Loss: 1.36614 | analysis_confidence: 0.161198 | CL: 0.0416746 | ln_CD: 0.080292 | CM: 0.00755196 | Top_Xtr: 0.0405487 | Bot_Xtr: 0.0504595 +Loss contributors: + s_ln_CD : 0.34115 + s_CL : 0.299036 + s_analysis_confidence : 0.231932 + s_CM : 0.150113 + s_Bot_Xtr : 0.0413086 + s_Top_Xtr : 0.0290553 + s_upper_bl_H_31 : 0.00376245 + s_upper_bl_H_22 : 0.0036322 + s_upper_bl_H_21 : 0.0035806 + s_upper_bl_H_23 : 0.00357384 +Epoch: 606 | Train Loss: 1.36348 | Test Loss: 1.36721 | analysis_confidence: 0.162572 | CL: 0.0417559 | ln_CD: 0.0805667 | CM: 0.00746454 | Top_Xtr: 0.0405708 | Bot_Xtr: 0.050459 +Loss 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: 0.232015 + s_CM : 0.147791 + s_Bot_Xtr : 0.0413289 + s_Top_Xtr : 0.0291345 + s_upper_bl_H_31 : 0.00374851 + s_upper_bl_H_22 : 0.0036344 + s_upper_bl_H_21 : 0.00358198 + s_upper_bl_H_23 : 0.0035773 +Epoch: 609 | Train Loss: 1.3633 | Test Loss: 1.3707 | analysis_confidence: 0.16193 | CL: 0.0420251 | ln_CD: 0.0812309 | CM: 0.00745893 | Top_Xtr: 0.0407687 | Bot_Xtr: 0.0506487 +Loss contributors: + s_ln_CD : 0.345108 + s_CL : 0.301294 + s_analysis_confidence : 0.232264 + s_CM : 0.148033 + s_Bot_Xtr : 0.0413487 + s_Top_Xtr : 0.0291726 + s_upper_bl_H_31 : 0.00374448 + s_upper_bl_H_22 : 0.00363603 + s_upper_bl_H_21 : 0.00358234 + s_upper_bl_H_23 : 0.00357857 +Epoch: 610 | Train Loss: 1.36307 | Test Loss: 1.36282 | analysis_confidence: 0.160467 | CL: 0.041605 | ln_CD: 0.0801095 | CM: 0.00744049 | Top_Xtr: 0.0405739 | Bot_Xtr: 0.050491 +Loss contributors: + s_ln_CD : 0.341127 + s_CL : 0.29847 + s_analysis_confidence : 0.231964 + s_CM : 0.147629 + s_Bot_Xtr : 0.0413143 + s_Top_Xtr : 0.0290742 + s_upper_bl_H_31 : 0.00375138 + s_upper_bl_H_22 : 0.00363757 + s_upper_bl_H_21 : 0.00358483 + s_upper_bl_H_23 : 0.00357839 +Epoch: 611 | Train Loss: 1.36298 | Test Loss: 1.36217 | analysis_confidence: 0.162689 | CL: 0.0415915 | ln_CD: 0.079998 | CM: 0.00745694 | Top_Xtr: 0.0406877 | Bot_Xtr: 0.0505919 +Loss contributors: + s_ln_CD : 0.339755 + s_CL : 0.29835 + s_analysis_confidence : 0.232202 + s_CM : 0.148017 + s_Bot_Xtr : 0.0413876 + s_Top_Xtr : 0.0291428 + s_upper_bl_H_31 : 0.00374577 + s_upper_bl_H_22 : 0.00363848 + s_upper_bl_H_21 : 0.00358795 + s_upper_bl_H_23 : 0.00357939 +Epoch: 612 | Train Loss: 1.36294 | Test Loss: 1.36402 | analysis_confidence: 0.16059 | CL: 0.0416719 | ln_CD: 0.0802203 | CM: 0.00743679 | Top_Xtr: 0.04075 | Bot_Xtr: 0.0505982 +Loss contributors: + s_ln_CD : 0.34152 + s_CL : 0.299041 + s_analysis_confidence : 0.232049 + s_CM : 0.147548 + s_Bot_Xtr : 0.0413788 + s_Top_Xtr : 0.0291587 + s_upper_bl_H_31 : 0.0037175 + s_upper_bl_H_22 : 0.00365396 + s_upper_bl_H_23 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1.36261 | Test Loss: 1.36878 | analysis_confidence: 0.162368 | CL: 0.0417666 | ln_CD: 0.081671 | CM: 0.00743204 | Top_Xtr: 0.0405785 | Bot_Xtr: 0.0503429 +Loss contributors: + s_ln_CD : 0.346164 + s_CL : 0.299454 + s_analysis_confidence : 0.232241 + s_CM : 0.147437 + s_Bot_Xtr : 0.0412041 + s_Top_Xtr : 0.0290632 + s_upper_bl_H_31 : 0.00374247 + s_upper_bl_H_22 : 0.00364084 + s_upper_bl_H_21 : 0.00358533 + s_upper_bl_H_23 : 0.00358371 +Epoch: 616 | Train Loss: 1.36244 | Test Loss: 1.36809 | analysis_confidence: 0.161124 | CL: 0.0417134 | ln_CD: 0.0813406 | CM: 0.00743765 | Top_Xtr: 0.0406344 | Bot_Xtr: 0.0505192 +Loss contributors: + s_ln_CD : 0.345778 + s_CL : 0.299228 + s_analysis_confidence : 0.231936 + s_CM : 0.147565 + s_Bot_Xtr : 0.0412498 + s_Top_Xtr : 0.029072 + s_upper_bl_H_31 : 0.00375193 + s_upper_bl_H_22 : 0.003645 + s_upper_bl_H_21 : 0.00359167 + s_upper_bl_H_23 : 0.00358568 +Epoch: 617 | Train Loss: 1.36233 | Test Loss: 1.36222 | analysis_confidence: 0.161395 | CL: 0.0417315 | ln_CD: 0.0798879 | CM: 0.007459 | Top_Xtr: 0.0406817 | Bot_Xtr: 0.050513 +Loss contributors: + s_ln_CD : 0.339469 + s_CL : 0.299152 + s_analysis_confidence : 0.232021 + s_CM : 0.148028 + s_Bot_Xtr : 0.0413358 + s_Top_Xtr : 0.029146 + s_upper_bl_H_31 : 0.00374409 + s_upper_bl_H_22 : 0.00363673 + s_upper_bl_H_21 : 0.00358268 + s_upper_bl_H_23 : 0.00358088 +Epoch: 618 | Train Loss: 1.36236 | Test Loss: 1.36454 | analysis_confidence: 0.160364 | CL: 0.0418426 | ln_CD: 0.080263 | CM: 0.00744244 | Top_Xtr: 0.0406436 | Bot_Xtr: 0.0504848 +Loss contributors: + s_ln_CD : 0.341071 + s_CL : 0.300209 + s_analysis_confidence : 0.23187 + s_CM : 0.147669 + s_Bot_Xtr : 0.0412831 + s_Top_Xtr : 0.0290848 + s_upper_bl_H_31 : 0.00376068 + s_upper_bl_H_22 : 0.00363008 + s_upper_bl_H_21 : 0.00357633 + s_upper_bl_H_23 : 0.00357277 +Epoch: 619 | Train Loss: 1.36217 | Test Loss: 1.36589 | analysis_confidence: 0.160497 | CL: 0.0417489 | ln_CD: 0.0806046 | CM: 0.00743373 | Top_Xtr: 0.0405552 | Bot_Xtr: 0.050458 +Loss contributors: + s_ln_CD : 0.342997 + s_CL : 0.299527 + s_analysis_confidence : 0.231862 + s_CM : 0.147471 + s_Bot_Xtr : 0.0413119 + s_Top_Xtr : 0.0290584 + s_upper_bl_H_31 : 0.00375815 + s_upper_bl_H_22 : 0.00365764 + s_upper_bl_H_21 : 0.00360774 + s_upper_bl_H_23 : 0.00359683 +Epoch: 620 | Train Loss: 1.36217 | Test Loss: 1.36904 | analysis_confidence: 0.16113 | CL: 0.0417671 | ln_CD: 0.0816075 | CM: 0.00743223 | Top_Xtr: 0.0407593 | Bot_Xtr: 0.0505092 +Loss contributors: + s_ln_CD : 0.346067 + s_CL : 0.299731 + s_analysis_confidence : 0.231977 + s_CM : 0.147441 + s_Bot_Xtr : 0.0413066 + s_Top_Xtr : 0.029223 + s_upper_bl_H_31 : 0.00372501 + s_upper_bl_H_22 : 0.00365618 + s_upper_bl_H_21 : 0.00360263 + s_upper_bl_H_23 : 0.00359784 +Epoch: 621 | Train Loss: 1.36203 | Test Loss: 1.36322 | analysis_confidence: 0.160485 | CL: 0.0417919 | ln_CD: 0.0802137 | CM: 0.00743847 | Top_Xtr: 0.0406984 | Bot_Xtr: 0.0505255 +Loss contributors: + s_ln_CD : 0.340467 + s_CL : 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s_upper_bl_H_22 : 0.00363978 + s_upper_bl_H_21 : 0.00359297 + s_upper_bl_H_23 : 0.00357631 +Epoch: 626 | Train Loss: 1.36153 | Test Loss: 1.3629 | analysis_confidence: 0.161638 | CL: 0.0416345 | ln_CD: 0.0803992 | CM: 0.00744276 | Top_Xtr: 0.0406067 | Bot_Xtr: 0.0503198 +Loss contributors: + s_ln_CD : 0.341497 + s_CL : 0.298659 + s_analysis_confidence : 0.231841 + s_CM : 0.147683 + s_Bot_Xtr : 0.0412329 + s_Top_Xtr : 0.0291033 + s_upper_bl_H_31 : 0.00374838 + s_upper_bl_H_22 : 0.00362784 + s_upper_bl_H_21 : 0.00357954 + s_upper_bl_H_23 : 0.0035664 +Epoch: 627 | Train Loss: 1.36145 | Test Loss: 1.36245 | analysis_confidence: 0.16117 | CL: 0.041673 | ln_CD: 0.0803197 | CM: 0.00742498 | Top_Xtr: 0.0406583 | Bot_Xtr: 0.0504229 +Loss contributors: + s_ln_CD : 0.341295 + s_CL : 0.2988 + s_analysis_confidence : 0.231918 + s_CM : 0.147282 + s_Bot_Xtr : 0.0412033 + s_Top_Xtr : 0.02909 + s_upper_bl_H_31 : 0.00375131 + s_upper_bl_H_22 : 0.00362657 + s_upper_bl_H_21 : 0.00357592 + s_upper_bl_H_23 : 0.00356851 +Epoch: 628 | Train Loss: 1.36131 | Test Loss: 1.3646 | analysis_confidence: 0.160666 | CL: 0.041667 | ln_CD: 0.0808455 | CM: 0.0074361 | Top_Xtr: 0.0408835 | Bot_Xtr: 0.0506224 +Loss contributors: + s_ln_CD : 0.342602 + s_CL : 0.298868 + s_analysis_confidence : 0.231999 + s_CM : 0.147538 + s_Bot_Xtr : 0.0413212 + s_Top_Xtr : 0.0292666 + s_upper_bl_H_31 : 0.00373595 + s_upper_bl_H_22 : 0.00363341 + s_upper_bl_H_23 : 0.0035806 + s_upper_bl_H_21 : 0.00357432 +Epoch: 629 | Train Loss: 1.36122 | Test Loss: 1.36083 | analysis_confidence: 0.160997 | CL: 0.0416223 | ln_CD: 0.079929 | CM: 0.00742754 | Top_Xtr: 0.0407153 | Bot_Xtr: 0.050509 +Loss contributors: + s_ln_CD : 0.339287 + s_CL : 0.298461 + s_analysis_confidence : 0.231827 + s_CM : 0.147353 + s_Bot_Xtr : 0.0413506 + s_Top_Xtr : 0.0291885 + s_upper_bl_H_31 : 0.00374904 + s_upper_bl_H_22 : 0.00365532 + s_upper_bl_H_21 : 0.00360845 + s_upper_bl_H_23 : 0.00359067 +Epoch: 630 | Train Loss: 1.36109 | Test Loss: 1.36273 | analysis_confidence: 0.161157 | CL: 0.0416882 | ln_CD: 0.080328 | CM: 0.0074464 | Top_Xtr: 0.0406223 | Bot_Xtr: 0.0504301 +Loss contributors: + s_ln_CD : 0.341066 + s_CL : 0.298923 + s_analysis_confidence : 0.231922 + s_CM : 0.147736 + s_Bot_Xtr : 0.0411685 + s_Top_Xtr : 0.0290565 + s_upper_bl_H_31 : 0.00375785 + s_upper_bl_H_22 : 0.00363425 + s_upper_bl_H_21 : 0.00358565 + s_upper_bl_H_23 : 0.00357166 +Epoch: 631 | Train Loss: 1.361 | Test Loss: 1.36712 | analysis_confidence: 0.161803 | CL: 0.0421879 | ln_CD: 0.0804673 | CM: 0.00743814 | Top_Xtr: 0.0405509 | Bot_Xtr: 0.0502944 +Loss contributors: + s_ln_CD : 0.341428 + s_CL : 0.302801 + s_analysis_confidence : 0.231958 + s_CM : 0.147578 + s_Bot_Xtr : 0.041231 + s_Top_Xtr : 0.0290571 + s_upper_bl_H_31 : 0.00374259 + s_upper_bl_H_22 : 0.00363943 + s_upper_bl_H_23 : 0.00358362 + s_upper_bl_H_21 : 0.00358329 +Epoch: 632 | Train Loss: 1.36094 | Test Loss: 1.36454 | analysis_confidence: 0.161008 | CL: 0.0416606 | ln_CD: 0.0809167 | CM: 0.00743141 | Top_Xtr: 0.0405456 | Bot_Xtr: 0.0502822 +Loss contributors: + s_ln_CD : 0.343163 + s_CL : 0.298941 + s_analysis_confidence : 0.231843 + s_CM : 0.147398 + s_Bot_Xtr : 0.0411207 + s_Top_Xtr : 0.0290247 + s_upper_bl_H_31 : 0.00373653 + s_upper_bl_H_22 : 0.00364829 + s_upper_bl_H_23 : 0.00359331 + s_upper_bl_H_21 : 0.00359069 +Epoch: 633 | Train Loss: 1.36086 | Test Loss: 1.36051 | analysis_confidence: 0.160258 | CL: 0.0416095 | ln_CD: 0.07992 | CM: 0.00743868 | Top_Xtr: 0.0406094 | Bot_Xtr: 0.0503601 +Loss contributors: + s_ln_CD : 0.339404 + s_CL : 0.298426 + s_analysis_confidence : 0.232081 + s_CM : 0.147572 + s_Bot_Xtr : 0.0411992 + s_Top_Xtr : 0.0290689 + s_upper_bl_H_31 : 0.00374579 + s_upper_bl_H_22 : 0.00362461 + s_upper_bl_H_21 : 0.00357072 + s_upper_bl_H_23 : 0.00356949 +Epoch: 634 | Train Loss: 1.36078 | Test Loss: 1.36527 | analysis_confidence: 0.160293 | CL: 0.041583 | ln_CD: 0.0810812 | CM: 0.00742323 | Top_Xtr: 0.0405078 | Bot_Xtr: 0.0503076 +Loss contributors: 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s_upper_bl_H_31 : 0.00373166 + s_upper_bl_H_22 : 0.00363557 + s_upper_bl_H_23 : 0.00358247 + s_upper_bl_H_21 : 0.00357856 +Epoch: 639 | Train Loss: 1.36014 | Test Loss: 1.36222 | analysis_confidence: 0.161481 | CL: 0.0418415 | ln_CD: 0.0799472 | CM: 0.0074308 | Top_Xtr: 0.0405139 | Bot_Xtr: 0.0502334 +Loss contributors: + s_ln_CD : 0.339704 + s_CL : 0.300453 + s_analysis_confidence : 0.231825 + s_CM : 0.147421 + s_Bot_Xtr : 0.0411054 + s_Top_Xtr : 0.0289821 + s_upper_bl_H_31 : 0.00375603 + s_upper_bl_H_22 : 0.00363599 + s_upper_bl_H_23 : 0.00358144 + s_upper_bl_H_21 : 0.00357945 +Epoch: 640 | Train Loss: 1.36009 | Test Loss: 1.36077 | analysis_confidence: 0.16133 | CL: 0.0415834 | ln_CD: 0.0803415 | CM: 0.00740753 | Top_Xtr: 0.0406365 | Bot_Xtr: 0.0503616 +Loss contributors: + s_ln_CD : 0.34121 + s_CL : 0.298011 + s_analysis_confidence : 0.231756 + s_CM : 0.146882 + s_Bot_Xtr : 0.0411815 + s_Top_Xtr : 0.0290885 + s_upper_bl_H_31 : 0.00372297 + s_upper_bl_H_22 : 0.00363581 + s_upper_bl_H_23 : 0.00358518 + s_upper_bl_H_21 : 0.00357387 +Epoch: 641 | Train Loss: 1.36003 | Test Loss: 1.36963 | analysis_confidence: 0.15957 | CL: 0.0420417 | ln_CD: 0.081183 | CM: 0.00745915 | Top_Xtr: 0.0405495 | Bot_Xtr: 0.0502217 +Loss contributors: + s_ln_CD : 0.345422 + s_CL : 0.301544 + s_analysis_confidence : 0.231741 + s_CM : 0.148029 + s_Bot_Xtr : 0.0410743 + s_Top_Xtr : 0.0290427 + s_upper_bl_H_31 : 0.00373761 + s_upper_bl_H_22 : 0.00364255 + s_upper_bl_H_23 : 0.00358707 + s_upper_bl_H_21 : 0.00358573 +Epoch: 642 | Train Loss: 1.35997 | Test Loss: 1.36005 | analysis_confidence: 0.161825 | CL: 0.0416791 | ln_CD: 0.0798006 | CM: 0.00744253 | Top_Xtr: 0.0406564 | Bot_Xtr: 0.0503708 +Loss contributors: + s_ln_CD : 0.339149 + s_CL : 0.298804 + s_analysis_confidence : 0.231817 + s_CM : 0.147655 + s_Bot_Xtr : 0.0410981 + s_Top_Xtr : 0.029081 + s_upper_bl_H_31 : 0.00373265 + s_upper_bl_H_22 : 0.0036373 + s_upper_bl_H_21 : 0.00358131 + s_upper_bl_H_23 : 0.00358114 +Epoch: 643 | Train Loss: 1.35982 | Test Loss: 1.36025 | analysis_confidence: 0.161489 | CL: 0.0416726 | ln_CD: 0.0799781 | CM: 0.00742758 | Top_Xtr: 0.0405633 | Bot_Xtr: 0.0502664 +Loss contributors: + s_ln_CD : 0.339382 + s_CL : 0.298938 + s_analysis_confidence : 0.231824 + s_CM : 0.147334 + s_Bot_Xtr : 0.0410443 + s_Top_Xtr : 0.0290087 + s_upper_bl_H_31 : 0.00374971 + s_upper_bl_H_22 : 0.00363669 + s_upper_bl_H_21 : 0.00358376 + s_upper_bl_H_23 : 0.00357956 +Epoch: 644 | Train Loss: 1.35978 | Test Loss: 1.36162 | analysis_confidence: 0.160462 | CL: 0.041595 | ln_CD: 0.0805787 | CM: 0.0074047 | Top_Xtr: 0.040695 | Bot_Xtr: 0.0502779 +Loss contributors: + s_ln_CD : 0.341878 + s_CL : 0.298205 + s_analysis_confidence : 0.23175 + s_CM : 0.146825 + s_Bot_Xtr : 0.0410794 + s_Top_Xtr : 0.0291392 + s_upper_bl_H_31 : 0.00374631 + s_upper_bl_H_22 : 0.00364421 + s_upper_bl_H_21 : 0.00359348 + s_upper_bl_H_23 : 0.00358463 +Epoch: 645 | Train Loss: 1.35965 | Test Loss: 1.35997 | analysis_confidence: 0.160948 | CL: 0.04168 | ln_CD: 0.0798385 | CM: 0.00742605 | Top_Xtr: 0.0406029 | Bot_Xtr: 0.0502399 +Loss contributors: + s_ln_CD : 0.339252 + s_CL : 0.298926 + s_analysis_confidence : 0.231833 + s_CM : 0.147271 + s_Bot_Xtr : 0.0410549 + s_Top_Xtr : 0.0290555 + s_upper_bl_H_31 : 0.00373924 + s_upper_bl_H_22 : 0.00363825 + s_upper_bl_H_21 : 0.00358393 + s_upper_bl_H_23 : 0.0035829 +Epoch: 646 | Train Loss: 1.35957 | Test Loss: 1.35934 | analysis_confidence: 0.161199 | CL: 0.0415856 | ln_CD: 0.0800454 | CM: 0.00741926 | Top_Xtr: 0.040524 | Bot_Xtr: 0.0501397 +Loss contributors: + s_ln_CD : 0.339821 + s_CL : 0.298124 + s_analysis_confidence : 0.231844 + s_CM : 0.147142 + s_Bot_Xtr : 0.0410273 + s_Top_Xtr : 0.0289895 + s_upper_bl_H_31 : 0.00374015 + s_upper_bl_H_22 : 0.00363009 + s_upper_bl_H_21 : 0.00357583 + s_upper_bl_H_23 : 0.00357353 +Epoch: 647 | Train Loss: 1.35953 | Test Loss: 1.36073 | analysis_confidence: 0.160357 | CL: 0.0416976 | ln_CD: 0.0800855 | CM: 0.00742153 | Top_Xtr: 0.0405899 | Bot_Xtr: 0.0503169 +Loss contributors: + s_ln_CD : 0.339886 + s_CL : 0.299011 + s_analysis_confidence : 0.23176 + s_CM : 0.147219 + s_Bot_Xtr : 0.0411727 + s_Top_Xtr : 0.0290436 + s_upper_bl_H_31 : 0.00373062 + s_upper_bl_H_22 : 0.00363555 + s_upper_bl_H_23 : 0.00358167 + s_upper_bl_H_21 : 0.00357772 +Epoch: 648 | Train Loss: 1.35933 | Test Loss: 1.36089 | analysis_confidence: 0.16111 | CL: 0.0415778 | ln_CD: 0.0804025 | CM: 0.00741055 | Top_Xtr: 0.0405685 | Bot_Xtr: 0.050232 +Loss contributors: + s_ln_CD : 0.341405 + s_CL : 0.298218 + s_analysis_confidence : 0.231833 + s_CM : 0.146936 + s_Bot_Xtr : 0.0410857 + s_Top_Xtr : 0.0290521 + s_upper_bl_H_31 : 0.00374753 + s_upper_bl_H_22 : 0.00363487 + s_upper_bl_H_21 : 0.00358504 + s_upper_bl_H_23 : 0.00357402 +Epoch: 649 | Train Loss: 1.35922 | Test Loss: 1.35942 | analysis_confidence: 0.161016 | CL: 0.0416099 | ln_CD: 0.0799664 | CM: 0.00741305 | Top_Xtr: 0.0405604 | Bot_Xtr: 0.0502604 +Loss contributors: + s_ln_CD : 0.339776 + s_CL : 0.298374 + s_analysis_confidence : 0.231821 + s_CM : 0.146986 + s_Bot_Xtr : 0.0410713 + s_Top_Xtr : 0.0290132 + s_upper_bl_H_31 : 0.00374835 + s_upper_bl_H_22 : 0.00363703 + s_upper_bl_H_21 : 0.00358524 + s_upper_bl_H_23 : 0.00357754 +Epoch: 650 | Train Loss: 1.35913 | Test Loss: 1.35971 | analysis_confidence: 0.161173 | CL: 0.0415218 | ln_CD: 0.0799909 | CM: 0.00743957 | Top_Xtr: 0.0405506 | Bot_Xtr: 0.0503768 +Loss contributors: + s_ln_CD : 0.340139 + s_CL : 0.297639 + s_analysis_confidence : 0.231838 + s_CM : 0.147612 + s_Bot_Xtr : 0.041085 + s_Top_Xtr : 0.0289928 + s_upper_bl_H_31 : 0.0037551 + s_upper_bl_H_22 : 0.00363623 + s_upper_bl_H_21 : 0.00358543 + s_upper_bl_H_23 : 0.00357739 +Epoch: 651 | Train Loss: 1.35901 | Test Loss: 1.37013 | analysis_confidence: 0.161164 | CL: 0.0418639 | ln_CD: 0.0821469 | CM: 0.00743639 | Top_Xtr: 0.0404886 | Bot_Xtr: 0.0501736 +Loss contributors: + s_ln_CD : 0.348089 + s_CL : 0.300199 + s_analysis_confidence : 0.23175 + s_CM : 0.147528 + s_Bot_Xtr : 0.0410513 + s_Top_Xtr : 0.0289716 + s_upper_bl_H_31 : 0.0037513 + s_upper_bl_H_22 : 0.00363044 + s_upper_bl_H_21 : 0.00357736 + s_upper_bl_H_23 : 0.00357248 +Epoch: 652 | Train Loss: 1.3589 | Test Loss: 1.36082 | analysis_confidence: 0.161063 | CL: 0.0415123 | ln_CD: 0.0806519 | CM: 0.00740639 | Top_Xtr: 0.0405979 | Bot_Xtr: 0.0501852 +Loss contributors: + s_ln_CD : 0.342211 + s_CL : 0.297481 + s_analysis_confidence : 0.231739 + s_CM : 0.146862 + s_Bot_Xtr : 0.040966 + s_Top_Xtr : 0.0290377 + s_upper_bl_H_31 : 0.0037369 + s_upper_bl_H_22 : 0.00362769 + s_upper_bl_H_23 : 0.00357815 + s_upper_bl_H_21 : 0.00356459 +Epoch: 653 | Train Loss: 1.35878 | Test Loss: 1.35921 | analysis_confidence: 0.159508 | CL: 0.0417203 | ln_CD: 0.079828 | CM: 0.00741709 | Top_Xtr: 0.0404974 | Bot_Xtr: 0.0502297 +Loss contributors: + s_ln_CD : 0.338967 + s_CL : 0.299044 + s_analysis_confidence : 0.231813 + s_CM : 0.147078 + s_Bot_Xtr : 0.0410267 + s_Top_Xtr : 0.0289574 + s_upper_bl_H_31 : 0.0037559 + s_upper_bl_H_22 : 0.00363595 + s_upper_bl_H_21 : 0.0035865 + s_upper_bl_H_23 : 0.0035747 +Epoch: 654 | Train Loss: 1.35877 | Test Loss: 1.35883 | analysis_confidence: 0.161399 | CL: 0.0416738 | ln_CD: 0.0798796 | CM: 0.00742395 | Top_Xtr: 0.0405578 | Bot_Xtr: 0.0501031 +Loss contributors: + s_ln_CD : 0.338831 + s_CL : 0.298506 + s_analysis_confidence : 0.23195 + s_CM : 0.147259 + s_Bot_Xtr : 0.0409996 + s_Top_Xtr : 0.0289892 + s_upper_bl_H_31 : 0.00373516 + s_upper_bl_H_22 : 0.0036368 + s_upper_bl_H_21 : 0.00358344 + s_upper_bl_H_23 : 0.00357825 +Epoch: 655 | Train Loss: 1.35863 | Test Loss: 1.35901 | analysis_confidence: 0.161636 | CL: 0.0415488 | ln_CD: 0.0800161 | CM: 0.00741482 | Top_Xtr: 0.0407076 | Bot_Xtr: 0.0505111 +Loss contributors: + s_ln_CD : 0.339828 + s_CL : 0.297825 + s_analysis_confidence : 0.231757 + s_CM : 0.14705 + s_Bot_Xtr : 0.0413222 + s_Top_Xtr : 0.0291436 + s_upper_bl_H_31 : 0.00374191 + s_upper_bl_H_22 : 0.0036275 + s_upper_bl_H_21 : 0.00357612 + s_upper_bl_H_23 : 0.00356891 +Epoch: 656 | Train Loss: 1.35848 | Test Loss: 1.35835 | analysis_confidence: 0.160247 | CL: 0.0415652 | ln_CD: 0.0799035 | CM: 0.00740591 | Top_Xtr: 0.0405838 | Bot_Xtr: 0.0501482 +Loss contributors: + s_ln_CD : 0.339462 + s_CL : 0.297976 + s_analysis_confidence : 0.231797 + s_CM : 0.146838 + s_Bot_Xtr : 0.0410669 + s_Top_Xtr : 0.0290327 + s_upper_bl_H_31 : 0.00373149 + s_upper_bl_H_22 : 0.00364531 + s_upper_bl_H_21 : 0.00359399 + s_upper_bl_H_23 : 0.00358626 +Epoch: 657 | Train Loss: 1.35845 | Test Loss: 1.35897 | analysis_confidence: 0.161142 | CL: 0.041499 | ln_CD: 0.0803284 | CM: 0.00740237 | Top_Xtr: 0.0408001 | Bot_Xtr: 0.0503559 +Loss contributors: + s_ln_CD : 0.340601 + s_CL : 0.297447 + s_analysis_confidence : 0.23177 + s_CM : 0.146763 + s_Bot_Xtr : 0.0410864 + s_Top_Xtr : 0.0291642 + s_upper_bl_H_31 : 0.00373752 + s_upper_bl_H_22 : 0.00363484 + s_upper_bl_H_21 : 0.00358217 + s_upper_bl_H_23 : 0.0035779 +Epoch: 658 | Train Loss: 1.35831 | Test Loss: 1.36318 | analysis_confidence: 0.161811 | CL: 0.0417701 | ln_CD: 0.0810326 | CM: 0.00740404 | Top_Xtr: 0.0405034 | Bot_Xtr: 0.0501424 +Loss contributors: + s_ln_CD : 0.343248 + s_CL : 0.299236 + s_analysis_confidence : 0.231803 + s_CM : 0.146799 + s_Bot_Xtr : 0.0409987 + s_Top_Xtr : 0.0289603 + s_upper_bl_H_31 : 0.00373967 + s_upper_bl_H_22 : 0.00362629 + s_upper_bl_H_23 : 0.0035782 + s_upper_bl_H_21 : 0.00356479 +Epoch: 659 | Train Loss: 1.35813 | Test Loss: 1.3589 | analysis_confidence: 0.160385 | CL: 0.0415964 | ln_CD: 0.0800061 | CM: 0.00742257 | Top_Xtr: 0.0406143 | Bot_Xtr: 0.0501657 +Loss contributors: + s_ln_CD : 0.339692 + s_CL : 0.298182 + s_analysis_confidence : 0.231691 + s_CM : 0.147169 + s_Bot_Xtr : 0.0410919 + s_Top_Xtr : 0.0290748 + s_upper_bl_H_31 : 0.00374646 + s_upper_bl_H_22 : 0.0036275 + s_upper_bl_H_21 : 0.0035764 + s_upper_bl_H_23 : 0.00356876 +Epoch: 660 | Train Loss: 1.358 | Test Loss: 1.36213 | analysis_confidence: 0.160757 | CL: 0.041528 | ln_CD: 0.080946 | CM: 0.00740533 | Top_Xtr: 0.0403616 | Bot_Xtr: 0.0501345 +Loss contributors: + s_ln_CD : 0.343884 + s_CL : 0.297666 + s_analysis_confidence : 0.23175 + s_CM : 0.146849 + s_Bot_Xtr : 0.0410043 + s_Top_Xtr : 0.028856 + s_upper_bl_H_31 : 0.0037585 + s_upper_bl_H_22 : 0.00362212 + s_upper_bl_H_23 : 0.00356702 + s_upper_bl_H_21 : 0.00356662 +Epoch: 661 | Train Loss: 1.35799 | Test Loss: 1.35849 | analysis_confidence: 0.160697 | CL: 0.041523 | ln_CD: 0.0800613 | CM: 0.00738551 | Top_Xtr: 0.0404998 | Bot_Xtr: 0.0501293 +Loss contributors: + s_ln_CD : 0.340359 + s_CL : 0.297705 + s_analysis_confidence : 0.23179 + s_CM : 0.146382 + s_Bot_Xtr : 0.0409163 + s_Top_Xtr : 0.0289728 + s_upper_bl_H_31 : 0.00374164 + s_upper_bl_H_22 : 0.00363992 + s_upper_bl_H_23 : 0.00358436 + s_upper_bl_H_21 : 0.00358353 +Epoch: 662 | Train Loss: 1.35784 | Test Loss: 1.35948 | analysis_confidence: 0.161335 | CL: 0.0416512 | ln_CD: 0.0799975 | CM: 0.00741001 | Top_Xtr: 0.0404972 | Bot_Xtr: 0.0501741 +Loss contributors: + s_ln_CD : 0.339801 + s_CL : 0.298716 + s_analysis_confidence : 0.231817 + s_CM : 0.146938 + s_Bot_Xtr : 0.0410215 + s_Top_Xtr : 0.0289793 + s_upper_bl_H_31 : 0.00372856 + s_upper_bl_H_22 : 0.00363544 + s_upper_bl_H_23 : 0.00358448 + s_upper_bl_H_21 : 0.00357505 +Epoch: 663 | Train Loss: 1.35782 | Test Loss: 1.35691 | analysis_confidence: 0.160437 | CL: 0.0414141 | ln_CD: 0.0800072 | CM: 0.0073893 | Top_Xtr: 0.040498 | Bot_Xtr: 0.0500871 +Loss contributors: + s_ln_CD : 0.339973 + s_CL : 0.296833 + s_analysis_confidence : 0.231771 + s_CM : 0.146452 + s_Bot_Xtr : 0.041 + s_Top_Xtr : 0.028931 + s_upper_bl_H_31 : 0.00373482 + s_upper_bl_H_22 : 0.00364001 + s_upper_bl_H_21 : 0.00358514 + s_upper_bl_H_23 : 0.00358447 +Epoch: 664 | Train Loss: 1.35768 | Test Loss: 1.35928 | analysis_confidence: 0.160282 | CL: 0.041705 | ln_CD: 0.0798976 | CM: 0.00742556 | Top_Xtr: 0.0405182 | Bot_Xtr: 0.0501545 +Loss contributors: + s_ln_CD : 0.339351 + s_CL : 0.298852 + s_analysis_confidence : 0.231738 + s_CM : 0.147285 + s_Bot_Xtr : 0.0409483 + s_Top_Xtr : 0.0289672 + s_upper_bl_H_31 : 0.0037519 + s_upper_bl_H_22 : 0.00363758 + s_upper_bl_H_23 : 0.00358326 + s_upper_bl_H_21 : 0.00358205 +Epoch: 665 | Train Loss: 1.35759 | Test Loss: 1.35911 | analysis_confidence: 0.16092 | CL: 0.0417633 | ln_CD: 0.0797612 | CM: 0.0074304 | Top_Xtr: 0.0405485 | Bot_Xtr: 0.0500308 +Loss contributors: + s_ln_CD : 0.338673 + s_CL : 0.299308 + s_analysis_confidence : 0.231784 + s_CM : 0.14738 + s_Bot_Xtr : 0.0409024 + s_Top_Xtr : 0.028979 + s_upper_bl_H_31 : 0.00374011 + s_upper_bl_H_22 : 0.00362757 + s_upper_bl_H_21 : 0.00357485 + s_upper_bl_H_23 : 0.00357063 +Epoch: 666 | Train Loss: 1.35749 | Test Loss: 1.36019 | analysis_confidence: 0.161039 | CL: 0.0415077 | ln_CD: 0.0807067 | CM: 0.00739654 | Top_Xtr: 0.0405312 | Bot_Xtr: 0.050118 +Loss contributors: + s_ln_CD : 0.342377 + s_CL : 0.297418 + s_analysis_confidence : 0.23182 + s_CM : 0.146631 + s_Bot_Xtr : 0.0409201 + s_Top_Xtr : 0.0289675 + s_upper_bl_H_31 : 0.0037377 + s_upper_bl_H_22 : 0.00363401 + s_upper_bl_H_23 : 0.00358058 + s_upper_bl_H_21 : 0.00357479 +Epoch: 667 | Train Loss: 1.35738 | Test Loss: 1.35959 | analysis_confidence: 0.16052 | CL: 0.0415393 | ln_CD: 0.0806076 | CM: 0.00740027 | Top_Xtr: 0.0406034 | Bot_Xtr: 0.050303 +Loss contributors: + s_ln_CD : 0.341268 + s_CL : 0.297735 + s_analysis_confidence : 0.231928 + s_CM : 0.146691 + s_Bot_Xtr : 0.0409609 + s_Top_Xtr : 0.0289975 + s_upper_bl_H_31 : 0.00372617 + s_upper_bl_H_22 : 0.00365114 + s_upper_bl_H_21 : 0.00359585 + s_upper_bl_H_23 : 0.00359446 +Epoch: 668 | Train Loss: 1.35725 | Test Loss: 1.3588 | analysis_confidence: 0.160738 | CL: 0.0414649 | ln_CD: 0.0802535 | CM: 0.00739661 | Top_Xtr: 0.0404482 | Bot_Xtr: 0.0499808 +Loss contributors: + s_ln_CD : 0.341273 + s_CL : 0.297142 + s_analysis_confidence : 0.231778 + s_CM : 0.14661 + s_Bot_Xtr : 0.0408532 + s_Top_Xtr : 0.0289286 + s_upper_bl_H_31 : 0.00372574 + s_upper_bl_H_22 : 0.00364619 + s_upper_bl_H_21 : 0.00359159 + s_upper_bl_H_23 : 0.00358972 +Epoch: 669 | Train Loss: 1.35714 | Test Loss: 1.35625 | analysis_confidence: 0.161574 | CL: 0.0414721 | ln_CD: 0.0800372 | CM: 0.00739059 | Top_Xtr: 0.0405498 | Bot_Xtr: 0.050183 +Loss contributors: + s_ln_CD : 0.33923 + s_CL : 0.297197 + s_analysis_confidence : 0.231728 + s_CM : 0.146481 + s_Bot_Xtr : 0.0408958 + s_Top_Xtr : 0.0289474 + s_upper_bl_H_31 : 0.00374032 + s_upper_bl_H_22 : 0.00363371 + s_upper_bl_H_21 : 0.0035808 + s_upper_bl_H_23 : 0.00357598 +Epoch: 670 | Train Loss: 1.35716 | Test Loss: 1.35643 | analysis_confidence: 0.160107 | CL: 0.0414828 | ln_CD: 0.0799502 | CM: 0.00739763 | Top_Xtr: 0.0404568 | Bot_Xtr: 0.0501066 +Loss contributors: + s_ln_CD : 0.33929 + s_CL : 0.297189 + s_analysis_confidence : 0.231626 + s_CM : 0.146663 + s_Bot_Xtr : 0.040928 + s_Top_Xtr : 0.0289169 + s_upper_bl_H_31 : 0.0037356 + s_upper_bl_H_22 : 0.00363248 + s_upper_bl_H_21 : 0.00357911 + s_upper_bl_H_23 : 0.00357567 +Epoch: 671 | Train Loss: 1.35698 | Test Loss: 1.35738 | analysis_confidence: 0.160688 | CL: 0.0416149 | ln_CD: 0.0799422 | CM: 0.00739108 | Top_Xtr: 0.040398 | Bot_Xtr: 0.0499519 +Loss contributors: + s_ln_CD : 0.339215 + s_CL : 0.298081 + s_analysis_confidence : 0.231608 + s_CM : 0.146513 + s_Bot_Xtr : 0.040829 + s_Top_Xtr : 0.0288646 + s_upper_bl_H_31 : 0.00374705 + s_upper_bl_H_22 : 0.00363571 + s_upper_bl_H_21 : 0.00358601 + s_upper_bl_H_23 : 0.00357461 +Epoch: 672 | Train Loss: 1.35681 | Test Loss: 1.35841 | analysis_confidence: 0.16155 | CL: 0.041541 | ln_CD: 0.0804316 | CM: 0.00739705 | Top_Xtr: 0.0404615 | Bot_Xtr: 0.0500083 +Loss contributors: + s_ln_CD : 0.340824 + s_CL : 0.297595 + s_analysis_confidence : 0.231677 + s_CM : 0.146616 + s_Bot_Xtr : 0.040935 + s_Top_Xtr : 0.028927 + s_upper_bl_H_31 : 0.00374932 + s_upper_bl_H_22 : 0.00363375 + s_upper_bl_H_21 : 0.00358619 + s_upper_bl_H_23 : 0.00357177 +Epoch: 673 | Train Loss: 1.35674 | Test Loss: 1.36068 | analysis_confidence: 0.16144 | CL: 0.0416283 | ln_CD: 0.0804003 | CM: 0.00744689 | Top_Xtr: 0.0404809 | Bot_Xtr: 0.0499935 +Loss contributors: + s_ln_CD : 0.34135 + s_CL : 0.298144 + s_analysis_confidence : 0.231787 + s_CM : 0.147735 + s_Bot_Xtr : 0.0408316 + s_Top_Xtr : 0.0289232 + s_upper_bl_H_31 : 0.00374217 + s_upper_bl_H_22 : 0.00362945 + s_upper_bl_H_21 : 0.00357424 + s_upper_bl_H_23 : 0.00357311 +Epoch: 674 | Train Loss: 1.35665 | Test Loss: 1.35651 | analysis_confidence: 0.160527 | CL: 0.0415009 | ln_CD: 0.0800092 | CM: 0.0073856 | Top_Xtr: 0.040445 | Bot_Xtr: 0.0499689 +Loss contributors: + s_ln_CD : 0.339596 + s_CL : 0.297312 + s_analysis_confidence : 0.231671 + s_CM : 0.146387 + s_Bot_Xtr : 0.0408555 + s_Top_Xtr : 0.0289287 + s_upper_bl_H_31 : 0.00372591 + s_upper_bl_H_22 : 0.00363441 + s_upper_bl_H_21 : 0.00358069 + s_upper_bl_H_23 : 0.00357706 +Epoch: 675 | Train Loss: 1.35656 | Test Loss: 1.36569 | analysis_confidence: 0.161152 | CL: 0.0415217 | ln_CD: 0.0822931 | CM: 0.0073989 | Top_Xtr: 0.0405199 | Bot_Xtr: 0.050073 +Loss contributors: + s_ln_CD : 0.348027 + s_CL : 0.297587 + s_analysis_confidence : 0.231732 + s_CM : 0.146683 + s_Bot_Xtr : 0.0408481 + s_Top_Xtr : 0.0289441 + s_upper_bl_H_31 : 0.00373978 + s_upper_bl_H_22 : 0.00364302 + s_upper_bl_H_23 : 0.00358972 + s_upper_bl_H_21 : 0.00358485 +Epoch: 676 | Train Loss: 1.35639 | Test Loss: 1.35905 | analysis_confidence: 0.160628 | CL: 0.0415377 | ln_CD: 0.080511 | CM: 0.00740933 | Top_Xtr: 0.04063 | Bot_Xtr: 0.0502771 +Loss contributors: + s_ln_CD : 0.341325 + s_CL : 0.297582 + s_analysis_confidence : 0.231648 + s_CM : 0.146874 + s_Bot_Xtr : 0.0410125 + s_Top_Xtr : 0.0290138 + s_upper_bl_H_31 : 0.00375175 + s_upper_bl_H_22 : 0.00362789 + s_upper_bl_H_21 : 0.00357536 + s_upper_bl_H_23 : 0.00356976 +Epoch: 677 | Train Loss: 1.35631 | Test Loss: 1.36186 | analysis_confidence: 0.161187 | CL: 0.0417187 | ln_CD: 0.0805701 | CM: 0.00745536 | Top_Xtr: 0.0404085 | Bot_Xtr: 0.0499219 +Loss contributors: + s_ln_CD : 0.342427 + s_CL : 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s_upper_bl_H_22 : 0.00364855 + s_upper_bl_H_23 : 0.00359438 + s_upper_bl_H_21 : 0.0035901 +Epoch: 682 | Train Loss: 1.3557 | Test Loss: 1.3602 | analysis_confidence: 0.159915 | CL: 0.0415147 | ln_CD: 0.0807553 | CM: 0.00738736 | Top_Xtr: 0.0403964 | Bot_Xtr: 0.0499169 +Loss contributors: + s_ln_CD : 0.343254 + s_CL : 0.297631 + s_analysis_confidence : 0.231636 + s_CM : 0.146409 + s_Bot_Xtr : 0.0407743 + s_Top_Xtr : 0.0288595 + s_upper_bl_H_31 : 0.00372501 + s_upper_bl_H_22 : 0.00364609 + s_upper_bl_H_21 : 0.00358969 + s_upper_bl_H_23 : 0.00358967 +Epoch: 683 | Train Loss: 1.3556 | Test Loss: 1.35636 | analysis_confidence: 0.16143 | CL: 0.0414705 | ln_CD: 0.0801796 | CM: 0.00737731 | Top_Xtr: 0.0404995 | Bot_Xtr: 0.0500738 +Loss contributors: + s_ln_CD : 0.340148 + s_CL : 0.297154 + s_analysis_confidence : 0.231596 + s_CM : 0.146177 + s_Bot_Xtr : 0.0408677 + s_Top_Xtr : 0.0289112 + s_upper_bl_H_31 : 0.0037104 + s_upper_bl_H_22 : 0.00365059 + s_upper_bl_H_21 : 0.0035965 + s_upper_bl_H_23 : 0.00359359 +Epoch: 684 | Train Loss: 1.35552 | Test Loss: 1.36188 | analysis_confidence: 0.160304 | CL: 0.0414648 | ln_CD: 0.0816898 | CM: 0.00737583 | Top_Xtr: 0.040412 | Bot_Xtr: 0.0498763 +Loss contributors: + s_ln_CD : 0.3458 + s_CL : 0.297259 + s_analysis_confidence : 0.231595 + s_CM : 0.146126 + s_Bot_Xtr : 0.0407566 + s_Top_Xtr : 0.0288709 + s_upper_bl_H_31 : 0.00372123 + s_upper_bl_H_22 : 0.00363492 + s_upper_bl_H_23 : 0.00357969 + s_upper_bl_H_21 : 0.00357679 +Epoch: 685 | Train Loss: 1.35533 | Test Loss: 1.36092 | analysis_confidence: 0.161351 | CL: 0.0416273 | ln_CD: 0.0812012 | CM: 0.00738997 | Top_Xtr: 0.0404431 | Bot_Xtr: 0.0498855 +Loss contributors: + s_ln_CD : 0.343533 + s_CL : 0.29813 + s_analysis_confidence : 0.231597 + s_CM : 0.146472 + s_Bot_Xtr : 0.0407153 + s_Top_Xtr : 0.0288984 + s_upper_bl_H_31 : 0.00371927 + s_upper_bl_H_22 : 0.00364377 + s_upper_bl_H_23 : 0.00358976 + s_upper_bl_H_21 : 0.00358406 +Epoch: 686 | Train Loss: 1.35523 | Test Loss: 1.35794 | 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0.00742677 | Top_Xtr: 0.0405666 | Bot_Xtr: 0.0500871 +Loss contributors: + s_ln_CD : 0.341253 + s_CL : 0.297987 + s_analysis_confidence : 0.231615 + s_CM : 0.147307 + s_Bot_Xtr : 0.0408231 + s_Top_Xtr : 0.0289638 + s_upper_bl_H_31 : 0.00372804 + s_upper_bl_H_22 : 0.00363535 + s_upper_bl_H_21 : 0.00358344 + s_upper_bl_H_23 : 0.00357799 +Epoch: 689 | Train Loss: 1.35489 | Test Loss: 1.35556 | analysis_confidence: 0.161497 | CL: 0.0414769 | ln_CD: 0.0801874 | CM: 0.00737902 | Top_Xtr: 0.0404424 | Bot_Xtr: 0.049867 +Loss contributors: + s_ln_CD : 0.339867 + s_CL : 0.297183 + s_analysis_confidence : 0.231582 + s_CM : 0.146227 + s_Bot_Xtr : 0.0407376 + s_Top_Xtr : 0.0288926 + s_upper_bl_H_31 : 0.00371843 + s_upper_bl_H_22 : 0.00363646 + s_upper_bl_H_21 : 0.00358221 + s_upper_bl_H_23 : 0.00357934 +Epoch: 690 | Train Loss: 1.35468 | Test Loss: 1.35778 | analysis_confidence: 0.160967 | CL: 0.0417692 | ln_CD: 0.079793 | CM: 0.00738804 | Top_Xtr: 0.0406964 | Bot_Xtr: 0.0500057 +Loss contributors: 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s_upper_bl_H_23 : 0.00360157 + s_upper_bl_H_21 : 0.00358909 +Epoch: 697 | Train Loss: 1.35352 | Test Loss: 1.35601 | analysis_confidence: 0.16083 | CL: 0.0415819 | ln_CD: 0.0800908 | CM: 0.00737155 | Top_Xtr: 0.0404221 | Bot_Xtr: 0.0499226 +Loss contributors: + s_ln_CD : 0.340319 + s_CL : 0.298078 + s_analysis_confidence : 0.231545 + s_CM : 0.146064 + s_Bot_Xtr : 0.0406796 + s_Top_Xtr : 0.0288457 + s_upper_bl_H_31 : 0.00371899 + s_upper_bl_H_22 : 0.00364384 + s_upper_bl_H_23 : 0.00358874 + s_upper_bl_H_21 : 0.00358509 +Epoch: 698 | Train Loss: 1.35328 | Test Loss: 1.35504 | analysis_confidence: 0.161122 | CL: 0.0414298 | ln_CD: 0.08012 | CM: 0.00737127 | Top_Xtr: 0.0403604 | Bot_Xtr: 0.0498037 +Loss contributors: + s_ln_CD : 0.340642 + s_CL : 0.297028 + s_analysis_confidence : 0.231554 + s_CM : 0.146021 + s_Bot_Xtr : 0.0406709 + s_Top_Xtr : 0.0288082 + s_upper_bl_H_31 : 0.00371015 + s_upper_bl_H_22 : 0.00364533 + s_upper_bl_H_23 : 0.00359175 + s_upper_bl_H_21 : 0.00358458 +Epoch: 699 | Train Loss: 1.3532 | Test Loss: 1.35468 | analysis_confidence: 0.16073 | CL: 0.041623 | ln_CD: 0.0800066 | CM: 0.00737735 | Top_Xtr: 0.0404253 | Bot_Xtr: 0.0498659 +Loss contributors: + s_ln_CD : 0.339198 + s_CL : 0.298067 + s_analysis_confidence : 0.231608 + s_CM : 0.146157 + s_Bot_Xtr : 0.0406617 + s_Top_Xtr : 0.0288536 + s_upper_bl_H_31 : 0.00371813 + s_upper_bl_H_22 : 0.00364233 + s_upper_bl_H_23 : 0.00358786 + s_upper_bl_H_21 : 0.0035845 +Epoch: 700 | Train Loss: 1.35307 | Test Loss: 1.35167 | analysis_confidence: 0.160181 | CL: 0.0413581 | ln_CD: 0.0797204 | CM: 0.00735925 | Top_Xtr: 0.0403621 | Bot_Xtr: 0.0498047 +Loss contributors: + s_ln_CD : 0.338454 + s_CL : 0.29624 + s_analysis_confidence : 0.231477 + s_CM : 0.145772 + s_Bot_Xtr : 0.0406562 + s_Top_Xtr : 0.0288577 + s_upper_bl_H_31 : 0.00370702 + s_upper_bl_H_22 : 0.00364554 + s_upper_bl_H_23 : 0.00359654 + s_upper_bl_H_21 : 0.00358171 +Epoch: 701 | Train Loss: 1.35285 | Test Loss: 1.35274 | analysis_confidence: 0.161317 | CL: 0.0414243 | ln_CD: 0.0798369 | CM: 0.00738221 | Top_Xtr: 0.0403677 | Bot_Xtr: 0.0497144 +Loss contributors: + s_ln_CD : 0.338456 + s_CL : 0.296643 + s_analysis_confidence : 0.231622 + s_CM : 0.146313 + s_Bot_Xtr : 0.0406336 + s_Top_Xtr : 0.0288348 + s_upper_bl_H_31 : 0.00372638 + s_upper_bl_H_22 : 0.00364457 + s_upper_bl_H_21 : 0.00358894 + s_upper_bl_H_23 : 0.00358662 +Epoch: 702 | Train Loss: 1.35273 | Test Loss: 1.36396 | analysis_confidence: 0.15927 | CL: 0.0413942 | ln_CD: 0.0822627 | CM: 0.00737489 | Top_Xtr: 0.0403748 | Bot_Xtr: 0.0497627 +Loss contributors: + s_ln_CD : 0.349944 + s_CL : 0.296666 + s_analysis_confidence : 0.231616 + s_CM : 0.146127 + s_Bot_Xtr : 0.0406025 + s_Top_Xtr : 0.0288145 + s_upper_bl_H_31 : 0.00371791 + s_upper_bl_H_22 : 0.00364808 + s_upper_bl_H_23 : 0.00359614 + s_upper_bl_H_21 : 0.00358579 +Epoch: 703 | Train Loss: 1.35264 | Test Loss: 1.3532 | analysis_confidence: 0.159871 | CL: 0.0413553 | ln_CD: 0.0799411 | CM: 0.00739582 | Top_Xtr: 0.0403097 | Bot_Xtr: 0.0497628 +Loss contributors: + s_ln_CD : 0.339337 + s_CL : 0.296232 + s_analysis_confidence : 0.231545 + s_CM : 0.14661 + s_Bot_Xtr : 0.0406416 + s_Top_Xtr : 0.0287874 + s_upper_bl_H_31 : 0.00373075 + s_upper_bl_H_22 : 0.00363686 + s_upper_bl_H_23 : 0.00358177 + s_upper_bl_H_21 : 0.0035783 +Epoch: 704 | Train Loss: 1.35243 | Test Loss: 1.35262 | analysis_confidence: 0.16003 | CL: 0.0413293 | ln_CD: 0.0800386 | CM: 0.00735776 | Top_Xtr: 0.0405052 | Bot_Xtr: 0.0499116 +Loss contributors: + s_ln_CD : 0.339633 + s_CL : 0.296041 + s_analysis_confidence : 0.231494 + s_CM : 0.145753 + s_Bot_Xtr : 0.0406475 + s_Top_Xtr : 0.0288995 + s_upper_bl_H_31 : 0.00371683 + s_upper_bl_H_22 : 0.00363924 + s_upper_bl_H_23 : 0.00358484 + s_upper_bl_H_21 : 0.00358073 +Epoch: 705 | Train Loss: 1.35229 | Test Loss: 1.3527 | analysis_confidence: 0.160359 | CL: 0.0414329 | ln_CD: 0.079874 | CM: 0.00736584 | Top_Xtr: 0.0403028 | Bot_Xtr: 0.0498203 +Loss contributors: + s_ln_CD : 0.339098 + s_CL : 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s_upper_bl_H_22 : 0.00364919 + s_upper_bl_H_23 : 0.00359857 + s_upper_bl_H_21 : 0.00358455 +Epoch: 710 | Train Loss: 1.35163 | Test Loss: 1.35521 | analysis_confidence: 0.161588 | CL: 0.0416478 | ln_CD: 0.0800786 | CM: 0.00737226 | Top_Xtr: 0.0404495 | Bot_Xtr: 0.0497928 +Loss contributors: + s_ln_CD : 0.340039 + s_CL : 0.298304 + s_analysis_confidence : 0.231606 + s_CM : 0.146052 + s_Bot_Xtr : 0.0406444 + s_Top_Xtr : 0.0289126 + s_upper_bl_H_31 : 0.00371452 + s_upper_bl_H_22 : 0.00363991 + s_upper_bl_H_23 : 0.00358317 + s_upper_bl_H_21 : 0.00358291 +Epoch: 711 | Train Loss: 1.35157 | Test Loss: 1.35317 | analysis_confidence: 0.159951 | CL: 0.0413203 | ln_CD: 0.0802706 | CM: 0.00736133 | Top_Xtr: 0.0403596 | Bot_Xtr: 0.0497824 +Loss contributors: + s_ln_CD : 0.340593 + s_CL : 0.295956 + s_analysis_confidence : 0.231436 + s_CM : 0.145806 + s_Bot_Xtr : 0.040615 + s_Top_Xtr : 0.0288282 + s_upper_bl_H_31 : 0.00373735 + s_upper_bl_H_22 : 0.00363615 + s_upper_bl_H_23 : 0.00358469 + s_upper_bl_H_21 : 0.00357352 +Epoch: 712 | Train Loss: 1.35146 | Test Loss: 1.35068 | analysis_confidence: 0.15968 | CL: 0.0413625 | ln_CD: 0.0795805 | CM: 0.00737463 | Top_Xtr: 0.0403822 | Bot_Xtr: 0.0498444 +Loss contributors: + s_ln_CD : 0.337738 + s_CL : 0.296203 + s_analysis_confidence : 0.231558 + s_CM : 0.14612 + s_Bot_Xtr : 0.0405906 + s_Top_Xtr : 0.0287888 + s_upper_bl_H_31 : 0.00371259 + s_upper_bl_H_22 : 0.00363426 + s_upper_bl_H_23 : 0.00358528 + s_upper_bl_H_21 : 0.00356857 +Epoch: 713 | Train Loss: 1.35129 | Test Loss: 1.35628 | analysis_confidence: 0.16117 | CL: 0.0414071 | ln_CD: 0.080925 | CM: 0.00735923 | Top_Xtr: 0.0403023 | Bot_Xtr: 0.0498076 +Loss contributors: + s_ln_CD : 0.343552 + s_CL : 0.296456 + s_analysis_confidence : 0.231592 + s_CM : 0.14573 + s_Bot_Xtr : 0.0405954 + s_Top_Xtr : 0.028748 + s_upper_bl_H_31 : 0.00371084 + s_upper_bl_H_22 : 0.00364002 + s_upper_bl_H_23 : 0.00359161 + s_upper_bl_H_21 : 0.00357297 +Epoch: 714 | Train Loss: 1.35136 | Test Loss: 1.35186 | analysis_confidence: 0.161207 | CL: 0.041283 | ln_CD: 0.0800974 | CM: 0.00736328 | Top_Xtr: 0.0403898 | Bot_Xtr: 0.0496725 +Loss contributors: + s_ln_CD : 0.339924 + s_CL : 0.295664 + s_analysis_confidence : 0.231516 + s_CM : 0.145861 + s_Bot_Xtr : 0.0404602 + s_Top_Xtr : 0.0288157 + s_upper_bl_H_31 : 0.00370143 + s_upper_bl_H_22 : 0.00363916 + s_upper_bl_H_23 : 0.00358837 + s_upper_bl_H_21 : 0.00357558 +Epoch: 715 | Train Loss: 1.35121 | Test Loss: 1.35983 | analysis_confidence: 0.160506 | CL: 0.0415503 | ln_CD: 0.0811074 | CM: 0.00745433 | Top_Xtr: 0.0403446 | Bot_Xtr: 0.0496603 +Loss contributors: + s_ln_CD : 0.343787 + s_CL : 0.297712 + s_analysis_confidence : 0.231426 + s_CM : 0.147848 + s_Bot_Xtr : 0.0405106 + s_Top_Xtr : 0.0288021 + s_upper_bl_H_31 : 0.00370149 + s_upper_bl_H_22 : 0.00364322 + s_upper_bl_H_23 : 0.0035942 + s_upper_bl_H_21 : 0.00357835 +Epoch: 716 | Train Loss: 1.35111 | Test Loss: 1.35269 | analysis_confidence: 0.161415 | CL: 0.041431 | ln_CD: 0.080075 | CM: 0.0073797 | Top_Xtr: 0.0403323 | Bot_Xtr: 0.0497913 +Loss contributors: + s_ln_CD : 0.339317 + s_CL : 0.296688 + s_analysis_confidence : 0.231588 + s_CM : 0.146201 + s_Bot_Xtr : 0.0405651 + s_Top_Xtr : 0.0287898 + s_upper_bl_H_31 : 0.00369089 + s_upper_bl_H_22 : 0.00364458 + s_upper_bl_H_23 : 0.00359539 + s_upper_bl_H_21 : 0.00357722 +Epoch: 717 | Train Loss: 1.35087 | Test Loss: 1.35085 | analysis_confidence: 0.160787 | CL: 0.0413878 | ln_CD: 0.0798019 | CM: 0.00736839 | Top_Xtr: 0.0403395 | Bot_Xtr: 0.04971 +Loss contributors: + s_ln_CD : 0.338182 + s_CL : 0.29621 + s_analysis_confidence : 0.231473 + s_CM : 0.145955 + s_Bot_Xtr : 0.040553 + s_Top_Xtr : 0.0287966 + s_upper_bl_H_31 : 0.00368905 + s_upper_bl_H_22 : 0.0036492 + s_upper_bl_H_23 : 0.00360256 + s_upper_bl_H_21 : 0.00358105 +Epoch: 718 | Train Loss: 1.35084 | Test Loss: 1.35038 | analysis_confidence: 0.159856 | CL: 0.0414591 | ln_CD: 0.0796538 | CM: 0.00734492 | Top_Xtr: 0.0402323 | Bot_Xtr: 0.049701 +Loss contributors: + s_ln_CD : 0.337768 + s_CL : 0.296739 + s_analysis_confidence : 0.231443 + s_CM : 0.145449 + s_Bot_Xtr : 0.0405455 + s_Top_Xtr : 0.0287236 + s_upper_bl_H_31 : 0.00370683 + s_upper_bl_H_22 : 0.00364707 + s_upper_bl_H_23 : 0.00359845 + s_upper_bl_H_21 : 0.00357897 +Epoch: 719 | Train Loss: 1.35068 | Test Loss: 1.35073 | analysis_confidence: 0.160435 | CL: 0.0412848 | ln_CD: 0.0798775 | CM: 0.0073585 | Top_Xtr: 0.0402621 | Bot_Xtr: 0.0496635 +Loss contributors: + s_ln_CD : 0.338799 + s_CL : 0.295664 + s_analysis_confidence : 0.231641 + s_CM : 0.145705 + s_Bot_Xtr : 0.0405003 + s_Top_Xtr : 0.0287323 + s_upper_bl_H_31 : 0.00369813 + s_upper_bl_H_22 : 0.00365249 + s_upper_bl_H_23 : 0.00360454 + s_upper_bl_H_21 : 0.00358425 +Epoch: 720 | Train Loss: 1.3506 | Test Loss: 1.35039 | analysis_confidence: 0.161065 | CL: 0.0413472 | ln_CD: 0.079818 | CM: 0.00734843 | Top_Xtr: 0.0404022 | Bot_Xtr: 0.0498563 +Loss contributors: + s_ln_CD : 0.338214 + s_CL : 0.2962 + s_analysis_confidence : 0.231481 + s_CM : 0.14552 + s_Bot_Xtr : 0.0405433 + s_Top_Xtr : 0.028815 + s_upper_bl_H_31 : 0.00369809 + s_upper_bl_H_22 : 0.0036499 + s_upper_bl_H_23 : 0.00359616 + s_upper_bl_H_21 : 0.00358864 +Epoch: 721 | Train Loss: 1.35058 | Test Loss: 1.35056 | analysis_confidence: 0.1601 | CL: 0.0414077 | ln_CD: 0.0796462 | CM: 0.00736299 | Top_Xtr: 0.0402392 | Bot_Xtr: 0.0496321 +Loss contributors: + s_ln_CD : 0.337985 + s_CL : 0.296229 + s_analysis_confidence : 0.231494 + s_CM : 0.145862 + s_Bot_Xtr : 0.0405117 + s_Top_Xtr : 0.0286965 + s_upper_bl_H_31 : 0.00370143 + s_upper_bl_H_22 : 0.00366168 + s_upper_bl_H_23 : 0.00360884 + s_upper_bl_H_21 : 0.00359795 +Epoch: 722 | Train Loss: 1.35035 | Test Loss: 1.35138 | analysis_confidence: 0.159996 | CL: 0.0413465 | ln_CD: 0.0800017 | CM: 0.00734894 | Top_Xtr: 0.0402888 | Bot_Xtr: 0.0497204 +Loss contributors: + s_ln_CD : 0.339592 + s_CL : 0.29602 + s_analysis_confidence : 0.231356 + s_CM : 0.145538 + s_Bot_Xtr : 0.0404529 + s_Top_Xtr : 0.028728 + s_upper_bl_H_31 : 0.00370668 + s_upper_bl_H_22 : 0.00365214 + s_upper_bl_H_23 : 0.00359926 + s_upper_bl_H_21 : 0.00358835 +Epoch: 723 | Train Loss: 1.35027 | Test Loss: 1.35655 | analysis_confidence: 0.160378 | CL: 0.0413373 | ln_CD: 0.0807898 | CM: 0.00740421 | Top_Xtr: 0.0403392 | Bot_Xtr: 0.0497451 +Loss contributors: + s_ln_CD : 0.343222 + s_CL : 0.296249 + s_analysis_confidence : 0.231324 + s_CM : 0.14675 + s_Bot_Xtr : 0.0406285 + s_Top_Xtr : 0.028783 + s_upper_bl_H_31 : 0.00372358 + s_upper_bl_H_22 : 0.00364833 + s_upper_bl_H_23 : 0.00359734 + s_upper_bl_H_21 : 0.00358468 +Epoch: 724 | Train Loss: 1.35019 | Test Loss: 1.35267 | analysis_confidence: 0.160175 | CL: 0.0414367 | ln_CD: 0.0802183 | CM: 0.00735239 | Top_Xtr: 0.0402613 | Bot_Xtr: 0.0495828 +Loss contributors: + s_ln_CD : 0.340162 + s_CL : 0.296633 + s_analysis_confidence : 0.231488 + s_CM : 0.145651 + s_Bot_Xtr : 0.0404386 + s_Top_Xtr : 0.0287429 + s_upper_bl_H_31 : 0.00369579 + s_upper_bl_H_22 : 0.00365078 + s_upper_bl_H_23 : 0.00359988 + s_upper_bl_H_21 : 0.00358686 +Epoch: 725 | Train Loss: 1.35013 | Test Loss: 1.35141 | analysis_confidence: 0.160748 | CL: 0.0412922 | ln_CD: 0.0803475 | CM: 0.00734541 | Top_Xtr: 0.0403022 | Bot_Xtr: 0.0495762 +Loss contributors: + s_ln_CD : 0.340364 + s_CL : 0.295571 + s_analysis_confidence : 0.231364 + s_CM : 0.145461 + s_Bot_Xtr : 0.0404189 + s_Top_Xtr : 0.0287533 + s_upper_bl_H_31 : 0.00369899 + s_upper_bl_H_22 : 0.00364008 + s_upper_bl_H_23 : 0.00359387 + s_upper_bl_H_21 : 0.0035695 +Epoch: 726 | Train Loss: 1.34996 | Test Loss: 1.35187 | analysis_confidence: 0.160554 | CL: 0.0412934 | ln_CD: 0.0801479 | CM: 0.00733852 | Top_Xtr: 0.0404055 | Bot_Xtr: 0.0496249 +Loss contributors: + s_ln_CD : 0.340524 + s_CL : 0.295709 + s_analysis_confidence : 0.231455 + s_CM : 0.145302 + s_Bot_Xtr : 0.0404698 + s_Top_Xtr : 0.0288046 + s_upper_bl_H_31 : 0.00369235 + s_upper_bl_H_22 : 0.00365068 + s_upper_bl_H_23 : 0.00360083 + s_upper_bl_H_21 : 0.0035838 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analysis_confidence: 0.159939 | CL: 0.0413541 | ln_CD: 0.081546 | CM: 0.0073417 | Top_Xtr: 0.040344 | Bot_Xtr: 0.049593 +Loss contributors: + s_ln_CD : 0.346652 + s_CL : 0.296039 + s_analysis_confidence : 0.231321 + s_CM : 0.1454 + s_Bot_Xtr : 0.0404404 + s_Top_Xtr : 0.0287872 + s_upper_bl_H_31 : 0.00368527 + s_upper_bl_H_22 : 0.00364874 + s_upper_bl_H_23 : 0.0036035 + s_upper_bl_H_21 : 0.00357761 +Epoch: 730 | Train Loss: 1.34955 | Test Loss: 1.35097 | analysis_confidence: 0.160864 | CL: 0.0413335 | ln_CD: 0.0799345 | CM: 0.00733696 | Top_Xtr: 0.0403142 | Bot_Xtr: 0.0496964 +Loss contributors: + s_ln_CD : 0.339262 + s_CL : 0.296225 + s_analysis_confidence : 0.231492 + s_CM : 0.145262 + s_Bot_Xtr : 0.0404826 + s_Top_Xtr : 0.028753 + s_upper_bl_H_31 : 0.00369959 + s_upper_bl_H_22 : 0.00364868 + s_upper_bl_H_23 : 0.00360075 + s_upper_bl_H_21 : 0.00357949 +Epoch: 731 | Train Loss: 1.34953 | Test Loss: 1.35107 | analysis_confidence: 0.159818 | CL: 0.0414083 | ln_CD: 0.0799419 | CM: 0.00735056 | Top_Xtr: 0.0403224 | Bot_Xtr: 0.0496693 +Loss contributors: + s_ln_CD : 0.338975 + s_CL : 0.29652 + s_analysis_confidence : 0.23136 + s_CM : 0.145528 + s_Bot_Xtr : 0.0405054 + s_Top_Xtr : 0.0287644 + s_upper_bl_H_31 : 0.00368462 + s_upper_bl_H_22 : 0.00365859 + s_upper_bl_H_23 : 0.0036132 + s_upper_bl_H_21 : 0.00358535 +Epoch: 732 | Train Loss: 1.34945 | Test Loss: 1.35391 | analysis_confidence: 0.160792 | CL: 0.0413741 | ln_CD: 0.0804263 | CM: 0.00734134 | Top_Xtr: 0.040469 | Bot_Xtr: 0.0497696 +Loss contributors: + s_ln_CD : 0.342066 + s_CL : 0.296243 + s_analysis_confidence : 0.231439 + s_CM : 0.145371 + s_Bot_Xtr : 0.0404894 + s_Top_Xtr : 0.0288651 + s_upper_bl_H_31 : 0.00369745 + s_upper_bl_H_22 : 0.00364766 + s_upper_bl_H_23 : 0.0035975 + s_upper_bl_H_21 : 0.00358169 +Epoch: 733 | Train Loss: 1.34934 | Test Loss: 1.35178 | analysis_confidence: 0.158996 | CL: 0.041442 | ln_CD: 0.0801354 | CM: 0.00733842 | Top_Xtr: 0.0404996 | Bot_Xtr: 0.0500416 +Loss contributors: + 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s_upper_bl_H_23 : 0.00358849 + s_upper_bl_H_21 : 0.0035838 +Epoch: 740 | Train Loss: 1.34875 | Test Loss: 1.35065 | analysis_confidence: 0.161205 | CL: 0.0415031 | ln_CD: 0.079619 | CM: 0.00736551 | Top_Xtr: 0.04039 | Bot_Xtr: 0.0497845 +Loss contributors: + s_ln_CD : 0.337457 + s_CL : 0.297418 + s_analysis_confidence : 0.231539 + s_CM : 0.1459 + s_Bot_Xtr : 0.0404357 + s_Top_Xtr : 0.0287586 + s_upper_bl_H_31 : 0.00369863 + s_upper_bl_H_22 : 0.00364706 + s_upper_bl_H_23 : 0.00359195 + s_upper_bl_H_21 : 0.00358722 +Epoch: 741 | Train Loss: 1.34859 | Test Loss: 1.34843 | analysis_confidence: 0.161055 | CL: 0.0412257 | ln_CD: 0.0798066 | CM: 0.00732799 | Top_Xtr: 0.0402225 | Bot_Xtr: 0.049514 +Loss contributors: + s_ln_CD : 0.338663 + s_CL : 0.295125 + s_analysis_confidence : 0.231377 + s_CM : 0.145084 + s_Bot_Xtr : 0.0403406 + s_Top_Xtr : 0.02868 + s_upper_bl_H_31 : 0.00368574 + s_upper_bl_H_22 : 0.00365366 + s_upper_bl_H_23 : 0.00360369 + s_upper_bl_H_21 : 0.00358901 +Epoch: 742 | Train Loss: 1.3485 | Test Loss: 1.34857 | analysis_confidence: 0.16053 | CL: 0.0413549 | ln_CD: 0.0797916 | CM: 0.0073137 | Top_Xtr: 0.0403211 | Bot_Xtr: 0.049658 +Loss contributors: + s_ln_CD : 0.338419 + s_CL : 0.296023 + s_analysis_confidence : 0.231284 + s_CM : 0.144734 + s_Bot_Xtr : 0.0404436 + s_Top_Xtr : 0.0287415 + s_upper_bl_H_31 : 0.00368304 + s_upper_bl_H_22 : 0.00364373 + s_upper_bl_H_23 : 0.00359643 + s_upper_bl_H_21 : 0.00357498 +Epoch: 743 | Train Loss: 1.34838 | Test Loss: 1.35201 | analysis_confidence: 0.161904 | CL: 0.0417378 | ln_CD: 0.0798112 | CM: 0.00732104 | Top_Xtr: 0.0402535 | Bot_Xtr: 0.049509 +Loss contributors: + s_ln_CD : 0.338723 + s_CL : 0.298583 + s_analysis_confidence : 0.231494 + s_CM : 0.144905 + s_Bot_Xtr : 0.0403885 + s_Top_Xtr : 0.0287321 + s_upper_bl_H_31 : 0.00370392 + s_upper_bl_H_22 : 0.00364479 + s_upper_bl_H_23 : 0.00358935 + s_upper_bl_H_21 : 0.00358521 +Epoch: 744 | Train Loss: 1.34829 | Test Loss: 1.34957 | analysis_confidence: 0.160161 | CL: 0.0413143 | ln_CD: 0.0802123 | CM: 0.00731314 | Top_Xtr: 0.040375 | Bot_Xtr: 0.0497495 +Loss contributors: + s_ln_CD : 0.339356 + s_CL : 0.295711 + s_analysis_confidence : 0.231393 + s_CM : 0.14473 + s_Bot_Xtr : 0.040438 + s_Top_Xtr : 0.0287647 + s_upper_bl_H_31 : 0.00368204 + s_upper_bl_H_22 : 0.00364844 + s_upper_bl_H_23 : 0.00360015 + s_upper_bl_H_21 : 0.00358061 +Epoch: 745 | Train Loss: 1.34831 | Test Loss: 1.34966 | analysis_confidence: 0.160735 | CL: 0.0412406 | ln_CD: 0.0802741 | CM: 0.00731757 | Top_Xtr: 0.0401492 | Bot_Xtr: 0.0494745 +Loss contributors: + s_ln_CD : 0.340044 + s_CL : 0.29525 + s_analysis_confidence : 0.231335 + s_CM : 0.144844 + s_Bot_Xtr : 0.0403618 + s_Top_Xtr : 0.028637 + s_upper_bl_H_31 : 0.00369456 + s_upper_bl_H_22 : 0.00364624 + s_upper_bl_H_23 : 0.00359866 + s_upper_bl_H_21 : 0.00357746 +Epoch: 746 | Train Loss: 1.34812 | Test Loss: 1.35116 | analysis_confidence: 0.160882 | CL: 0.0412339 | ln_CD: 0.0807024 | CM: 0.00731686 | Top_Xtr: 0.0403179 | Bot_Xtr: 0.0494553 +Loss contributors: + s_ln_CD : 0.341372 + s_CL : 0.295278 + s_analysis_confidence : 0.231281 + s_CM : 0.144811 + s_Bot_Xtr : 0.0402896 + s_Top_Xtr : 0.0287563 + s_upper_bl_H_31 : 0.00368188 + s_upper_bl_H_22 : 0.00365081 + s_upper_bl_H_23 : 0.00360499 + s_upper_bl_H_21 : 0.00358021 +Epoch: 747 | Train Loss: 1.3481 | Test Loss: 1.34857 | analysis_confidence: 0.160543 | CL: 0.0412361 | ln_CD: 0.0799698 | CM: 0.00732409 | Top_Xtr: 0.0403188 | Bot_Xtr: 0.0495339 +Loss contributors: + s_ln_CD : 0.338831 + s_CL : 0.295308 + s_analysis_confidence : 0.231356 + s_CM : 0.144962 + s_Bot_Xtr : 0.0403757 + s_Top_Xtr : 0.028768 + s_upper_bl_H_31 : 0.00368742 + s_upper_bl_H_22 : 0.00364679 + s_upper_bl_H_23 : 0.00359932 + s_upper_bl_H_21 : 0.00357659 +Epoch: 748 | Train Loss: 1.34788 | Test Loss: 1.34945 | analysis_confidence: 0.161191 | CL: 0.0411945 | ln_CD: 0.0801945 | CM: 0.00735077 | Top_Xtr: 0.0401975 | Bot_Xtr: 0.049457 +Loss contributors: + s_ln_CD : 0.339698 + s_CL : 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: 0.0403625 + s_Top_Xtr : 0.0288211 + s_upper_bl_H_31 : 0.00369039 + s_upper_bl_H_22 : 0.00364064 + s_upper_bl_H_23 : 0.0035956 + s_upper_bl_H_21 : 0.00357011 +Epoch: 751 | Train Loss: 1.34774 | Test Loss: 1.34827 | analysis_confidence: 0.159694 | CL: 0.0413224 | ln_CD: 0.0797859 | CM: 0.00730567 | Top_Xtr: 0.0403006 | Bot_Xtr: 0.0497651 +Loss contributors: + s_ln_CD : 0.337993 + s_CL : 0.295936 + s_analysis_confidence : 0.231342 + s_CM : 0.144549 + s_Bot_Xtr : 0.0405016 + s_Top_Xtr : 0.028729 + s_upper_bl_H_31 : 0.00368562 + s_upper_bl_H_22 : 0.00364932 + s_upper_bl_H_23 : 0.00360487 + s_upper_bl_H_21 : 0.00357669 +Epoch: 752 | Train Loss: 1.34757 | Test Loss: 1.34777 | analysis_confidence: 0.160057 | CL: 0.0412568 | ln_CD: 0.0796811 | CM: 0.00733854 | Top_Xtr: 0.0401846 | Bot_Xtr: 0.0494975 +Loss contributors: + s_ln_CD : 0.337819 + s_CL : 0.295281 + s_analysis_confidence : 0.231316 + s_CM : 0.145271 + s_Bot_Xtr : 0.0403283 + s_Top_Xtr : 0.0286704 + s_upper_bl_H_31 : 0.00368969 + s_upper_bl_H_22 : 0.0036481 + s_upper_bl_H_23 : 0.00360144 + s_upper_bl_H_21 : 0.00357806 +Epoch: 753 | Train Loss: 1.34748 | Test Loss: 1.34653 | analysis_confidence: 0.160743 | CL: 0.0412579 | ln_CD: 0.0795151 | CM: 0.00732149 | Top_Xtr: 0.0402877 | Bot_Xtr: 0.0496524 +Loss contributors: + s_ln_CD : 0.337088 + s_CL : 0.295266 + s_analysis_confidence : 0.231274 + s_CM : 0.144892 + s_Bot_Xtr : 0.0403786 + s_Top_Xtr : 0.0287003 + s_upper_bl_H_31 : 0.00370596 + s_upper_bl_H_22 : 0.00364139 + s_upper_bl_H_23 : 0.00358733 + s_upper_bl_H_21 : 0.00358011 +Epoch: 754 | Train Loss: 1.34751 | Test Loss: 1.35499 | analysis_confidence: 0.160888 | CL: 0.0411628 | ln_CD: 0.0816329 | CM: 0.00733034 | Top_Xtr: 0.0404168 | Bot_Xtr: 0.0497028 +Loss contributors: + s_ln_CD : 0.345661 + s_CL : 0.294717 + s_analysis_confidence : 0.231362 + s_CM : 0.145103 + s_Bot_Xtr : 0.0404205 + s_Top_Xtr : 0.0288289 + s_upper_bl_H_31 : 0.00368567 + s_upper_bl_H_22 : 0.00363884 + s_upper_bl_H_23 : 0.00359181 + s_upper_bl_H_21 : 0.00357023 +Epoch: 755 | Train Loss: 1.34735 | Test Loss: 1.34891 | analysis_confidence: 0.159207 | CL: 0.0412085 | ln_CD: 0.0800963 | CM: 0.00734312 | Top_Xtr: 0.0402154 | Bot_Xtr: 0.049525 +Loss contributors: + s_ln_CD : 0.339242 + s_CL : 0.294963 + s_analysis_confidence : 0.231373 + s_CM : 0.145374 + s_Bot_Xtr : 0.0403049 + s_Top_Xtr : 0.028653 + s_upper_bl_H_31 : 0.00368703 + s_upper_bl_H_22 : 0.00364238 + s_upper_bl_H_23 : 0.00359858 + s_upper_bl_H_21 : 0.00356945 +Epoch: 756 | Train Loss: 1.34735 | Test Loss: 1.35646 | analysis_confidence: 0.160226 | CL: 0.0413326 | ln_CD: 0.0816028 | CM: 0.00732789 | Top_Xtr: 0.0402181 | Bot_Xtr: 0.0494485 +Loss contributors: + s_ln_CD : 0.346083 + s_CL : 0.295929 + s_analysis_confidence : 0.231291 + s_CM : 0.145051 + s_Bot_Xtr : 0.0403136 + s_Top_Xtr : 0.0286897 + s_upper_bl_H_31 : 0.00369 + s_upper_bl_H_22 : 0.00365028 + s_upper_bl_H_23 : 0.00360013 + s_upper_bl_H_21 : 0.00358379 +Epoch: 757 | Train Loss: 1.34723 | Test Loss: 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CM: 0.00731984 | Top_Xtr: 0.0401587 | Bot_Xtr: 0.049486 +Loss contributors: + s_ln_CD : 0.339343 + s_CL : 0.295319 + s_analysis_confidence : 0.231486 + s_CM : 0.144879 + s_Bot_Xtr : 0.040342 + s_Top_Xtr : 0.0286301 + s_upper_bl_H_31 : 0.00369359 + s_upper_bl_H_22 : 0.00363778 + s_upper_bl_H_23 : 0.00359431 + s_upper_bl_H_21 : 0.00356421 +Epoch: 760 | Train Loss: 1.34699 | Test Loss: 1.34688 | analysis_confidence: 0.160193 | CL: 0.0412038 | ln_CD: 0.0797038 | CM: 0.007333 | Top_Xtr: 0.0401651 | Bot_Xtr: 0.0494242 +Loss contributors: + s_ln_CD : 0.337907 + s_CL : 0.294866 + s_analysis_confidence : 0.231273 + s_CM : 0.145168 + s_Bot_Xtr : 0.0402644 + s_Top_Xtr : 0.028625 + s_upper_bl_H_31 : 0.00368608 + s_upper_bl_H_22 : 0.00364138 + s_upper_bl_H_23 : 0.00359551 + s_upper_bl_H_21 : 0.00357112 +Epoch: 761 | Train Loss: 1.3468 | Test Loss: 1.35582 | analysis_confidence: 0.159743 | CL: 0.0414411 | ln_CD: 0.0815279 | CM: 0.00730952 | Top_Xtr: 0.040232 | Bot_Xtr: 0.0495384 +Loss contributors: 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s_CM : 0.144717 + s_Bot_Xtr : 0.0404896 + s_Top_Xtr : 0.0287834 + s_upper_bl_H_31 : 0.00369788 + s_upper_bl_H_22 : 0.0036473 + s_upper_bl_H_23 : 0.00359695 + s_upper_bl_H_21 : 0.00358078 +Epoch: 764 | Train Loss: 1.34661 | Test Loss: 1.34748 | analysis_confidence: 0.160866 | CL: 0.0413975 | ln_CD: 0.0795763 | CM: 0.0073114 | Top_Xtr: 0.0403598 | Bot_Xtr: 0.0495293 +Loss contributors: + s_ln_CD : 0.337253 + s_CL : 0.296124 + s_analysis_confidence : 0.231408 + s_CM : 0.144676 + s_Bot_Xtr : 0.0403194 + s_Top_Xtr : 0.0287607 + s_upper_bl_H_31 : 0.00367884 + s_upper_bl_H_22 : 0.00364752 + s_upper_bl_H_23 : 0.00360347 + s_upper_bl_H_21 : 0.00357507 +Epoch: 765 | Train Loss: 1.3466 | Test Loss: 1.34681 | analysis_confidence: 0.160687 | CL: 0.04123 | ln_CD: 0.0797619 | CM: 0.00730638 | Top_Xtr: 0.0401339 | Bot_Xtr: 0.0494734 +Loss contributors: + s_ln_CD : 0.33801 + s_CL : 0.295092 + s_analysis_confidence : 0.231368 + s_CM : 0.14458 + s_Bot_Xtr : 0.040367 + s_Top_Xtr : 0.0286282 + s_upper_bl_H_31 : 0.00369451 + s_upper_bl_H_22 : 0.00363964 + s_upper_bl_H_23 : 0.00358884 + s_upper_bl_H_21 : 0.00357476 +Epoch: 766 | Train Loss: 1.34645 | Test Loss: 1.34756 | analysis_confidence: 0.160363 | CL: 0.0411641 | ln_CD: 0.0800703 | CM: 0.00731094 | Top_Xtr: 0.040244 | Bot_Xtr: 0.0494809 +Loss contributors: + s_ln_CD : 0.339343 + s_CL : 0.294547 + s_analysis_confidence : 0.23135 + s_CM : 0.144668 + s_Bot_Xtr : 0.0403567 + s_Top_Xtr : 0.0287046 + s_upper_bl_H_31 : 0.00369823 + s_upper_bl_H_22 : 0.00363312 + s_upper_bl_H_23 : 0.00357848 + s_upper_bl_H_21 : 0.00357245 +Epoch: 767 | Train Loss: 1.34637 | Test Loss: 1.3522 | analysis_confidence: 0.160979 | CL: 0.0413661 | ln_CD: 0.0809962 | CM: 0.00732369 | Top_Xtr: 0.0402822 | Bot_Xtr: 0.0496515 +Loss contributors: + s_ln_CD : 0.342341 + s_CL : 0.295868 + s_analysis_confidence : 0.231302 + s_CM : 0.144923 + s_Bot_Xtr : 0.0403245 + s_Top_Xtr : 0.0287108 + s_upper_bl_H_31 : 0.00368332 + s_upper_bl_H_22 : 0.00363591 + s_upper_bl_H_23 : 0.00359386 + s_upper_bl_H_21 : 0.00356089 +Epoch: 768 | Train Loss: 1.3463 | Test Loss: 1.34537 | analysis_confidence: 0.161103 | CL: 0.0411411 | ln_CD: 0.0796532 | CM: 0.00730652 | Top_Xtr: 0.0401816 | Bot_Xtr: 0.0495028 +Loss contributors: + s_ln_CD : 0.337438 + s_CL : 0.294342 + s_analysis_confidence : 0.231322 + s_CM : 0.144552 + s_Bot_Xtr : 0.0402893 + s_Top_Xtr : 0.0286288 + s_upper_bl_H_31 : 0.00369646 + s_upper_bl_H_22 : 0.00364243 + s_upper_bl_H_23 : 0.00359063 + s_upper_bl_H_21 : 0.00357769 +Epoch: 769 | Train Loss: 1.3462 | Test Loss: 1.34562 | analysis_confidence: 0.159901 | CL: 0.0411679 | ln_CD: 0.0796115 | CM: 0.00730051 | Top_Xtr: 0.0402065 | Bot_Xtr: 0.0494309 +Loss contributors: + s_ln_CD : 0.337683 + s_CL : 0.294536 + s_analysis_confidence : 0.231251 + s_CM : 0.144441 + s_Bot_Xtr : 0.0402897 + s_Top_Xtr : 0.028677 + s_upper_bl_H_31 : 0.00368329 + s_upper_bl_H_22 : 0.00363842 + s_upper_bl_H_23 : 0.00359133 + s_upper_bl_H_21 : 0.00356868 +Epoch: 770 | Train Loss: 1.34608 | Test Loss: 1.35462 | analysis_confidence: 0.159889 | CL: 0.0412456 | ln_CD: 0.0815065 | CM: 0.00729476 | Top_Xtr: 0.0401759 | Bot_Xtr: 0.0494342 +Loss contributors: + s_ln_CD : 0.345849 + s_CL : 0.295286 + s_analysis_confidence : 0.23127 + s_CM : 0.144301 + s_Bot_Xtr : 0.0402647 + s_Top_Xtr : 0.0286306 + s_upper_bl_H_31 : 0.00367155 + s_upper_bl_H_22 : 0.00364223 + s_upper_bl_H_23 : 0.00359993 + s_upper_bl_H_21 : 0.00356786 +Epoch: 771 | Train Loss: 1.34606 | Test Loss: 1.35025 | analysis_confidence: 0.160335 | CL: 0.0414671 | ln_CD: 0.0801413 | CM: 0.00730506 | Top_Xtr: 0.0403144 | Bot_Xtr: 0.0495079 +Loss contributors: + s_ln_CD : 0.339515 + s_CL : 0.296723 + s_analysis_confidence : 0.231357 + s_CM : 0.144546 + s_Bot_Xtr : 0.0403431 + s_Top_Xtr : 0.0287144 + s_upper_bl_H_31 : 0.00368203 + s_upper_bl_H_22 : 0.00364491 + s_upper_bl_H_23 : 0.00360663 + s_upper_bl_H_21 : 0.00356526 +Epoch: 772 | Train Loss: 1.34603 | Test Loss: 1.34611 | analysis_confidence: 0.160138 | CL: 0.0411671 | ln_CD: 0.0797008 | CM: 0.00732997 | Top_Xtr: 0.040246 | Bot_Xtr: 0.0495208 +Loss contributors: + s_ln_CD : 0.337712 + s_CL : 0.294623 + s_analysis_confidence : 0.231305 + s_CM : 0.145036 + s_Bot_Xtr : 0.0403103 + s_Top_Xtr : 0.0286885 + s_upper_bl_H_31 : 0.0036889 + s_upper_bl_H_22 : 0.00363952 + s_upper_bl_H_23 : 0.00359254 + s_upper_bl_H_21 : 0.00357044 +Epoch: 773 | Train Loss: 1.34583 | Test Loss: 1.34628 | analysis_confidence: 0.160237 | CL: 0.0411403 | ln_CD: 0.0798826 | CM: 0.00729614 | Top_Xtr: 0.0403829 | Bot_Xtr: 0.0497332 +Loss contributors: + s_ln_CD : 0.338456 + s_CL : 0.294467 + s_analysis_confidence : 0.231285 + s_CM : 0.144319 + s_Bot_Xtr : 0.0403979 + s_Top_Xtr : 0.0287637 + s_upper_bl_H_31 : 0.00367323 + s_upper_bl_H_22 : 0.0036416 + s_upper_bl_H_23 : 0.00360061 + s_upper_bl_H_21 : 0.00356518 +Epoch: 774 | Train Loss: 1.34575 | Test Loss: 1.34808 | analysis_confidence: 0.161369 | CL: 0.0412653 | ln_CD: 0.079724 | CM: 0.00735899 | Top_Xtr: 0.0402489 | Bot_Xtr: 0.0495418 +Loss contributors: + s_ln_CD : 0.337865 + s_CL : 0.295312 + s_analysis_confidence : 0.231482 + s_CM : 0.145748 + s_Bot_Xtr : 0.0403305 + s_Top_Xtr : 0.0287355 + s_upper_bl_H_31 : 0.00368676 + s_upper_bl_H_22 : 0.00364014 + s_upper_bl_H_23 : 0.00358383 + s_upper_bl_H_21 : 0.00358193 +Epoch: 775 | Train Loss: 1.34578 | Test Loss: 1.34696 | analysis_confidence: 0.159934 | CL: 0.0411793 | ln_CD: 0.0799103 | CM: 0.00731015 | Top_Xtr: 0.0401555 | Bot_Xtr: 0.0493871 +Loss contributors: + s_ln_CD : 0.338895 + s_CL : 0.294567 + s_analysis_confidence : 0.231325 + s_CM : 0.144659 + s_Bot_Xtr : 0.0402497 + s_Top_Xtr : 0.028634 + s_upper_bl_H_31 : 0.00370046 + s_upper_bl_H_22 : 0.00363895 + s_upper_bl_H_23 : 0.00358986 + s_upper_bl_H_21 : 0.0035727 +Epoch: 776 | Train Loss: 1.34569 | Test Loss: 1.34822 | analysis_confidence: 0.160933 | CL: 0.0412741 | ln_CD: 0.079984 | CM: 0.00729581 | Top_Xtr: 0.0404294 | Bot_Xtr: 0.0497331 +Loss contributors: + s_ln_CD : 0.33915 + s_CL : 0.295475 + s_analysis_confidence : 0.231407 + s_CM : 0.144347 + s_Bot_Xtr : 0.0404666 + s_Top_Xtr : 0.0287902 + s_upper_bl_H_31 : 0.00367215 + s_upper_bl_H_22 : 0.0036447 + s_upper_bl_H_23 : 0.00360255 + s_upper_bl_H_21 : 0.00356997 +Epoch: 777 | Train Loss: 1.34555 | Test Loss: 1.34891 | analysis_confidence: 0.161253 | CL: 0.0413838 | ln_CD: 0.0800964 | CM: 0.00728471 | Top_Xtr: 0.0403162 | Bot_Xtr: 0.0496419 +Loss contributors: + s_ln_CD : 0.339505 + s_CL : 0.296359 + s_analysis_confidence : 0.23126 + s_CM : 0.144072 + s_Bot_Xtr : 0.0402816 + s_Top_Xtr : 0.0286877 + s_upper_bl_H_31 : 0.0036792 + s_upper_bl_H_22 : 0.00364844 + s_upper_bl_H_23 : 0.00359766 + s_upper_bl_H_21 : 0.00358334 +Epoch: 778 | Train Loss: 1.34547 | Test Loss: 1.34879 | analysis_confidence: 0.16126 | CL: 0.0412165 | ln_CD: 0.0802475 | CM: 0.00733462 | Top_Xtr: 0.0403048 | Bot_Xtr: 0.0496566 +Loss contributors: + s_ln_CD : 0.339985 + s_CL : 0.294781 + s_analysis_confidence : 0.231368 + s_CM : 0.145136 + s_Bot_Xtr : 0.0402704 + s_Top_Xtr : 0.0286496 + s_upper_bl_H_31 : 0.00368505 + s_upper_bl_H_22 : 0.00365235 + s_upper_bl_H_23 : 0.00360372 + s_upper_bl_H_21 : 0.00358312 +Epoch: 779 | Train Loss: 1.34538 | Test Loss: 1.34795 | analysis_confidence: 0.159023 | CL: 0.0413417 | ln_CD: 0.0799229 | CM: 0.00728966 | Top_Xtr: 0.0402579 | Bot_Xtr: 0.0494796 +Loss contributors: + s_ln_CD : 0.338907 + s_CL : 0.296077 + s_analysis_confidence : 0.231304 + s_CM : 0.144202 + s_Bot_Xtr : 0.0402246 + s_Top_Xtr : 0.0286377 + s_upper_bl_H_31 : 0.00368967 + s_upper_bl_H_22 : 0.00363279 + s_upper_bl_H_23 : 0.00358122 + s_upper_bl_H_21 : 0.00356925 +Epoch: 780 | Train Loss: 1.3454 | Test Loss: 1.34582 | analysis_confidence: 0.159906 | CL: 0.0411582 | ln_CD: 0.0799956 | CM: 0.00729615 | Top_Xtr: 0.0401679 | Bot_Xtr: 0.0494682 +Loss contributors: + s_ln_CD : 0.338457 + s_CL : 0.294446 + s_analysis_confidence : 0.231248 + s_CM : 0.144329 + s_Bot_Xtr : 0.0402573 + s_Top_Xtr : 0.0285987 + s_upper_bl_H_31 : 0.00370019 + s_upper_bl_H_22 : 0.00364091 + s_upper_bl_H_23 : 0.00358814 + s_upper_bl_H_21 : 0.00357753 +Epoch: 781 | Train Loss: 1.34527 | Test Loss: 1.3596 | analysis_confidence: 0.160946 | CL: 0.0412131 | ln_CD: 0.0833346 | CM: 0.00727112 | Top_Xtr: 0.040318 | Bot_Xtr: 0.0495779 +Loss contributors: + s_ln_CD : 0.351847 + s_CL : 0.294957 + s_analysis_confidence : 0.231364 + s_CM : 0.143781 + s_Bot_Xtr : 0.0403013 + s_Top_Xtr : 0.0287082 + s_upper_bl_H_31 : 0.00365927 + s_upper_bl_H_22 : 0.00364259 + s_upper_bl_H_23 : 0.00359945 + s_upper_bl_H_21 : 0.00356864 +Epoch: 782 | Train Loss: 1.34515 | Test Loss: 1.34784 | analysis_confidence: 0.160532 | CL: 0.0412779 | ln_CD: 0.0802966 | CM: 0.00730647 | Top_Xtr: 0.0401716 | Bot_Xtr: 0.0494156 +Loss contributors: + s_ln_CD : 0.339458 + s_CL : 0.295224 + s_analysis_confidence : 0.231212 + s_CM : 0.144555 + s_Bot_Xtr : 0.0402524 + s_Top_Xtr : 0.0286375 + s_upper_bl_H_31 : 0.00367096 + s_upper_bl_H_22 : 0.0036434 + s_upper_bl_H_23 : 0.00359425 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Loss: 1.34676 | analysis_confidence: 0.160466 | CL: 0.0412983 | ln_CD: 0.0798041 | CM: 0.00731424 | Top_Xtr: 0.0400939 | Bot_Xtr: 0.0492705 +Loss contributors: + s_ln_CD : 0.338294 + s_CL : 0.295299 + s_analysis_confidence : 0.231355 + s_CM : 0.144716 + s_Bot_Xtr : 0.0401964 + s_Top_Xtr : 0.0285996 + s_upper_bl_H_31 : 0.00369051 + s_upper_bl_H_22 : 0.00363313 + s_upper_bl_H_23 : 0.00358073 + s_upper_bl_H_21 : 0.00357003 +Epoch: 786 | Train Loss: 1.34493 | Test Loss: 1.35032 | analysis_confidence: 0.160969 | CL: 0.0415408 | ln_CD: 0.0801268 | CM: 0.00735443 | Top_Xtr: 0.0402145 | Bot_Xtr: 0.0494958 +Loss contributors: + s_ln_CD : 0.339009 + s_CL : 0.296777 + s_analysis_confidence : 0.231368 + s_CM : 0.14561 + s_Bot_Xtr : 0.0402068 + s_Top_Xtr : 0.0286589 + s_upper_bl_H_31 : 0.00368717 + s_upper_bl_H_22 : 0.00364836 + s_upper_bl_H_23 : 0.00359763 + s_upper_bl_H_21 : 0.00358243 +Epoch: 787 | Train Loss: 1.34474 | Test Loss: 1.34673 | analysis_confidence: 0.15941 | CL: 0.0412249 | ln_CD: 0.0801207 | CM: 0.00727919 | Top_Xtr: 0.0401323 | Bot_Xtr: 0.0492571 +Loss contributors: + s_ln_CD : 0.339494 + s_CL : 0.294964 + s_analysis_confidence : 0.231227 + s_CM : 0.143932 + s_Bot_Xtr : 0.0401684 + s_Top_Xtr : 0.028608 + s_upper_bl_H_31 : 0.00366979 + s_upper_bl_H_22 : 0.00364797 + s_upper_bl_H_23 : 0.0035975 + s_upper_bl_H_21 : 0.00358075 +Epoch: 788 | Train Loss: 1.34471 | Test Loss: 1.34546 | analysis_confidence: 0.160102 | CL: 0.041183 | ln_CD: 0.0797494 | CM: 0.00728995 | Top_Xtr: 0.0402205 | Bot_Xtr: 0.0493744 +Loss contributors: + s_ln_CD : 0.338202 + s_CL : 0.294603 + s_analysis_confidence : 0.231157 + s_CM : 0.144172 + s_Bot_Xtr : 0.0402588 + s_Top_Xtr : 0.028668 + s_upper_bl_H_31 : 0.00367555 + s_upper_bl_H_22 : 0.00364237 + s_upper_bl_H_23 : 0.00359507 + s_upper_bl_H_21 : 0.0035725 +Epoch: 789 | Train Loss: 1.34459 | Test Loss: 1.34566 | analysis_confidence: 0.160489 | CL: 0.0412486 | ln_CD: 0.0796654 | CM: 0.00729551 | Top_Xtr: 0.0403213 | Bot_Xtr: 0.0495597 +Loss contributors: + s_ln_CD : 0.337439 + s_CL : 0.295406 + s_analysis_confidence : 0.231349 + s_CM : 0.144284 + s_Bot_Xtr : 0.0402529 + s_Top_Xtr : 0.0286959 + s_upper_bl_H_31 : 0.00367708 + s_upper_bl_H_22 : 0.00364273 + s_upper_bl_H_23 : 0.00358974 + s_upper_bl_H_21 : 0.00357892 +Epoch: 790 | Train Loss: 1.34454 | Test Loss: 1.35453 | analysis_confidence: 0.160179 | CL: 0.0412878 | ln_CD: 0.081511 | CM: 0.00729046 | Top_Xtr: 0.0402123 | Bot_Xtr: 0.049405 +Loss contributors: + s_ln_CD : 0.346455 + s_CL : 0.295176 + s_analysis_confidence : 0.231419 + s_CM : 0.14419 + s_Bot_Xtr : 0.0401978 + s_Top_Xtr : 0.0286666 + s_upper_bl_H_31 : 0.00366828 + s_upper_bl_H_22 : 0.00364294 + s_upper_bl_H_23 : 0.00359904 + s_upper_bl_H_21 : 0.00356864 +Epoch: 791 | Train Loss: 1.34451 | Test Loss: 1.34866 | analysis_confidence: 0.161109 | CL: 0.0412193 | ln_CD: 0.080874 | CM: 0.00728182 | Top_Xtr: 0.0402513 | Bot_Xtr: 0.0494402 +Loss contributors: + s_ln_CD : 0.341505 + s_CL : 0.29468 + s_analysis_confidence : 0.23129 + s_CM : 0.143971 + s_Bot_Xtr : 0.0402522 + s_Top_Xtr : 0.0287049 + s_upper_bl_H_31 : 0.00367473 + s_upper_bl_H_22 : 0.00363891 + s_upper_bl_H_23 : 0.0035937 + s_upper_bl_H_21 : 0.00356754 +Epoch: 792 | Train Loss: 1.34436 | Test Loss: 1.34722 | analysis_confidence: 0.160166 | CL: 0.0413681 | ln_CD: 0.0801643 | CM: 0.00728385 | Top_Xtr: 0.0401605 | Bot_Xtr: 0.0493022 +Loss contributors: + s_ln_CD : 0.33908 + s_CL : 0.295691 + s_analysis_confidence : 0.231231 + s_CM : 0.144049 + s_Bot_Xtr : 0.0401761 + s_Top_Xtr : 0.0286401 + s_upper_bl_H_31 : 0.00367618 + s_upper_bl_H_22 : 0.00364882 + s_upper_bl_H_23 : 0.00360372 + s_upper_bl_H_21 : 0.00357536 +Epoch: 793 | Train Loss: 1.34428 | Test Loss: 1.3466 | analysis_confidence: 0.16074 | CL: 0.0410593 | ln_CD: 0.0804207 | CM: 0.00727398 | Top_Xtr: 0.0401823 | Bot_Xtr: 0.0493302 +Loss contributors: + s_ln_CD : 0.340708 + s_CL : 0.293744 + s_analysis_confidence : 0.231401 + s_CM : 0.143838 + s_Bot_Xtr : 0.0401541 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0.00363498 + s_upper_bl_H_23 : 0.00359264 + s_upper_bl_H_21 : 0.00355965 +Epoch: 796 | Train Loss: 1.34404 | Test Loss: 1.3485 | analysis_confidence: 0.159917 | CL: 0.0416243 | ln_CD: 0.079756 | CM: 0.00729895 | Top_Xtr: 0.040178 | Bot_Xtr: 0.0493782 +Loss contributors: + s_ln_CD : 0.33795 + s_CL : 0.297847 + s_analysis_confidence : 0.231299 + s_CM : 0.144402 + s_Bot_Xtr : 0.0401964 + s_Top_Xtr : 0.0286534 + s_upper_bl_H_31 : 0.00366924 + s_upper_bl_H_22 : 0.0036211 + s_upper_bl_H_23 : 0.00358266 + s_upper_bl_H_21 : 0.00354224 +Epoch: 797 | Train Loss: 1.34398 | Test Loss: 1.34384 | analysis_confidence: 0.161265 | CL: 0.0411214 | ln_CD: 0.0796068 | CM: 0.00727315 | Top_Xtr: 0.0402634 | Bot_Xtr: 0.0493915 +Loss contributors: + s_ln_CD : 0.337466 + s_CL : 0.294018 + s_analysis_confidence : 0.231429 + s_CM : 0.143797 + s_Bot_Xtr : 0.0402304 + s_Top_Xtr : 0.0287136 + s_upper_bl_H_31 : 0.00366035 + s_upper_bl_H_22 : 0.0036472 + s_upper_bl_H_23 : 0.00360606 + s_upper_bl_H_21 : 0.00357022 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analysis_confidence: 0.160043 | CL: 0.0411384 | ln_CD: 0.0797491 | CM: 0.00727798 | Top_Xtr: 0.0402781 | Bot_Xtr: 0.049407 +Loss contributors: + s_ln_CD : 0.337885 + s_CL : 0.294319 + s_analysis_confidence : 0.231236 + s_CM : 0.143891 + s_Bot_Xtr : 0.0401581 + s_Top_Xtr : 0.028681 + s_upper_bl_H_31 : 0.00367262 + s_upper_bl_H_22 : 0.00364266 + s_upper_bl_H_23 : 0.00359576 + s_upper_bl_H_21 : 0.00357157 +Epoch: 801 | Train Loss: 1.3437 | Test Loss: 1.34689 | analysis_confidence: 0.160949 | CL: 0.0410895 | ln_CD: 0.0801959 | CM: 0.0072937 | Top_Xtr: 0.0401978 | Bot_Xtr: 0.0493477 +Loss contributors: + s_ln_CD : 0.340498 + s_CL : 0.293823 + s_analysis_confidence : 0.231253 + s_CM : 0.144247 + s_Bot_Xtr : 0.0402247 + s_Top_Xtr : 0.0286829 + s_upper_bl_H_31 : 0.00368769 + s_upper_bl_H_22 : 0.00363274 + s_upper_bl_H_23 : 0.0035864 + s_upper_bl_H_21 : 0.00356399 +Epoch: 802 | Train Loss: 1.34363 | Test Loss: 1.34508 | analysis_confidence: 0.160372 | CL: 0.041097 | ln_CD: 0.0799971 | CM: 0.00730264 | Top_Xtr: 0.0403217 | Bot_Xtr: 0.0494318 +Loss contributors: + s_ln_CD : 0.338617 + s_CL : 0.293823 + s_analysis_confidence : 0.231181 + s_CM : 0.144453 + s_Bot_Xtr : 0.0401796 + s_Top_Xtr : 0.0287197 + s_upper_bl_H_31 : 0.0036687 + s_upper_bl_H_22 : 0.0036346 + s_upper_bl_H_23 : 0.00358833 + s_upper_bl_H_21 : 0.00356355 +Epoch: 803 | Train Loss: 1.34349 | Test Loss: 1.34286 | analysis_confidence: 0.160075 | CL: 0.0411196 | ln_CD: 0.0794635 | CM: 0.00726981 | Top_Xtr: 0.0401054 | Bot_Xtr: 0.0493541 +Loss contributors: + s_ln_CD : 0.336555 + s_CL : 0.294278 + s_analysis_confidence : 0.231272 + s_CM : 0.143719 + s_Bot_Xtr : 0.0401884 + s_Top_Xtr : 0.0285826 + s_upper_bl_H_31 : 0.00368256 + s_upper_bl_H_22 : 0.00364391 + s_upper_bl_H_23 : 0.00359325 + s_upper_bl_H_21 : 0.0035785 +Epoch: 804 | Train Loss: 1.34346 | Test Loss: 1.3448 | analysis_confidence: 0.159455 | CL: 0.0412707 | ln_CD: 0.0797906 | CM: 0.00726305 | Top_Xtr: 0.0401088 | Bot_Xtr: 0.049331 +Loss contributors: + 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s_upper_bl_H_23 : 0.00359193 + s_upper_bl_H_21 : 0.00355918 +Epoch: 811 | Train Loss: 1.34295 | Test Loss: 1.34287 | analysis_confidence: 0.159535 | CL: 0.041096 | ln_CD: 0.0794696 | CM: 0.00728098 | Top_Xtr: 0.0400742 | Bot_Xtr: 0.0492751 +Loss contributors: + s_ln_CD : 0.336975 + s_CL : 0.293821 + s_analysis_confidence : 0.231279 + s_CM : 0.144016 + s_Bot_Xtr : 0.0400964 + s_Top_Xtr : 0.028553 + s_upper_bl_H_31 : 0.0036735 + s_upper_bl_H_22 : 0.00363743 + s_upper_bl_H_23 : 0.00359198 + s_upper_bl_H_21 : 0.00356697 +Epoch: 812 | Train Loss: 1.34288 | Test Loss: 1.34749 | analysis_confidence: 0.160309 | CL: 0.0411124 | ln_CD: 0.0807817 | CM: 0.00725523 | Top_Xtr: 0.0401323 | Bot_Xtr: 0.0492569 +Loss contributors: + s_ln_CD : 0.342088 + s_CL : 0.293918 + s_analysis_confidence : 0.231234 + s_CM : 0.1434 + s_Bot_Xtr : 0.0401594 + s_Top_Xtr : 0.0286277 + s_upper_bl_H_31 : 0.00366464 + s_upper_bl_H_22 : 0.0036352 + s_upper_bl_H_23 : 0.00358894 + s_upper_bl_H_21 : 0.00356377 +Epoch: 813 | Train Loss: 1.34272 | Test Loss: 1.3459 | analysis_confidence: 0.160906 | CL: 0.0411758 | ln_CD: 0.0800199 | CM: 0.00727311 | Top_Xtr: 0.0402434 | Bot_Xtr: 0.0494221 +Loss contributors: + s_ln_CD : 0.339227 + s_CL : 0.294672 + s_analysis_confidence : 0.231372 + s_CM : 0.143805 + s_Bot_Xtr : 0.0401499 + s_Top_Xtr : 0.0286707 + s_upper_bl_H_31 : 0.00367226 + s_upper_bl_H_22 : 0.00363714 + s_upper_bl_H_23 : 0.00358742 + s_upper_bl_H_21 : 0.00357101 +Epoch: 814 | Train Loss: 1.34279 | Test Loss: 1.34371 | analysis_confidence: 0.161414 | CL: 0.0411481 | ln_CD: 0.0795934 | CM: 0.00729512 | Top_Xtr: 0.0402326 | Bot_Xtr: 0.0494824 +Loss contributors: + s_ln_CD : 0.337122 + s_CL : 0.294248 + s_analysis_confidence : 0.231284 + s_CM : 0.144269 + s_Bot_Xtr : 0.0402861 + s_Top_Xtr : 0.028675 + s_upper_bl_H_31 : 0.00366773 + s_upper_bl_H_22 : 0.00363295 + s_upper_bl_H_23 : 0.00358637 + s_upper_bl_H_21 : 0.00356237 +Epoch: 815 | Train Loss: 1.34273 | Test Loss: 1.35145 | analysis_confidence: 0.160167 | CL: 0.0412314 | ln_CD: 0.0812503 | CM: 0.00733287 | Top_Xtr: 0.040395 | Bot_Xtr: 0.0494461 +Loss contributors: + s_ln_CD : 0.343163 + s_CL : 0.294734 + s_analysis_confidence : 0.231279 + s_CM : 0.145087 + s_Bot_Xtr : 0.04017 + s_Top_Xtr : 0.028794 + s_upper_bl_H_31 : 0.00365185 + s_upper_bl_H_22 : 0.00364587 + s_upper_bl_H_23 : 0.00360449 + s_upper_bl_H_21 : 0.00356882 +Epoch: 816 | Train Loss: 1.34265 | Test Loss: 1.34289 | analysis_confidence: 0.159816 | CL: 0.0410628 | ln_CD: 0.0797791 | CM: 0.00725448 | Top_Xtr: 0.040226 | Bot_Xtr: 0.0494583 +Loss contributors: + s_ln_CD : 0.337895 + s_CL : 0.293638 + s_analysis_confidence : 0.231301 + s_CM : 0.143406 + s_Bot_Xtr : 0.040231 + s_Top_Xtr : 0.0286726 + s_upper_bl_H_31 : 0.00366809 + s_upper_bl_H_22 : 0.00363226 + s_upper_bl_H_23 : 0.00358536 + s_upper_bl_H_21 : 0.00356417 +Epoch: 817 | Train Loss: 1.34255 | Test Loss: 1.35467 | analysis_confidence: 0.16031 | CL: 0.0410919 | ln_CD: 0.0825297 | CM: 0.00727026 | Top_Xtr: 0.0401031 | Bot_Xtr: 0.0492867 +Loss contributors: + s_ln_CD : 0.349146 + s_CL : 0.293698 + s_analysis_confidence : 0.231267 + s_CM : 0.143748 + s_Bot_Xtr : 0.0401355 + s_Top_Xtr : 0.0285955 + s_upper_bl_H_31 : 0.00366258 + s_upper_bl_H_22 : 0.00364377 + s_upper_bl_H_23 : 0.00359657 + s_upper_bl_H_21 : 0.00357304 +Epoch: 818 | Train Loss: 1.34247 | Test Loss: 1.34389 | analysis_confidence: 0.159613 | CL: 0.0411065 | ln_CD: 0.0799329 | CM: 0.00725562 | Top_Xtr: 0.0402652 | Bot_Xtr: 0.0493833 +Loss contributors: + s_ln_CD : 0.338613 + s_CL : 0.293851 + s_analysis_confidence : 0.231207 + s_CM : 0.143413 + s_Bot_Xtr : 0.0401058 + s_Top_Xtr : 0.0286727 + s_upper_bl_H_31 : 0.00366955 + s_upper_bl_H_22 : 0.00363986 + s_upper_bl_H_23 : 0.0035918 + s_upper_bl_H_21 : 0.0035712 +Epoch: 819 | Train Loss: 1.34238 | Test Loss: 1.34201 | analysis_confidence: 0.160996 | CL: 0.0411451 | ln_CD: 0.0793679 | CM: 0.00726359 | Top_Xtr: 0.0404581 | Bot_Xtr: 0.0496784 +Loss contributors: + s_ln_CD : 0.336183 + s_CL : 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s_upper_bl_H_22 : 0.00363279 + s_upper_bl_H_23 : 0.00358785 + s_upper_bl_H_21 : 0.00356085 +Epoch: 824 | Train Loss: 1.34203 | Test Loss: 1.34763 | analysis_confidence: 0.160758 | CL: 0.0411747 | ln_CD: 0.0809793 | CM: 0.00726161 | Top_Xtr: 0.0402351 | Bot_Xtr: 0.0492043 +Loss contributors: + s_ln_CD : 0.342032 + s_CL : 0.294156 + s_analysis_confidence : 0.231363 + s_CM : 0.143529 + s_Bot_Xtr : 0.0400565 + s_Top_Xtr : 0.0287143 + s_upper_bl_H_31 : 0.00366539 + s_upper_bl_H_22 : 0.0036364 + s_upper_bl_H_23 : 0.00358975 + s_upper_bl_H_21 : 0.00356582 +Epoch: 825 | Train Loss: 1.34198 | Test Loss: 1.34263 | analysis_confidence: 0.160655 | CL: 0.0411793 | ln_CD: 0.0793289 | CM: 0.00728708 | Top_Xtr: 0.0401568 | Bot_Xtr: 0.0492961 +Loss contributors: + s_ln_CD : 0.336003 + s_CL : 0.294768 + s_analysis_confidence : 0.231201 + s_CM : 0.144114 + s_Bot_Xtr : 0.0401052 + s_Top_Xtr : 0.0286212 + s_upper_bl_H_31 : 0.00366634 + s_upper_bl_H_22 : 0.00364275 + s_upper_bl_H_23 : 0.0035906 + s_upper_bl_H_21 : 0.00357923 +Epoch: 826 | Train Loss: 1.34187 | Test Loss: 1.34463 | analysis_confidence: 0.160613 | CL: 0.0410714 | ln_CD: 0.0799469 | CM: 0.00729904 | Top_Xtr: 0.0402646 | Bot_Xtr: 0.0492726 +Loss contributors: + s_ln_CD : 0.338542 + s_CL : 0.293814 + s_analysis_confidence : 0.231311 + s_CM : 0.14435 + s_Bot_Xtr : 0.0401452 + s_Top_Xtr : 0.0287145 + s_upper_bl_H_31 : 0.00365636 + s_upper_bl_H_22 : 0.00363552 + s_upper_bl_H_23 : 0.00359056 + s_upper_bl_H_21 : 0.00356365 +Epoch: 827 | Train Loss: 1.34175 | Test Loss: 1.34311 | analysis_confidence: 0.160995 | CL: 0.0413774 | ln_CD: 0.0792212 | CM: 0.0072764 | Top_Xtr: 0.0400836 | Bot_Xtr: 0.0491249 +Loss contributors: + s_ln_CD : 0.335582 + s_CL : 0.295868 + s_analysis_confidence : 0.231317 + s_CM : 0.143839 + s_Bot_Xtr : 0.0400852 + s_Top_Xtr : 0.0285919 + s_upper_bl_H_31 : 0.00367707 + s_upper_bl_H_22 : 0.00362252 + s_upper_bl_H_23 : 0.00357696 + s_upper_bl_H_21 : 0.00355228 +Epoch: 828 | Train Loss: 1.34178 | Test Loss: 1.34261 | analysis_confidence: 0.161205 | CL: 0.0410928 | ln_CD: 0.0797433 | CM: 0.00724041 | Top_Xtr: 0.04019 | Bot_Xtr: 0.0492005 +Loss contributors: + s_ln_CD : 0.337812 + s_CL : 0.29386 + s_analysis_confidence : 0.231312 + s_CM : 0.143067 + s_Bot_Xtr : 0.040098 + s_Top_Xtr : 0.028648 + s_upper_bl_H_31 : 0.00366937 + s_upper_bl_H_22 : 0.00363048 + s_upper_bl_H_23 : 0.00358079 + s_upper_bl_H_21 : 0.00356392 +Epoch: 829 | Train Loss: 1.34164 | Test Loss: 1.34824 | analysis_confidence: 0.160455 | CL: 0.0410148 | ln_CD: 0.0810455 | CM: 0.00724779 | Top_Xtr: 0.0401409 | Bot_Xtr: 0.0491979 +Loss contributors: + s_ln_CD : 0.34385 + s_CL : 0.293219 + s_analysis_confidence : 0.231314 + s_CM : 0.143231 + s_Bot_Xtr : 0.0400791 + s_Top_Xtr : 0.0286392 + s_upper_bl_H_31 : 0.00366443 + s_upper_bl_H_22 : 0.00363687 + s_upper_bl_H_23 : 0.00358926 + s_upper_bl_H_21 : 0.00356769 +Epoch: 830 | Train Loss: 1.34166 | Test Loss: 1.34104 | analysis_confidence: 0.161688 | CL: 0.0410115 | ln_CD: 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s_upper_bl_H_22 : 0.00364034 + s_upper_bl_H_23 : 0.00359342 + s_upper_bl_H_21 : 0.00357114 +Epoch: 839 | Train Loss: 1.34092 | Test Loss: 1.34924 | analysis_confidence: 0.160569 | CL: 0.0413608 | ln_CD: 0.080746 | CM: 0.00725576 | Top_Xtr: 0.0400685 | Bot_Xtr: 0.0491915 +Loss contributors: + s_ln_CD : 0.342248 + s_CL : 0.295972 + s_analysis_confidence : 0.231283 + s_CM : 0.143413 + s_Bot_Xtr : 0.0400871 + s_Top_Xtr : 0.0285805 + s_upper_bl_H_31 : 0.00368338 + s_upper_bl_H_22 : 0.00362313 + s_upper_bl_H_23 : 0.00357454 + s_upper_bl_H_21 : 0.00355571 +Epoch: 840 | Train Loss: 1.34103 | Test Loss: 1.34329 | analysis_confidence: 0.159661 | CL: 0.0410344 | ln_CD: 0.0800104 | CM: 0.00724617 | Top_Xtr: 0.0401239 | Bot_Xtr: 0.0491672 +Loss contributors: + s_ln_CD : 0.339032 + s_CL : 0.293296 + s_analysis_confidence : 0.231355 + s_CM : 0.143209 + s_Bot_Xtr : 0.0401005 + s_Top_Xtr : 0.0286302 + s_upper_bl_H_31 : 0.00365474 + s_upper_bl_H_22 : 0.00363796 + s_upper_bl_H_23 : 0.00359176 + s_upper_bl_H_21 : 0.00356569 +Epoch: 841 | Train Loss: 1.34093 | Test Loss: 1.34342 | analysis_confidence: 0.159885 | CL: 0.0410939 | ln_CD: 0.0798864 | CM: 0.00725575 | Top_Xtr: 0.0402727 | Bot_Xtr: 0.0493408 +Loss contributors: + s_ln_CD : 0.338667 + s_CL : 0.29373 + s_analysis_confidence : 0.231279 + s_CM : 0.143404 + s_Bot_Xtr : 0.0400854 + s_Top_Xtr : 0.0286789 + s_upper_bl_H_31 : 0.00365888 + s_upper_bl_H_22 : 0.00363393 + s_upper_bl_H_23 : 0.00358444 + s_upper_bl_H_21 : 0.00356588 +Epoch: 842 | Train Loss: 1.34079 | Test Loss: 1.34395 | analysis_confidence: 0.160472 | CL: 0.040991 | ln_CD: 0.0799204 | CM: 0.00728492 | Top_Xtr: 0.0401928 | Bot_Xtr: 0.0493621 +Loss contributors: + s_ln_CD : 0.338482 + s_CL : 0.293273 + s_analysis_confidence : 0.231396 + s_CM : 0.144072 + s_Bot_Xtr : 0.0400701 + s_Top_Xtr : 0.0286237 + s_upper_bl_H_31 : 0.0036669 + s_upper_bl_H_22 : 0.0036532 + s_upper_bl_H_23 : 0.00360449 + s_upper_bl_H_21 : 0.00358469 +Epoch: 843 | Train Loss: 1.34073 | Test 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0.0801702 | CM: 0.00723802 | Top_Xtr: 0.0401364 | Bot_Xtr: 0.0491469 +Loss contributors: + s_ln_CD : 0.339215 + s_CL : 0.29549 + s_analysis_confidence : 0.231373 + s_CM : 0.143036 + s_Bot_Xtr : 0.0401129 + s_Top_Xtr : 0.0286323 + s_upper_bl_H_31 : 0.00365814 + s_upper_bl_H_22 : 0.00362471 + s_upper_bl_H_23 : 0.00358058 + s_upper_bl_H_21 : 0.00355237 +Epoch: 846 | Train Loss: 1.34056 | Test Loss: 1.34535 | analysis_confidence: 0.161164 | CL: 0.0410198 | ln_CD: 0.080681 | CM: 0.0072515 | Top_Xtr: 0.0402211 | Bot_Xtr: 0.0493596 +Loss contributors: + s_ln_CD : 0.341056 + s_CL : 0.293309 + s_analysis_confidence : 0.231324 + s_CM : 0.143323 + s_Bot_Xtr : 0.0401509 + s_Top_Xtr : 0.0286871 + s_upper_bl_H_31 : 0.00366127 + s_upper_bl_H_22 : 0.00362643 + s_upper_bl_H_23 : 0.00357571 + s_upper_bl_H_21 : 0.00356207 +Epoch: 847 | Train Loss: 1.34048 | Test Loss: 1.34612 | analysis_confidence: 0.160081 | CL: 0.0413534 | ln_CD: 0.0803167 | CM: 0.00725836 | Top_Xtr: 0.0401969 | Bot_Xtr: 0.0491786 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analysis_confidence: 0.160486 | CL: 0.0409475 | ln_CD: 0.0798569 | CM: 0.00721783 | Top_Xtr: 0.040105 | Bot_Xtr: 0.0492408 +Loss contributors: + s_ln_CD : 0.337452 + s_CL : 0.292652 + s_analysis_confidence : 0.231284 + s_CM : 0.142554 + s_Bot_Xtr : 0.0400384 + s_Top_Xtr : 0.0285765 + s_upper_bl_H_31 : 0.0036582 + s_upper_bl_H_22 : 0.00363481 + s_upper_bl_H_23 : 0.00358261 + s_upper_bl_H_21 : 0.00357275 +Epoch: 874 | Train Loss: 1.33872 | Test Loss: 1.33931 | analysis_confidence: 0.160572 | CL: 0.0410538 | ln_CD: 0.0792458 | CM: 0.00722565 | Top_Xtr: 0.0401583 | Bot_Xtr: 0.049177 +Loss contributors: + s_ln_CD : 0.335429 + s_CL : 0.293411 + s_analysis_confidence : 0.23136 + s_CM : 0.142742 + s_Bot_Xtr : 0.0400346 + s_Top_Xtr : 0.0286229 + s_upper_bl_H_31 : 0.00366379 + s_upper_bl_H_22 : 0.00363138 + s_upper_bl_H_23 : 0.00357912 + s_upper_bl_H_21 : 0.00356974 +Epoch: 875 | Train Loss: 1.33868 | Test Loss: 1.34517 | analysis_confidence: 0.161287 | CL: 0.0409717 | ln_CD: 0.0809459 | CM: 0.00722899 | Top_Xtr: 0.0402174 | Bot_Xtr: 0.049113 +Loss contributors: + s_ln_CD : 0.342096 + s_CL : 0.29278 + s_analysis_confidence : 0.231381 + s_CM : 0.142814 + s_Bot_Xtr : 0.0400268 + s_Top_Xtr : 0.0287185 + s_upper_bl_H_31 : 0.00365981 + s_upper_bl_H_22 : 0.00362115 + s_upper_bl_H_23 : 0.00358021 + s_upper_bl_H_21 : 0.00354689 +Epoch: 876 | Train Loss: 1.33865 | Test Loss: 1.33915 | analysis_confidence: 0.160491 | CL: 0.0409381 | ln_CD: 0.0794539 | CM: 0.00721638 | Top_Xtr: 0.0403822 | Bot_Xtr: 0.0493206 +Loss contributors: + s_ln_CD : 0.336411 + s_CL : 0.29251 + s_analysis_confidence : 0.23132 + s_CM : 0.142554 + s_Bot_Xtr : 0.0400033 + s_Top_Xtr : 0.0287494 + s_upper_bl_H_31 : 0.00366226 + s_upper_bl_H_22 : 0.00364141 + s_upper_bl_H_23 : 0.003587 + s_upper_bl_H_21 : 0.00358058 +Epoch: 877 | Train Loss: 1.33854 | Test Loss: 1.33958 | analysis_confidence: 0.161204 | CL: 0.0408588 | ln_CD: 0.0799539 | CM: 0.00722689 | Top_Xtr: 0.0402488 | Bot_Xtr: 0.0492775 +Loss contributors: + 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s_CM : 0.142583 + s_Bot_Xtr : 0.0399893 + s_Top_Xtr : 0.0286272 + s_upper_bl_H_31 : 0.00365654 + s_upper_bl_H_22 : 0.00363143 + s_upper_bl_H_23 : 0.00358144 + s_upper_bl_H_21 : 0.00356778 +Epoch: 880 | Train Loss: 1.33845 | Test Loss: 1.35448 | analysis_confidence: 0.160146 | CL: 0.0409847 | ln_CD: 0.0828257 | CM: 0.0072293 | Top_Xtr: 0.0400737 | Bot_Xtr: 0.0491907 +Loss contributors: + s_ln_CD : 0.351317 + s_CL : 0.292951 + s_analysis_confidence : 0.231245 + s_CM : 0.142826 + s_Bot_Xtr : 0.0400342 + s_Top_Xtr : 0.0285815 + s_upper_bl_H_31 : 0.00365711 + s_upper_bl_H_22 : 0.0036267 + s_upper_bl_H_23 : 0.00357475 + s_upper_bl_H_21 : 0.00356398 +Epoch: 881 | Train Loss: 1.33829 | Test Loss: 1.33782 | analysis_confidence: 0.160311 | CL: 0.0409925 | ln_CD: 0.0790953 | CM: 0.00721237 | Top_Xtr: 0.0401429 | Bot_Xtr: 0.0490958 +Loss contributors: + s_ln_CD : 0.334814 + s_CL : 0.293133 + s_analysis_confidence : 0.231437 + s_CM : 0.14243 + s_Bot_Xtr : 0.0399964 + s_Top_Xtr : 0.0286233 + 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s_upper_bl_H_23 : 0.00356918 + s_upper_bl_H_21 : 0.00356286 +Epoch: 884 | Train Loss: 1.33813 | Test Loss: 1.34123 | analysis_confidence: 0.160982 | CL: 0.0409293 | ln_CD: 0.0801657 | CM: 0.00720806 | Top_Xtr: 0.0401773 | Bot_Xtr: 0.0490475 +Loss contributors: + s_ln_CD : 0.339035 + s_CL : 0.292428 + s_analysis_confidence : 0.231313 + s_CM : 0.142355 + s_Bot_Xtr : 0.040041 + s_Top_Xtr : 0.0287123 + s_upper_bl_H_31 : 0.00365557 + s_upper_bl_H_22 : 0.00362642 + s_upper_bl_H_23 : 0.0035801 + s_upper_bl_H_21 : 0.00355754 +Epoch: 885 | Train Loss: 1.33805 | Test Loss: 1.33844 | analysis_confidence: 0.160526 | CL: 0.0409863 | ln_CD: 0.0791981 | CM: 0.00722751 | Top_Xtr: 0.040138 | Bot_Xtr: 0.0491391 +Loss contributors: + s_ln_CD : 0.334957 + s_CL : 0.293122 + s_analysis_confidence : 0.231314 + s_CM : 0.142782 + s_Bot_Xtr : 0.0400338 + s_Top_Xtr : 0.0286344 + s_upper_bl_H_31 : 0.00366071 + s_upper_bl_H_22 : 0.00364005 + s_upper_bl_H_23 : 0.00358678 + s_upper_bl_H_21 : 0.00357862 +Epoch: 886 | Train Loss: 1.33803 | Test Loss: 1.34749 | analysis_confidence: 0.160164 | CL: 0.0408475 | ln_CD: 0.0817369 | CM: 0.00720119 | Top_Xtr: 0.0401938 | Bot_Xtr: 0.049134 +Loss contributors: + s_ln_CD : 0.346039 + s_CL : 0.291903 + s_analysis_confidence : 0.231313 + s_CM : 0.142199 + s_Bot_Xtr : 0.0399887 + s_Top_Xtr : 0.0286539 + s_upper_bl_H_31 : 0.00365136 + s_upper_bl_H_22 : 0.0036362 + s_upper_bl_H_23 : 0.00358546 + s_upper_bl_H_21 : 0.00357152 +Epoch: 887 | Train Loss: 1.33803 | Test Loss: 1.34145 | analysis_confidence: 0.159727 | CL: 0.0409179 | ln_CD: 0.079936 | CM: 0.00724663 | Top_Xtr: 0.0402097 | Bot_Xtr: 0.0491076 +Loss contributors: + s_ln_CD : 0.338419 + s_CL : 0.29237 + s_analysis_confidence : 0.231301 + s_CM : 0.143151 + s_Bot_Xtr : 0.0400448 + s_Top_Xtr : 0.0286799 + s_upper_bl_H_31 : 0.00365299 + s_upper_bl_H_22 : 0.00363604 + s_upper_bl_H_23 : 0.00358316 + s_upper_bl_H_21 : 0.00357553 +Epoch: 888 | Train Loss: 1.3379 | Test Loss: 1.34465 | analysis_confidence: 0.15893 | CL: 0.0412898 | ln_CD: 0.0801691 | CM: 0.00724324 | Top_Xtr: 0.0401427 | Bot_Xtr: 0.0490051 +Loss contributors: + s_ln_CD : 0.338811 + s_CL : 0.295229 + s_analysis_confidence : 0.231439 + s_CM : 0.143118 + s_Bot_Xtr : 0.0399086 + s_Top_Xtr : 0.0286296 + s_upper_bl_H_22 : 0.00364469 + s_upper_bl_H_31 : 0.00364422 + s_upper_bl_H_23 : 0.00359369 + s_upper_bl_H_21 : 0.00357885 +Epoch: 889 | Train Loss: 1.33785 | Test Loss: 1.33882 | analysis_confidence: 0.160192 | CL: 0.0408839 | ln_CD: 0.0797173 | CM: 0.00720986 | Top_Xtr: 0.0401157 | Bot_Xtr: 0.0490796 +Loss contributors: + s_ln_CD : 0.336967 + s_CL : 0.292206 + s_analysis_confidence : 0.231295 + s_CM : 0.142387 + s_Bot_Xtr : 0.0400027 + s_Top_Xtr : 0.0286135 + s_upper_bl_H_31 : 0.00366243 + s_upper_bl_H_22 : 0.00363336 + s_upper_bl_H_23 : 0.00358145 + s_upper_bl_H_21 : 0.00356831 +Epoch: 890 | Train Loss: 1.33784 | Test Loss: 1.33738 | analysis_confidence: 0.160316 | CL: 0.0408979 | ln_CD: 0.0793641 | CM: 0.0071953 | Top_Xtr: 0.0401683 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0.00365455 + s_upper_bl_H_22 : 0.00362285 + s_upper_bl_H_23 : 0.0035725 + s_upper_bl_H_21 : 0.00355936 +Epoch: 897 | Train Loss: 1.33725 | Test Loss: 1.33588 | analysis_confidence: 0.160676 | CL: 0.040888 | ln_CD: 0.0790287 | CM: 0.00719331 | Top_Xtr: 0.0401446 | Bot_Xtr: 0.0490281 +Loss contributors: + s_ln_CD : 0.334474 + s_CL : 0.292202 + s_analysis_confidence : 0.23136 + s_CM : 0.142026 + s_Bot_Xtr : 0.0399575 + s_Top_Xtr : 0.0286385 + s_upper_bl_H_31 : 0.00364941 + s_upper_bl_H_22 : 0.00362552 + s_upper_bl_H_23 : 0.00357533 + s_upper_bl_H_21 : 0.00356076 +Epoch: 898 | Train Loss: 1.33726 | Test Loss: 1.34279 | analysis_confidence: 0.160489 | CL: 0.0409726 | ln_CD: 0.0803328 | CM: 0.00723201 | Top_Xtr: 0.0402899 | Bot_Xtr: 0.0493143 +Loss contributors: + s_ln_CD : 0.339505 + s_CL : 0.292715 + s_analysis_confidence : 0.23146 + s_CM : 0.142884 + s_Bot_Xtr : 0.0400638 + s_Top_Xtr : 0.028705 + s_upper_bl_H_31 : 0.00365598 + s_upper_bl_H_22 : 0.00363519 + s_upper_bl_H_23 : 0.00357957 + s_upper_bl_H_21 : 0.00357631 +Epoch: 899 | Train Loss: 1.33725 | Test Loss: 1.34077 | analysis_confidence: 0.159935 | CL: 0.0410282 | ln_CD: 0.0797367 | CM: 0.00720568 | Top_Xtr: 0.0400852 | Bot_Xtr: 0.0490403 +Loss contributors: + s_ln_CD : 0.337762 + s_CL : 0.293261 + s_analysis_confidence : 0.231402 + s_CM : 0.142313 + s_Bot_Xtr : 0.0399674 + s_Top_Xtr : 0.0286109 + s_upper_bl_H_31 : 0.00366015 + s_upper_bl_H_22 : 0.00364466 + s_upper_bl_H_23 : 0.00359033 + s_upper_bl_H_21 : 0.00358489 +Epoch: 900 | Train Loss: 1.33722 | Test Loss: 1.34283 | analysis_confidence: 0.160838 | CL: 0.041391 | ln_CD: 0.0795155 | CM: 0.00723227 | Top_Xtr: 0.0402895 | Bot_Xtr: 0.0493403 +Loss contributors: + s_ln_CD : 0.336366 + s_CL : 0.295801 + s_analysis_confidence : 0.231476 + s_CM : 0.142898 + s_Bot_Xtr : 0.0400757 + s_Top_Xtr : 0.0286995 + s_upper_bl_H_31 : 0.0036454 + s_upper_bl_H_22 : 0.00364272 + s_upper_bl_H_21 : 0.00358488 + s_upper_bl_H_23 : 0.00358419 +Epoch: 901 | Train Loss: 1.33712 | Test Loss: 1.3414 | analysis_confidence: 0.159474 | CL: 0.0410883 | ln_CD: 0.0796499 | CM: 0.00724764 | Top_Xtr: 0.0401448 | Bot_Xtr: 0.0491012 +Loss contributors: + s_ln_CD : 0.336863 + s_CL : 0.293793 + s_analysis_confidence : 0.231486 + s_CM : 0.143258 + s_Bot_Xtr : 0.0399942 + s_Top_Xtr : 0.0286154 + s_upper_bl_H_31 : 0.00365805 + s_upper_bl_H_22 : 0.00362897 + s_upper_bl_H_23 : 0.00357564 + s_upper_bl_H_21 : 0.00356955 +Epoch: 902 | Train Loss: 1.3371 | Test Loss: 1.33844 | analysis_confidence: 0.161689 | CL: 0.0409792 | ln_CD: 0.0792426 | CM: 0.00720096 | Top_Xtr: 0.0402525 | Bot_Xtr: 0.0490949 +Loss contributors: + s_ln_CD : 0.335409 + s_CL : 0.292895 + s_analysis_confidence : 0.231496 + s_CM : 0.142194 + s_Bot_Xtr : 0.0400171 + s_Top_Xtr : 0.0287747 + s_upper_bl_H_22 : 0.00364561 + s_upper_bl_H_31 : 0.00364285 + s_upper_bl_H_23 : 0.0035964 + s_upper_bl_H_21 : 0.00357902 +Epoch: 903 | Train Loss: 1.33711 | Test Loss: 1.33579 | analysis_confidence: 0.160234 | CL: 0.0408581 | ln_CD: 0.0789663 | CM: 0.00720916 | Top_Xtr: 0.0401784 | Bot_Xtr: 0.0491047 +Loss contributors: + s_ln_CD : 0.334178 + s_CL : 0.291916 + s_analysis_confidence : 0.231357 + s_CM : 0.142364 + s_Bot_Xtr : 0.0399966 + s_Top_Xtr : 0.0286749 + s_upper_bl_H_31 : 0.00366809 + s_upper_bl_H_22 : 0.00363359 + s_upper_bl_H_21 : 0.00358292 + s_upper_bl_H_23 : 0.0035724 +Epoch: 904 | Train Loss: 1.337 | Test Loss: 1.33822 | analysis_confidence: 0.15997 | CL: 0.0408817 | ln_CD: 0.0795885 | CM: 0.00720618 | Top_Xtr: 0.0402455 | Bot_Xtr: 0.0490552 +Loss contributors: + s_ln_CD : 0.336412 + s_CL : 0.292082 + s_analysis_confidence : 0.231219 + s_CM : 0.142275 + s_Bot_Xtr : 0.0399655 + s_Top_Xtr : 0.028697 + s_upper_bl_H_31 : 0.00365708 + s_upper_bl_H_22 : 0.00364091 + s_upper_bl_H_23 : 0.00358808 + s_upper_bl_H_21 : 0.0035791 +Epoch: 905 | Train Loss: 1.33695 | Test Loss: 1.34463 | analysis_confidence: 0.159919 | CL: 0.0409552 | ln_CD: 0.0808536 | CM: 0.00719964 | Top_Xtr: 0.0402305 | Bot_Xtr: 0.0491907 +Loss 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s_analysis_confidence : 0.231298 + s_CM : 0.142362 + s_Bot_Xtr : 0.0400678 + s_Top_Xtr : 0.0286738 + s_upper_bl_H_31 : 0.00366994 + s_upper_bl_H_22 : 0.00362812 + s_upper_bl_H_21 : 0.00357413 + s_upper_bl_H_23 : 0.00357019 +Epoch: 908 | Train Loss: 1.3367 | Test Loss: 1.34162 | analysis_confidence: 0.160825 | CL: 0.041112 | ln_CD: 0.079988 | CM: 0.00721367 | Top_Xtr: 0.0401315 | Bot_Xtr: 0.0489792 +Loss contributors: + s_ln_CD : 0.338286 + s_CL : 0.293682 + s_analysis_confidence : 0.231305 + s_CM : 0.142457 + s_Bot_Xtr : 0.0399467 + s_Top_Xtr : 0.0286537 + s_upper_bl_H_31 : 0.00365669 + s_upper_bl_H_22 : 0.00363591 + s_upper_bl_H_23 : 0.00358559 + s_upper_bl_H_21 : 0.00357212 +Epoch: 909 | Train Loss: 1.33678 | Test Loss: 1.33853 | analysis_confidence: 0.160207 | CL: 0.0410246 | ln_CD: 0.0792277 | CM: 0.00721495 | Top_Xtr: 0.0402504 | Bot_Xtr: 0.0492723 +Loss contributors: + s_ln_CD : 0.334866 + s_CL : 0.293314 + s_analysis_confidence : 0.23138 + s_CM : 0.142511 + s_Bot_Xtr : 0.0400436 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: 0.00364164 + s_upper_bl_H_23 : 0.00358501 + s_upper_bl_H_21 : 0.00358492 +Epoch: 912 | Train Loss: 1.33652 | Test Loss: 1.33687 | analysis_confidence: 0.1604 | CL: 0.0408522 | ln_CD: 0.0792768 | CM: 0.00720196 | Top_Xtr: 0.0401651 | Bot_Xtr: 0.0490142 +Loss contributors: + s_ln_CD : 0.33553 + s_CL : 0.291974 + s_analysis_confidence : 0.231279 + s_CM : 0.142185 + s_Bot_Xtr : 0.0399316 + s_Top_Xtr : 0.0286869 + s_upper_bl_H_31 : 0.00365179 + s_upper_bl_H_22 : 0.00363442 + s_upper_bl_H_23 : 0.00357976 + s_upper_bl_H_21 : 0.0035767 +Epoch: 913 | Train Loss: 1.33643 | Test Loss: 1.33935 | analysis_confidence: 0.159734 | CL: 0.0409313 | ln_CD: 0.0797927 | CM: 0.00721019 | Top_Xtr: 0.040089 | Bot_Xtr: 0.0490111 +Loss contributors: + s_ln_CD : 0.33737 + s_CL : 0.292407 + s_analysis_confidence : 0.231426 + s_CM : 0.142385 + s_Bot_Xtr : 0.0399721 + s_Top_Xtr : 0.0285896 + s_upper_bl_H_31 : 0.00365856 + s_upper_bl_H_22 : 0.00362891 + s_upper_bl_H_21 : 0.00358203 + s_upper_bl_H_23 : 0.00356598 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analysis_confidence: 0.160242 | CL: 0.0409106 | ln_CD: 0.0793382 | CM: 0.00723843 | Top_Xtr: 0.0402814 | Bot_Xtr: 0.049287 +Loss contributors: + s_ln_CD : 0.336303 + s_CL : 0.292188 + s_analysis_confidence : 0.231375 + s_CM : 0.142983 + s_Bot_Xtr : 0.039947 + s_Top_Xtr : 0.0286656 + s_upper_bl_H_31 : 0.0036539 + s_upper_bl_H_22 : 0.00363537 + s_upper_bl_H_23 : 0.00358033 + s_upper_bl_H_21 : 0.00357686 +Epoch: 917 | Train Loss: 1.33629 | Test Loss: 1.3375 | analysis_confidence: 0.161285 | CL: 0.0409333 | ln_CD: 0.0792721 | CM: 0.0072 | Top_Xtr: 0.0401868 | Bot_Xtr: 0.049192 +Loss contributors: + s_ln_CD : 0.335442 + s_CL : 0.29258 + s_analysis_confidence : 0.231383 + s_CM : 0.142163 + s_Bot_Xtr : 0.0400281 + s_Top_Xtr : 0.0286543 + s_upper_bl_H_22 : 0.00363332 + s_upper_bl_H_31 : 0.00363046 + s_upper_bl_H_23 : 0.00358436 + s_upper_bl_H_21 : 0.00356763 +Epoch: 918 | Train Loss: 1.33619 | Test Loss: 1.33951 | analysis_confidence: 0.160012 | CL: 0.0410586 | ln_CD: 0.079634 | CM: 0.00721826 | Top_Xtr: 0.0401802 | Bot_Xtr: 0.049045 +Loss contributors: + s_ln_CD : 0.336331 + s_CL : 0.293449 + s_analysis_confidence : 0.231276 + s_CM : 0.142579 + s_Bot_Xtr : 0.0399776 + s_Top_Xtr : 0.0286758 + s_upper_bl_H_22 : 0.00363816 + s_upper_bl_H_31 : 0.00362722 + s_upper_bl_H_23 : 0.00358847 + s_upper_bl_H_21 : 0.00357334 +Epoch: 919 | Train Loss: 1.33619 | Test Loss: 1.33691 | analysis_confidence: 0.160831 | CL: 0.0409745 | ln_CD: 0.0792373 | CM: 0.00720345 | Top_Xtr: 0.0400846 | Bot_Xtr: 0.0490445 +Loss contributors: + s_ln_CD : 0.334764 + s_CL : 0.292795 + s_analysis_confidence : 0.231295 + s_CM : 0.142203 + s_Bot_Xtr : 0.039918 + s_Top_Xtr : 0.0285885 + s_upper_bl_H_31 : 0.0036467 + s_upper_bl_H_22 : 0.00363983 + s_upper_bl_H_23 : 0.00358534 + s_upper_bl_H_21 : 0.00358294 +Epoch: 920 | Train Loss: 1.33617 | Test Loss: 1.33541 | analysis_confidence: 0.160742 | CL: 0.0408329 | ln_CD: 0.0790583 | CM: 0.00718516 | Top_Xtr: 0.040132 | Bot_Xtr: 0.0489776 +Loss contributors: + s_ln_CD : 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: 0.00365708 + s_upper_bl_H_22 : 0.00363286 + s_upper_bl_H_21 : 0.00358549 + s_upper_bl_H_23 : 0.00356903 +Epoch: 925 | Train Loss: 1.33596 | Test Loss: 1.34264 | analysis_confidence: 0.160767 | CL: 0.0410973 | ln_CD: 0.0799177 | CM: 0.0072768 | Top_Xtr: 0.0401221 | Bot_Xtr: 0.0490531 +Loss contributors: + s_ln_CD : 0.338139 + s_CL : 0.293675 + s_analysis_confidence : 0.231277 + s_CM : 0.143856 + s_Bot_Xtr : 0.03996 + s_Top_Xtr : 0.0286487 + s_upper_bl_H_31 : 0.00366114 + s_upper_bl_H_22 : 0.00361738 + s_upper_bl_H_21 : 0.00356762 + s_upper_bl_H_23 : 0.00355714 +Epoch: 926 | Train Loss: 1.33581 | Test Loss: 1.33735 | analysis_confidence: 0.161773 | CL: 0.0408487 | ln_CD: 0.0795525 | CM: 0.00717846 | Top_Xtr: 0.0401154 | Bot_Xtr: 0.0489424 +Loss contributors: + s_ln_CD : 0.336292 + s_CL : 0.291957 + s_analysis_confidence : 0.231504 + s_CM : 0.141682 + s_Bot_Xtr : 0.0398998 + s_Top_Xtr : 0.0286584 + s_upper_bl_H_31 : 0.00364916 + s_upper_bl_H_22 : 0.00363901 + s_upper_bl_H_21 : 0.0035832 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Loss: 1.34552 | analysis_confidence: 0.161409 | CL: 0.0408394 | ln_CD: 0.0816031 | CM: 0.00720866 | Top_Xtr: 0.0400634 | Bot_Xtr: 0.0488537 +Loss contributors: + s_ln_CD : 0.344106 + s_CL : 0.29183 + s_analysis_confidence : 0.231431 + s_CM : 0.142371 + s_Bot_Xtr : 0.0398199 + s_Top_Xtr : 0.0285942 + s_upper_bl_H_31 : 0.00365551 + s_upper_bl_H_22 : 0.00364197 + s_upper_bl_H_21 : 0.00358774 + s_upper_bl_H_23 : 0.00358429 +Epoch: 930 | Train Loss: 1.33557 | Test Loss: 1.33826 | analysis_confidence: 0.159937 | CL: 0.0407845 | ln_CD: 0.0796954 | CM: 0.00717865 | Top_Xtr: 0.0401659 | Bot_Xtr: 0.0489462 +Loss contributors: + s_ln_CD : 0.338033 + s_CL : 0.291381 + s_analysis_confidence : 0.231289 + s_CM : 0.141695 + s_Bot_Xtr : 0.0398339 + s_Top_Xtr : 0.0286424 + s_upper_bl_H_31 : 0.00365123 + s_upper_bl_H_22 : 0.00364196 + s_upper_bl_H_23 : 0.00358838 + s_upper_bl_H_21 : 0.00358053 +Epoch: 931 | Train Loss: 1.3355 | Test Loss: 1.33497 | analysis_confidence: 0.161323 | CL: 0.0408254 | ln_CD: 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: 0.00362592 + s_upper_bl_H_21 : 0.00357469 + s_upper_bl_H_23 : 0.00356828 +Epoch: 940 | Train Loss: 1.33497 | Test Loss: 1.34025 | analysis_confidence: 0.159899 | CL: 0.0410328 | ln_CD: 0.079493 | CM: 0.00724333 | Top_Xtr: 0.0401437 | Bot_Xtr: 0.04906 +Loss contributors: + s_ln_CD : 0.336494 + s_CL : 0.293389 + s_analysis_confidence : 0.231342 + s_CM : 0.14312 + s_Bot_Xtr : 0.0399085 + s_Top_Xtr : 0.0286565 + s_upper_bl_H_31 : 0.00364433 + s_upper_bl_H_22 : 0.00362911 + s_upper_bl_H_23 : 0.00357673 + s_upper_bl_H_21 : 0.00356926 +Epoch: 941 | Train Loss: 1.33495 | Test Loss: 1.335 | analysis_confidence: 0.160612 | CL: 0.0408878 | ln_CD: 0.0789173 | CM: 0.00719255 | Top_Xtr: 0.0402504 | Bot_Xtr: 0.049171 +Loss contributors: + s_ln_CD : 0.333457 + s_CL : 0.292275 + s_analysis_confidence : 0.231389 + s_CM : 0.141992 + s_Bot_Xtr : 0.03999 + s_Top_Xtr : 0.0287034 + s_upper_bl_H_31 : 0.00364352 + s_upper_bl_H_22 : 0.0036403 + s_upper_bl_H_23 : 0.0035856 + s_upper_bl_H_21 : 0.0035826 +Epoch: 942 | Train Loss: 1.33498 | Test Loss: 1.33381 | analysis_confidence: 0.159704 | CL: 0.0407893 | ln_CD: 0.0789368 | CM: 0.00718079 | Top_Xtr: 0.0400036 | Bot_Xtr: 0.0488812 +Loss contributors: + s_ln_CD : 0.333638 + s_CL : 0.291484 + s_analysis_confidence : 0.231365 + s_CM : 0.141724 + s_Bot_Xtr : 0.0398428 + s_Top_Xtr : 0.0285661 + s_upper_bl_H_31 : 0.00364279 + s_upper_bl_H_22 : 0.00363948 + s_upper_bl_H_21 : 0.00358443 + s_upper_bl_H_23 : 0.00358194 +Epoch: 943 | Train Loss: 1.33477 | Test Loss: 1.33455 | analysis_confidence: 0.161151 | CL: 0.0408939 | ln_CD: 0.0789024 | CM: 0.00719593 | Top_Xtr: 0.0401326 | Bot_Xtr: 0.0489151 +Loss contributors: + s_ln_CD : 0.33344 + s_CL : 0.292099 + s_analysis_confidence : 0.231224 + s_CM : 0.14206 + s_Bot_Xtr : 0.0398776 + s_Top_Xtr : 0.0286461 + s_upper_bl_H_31 : 0.00365077 + s_upper_bl_H_22 : 0.00363243 + s_upper_bl_H_21 : 0.00357968 + s_lower_bl_H_0 : 0.00357629 +Epoch: 944 | Train Loss: 1.33486 | Test Loss: 1.33833 | analysis_confidence: 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0.0401185 | Bot_Xtr: 0.0488967 +Loss contributors: + s_ln_CD : 0.333712 + s_CL : 0.292197 + s_analysis_confidence : 0.231388 + s_CM : 0.141719 + s_Bot_Xtr : 0.0398205 + s_Top_Xtr : 0.0286228 + s_upper_bl_H_31 : 0.00364394 + s_upper_bl_H_22 : 0.00364055 + s_upper_bl_H_21 : 0.00359249 + s_upper_bl_H_23 : 0.00357931 +Epoch: 947 | Train Loss: 1.33455 | Test Loss: 1.33853 | analysis_confidence: 0.160759 | CL: 0.0411678 | ln_CD: 0.0792191 | CM: 0.00718605 | Top_Xtr: 0.0403425 | Bot_Xtr: 0.049167 +Loss contributors: + s_ln_CD : 0.334923 + s_CL : 0.294389 + s_analysis_confidence : 0.231408 + s_CM : 0.141846 + s_Bot_Xtr : 0.039947 + s_Top_Xtr : 0.0287605 + s_upper_bl_H_31 : 0.00365539 + s_upper_bl_H_22 : 0.00362439 + s_upper_bl_H_21 : 0.00358193 + s_upper_bl_H_23 : 0.00355919 +Epoch: 948 | Train Loss: 1.33457 | Test Loss: 1.33611 | analysis_confidence: 0.159875 | CL: 0.0408855 | ln_CD: 0.079078 | CM: 0.0072305 | Top_Xtr: 0.0401267 | Bot_Xtr: 0.0489551 +Loss contributors: + s_ln_CD : 0.334365 + s_CL : 0.291995 + s_analysis_confidence : 0.231341 + s_CM : 0.142836 + s_Bot_Xtr : 0.039913 + s_Top_Xtr : 0.0286617 + s_upper_bl_H_31 : 0.00364256 + s_upper_bl_H_22 : 0.0036263 + s_upper_bl_H_21 : 0.00357353 + s_upper_bl_H_23 : 0.00356839 +Epoch: 949 | Train Loss: 1.33442 | Test Loss: 1.33592 | analysis_confidence: 0.160322 | CL: 0.0409247 | ln_CD: 0.0790711 | CM: 0.0071958 | Top_Xtr: 0.0401991 | Bot_Xtr: 0.0490301 +Loss contributors: + s_ln_CD : 0.334565 + s_CL : 0.292435 + s_analysis_confidence : 0.231299 + s_CM : 0.142039 + s_Bot_Xtr : 0.0398758 + s_Top_Xtr : 0.0286595 + s_upper_bl_H_31 : 0.00365247 + s_upper_bl_H_22 : 0.00363829 + s_upper_bl_H_21 : 0.00358983 + s_upper_bl_H_23 : 0.00357611 +Epoch: 950 | Train Loss: 1.33445 | Test Loss: 1.33358 | analysis_confidence: 0.160651 | CL: 0.0407611 | ln_CD: 0.079064 | CM: 0.00718189 | Top_Xtr: 0.040087 | Bot_Xtr: 0.0487832 +Loss contributors: + s_ln_CD : 0.334102 + s_CL : 0.291122 + s_analysis_confidence : 0.231287 + s_CM : 0.141765 + s_Bot_Xtr : 0.0397367 + s_Top_Xtr : 0.028606 + s_upper_bl_H_31 : 0.00365694 + s_upper_bl_H_22 : 0.00363513 + s_upper_bl_H_21 : 0.00358779 + s_upper_bl_H_23 : 0.00357204 +Epoch: 951 | Train Loss: 1.33442 | Test Loss: 1.33584 | analysis_confidence: 0.160987 | CL: 0.0408943 | ln_CD: 0.0790643 | CM: 0.00719021 | Top_Xtr: 0.0403097 | Bot_Xtr: 0.049174 +Loss contributors: + s_ln_CD : 0.334402 + s_CL : 0.292241 + s_analysis_confidence : 0.231295 + s_CM : 0.141949 + s_Bot_Xtr : 0.0400305 + s_Top_Xtr : 0.0287769 + s_upper_bl_H_31 : 0.00363603 + s_upper_bl_H_22 : 0.00363396 + s_upper_bl_H_21 : 0.00358278 + s_upper_bl_H_23 : 0.00357431 +Epoch: 952 | Train Loss: 1.3343 | Test Loss: 1.34808 | analysis_confidence: 0.16097 | CL: 0.0408006 | ln_CD: 0.0822905 | CM: 0.00720506 | Top_Xtr: 0.0402158 | Bot_Xtr: 0.0490385 +Loss contributors: + s_ln_CD : 0.347226 + s_CL : 0.291603 + s_analysis_confidence : 0.231331 + s_CM : 0.142288 + s_Bot_Xtr : 0.0399038 + s_Top_Xtr : 0.0286976 + s_upper_bl_H_31 : 0.00364289 + s_upper_bl_H_22 : 0.00362161 + s_lower_bl_H_0 : 0.00357293 + s_upper_bl_H_23 : 0.00356686 +Epoch: 953 | Train Loss: 1.33432 | Test Loss: 1.33809 | analysis_confidence: 0.160496 | CL: 0.0410702 | ln_CD: 0.0793248 | CM: 0.00720024 | Top_Xtr: 0.0400517 | Bot_Xtr: 0.0488121 +Loss contributors: + s_ln_CD : 0.335422 + s_CL : 0.293711 + s_analysis_confidence : 0.231297 + s_CM : 0.142182 + s_Bot_Xtr : 0.0398371 + s_Top_Xtr : 0.028607 + s_upper_bl_H_31 : 0.00364563 + s_upper_bl_H_22 : 0.00363211 + s_upper_bl_H_21 : 0.00358293 + s_upper_bl_H_23 : 0.00357203 +Epoch: 954 | Train Loss: 1.33413 | Test Loss: 1.33525 | analysis_confidence: 0.160805 | CL: 0.0409183 | ln_CD: 0.0789304 | CM: 0.0072059 | Top_Xtr: 0.0402118 | Bot_Xtr: 0.0489221 +Loss contributors: + s_ln_CD : 0.333645 + s_CL : 0.292309 + s_analysis_confidence : 0.231269 + s_CM : 0.142286 + s_Bot_Xtr : 0.0399138 + s_Top_Xtr : 0.0287236 + s_upper_bl_H_22 : 0.00363188 + s_upper_bl_H_31 : 0.00362958 + s_upper_bl_H_23 : 0.00357664 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CM: 0.00720318 | Top_Xtr: 0.0401258 | Bot_Xtr: 0.0489014 +Loss contributors: + s_ln_CD : 0.343238 + s_CL : 0.291581 + s_analysis_confidence : 0.231295 + s_CM : 0.142248 + s_Bot_Xtr : 0.0397848 + s_Top_Xtr : 0.0286302 + s_upper_bl_H_31 : 0.00364315 + s_upper_bl_H_22 : 0.00362488 + s_upper_bl_H_21 : 0.00357381 + s_upper_bl_H_23 : 0.00356382 +Epoch: 960 | Train Loss: 1.33381 | Test Loss: 1.33307 | analysis_confidence: 0.160331 | CL: 0.040775 | ln_CD: 0.0789933 | CM: 0.00717409 | Top_Xtr: 0.0400455 | Bot_Xtr: 0.0488464 +Loss contributors: + s_ln_CD : 0.333651 + s_CL : 0.291323 + s_analysis_confidence : 0.231143 + s_CM : 0.141593 + s_Bot_Xtr : 0.0397777 + s_Top_Xtr : 0.0286072 + s_upper_bl_H_31 : 0.00365138 + s_upper_bl_H_22 : 0.00363457 + s_upper_bl_H_21 : 0.00358299 + s_lower_bl_H_0 : 0.00357758 +Epoch: 961 | Train Loss: 1.33379 | Test Loss: 1.33586 | analysis_confidence: 0.160159 | CL: 0.0408561 | ln_CD: 0.0793413 | CM: 0.00716439 | Top_Xtr: 0.0401707 | Bot_Xtr: 0.048827 +Loss 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s_analysis_confidence : 0.231398 + s_CM : 0.141367 + s_Bot_Xtr : 0.0399151 + s_Top_Xtr : 0.0287202 + s_upper_bl_H_22 : 0.00363409 + s_upper_bl_H_31 : 0.00363115 + s_upper_bl_H_23 : 0.00358173 + s_upper_bl_H_21 : 0.00357396 +Epoch: 964 | Train Loss: 1.33363 | Test Loss: 1.33917 | analysis_confidence: 0.161668 | CL: 0.0410435 | ln_CD: 0.0799539 | CM: 0.00717626 | Top_Xtr: 0.0401167 | Bot_Xtr: 0.0488991 +Loss contributors: + s_ln_CD : 0.337533 + s_CL : 0.293352 + s_analysis_confidence : 0.231263 + s_CM : 0.141637 + s_Bot_Xtr : 0.0398062 + s_Top_Xtr : 0.028631 + s_upper_bl_H_31 : 0.00363836 + s_upper_bl_H_22 : 0.00363589 + s_upper_bl_H_21 : 0.00358949 + s_upper_bl_H_23 : 0.00357272 +Epoch: 965 | Train Loss: 1.33345 | Test Loss: 1.33455 | analysis_confidence: 0.161384 | CL: 0.0408113 | ln_CD: 0.079104 | CM: 0.00717697 | Top_Xtr: 0.0402063 | Bot_Xtr: 0.0489441 +Loss contributors: + s_ln_CD : 0.334874 + s_CL : 0.291423 + s_analysis_confidence : 0.231268 + s_CM : 0.14166 + s_Bot_Xtr : 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s_upper_bl_H_22 : 0.0036351 + s_upper_bl_H_21 : 0.00358653 + s_lower_bl_H_0 : 0.00358568 +Epoch: 968 | Train Loss: 1.33326 | Test Loss: 1.33375 | analysis_confidence: 0.160527 | CL: 0.0408399 | ln_CD: 0.0787944 | CM: 0.00719519 | Top_Xtr: 0.0401205 | Bot_Xtr: 0.0488662 +Loss contributors: + s_ln_CD : 0.333078 + s_CL : 0.291849 + s_analysis_confidence : 0.231135 + s_CM : 0.142025 + s_Bot_Xtr : 0.039842 + s_Top_Xtr : 0.0286647 + s_upper_bl_H_22 : 0.0036505 + s_upper_bl_H_31 : 0.00362925 + s_upper_bl_H_21 : 0.00360608 + s_lower_bl_H_0 : 0.00358705 +Epoch: 969 | Train Loss: 1.33325 | Test Loss: 1.33729 | analysis_confidence: 0.161214 | CL: 0.0409472 | ln_CD: 0.0796163 | CM: 0.00719065 | Top_Xtr: 0.040171 | Bot_Xtr: 0.0488271 +Loss contributors: + s_ln_CD : 0.335976 + s_CL : 0.29256 + s_analysis_confidence : 0.231364 + s_CM : 0.141936 + s_Bot_Xtr : 0.0398633 + s_Top_Xtr : 0.0287074 + s_upper_bl_H_31 : 0.00363905 + s_upper_bl_H_22 : 0.00362714 + s_lower_bl_H_0 : 0.00358682 + s_upper_bl_H_21 : 0.00357973 +Epoch: 970 | Train Loss: 1.33317 | Test Loss: 1.33209 | analysis_confidence: 0.160568 | CL: 0.0407858 | ln_CD: 0.0788544 | CM: 0.00715868 | Top_Xtr: 0.0401641 | Bot_Xtr: 0.0488461 +Loss contributors: + s_ln_CD : 0.333085 + s_CL : 0.291216 + s_analysis_confidence : 0.231296 + s_CM : 0.141236 + s_Bot_Xtr : 0.0398068 + s_Top_Xtr : 0.0287049 + s_upper_bl_H_31 : 0.00364105 + s_upper_bl_H_22 : 0.00363388 + s_upper_bl_H_21 : 0.0035924 + s_lower_bl_H_0 : 0.00358096 +Epoch: 971 | Train Loss: 1.3331 | Test Loss: 1.33845 | analysis_confidence: 0.159809 | CL: 0.0411808 | ln_CD: 0.079213 | CM: 0.00722974 | Top_Xtr: 0.0402163 | Bot_Xtr: 0.0488835 +Loss contributors: + s_ln_CD : 0.334276 + s_CL : 0.294466 + s_analysis_confidence : 0.231179 + s_CM : 0.142802 + s_Bot_Xtr : 0.0398414 + s_Top_Xtr : 0.0287316 + s_upper_bl_H_22 : 0.00364984 + s_upper_bl_H_31 : 0.00362404 + s_upper_bl_H_21 : 0.00359797 + s_upper_bl_H_23 : 0.00359056 +Epoch: 972 | Train Loss: 1.33289 | Test Loss: 1.33235 | analysis_confidence: 0.160271 | CL: 0.0407829 | ln_CD: 0.0787876 | CM: 0.00715648 | Top_Xtr: 0.0401334 | Bot_Xtr: 0.0488217 +Loss contributors: + s_ln_CD : 0.333161 + s_CL : 0.291312 + s_analysis_confidence : 0.231172 + s_CM : 0.141177 + s_Bot_Xtr : 0.0397496 + s_Top_Xtr : 0.0286356 + s_upper_bl_H_22 : 0.00365289 + s_upper_bl_H_31 : 0.00363787 + s_upper_bl_H_21 : 0.00360173 + s_upper_bl_H_23 : 0.00359377 +Epoch: 973 | Train Loss: 1.33285 | Test Loss: 1.33302 | analysis_confidence: 0.161427 | CL: 0.040774 | ln_CD: 0.0790462 | CM: 0.00716768 | Top_Xtr: 0.040119 | Bot_Xtr: 0.0487421 +Loss contributors: + s_ln_CD : 0.33354 + s_CL : 0.291295 + s_analysis_confidence : 0.231335 + s_CM : 0.141441 + s_Bot_Xtr : 0.0397115 + s_Top_Xtr : 0.0286702 + s_upper_bl_H_22 : 0.00364657 + s_upper_bl_H_31 : 0.00362139 + s_upper_bl_H_21 : 0.00359401 + s_upper_bl_H_23 : 0.0035875 +Epoch: 974 | Train Loss: 1.33283 | Test Loss: 1.33563 | analysis_confidence: 0.160598 | CL: 0.0408186 | ln_CD: 0.0794694 | CM: 0.00715604 | Top_Xtr: 0.0403743 | Bot_Xtr: 0.0491404 +Loss contributors: + s_ln_CD : 0.335605 + s_CL : 0.291776 + s_analysis_confidence : 0.231324 + s_CM : 0.14117 + s_Bot_Xtr : 0.039889 + s_Top_Xtr : 0.0288207 + s_upper_bl_H_22 : 0.00364173 + s_upper_bl_H_31 : 0.00363672 + s_upper_bl_H_21 : 0.00359134 + s_upper_bl_H_23 : 0.00358091 +Epoch: 975 | Train Loss: 1.33267 | Test Loss: 1.33395 | analysis_confidence: 0.161496 | CL: 0.0407575 | ln_CD: 0.0793571 | CM: 0.00717356 | Top_Xtr: 0.0400975 | Bot_Xtr: 0.048952 +Loss contributors: + s_ln_CD : 0.334546 + s_CL : 0.291108 + s_analysis_confidence : 0.23132 + s_CM : 0.141572 + s_Bot_Xtr : 0.0397927 + s_Top_Xtr : 0.0286098 + s_upper_bl_H_22 : 0.00364366 + s_upper_bl_H_31 : 0.00364187 + s_upper_bl_H_21 : 0.00360275 + s_lower_bl_H_0 : 0.00358061 +Epoch: 976 | Train Loss: 1.33259 | Test Loss: 1.33461 | analysis_confidence: 0.16113 | CL: 0.0408049 | ln_CD: 0.0792475 | CM: 0.00716663 | Top_Xtr: 0.0402092 | Bot_Xtr: 0.0488053 +Loss contributors: + s_ln_CD : 0.334854 + s_CL : 0.291581 + s_analysis_confidence : 0.231188 + s_CM : 0.14143 + s_Bot_Xtr : 0.0397548 + s_Top_Xtr : 0.0287287 + s_upper_bl_H_22 : 0.00364193 + s_upper_bl_H_31 : 0.0036373 + s_upper_bl_H_21 : 0.00359533 + s_lower_bl_H_0 : 0.00358687 +Epoch: 977 | Train Loss: 1.33252 | Test Loss: 1.3336 | analysis_confidence: 0.160321 | CL: 0.0407893 | ln_CD: 0.0791297 | CM: 0.00716945 | Top_Xtr: 0.0401792 | Bot_Xtr: 0.049031 +Loss contributors: + s_ln_CD : 0.334123 + s_CL : 0.291449 + s_analysis_confidence : 0.231275 + s_CM : 0.141467 + s_Bot_Xtr : 0.0398672 + s_Top_Xtr : 0.0286647 + s_upper_bl_H_22 : 0.00364031 + s_upper_bl_H_31 : 0.00362412 + s_upper_bl_H_21 : 0.00359183 + s_upper_bl_H_23 : 0.00357866 +Epoch: 978 | Train Loss: 1.33241 | Test Loss: 1.33285 | analysis_confidence: 0.161498 | CL: 0.0408555 | ln_CD: 0.0786896 | CM: 0.00720115 | Top_Xtr: 0.0400735 | Bot_Xtr: 0.0488147 +Loss contributors: + s_ln_CD : 0.332385 + s_CL : 0.291688 + s_analysis_confidence : 0.231305 + s_CM : 0.142099 + s_Bot_Xtr : 0.0397626 + s_Top_Xtr : 0.0286071 + s_upper_bl_H_22 : 0.00364801 + s_upper_bl_H_31 : 0.00362463 + s_upper_bl_H_21 : 0.00359998 + s_upper_bl_H_23 : 0.00358693 +Epoch: 979 | Train Loss: 1.3323 | Test Loss: 1.3337 | analysis_confidence: 0.159845 | CL: 0.040902 | ln_CD: 0.0788948 | CM: 0.00715607 | Top_Xtr: 0.0401397 | Bot_Xtr: 0.0488051 +Loss contributors: + s_ln_CD : 0.333794 + s_CL : 0.292083 + s_analysis_confidence : 0.231116 + s_CM : 0.141185 + s_Bot_Xtr : 0.039796 + s_Top_Xtr : 0.0286767 + s_upper_bl_H_22 : 0.00364378 + s_upper_bl_H_31 : 0.00363449 + s_upper_bl_H_21 : 0.00359552 + s_upper_bl_H_23 : 0.00358068 +Epoch: 980 | Train Loss: 1.3322 | Test Loss: 1.33561 | analysis_confidence: 0.159739 | CL: 0.0407995 | ln_CD: 0.0797075 | CM: 0.00717606 | Top_Xtr: 0.040263 | Bot_Xtr: 0.0489278 +Loss contributors: + s_ln_CD : 0.33621 + s_CL : 0.291438 + s_analysis_confidence : 0.231103 + s_CM : 0.141635 + s_Bot_Xtr : 0.0398077 + s_Top_Xtr : 0.0287599 + s_upper_bl_H_31 : 0.00364605 + s_upper_bl_H_22 : 0.00362586 + s_upper_bl_H_21 : 0.00358338 + s_lower_bl_H_0 : 0.00356786 +Epoch: 981 | Train Loss: 1.33214 | Test Loss: 1.33192 | analysis_confidence: 0.159948 | CL: 0.0408009 | ln_CD: 0.0786549 | CM: 0.00718771 | Top_Xtr: 0.0402062 | Bot_Xtr: 0.0488696 +Loss contributors: + s_ln_CD : 0.332077 + s_CL : 0.29159 + s_analysis_confidence : 0.231139 + s_CM : 0.141895 + s_Bot_Xtr : 0.0398122 + s_Top_Xtr : 0.028734 + s_upper_bl_H_31 : 0.00364586 + s_upper_bl_H_22 : 0.0036232 + s_upper_bl_H_21 : 0.00358052 + s_lower_bl_H_0 : 0.00357722 +Epoch: 982 | Train Loss: 1.33202 | Test Loss: 1.3335 | analysis_confidence: 0.160658 | CL: 0.0407262 | ln_CD: 0.0792089 | CM: 0.00719362 | Top_Xtr: 0.0401386 | Bot_Xtr: 0.0487567 +Loss contributors: + s_ln_CD : 0.334397 + s_CL : 0.290854 + s_analysis_confidence : 0.231122 + s_CM : 0.142019 + s_Bot_Xtr : 0.0396926 + s_Top_Xtr : 0.0286572 + s_upper_bl_H_31 : 0.00363578 + s_upper_bl_H_22 : 0.00363572 + s_upper_bl_H_21 : 0.00359179 + s_upper_bl_H_23 : 0.0035719 +Epoch: 983 | Train Loss: 1.33194 | Test Loss: 1.33701 | analysis_confidence: 0.159565 | CL: 0.0412576 | ln_CD: 0.0791695 | CM: 0.00716858 | Top_Xtr: 0.0400833 | Bot_Xtr: 0.0487594 +Loss contributors: + s_ln_CD : 0.334202 + s_CL : 0.295167 + s_analysis_confidence : 0.231063 + s_CM : 0.14146 + s_Bot_Xtr : 0.0397594 + s_Top_Xtr : 0.0286305 + s_upper_bl_H_31 : 0.00364335 + s_upper_bl_H_22 : 0.00363349 + s_upper_bl_H_21 : 0.00359166 + s_lower_bl_H_0 : 0.0035693 +Epoch: 984 | Train Loss: 1.3319 | Test Loss: 1.33966 | analysis_confidence: 0.160809 | CL: 0.0408259 | ln_CD: 0.0806067 | CM: 0.00718458 | Top_Xtr: 0.0401079 | Bot_Xtr: 0.0487622 +Loss contributors: + s_ln_CD : 0.340069 + s_CL : 0.291477 + s_analysis_confidence : 0.231155 + s_CM : 0.141745 + s_Bot_Xtr : 0.0397259 + s_Top_Xtr : 0.0286503 + s_upper_bl_H_22 : 0.00365188 + s_upper_bl_H_31 : 0.003633 + s_upper_bl_H_21 : 0.00361023 + s_lower_bl_H_0 : 0.00358467 +Epoch: 985 | Train Loss: 1.33176 | Test Loss: 1.33266 | analysis_confidence: 0.161219 | CL: 0.0408044 | ln_CD: 0.0788907 | CM: 0.00716994 | Top_Xtr: 0.0400301 | Bot_Xtr: 0.0488797 +Loss contributors: + s_ln_CD : 0.333318 + s_CL : 0.291538 + s_analysis_confidence : 0.231106 + s_CM : 0.141508 + s_Bot_Xtr : 0.0397489 + s_Top_Xtr : 0.0285681 + s_upper_bl_H_31 : 0.00365345 + s_upper_bl_H_22 : 0.0036359 + s_upper_bl_H_21 : 0.00358673 + s_lower_bl_H_0 : 0.00357963 +Epoch: 986 | Train Loss: 1.33172 | Test Loss: 1.33274 | analysis_confidence: 0.160243 | CL: 0.0407353 | ln_CD: 0.079074 | CM: 0.00716905 | Top_Xtr: 0.0401957 | Bot_Xtr: 0.0488419 +Loss contributors: + s_ln_CD : 0.333753 + s_CL : 0.291101 + s_analysis_confidence : 0.230991 + s_CM : 0.141499 + s_Bot_Xtr : 0.0397778 + s_Top_Xtr : 0.0286939 + s_upper_bl_H_22 : 0.00364399 + s_upper_bl_H_31 : 0.00363231 + s_upper_bl_H_21 : 0.00359954 + s_upper_bl_H_23 : 0.00357924 +Epoch: 987 | Train Loss: 1.33146 | Test Loss: 1.33124 | analysis_confidence: 0.160456 | CL: 0.0407643 | ln_CD: 0.07874 | CM: 0.00715047 | Top_Xtr: 0.0401614 | Bot_Xtr: 0.0488907 +Loss contributors: + s_ln_CD : 0.332671 + s_CL : 0.291172 + s_analysis_confidence : 0.231077 + s_CM : 0.141022 + s_Bot_Xtr : 0.0398298 + s_Top_Xtr : 0.0286829 + s_upper_bl_H_22 : 0.00363922 + s_upper_bl_H_31 : 0.00362194 + s_upper_bl_H_21 : 0.0035881 + s_upper_bl_H_23 : 0.00358056 +Epoch: 988 | Train Loss: 1.33144 | Test Loss: 1.3365 | analysis_confidence: 0.159625 | CL: 0.0408507 | ln_CD: 0.0797983 | CM: 0.00717106 | Top_Xtr: 0.0402399 | Bot_Xtr: 0.048994 +Loss contributors: + s_ln_CD : 0.336871 + s_CL : 0.291632 + s_analysis_confidence : 0.231138 + s_CM : 0.141511 + s_Bot_Xtr : 0.0399129 + s_Top_Xtr : 0.0287445 + s_upper_bl_H_22 : 0.00363587 + s_upper_bl_H_31 : 0.00363516 + s_upper_bl_H_21 : 0.00359102 + s_lower_bl_H_0 : 0.00358425 +Epoch: 989 | Train Loss: 1.33141 | Test Loss: 1.33193 | analysis_confidence: 0.159928 | CL: 0.0407983 | ln_CD: 0.0787768 | CM: 0.00715315 | Top_Xtr: 0.0401393 | Bot_Xtr: 0.0488343 +Loss contributors: + s_ln_CD : 0.333062 + s_CL : 0.291297 + s_analysis_confidence : 0.231016 + s_CM : 0.141113 + s_Bot_Xtr : 0.0397582 + s_Top_Xtr : 0.028664 + s_upper_bl_H_22 : 0.00363837 + s_upper_bl_H_31 : 0.00363236 + s_upper_bl_H_21 : 0.00358553 + s_upper_bl_H_23 : 0.00358025 +Epoch: 990 | Train Loss: 1.33132 | Test Loss: 1.33269 | analysis_confidence: 0.159711 | CL: 0.0407729 | ln_CD: 0.0790891 | CM: 0.00714908 | Top_Xtr: 0.0401706 | Bot_Xtr: 0.048702 +Loss contributors: + s_ln_CD : 0.334049 + s_CL : 0.291422 + s_analysis_confidence : 0.230906 + s_CM : 0.14104 + s_Bot_Xtr : 0.0397219 + s_Top_Xtr : 0.028713 + s_upper_bl_H_22 : 0.00365502 + s_upper_bl_H_31 : 0.00361914 + s_upper_bl_H_21 : 0.00360821 + s_upper_bl_H_23 : 0.00359154 +Epoch: 991 | Train Loss: 1.33116 | Test Loss: 1.33375 | analysis_confidence: 0.160524 | CL: 0.0409452 | ln_CD: 0.0790681 | CM: 0.00715296 | Top_Xtr: 0.0400526 | Bot_Xtr: 0.0486989 +Loss contributors: + s_ln_CD : 0.334146 + s_CL : 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s_upper_bl_H_31 : 0.00363021 + s_upper_bl_H_21 : 0.00360346 + s_lower_bl_H_0 : 0.00359763 +Epoch: 996 | Train Loss: 1.33048 | Test Loss: 1.33063 | analysis_confidence: 0.160164 | CL: 0.0406811 | ln_CD: 0.0788794 | CM: 0.00716334 | Top_Xtr: 0.0401636 | Bot_Xtr: 0.0487878 +Loss contributors: + s_ln_CD : 0.333027 + s_CL : 0.290382 + s_analysis_confidence : 0.230811 + s_CM : 0.141296 + s_Bot_Xtr : 0.0397291 + s_Top_Xtr : 0.0286853 + s_upper_bl_H_22 : 0.00364523 + s_upper_bl_H_31 : 0.0036286 + s_upper_bl_H_21 : 0.00360792 + s_lower_bl_H_0 : 0.00358877 +Epoch: 997 | Train Loss: 1.33038 | Test Loss: 1.33409 | analysis_confidence: 0.160238 | CL: 0.0406957 | ln_CD: 0.0797082 | CM: 0.00716516 | Top_Xtr: 0.040084 | Bot_Xtr: 0.0486892 +Loss contributors: + s_ln_CD : 0.335923 + s_CL : 0.290789 + s_analysis_confidence : 0.230824 + s_CM : 0.141408 + s_Bot_Xtr : 0.0396659 + s_Top_Xtr : 0.0286344 + s_upper_bl_H_31 : 0.00364844 + s_upper_bl_H_22 : 0.00363873 + s_upper_bl_H_21 : 0.00360423 + s_lower_bl_H_0 : 0.00359291 +Epoch: 998 | Train Loss: 1.33021 | Test Loss: 1.33082 | analysis_confidence: 0.159491 | CL: 0.0407502 | ln_CD: 0.0787427 | CM: 0.00715367 | Top_Xtr: 0.0400447 | Bot_Xtr: 0.0487296 +Loss contributors: + s_ln_CD : 0.332769 + s_CL : 0.291131 + s_analysis_confidence : 0.230727 + s_CM : 0.141114 + s_Bot_Xtr : 0.0396686 + s_Top_Xtr : 0.0285903 + s_upper_bl_H_31 : 0.00364337 + s_upper_bl_H_22 : 0.00363929 + s_upper_bl_H_21 : 0.00359888 + s_lower_bl_H_0 : 0.00358712 +Epoch: 999 | Train Loss: 1.3301 | Test Loss: 1.33392 | analysis_confidence: 0.161214 | CL: 0.0410167 | ln_CD: 0.0789903 | CM: 0.00720318 | Top_Xtr: 0.0401537 | Bot_Xtr: 0.0488715 +Loss contributors: + s_ln_CD : 0.332883 + s_CL : 0.292857 + s_analysis_confidence : 0.230871 + s_CM : 0.14217 + s_Bot_Xtr : 0.0398214 + s_Top_Xtr : 0.0286791 + s_upper_bl_H_22 : 0.00364644 + s_upper_bl_H_31 : 0.00363142 + s_upper_bl_H_21 : 0.00360511 + s_lower_bl_H_0 : 0.00359587 +Epoch: 1000 | Train Loss: 1.32991 | Test Loss: 1.33122 | analysis_confidence: 0.159234 | CL: 0.0407737 | ln_CD: 0.0790504 | CM: 0.00714519 | Top_Xtr: 0.040178 | Bot_Xtr: 0.0487992 +Loss contributors: + s_ln_CD : 0.333527 + s_CL : 0.291071 + s_analysis_confidence : 0.23075 + s_CM : 0.140939 + s_Bot_Xtr : 0.0397149 + s_Top_Xtr : 0.028682 + s_upper_bl_H_22 : 0.00364349 + s_upper_bl_H_31 : 0.00361666 + s_upper_bl_H_21 : 0.00359341 + s_lower_bl_H_0 : 0.00359254 +Epoch: 1001 | Train Loss: 1.32986 | Test Loss: 1.3301 | analysis_confidence: 0.15927 | CL: 0.0407523 | ln_CD: 0.0788465 | CM: 0.00714746 | Top_Xtr: 0.0400936 | Bot_Xtr: 0.0488087 +Loss contributors: + s_ln_CD : 0.332508 + s_CL : 0.291006 + s_analysis_confidence : 0.230562 + s_CM : 0.141003 + s_Bot_Xtr : 0.039691 + s_Top_Xtr : 0.0286078 + s_upper_bl_H_22 : 0.00364327 + s_upper_bl_H_31 : 0.00363541 + s_upper_bl_H_21 : 0.00360858 + s_lower_bl_H_0 : 0.00360276 +Epoch: 1002 | Train Loss: 1.32965 | Test Loss: 1.33377 | analysis_confidence: 0.159336 | CL: 0.0408211 | ln_CD: 0.0796945 | CM: 0.00715822 | Top_Xtr: 0.0401357 | Bot_Xtr: 0.0487701 +Loss contributors: + s_ln_CD : 0.335603 + s_CL : 0.291405 + s_analysis_confidence : 0.230691 + s_CM : 0.141237 + s_Bot_Xtr : 0.0397047 + s_Top_Xtr : 0.0286617 + s_upper_bl_H_22 : 0.00365083 + s_upper_bl_H_31 : 0.00362639 + s_upper_bl_H_21 : 0.00361465 + s_lower_bl_H_0 : 0.00359235 +Epoch: 1003 | Train Loss: 1.3296 | Test Loss: 1.33035 | analysis_confidence: 0.160495 | CL: 0.0407145 | ln_CD: 0.0787474 | CM: 0.00713556 | Top_Xtr: 0.040104 | Bot_Xtr: 0.0487228 +Loss contributors: + s_ln_CD : 0.333252 + s_CL : 0.290789 + s_analysis_confidence : 0.230633 + s_CM : 0.140719 + s_Bot_Xtr : 0.0396637 + s_Top_Xtr : 0.0286142 + s_upper_bl_H_22 : 0.00364078 + s_upper_bl_H_31 : 0.00363673 + s_upper_bl_H_21 : 0.00360023 + s_lower_bl_H_0 : 0.00358609 +Epoch: 1004 | Train Loss: 1.32944 | Test Loss: 1.33738 | analysis_confidence: 0.159618 | CL: 0.0410734 | ln_CD: 0.0799033 | CM: 0.00716217 | Top_Xtr: 0.0400897 | Bot_Xtr: 0.0486837 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s_analysis_confidence : 0.230567 + s_CM : 0.141274 + s_Bot_Xtr : 0.0396503 + s_Top_Xtr : 0.0286644 + s_upper_bl_H_22 : 0.0036458 + s_upper_bl_H_31 : 0.00363603 + s_upper_bl_H_21 : 0.00361358 + s_lower_bl_H_0 : 0.00359206 +Epoch: 1007 | Train Loss: 1.32893 | Test Loss: 1.3289 | analysis_confidence: 0.159995 | CL: 0.0406753 | ln_CD: 0.0786743 | CM: 0.00713785 | Top_Xtr: 0.0403575 | Bot_Xtr: 0.0490342 +Loss contributors: + s_ln_CD : 0.331912 + s_CL : 0.290525 + s_analysis_confidence : 0.230444 + s_CM : 0.140786 + s_Bot_Xtr : 0.0397389 + s_Top_Xtr : 0.0287509 + s_upper_bl_H_22 : 0.00364528 + s_upper_bl_H_31 : 0.00362855 + s_upper_bl_H_21 : 0.0036031 + s_upper_bl_H_23 : 0.00357828 +Epoch: 1008 | Train Loss: 1.32886 | Test Loss: 1.32805 | analysis_confidence: 0.158843 | CL: 0.040649 | ln_CD: 0.0783934 | CM: 0.00714963 | Top_Xtr: 0.0407509 | Bot_Xtr: 0.0496205 +Loss contributors: + s_ln_CD : 0.330788 + s_CL : 0.290185 + s_analysis_confidence : 0.23054 + s_CM : 0.141016 + s_Bot_Xtr : 0.0400163 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0.00361325 + s_lower_bl_H_0 : 0.00360024 + s_upper_bl_H_21 : 0.00359886 +Epoch: 1011 | Train Loss: 1.32837 | Test Loss: 1.336 | analysis_confidence: 0.160686 | CL: 0.041125 | ln_CD: 0.0789212 | CM: 0.00723599 | Top_Xtr: 0.0401909 | Bot_Xtr: 0.0488712 +Loss contributors: + s_ln_CD : 0.333492 + s_CL : 0.293828 + s_analysis_confidence : 0.230604 + s_CM : 0.142919 + s_Bot_Xtr : 0.0397101 + s_Top_Xtr : 0.0286818 + s_upper_bl_H_22 : 0.00364799 + s_upper_bl_H_31 : 0.0036226 + s_upper_bl_H_21 : 0.00360584 + s_lower_bl_H_0 : 0.00359481 +Epoch: 1012 | Train Loss: 1.32834 | Test Loss: 1.33215 | analysis_confidence: 0.158828 | CL: 0.0407789 | ln_CD: 0.0793802 | CM: 0.00715541 | Top_Xtr: 0.0402238 | Bot_Xtr: 0.0488159 +Loss contributors: + s_ln_CD : 0.334802 + s_CL : 0.290923 + s_analysis_confidence : 0.230287 + s_CM : 0.141196 + s_Bot_Xtr : 0.0397918 + s_Top_Xtr : 0.0287268 + s_upper_bl_H_22 : 0.00363447 + s_upper_bl_H_31 : 0.00363044 + s_lower_bl_H_0 : 0.00360858 + s_upper_bl_H_21 : 0.00359656 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analysis_confidence: 0.160162 | CL: 0.0408358 | ln_CD: 0.0793499 | CM: 0.00714038 | Top_Xtr: 0.0401532 | Bot_Xtr: 0.0487785 +Loss contributors: + s_ln_CD : 0.334109 + s_CL : 0.291496 + s_analysis_confidence : 0.230189 + s_CM : 0.14085 + s_Bot_Xtr : 0.0396222 + s_Top_Xtr : 0.0286461 + s_upper_bl_H_22 : 0.00364371 + s_upper_bl_H_31 : 0.00362521 + s_upper_bl_H_21 : 0.00360515 + s_lower_bl_H_0 : 0.00359536 +Epoch: 1016 | Train Loss: 1.32769 | Test Loss: 1.32926 | analysis_confidence: 0.159514 | CL: 0.0407684 | ln_CD: 0.0787601 | CM: 0.00712906 | Top_Xtr: 0.0401802 | Bot_Xtr: 0.0487613 +Loss contributors: + s_ln_CD : 0.332249 + s_CL : 0.291209 + s_analysis_confidence : 0.230139 + s_CM : 0.140577 + s_Bot_Xtr : 0.0396461 + s_Top_Xtr : 0.0286794 + s_upper_bl_H_22 : 0.00365619 + s_upper_bl_H_31 : 0.00361235 + s_upper_bl_H_21 : 0.00360922 + s_upper_bl_H_23 : 0.00359352 +Epoch: 1017 | Train Loss: 1.32749 | Test Loss: 1.3309 | analysis_confidence: 0.158199 | CL: 0.0407778 | ln_CD: 0.0791138 | CM: 0.00715138 | Top_Xtr: 0.0400949 | Bot_Xtr: 0.0487107 +Loss contributors: + s_ln_CD : 0.33351 + s_CL : 0.291285 + s_analysis_confidence : 0.230244 + s_CM : 0.141072 + s_Bot_Xtr : 0.0396601 + s_Top_Xtr : 0.0286476 + s_upper_bl_H_22 : 0.00364724 + s_upper_bl_H_31 : 0.00362485 + s_upper_bl_H_21 : 0.00361374 + s_lower_bl_H_0 : 0.00359132 +Epoch: 1018 | Train Loss: 1.32729 | Test Loss: 1.32863 | analysis_confidence: 0.159624 | CL: 0.0406652 | ln_CD: 0.0788453 | CM: 0.00715536 | Top_Xtr: 0.0401042 | Bot_Xtr: 0.0486897 +Loss contributors: + s_ln_CD : 0.332359 + s_CL : 0.290413 + s_analysis_confidence : 0.230023 + s_CM : 0.141153 + s_Bot_Xtr : 0.0395727 + s_Top_Xtr : 0.0286239 + s_upper_bl_H_22 : 0.00364251 + s_upper_bl_H_31 : 0.00362679 + s_upper_bl_H_21 : 0.00360114 + s_lower_bl_H_0 : 0.00358686 +Epoch: 1019 | Train Loss: 1.32729 | Test Loss: 1.33341 | analysis_confidence: 0.160136 | CL: 0.0411032 | ln_CD: 0.078816 | CM: 0.00716876 | Top_Xtr: 0.0400448 | Bot_Xtr: 0.0486657 +Loss contributors: 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s_lower_bl_H_0 : 0.0036088 + s_upper_bl_H_21 : 0.00360278 +Epoch: 1026 | Train Loss: 1.32634 | Test Loss: 1.32685 | analysis_confidence: 0.159075 | CL: 0.0407271 | ln_CD: 0.0785104 | CM: 0.00713414 | Top_Xtr: 0.0401577 | Bot_Xtr: 0.0489067 +Loss contributors: + s_ln_CD : 0.331159 + s_CL : 0.290793 + s_analysis_confidence : 0.229723 + s_CM : 0.140706 + s_Bot_Xtr : 0.0396067 + s_Top_Xtr : 0.0286048 + s_upper_bl_H_22 : 0.00363644 + s_upper_bl_H_31 : 0.0036327 + s_upper_bl_H_21 : 0.0035986 + s_lower_bl_H_0 : 0.00359311 +Epoch: 1027 | Train Loss: 1.32626 | Test Loss: 1.32704 | analysis_confidence: 0.158876 | CL: 0.0406949 | ln_CD: 0.0784405 | CM: 0.0071465 | Top_Xtr: 0.0401248 | Bot_Xtr: 0.0487305 +Loss contributors: + s_ln_CD : 0.330782 + s_CL : 0.290496 + s_analysis_confidence : 0.229914 + s_CM : 0.140929 + s_Bot_Xtr : 0.0396484 + s_Top_Xtr : 0.0286644 + s_upper_bl_H_22 : 0.00365142 + s_upper_bl_H_31 : 0.00362282 + s_upper_bl_H_21 : 0.00361934 + s_lower_bl_H_0 : 0.00361759 +Epoch: 1028 | Train Loss: 1.32602 | Test Loss: 1.32892 | analysis_confidence: 0.158596 | CL: 0.0406421 | ln_CD: 0.0791268 | CM: 0.00711572 | Top_Xtr: 0.0401866 | Bot_Xtr: 0.0488092 +Loss contributors: + s_ln_CD : 0.334012 + s_CL : 0.290118 + s_analysis_confidence : 0.229704 + s_CM : 0.140288 + s_Bot_Xtr : 0.0395947 + s_Top_Xtr : 0.0286377 + s_upper_bl_H_22 : 0.00364362 + s_upper_bl_H_31 : 0.00363374 + s_upper_bl_H_21 : 0.0036062 + s_lower_bl_H_0 : 0.00359863 +Epoch: 1029 | Train Loss: 1.32593 | Test Loss: 1.32683 | analysis_confidence: 0.158714 | CL: 0.0406889 | ln_CD: 0.0785182 | CM: 0.00715099 | Top_Xtr: 0.0400046 | Bot_Xtr: 0.0486564 +Loss contributors: + s_ln_CD : 0.331066 + s_CL : 0.290539 + s_analysis_confidence : 0.229633 + s_CM : 0.141043 + s_Bot_Xtr : 0.0396048 + s_Top_Xtr : 0.0285542 + s_upper_bl_H_22 : 0.00364068 + s_upper_bl_H_31 : 0.00361283 + s_lower_bl_H_0 : 0.00360124 + s_upper_bl_H_21 : 0.00360059 +Epoch: 1030 | Train Loss: 1.32589 | Test Loss: 1.32946 | analysis_confidence: 0.159019 | CL: 0.0408864 | ln_CD: 0.078685 | CM: 0.00716293 | Top_Xtr: 0.0400919 | Bot_Xtr: 0.0487539 +Loss contributors: + s_ln_CD : 0.331841 + s_CL : 0.291826 + s_analysis_confidence : 0.229886 + s_CM : 0.141346 + s_Bot_Xtr : 0.0396177 + s_Top_Xtr : 0.0285847 + s_upper_bl_H_22 : 0.00363721 + s_upper_bl_H_31 : 0.00363262 + s_lower_bl_H_0 : 0.00360221 + s_upper_bl_H_21 : 0.00359747 +Epoch: 1031 | Train Loss: 1.32579 | Test Loss: 1.32836 | analysis_confidence: 0.158312 | CL: 0.0406243 | ln_CD: 0.0791251 | CM: 0.00713213 | Top_Xtr: 0.0400885 | Bot_Xtr: 0.0487049 +Loss contributors: + s_ln_CD : 0.333572 + s_CL : 0.289974 + s_analysis_confidence : 0.229682 + s_CM : 0.140657 + s_Bot_Xtr : 0.0396017 + s_Top_Xtr : 0.0286021 + s_upper_bl_H_22 : 0.00363885 + s_upper_bl_H_31 : 0.00362107 + s_upper_bl_H_21 : 0.00360739 + s_lower_bl_H_0 : 0.00360276 +Epoch: 1032 | Train Loss: 1.32559 | Test Loss: 1.32863 | analysis_confidence: 0.159976 | CL: 0.040705 | ln_CD: 0.0790184 | CM: 0.00713217 | Top_Xtr: 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s_Bot_Xtr : 0.0396148 + s_Top_Xtr : 0.028617 + s_upper_bl_H_22 : 0.00362959 + s_upper_bl_H_31 : 0.0036251 + s_lower_bl_H_0 : 0.0036023 + s_upper_bl_H_21 : 0.00359501 +Epoch: 1037 | Train Loss: 1.32492 | Test Loss: 1.33499 | analysis_confidence: 0.158015 | CL: 0.0407104 | ln_CD: 0.0807648 | CM: 0.00713286 | Top_Xtr: 0.0401113 | Bot_Xtr: 0.0486593 +Loss contributors: + s_ln_CD : 0.33968 + s_CL : 0.290506 + s_analysis_confidence : 0.22956 + s_CM : 0.140689 + s_Bot_Xtr : 0.0395782 + s_Top_Xtr : 0.0286562 + s_upper_bl_H_22 : 0.00363946 + s_upper_bl_H_31 : 0.00361455 + s_lower_bl_H_0 : 0.00360112 + s_upper_bl_H_21 : 0.00359768 +Epoch: 1038 | Train Loss: 1.32491 | Test Loss: 1.32783 | analysis_confidence: 0.158701 | CL: 0.0406721 | ln_CD: 0.078961 | CM: 0.00713923 | Top_Xtr: 0.0400815 | Bot_Xtr: 0.0486501 +Loss contributors: + s_ln_CD : 0.332974 + s_CL : 0.290282 + s_analysis_confidence : 0.229466 + s_CM : 0.14081 + s_Bot_Xtr : 0.039553 + s_Top_Xtr : 0.0285962 + s_upper_bl_H_31 : 0.00362682 + s_upper_bl_H_22 : 0.00362579 + s_lower_bl_H_0 : 0.00360084 + s_upper_bl_H_21 : 0.003589 +Epoch: 1039 | Train Loss: 1.32467 | Test Loss: 1.32578 | analysis_confidence: 0.15873 | CL: 0.0406771 | ln_CD: 0.0784436 | CM: 0.0071403 | Top_Xtr: 0.0401853 | Bot_Xtr: 0.0486236 +Loss contributors: + s_ln_CD : 0.330634 + s_CL : 0.290347 + s_analysis_confidence : 0.229453 + s_CM : 0.140829 + s_Bot_Xtr : 0.0396438 + s_Top_Xtr : 0.0287287 + s_upper_bl_H_22 : 0.00363467 + s_upper_bl_H_31 : 0.00362189 + s_lower_bl_H_0 : 0.00360634 + s_upper_bl_H_21 : 0.00360043 +Epoch: 1040 | Train Loss: 1.32465 | Test Loss: 1.32458 | analysis_confidence: 0.15844 | CL: 0.0406095 | ln_CD: 0.0784836 | CM: 0.00711219 | Top_Xtr: 0.0401282 | Bot_Xtr: 0.048751 +Loss contributors: + s_ln_CD : 0.330821 + s_CL : 0.289756 + s_analysis_confidence : 0.229531 + s_CM : 0.140196 + s_Bot_Xtr : 0.0395607 + s_Top_Xtr : 0.0286248 + s_upper_bl_H_22 : 0.00364115 + s_upper_bl_H_31 : 0.00361133 + s_upper_bl_H_21 : 0.003606 + s_lower_bl_H_0 : 0.00360542 +Epoch: 1041 | Train Loss: 1.32453 | Test Loss: 1.32949 | analysis_confidence: 0.159876 | CL: 0.0407181 | ln_CD: 0.0794051 | CM: 0.00712927 | Top_Xtr: 0.0402441 | Bot_Xtr: 0.0488863 +Loss contributors: + s_ln_CD : 0.334435 + s_CL : 0.290806 + s_analysis_confidence : 0.229389 + s_CM : 0.140561 + s_Bot_Xtr : 0.0395789 + s_Top_Xtr : 0.0286246 + s_upper_bl_H_22 : 0.00363321 + s_upper_bl_H_31 : 0.0036175 + s_lower_bl_H_0 : 0.00361182 + s_upper_bl_H_21 : 0.00360128 +Epoch: 1042 | Train Loss: 1.3245 | Test Loss: 1.33182 | analysis_confidence: 0.158296 | CL: 0.0408555 | ln_CD: 0.079558 | CM: 0.00715076 | Top_Xtr: 0.0401332 | Bot_Xtr: 0.0487005 +Loss contributors: + s_ln_CD : 0.335614 + s_CL : 0.291506 + s_analysis_confidence : 0.229259 + s_CM : 0.141074 + s_Bot_Xtr : 0.0395712 + s_Top_Xtr : 0.0286511 + s_upper_bl_H_22 : 0.00363072 + s_upper_bl_H_31 : 0.00362354 + s_lower_bl_H_0 : 0.00360051 + s_upper_bl_H_21 : 0.00359409 +Epoch: 1043 | Train Loss: 1.32435 | Test Loss: 1.32527 | 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0.00711658 | Top_Xtr: 0.0400991 | Bot_Xtr: 0.0487672 +Loss contributors: + s_ln_CD : 0.332378 + s_CL : 0.289404 + s_analysis_confidence : 0.22926 + s_CM : 0.140283 + s_Bot_Xtr : 0.0395667 + s_Top_Xtr : 0.0286179 + s_upper_bl_H_22 : 0.00364697 + s_lower_bl_H_0 : 0.00362437 + s_upper_bl_H_31 : 0.00361307 + s_upper_bl_H_21 : 0.0036093 +Epoch: 1046 | Train Loss: 1.32406 | Test Loss: 1.32404 | analysis_confidence: 0.158361 | CL: 0.0406194 | ln_CD: 0.0783689 | CM: 0.00712076 | Top_Xtr: 0.0402226 | Bot_Xtr: 0.0487885 +Loss contributors: + s_ln_CD : 0.330209 + s_CL : 0.289871 + s_analysis_confidence : 0.229251 + s_CM : 0.140406 + s_Bot_Xtr : 0.039555 + s_Top_Xtr : 0.0286838 + s_upper_bl_H_22 : 0.00363892 + s_upper_bl_H_31 : 0.00362102 + s_lower_bl_H_0 : 0.00361623 + s_upper_bl_H_21 : 0.00360739 +Epoch: 1047 | Train Loss: 1.32395 | Test Loss: 1.3258 | analysis_confidence: 0.1586 | CL: 0.0406234 | ln_CD: 0.0787752 | CM: 0.00711669 | Top_Xtr: 0.040142 | Bot_Xtr: 0.0486562 +Loss contributors: + s_ln_CD : 0.332109 + s_CL : 0.289983 + s_analysis_confidence : 0.229205 + s_CM : 0.140281 + s_Bot_Xtr : 0.0394772 + s_Top_Xtr : 0.0286311 + s_upper_bl_H_22 : 0.00363724 + s_upper_bl_H_31 : 0.00360769 + s_upper_bl_H_21 : 0.00360013 + s_lower_bl_H_0 : 0.00359073 +Epoch: 1048 | Train Loss: 1.32385 | Test Loss: 1.32446 | analysis_confidence: 0.158942 | CL: 0.0406112 | ln_CD: 0.0784579 | CM: 0.00711868 | Top_Xtr: 0.0404635 | Bot_Xtr: 0.0490887 +Loss contributors: + s_ln_CD : 0.330682 + s_CL : 0.289807 + s_analysis_confidence : 0.229061 + s_CM : 0.140331 + s_Bot_Xtr : 0.0396411 + s_Top_Xtr : 0.0288176 + s_upper_bl_H_22 : 0.00364386 + s_lower_bl_H_0 : 0.00360957 + s_upper_bl_H_31 : 0.00360649 + s_upper_bl_H_21 : 0.00360578 +Epoch: 1049 | Train Loss: 1.32372 | Test Loss: 1.32533 | analysis_confidence: 0.158204 | CL: 0.0406927 | ln_CD: 0.0784888 | CM: 0.00710598 | Top_Xtr: 0.0401219 | Bot_Xtr: 0.0486098 +Loss contributors: + s_ln_CD : 0.330984 + s_CL : 0.290617 + s_analysis_confidence : 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s_upper_bl_H_21 : 0.00359975 + s_lower_bl_H_0 : 0.00359536 +Epoch: 1054 | Train Loss: 1.32332 | Test Loss: 1.33331 | analysis_confidence: 0.1574 | CL: 0.0406339 | ln_CD: 0.0806176 | CM: 0.0071372 | Top_Xtr: 0.0400892 | Bot_Xtr: 0.0485878 +Loss contributors: + s_ln_CD : 0.339182 + s_CL : 0.289896 + s_analysis_confidence : 0.229131 + s_CM : 0.140713 + s_Bot_Xtr : 0.0394971 + s_Top_Xtr : 0.0286204 + s_upper_bl_H_22 : 0.00363864 + s_upper_bl_H_31 : 0.00362995 + s_lower_bl_H_0 : 0.00360218 + s_upper_bl_H_21 : 0.00360082 +Epoch: 1055 | Train Loss: 1.32316 | Test Loss: 1.32332 | analysis_confidence: 0.158686 | CL: 0.0405116 | ln_CD: 0.0785193 | CM: 0.00711041 | Top_Xtr: 0.0400254 | Bot_Xtr: 0.0486448 +Loss contributors: + s_ln_CD : 0.330924 + s_CL : 0.289105 + s_analysis_confidence : 0.229004 + s_CM : 0.140172 + s_Bot_Xtr : 0.0395334 + s_Top_Xtr : 0.0285497 + s_upper_bl_H_22 : 0.00363537 + s_upper_bl_H_31 : 0.00361958 + s_lower_bl_H_0 : 0.0036073 + s_upper_bl_H_21 : 0.00360516 +Epoch: 1056 | Train Loss: 1.32309 | Test Loss: 1.32387 | analysis_confidence: 0.157744 | CL: 0.0405868 | ln_CD: 0.0784589 | CM: 0.00712266 | Top_Xtr: 0.040165 | Bot_Xtr: 0.0486379 +Loss contributors: + s_ln_CD : 0.330495 + s_CL : 0.289469 + s_analysis_confidence : 0.229019 + s_CM : 0.140455 + s_Bot_Xtr : 0.0395558 + s_Top_Xtr : 0.0286652 + s_upper_bl_H_22 : 0.00364101 + s_upper_bl_H_31 : 0.00362074 + s_upper_bl_H_21 : 0.00360739 + s_lower_bl_H_0 : 0.00360327 +Epoch: 1057 | Train Loss: 1.32293 | Test Loss: 1.3357 | analysis_confidence: 0.158451 | CL: 0.0408248 | ln_CD: 0.0804758 | CM: 0.00716433 | Top_Xtr: 0.0402418 | Bot_Xtr: 0.048699 +Loss contributors: + s_ln_CD : 0.339569 + s_CL : 0.291256 + s_analysis_confidence : 0.229046 + s_CM : 0.141381 + s_Bot_Xtr : 0.0394993 + s_Top_Xtr : 0.0286875 + s_upper_bl_H_22 : 0.00363982 + s_upper_bl_H_31 : 0.00361704 + s_lower_bl_H_0 : 0.00361029 + s_upper_bl_H_21 : 0.00360623 +Epoch: 1058 | Train Loss: 1.32298 | Test Loss: 1.32338 | analysis_confidence: 0.158516 | CL: 0.0405584 | ln_CD: 0.0784454 | CM: 0.00710944 | Top_Xtr: 0.0400151 | Bot_Xtr: 0.0485462 +Loss contributors: + s_ln_CD : 0.330736 + s_CL : 0.289385 + s_analysis_confidence : 0.229087 + s_CM : 0.14011 + s_Bot_Xtr : 0.0394829 + s_Top_Xtr : 0.0285602 + s_upper_bl_H_22 : 0.00363957 + s_upper_bl_H_31 : 0.00361427 + s_lower_bl_H_0 : 0.00360996 + s_upper_bl_H_21 : 0.00360329 +Epoch: 1059 | Train Loss: 1.32279 | Test Loss: 1.32573 | analysis_confidence: 0.158853 | CL: 0.040716 | ln_CD: 0.0787784 | CM: 0.00713227 | Top_Xtr: 0.0401237 | Bot_Xtr: 0.0486577 +Loss contributors: + s_ln_CD : 0.331656 + s_CL : 0.290548 + s_analysis_confidence : 0.228918 + s_CM : 0.140622 + s_Bot_Xtr : 0.0394305 + s_Top_Xtr : 0.0285968 + s_upper_bl_H_22 : 0.00363586 + s_upper_bl_H_31 : 0.00362413 + s_upper_bl_H_21 : 0.0036102 + s_lower_bl_H_0 : 0.00360966 +Epoch: 1060 | Train Loss: 1.32271 | Test Loss: 1.32576 | analysis_confidence: 0.158472 | CL: 0.0405652 | ln_CD: 0.0788404 | CM: 0.00711386 | Top_Xtr: 0.0401519 | Bot_Xtr: 0.0488168 +Loss contributors: + s_ln_CD : 0.332696 + s_CL : 0.289529 + s_analysis_confidence : 0.228999 + s_CM : 0.140237 + s_Bot_Xtr : 0.0395847 + s_Top_Xtr : 0.0286545 + s_upper_bl_H_31 : 0.00363583 + s_upper_bl_H_22 : 0.00363296 + s_lower_bl_H_0 : 0.00361156 + s_upper_bl_H_21 : 0.00360393 +Epoch: 1061 | Train Loss: 1.32265 | Test Loss: 1.32393 | analysis_confidence: 0.15874 | CL: 0.0405899 | ln_CD: 0.0784762 | CM: 0.00709934 | Top_Xtr: 0.0400974 | Bot_Xtr: 0.0485963 +Loss contributors: + s_ln_CD : 0.33083 + s_CL : 0.28982 + s_analysis_confidence : 0.229009 + s_CM : 0.139898 + s_Bot_Xtr : 0.0394578 + s_Top_Xtr : 0.0286045 + s_upper_bl_H_22 : 0.00365136 + s_lower_bl_H_0 : 0.00361562 + s_upper_bl_H_21 : 0.00361118 + s_upper_bl_H_31 : 0.00360777 +Epoch: 1062 | Train Loss: 1.32259 | Test Loss: 1.32295 | analysis_confidence: 0.158275 | CL: 0.0405919 | ln_CD: 0.0784933 | CM: 0.00709251 | Top_Xtr: 0.0401452 | Bot_Xtr: 0.0485898 +Loss contributors: + s_ln_CD : 0.330521 + s_CL : 0.289689 + s_analysis_confidence : 0.228958 + s_CM : 0.139761 + s_Bot_Xtr : 0.0394778 + s_Top_Xtr : 0.0286622 + s_upper_bl_H_22 : 0.00363588 + s_upper_bl_H_31 : 0.0036186 + s_upper_bl_H_21 : 0.00360527 + s_lower_bl_H_0 : 0.00360013 +Epoch: 1063 | Train Loss: 1.32243 | Test Loss: 1.32551 | analysis_confidence: 0.158703 | CL: 0.0406608 | ln_CD: 0.0787697 | CM: 0.00711658 | Top_Xtr: 0.0402653 | Bot_Xtr: 0.0487944 +Loss contributors: + s_ln_CD : 0.331899 + s_CL : 0.289949 + s_analysis_confidence : 0.229066 + s_CM : 0.140305 + s_Bot_Xtr : 0.0394512 + s_Top_Xtr : 0.0286471 + s_upper_bl_H_22 : 0.00364226 + s_upper_bl_H_31 : 0.00361504 + s_lower_bl_H_0 : 0.00361242 + s_upper_bl_H_21 : 0.00360504 +Epoch: 1064 | Train Loss: 1.32236 | Test Loss: 1.32279 | analysis_confidence: 0.158321 | CL: 0.0405336 | ln_CD: 0.0785642 | CM: 0.00709962 | Top_Xtr: 0.0400644 | Bot_Xtr: 0.0485472 +Loss contributors: + s_ln_CD : 0.330871 + s_CL : 0.28908 + s_analysis_confidence : 0.228804 + s_CM : 0.13992 + s_Bot_Xtr : 0.039477 + s_Top_Xtr : 0.0286226 + s_upper_bl_H_22 : 0.00363379 + s_lower_bl_H_0 : 0.00361746 + s_upper_bl_H_31 : 0.00361651 + s_upper_bl_H_21 : 0.00360088 +Epoch: 1065 | Train Loss: 1.32228 | Test Loss: 1.32311 | analysis_confidence: 0.158743 | CL: 0.0406057 | ln_CD: 0.0785292 | CM: 0.00708659 | Top_Xtr: 0.0400281 | Bot_Xtr: 0.0485127 +Loss contributors: + s_ln_CD : 0.331047 + s_CL : 0.289693 + s_analysis_confidence : 0.228812 + s_CM : 0.139648 + s_Bot_Xtr : 0.0393893 + s_Top_Xtr : 0.0285636 + s_upper_bl_H_22 : 0.00363993 + s_upper_bl_H_31 : 0.00361928 + s_lower_bl_H_0 : 0.00361689 + s_upper_bl_H_21 : 0.00360702 +Epoch: 1066 | Train Loss: 1.32224 | Test Loss: 1.3239 | analysis_confidence: 0.157713 | CL: 0.0406038 | ln_CD: 0.0785698 | CM: 0.00711266 | Top_Xtr: 0.0400341 | Bot_Xtr: 0.048571 +Loss contributors: + s_ln_CD : 0.330999 + s_CL : 0.28982 + s_analysis_confidence : 0.228843 + s_CM : 0.14024 + s_Bot_Xtr : 0.0394879 + s_Top_Xtr : 0.0285804 + s_upper_bl_H_22 : 0.00363798 + s_upper_bl_H_31 : 0.00362469 + s_lower_bl_H_0 : 0.00360909 + s_upper_bl_H_21 : 0.00360697 +Epoch: 1067 | Train Loss: 1.32218 | Test Loss: 1.32514 | analysis_confidence: 0.158696 | CL: 0.0405887 | ln_CD: 0.0789222 | CM: 0.00710325 | Top_Xtr: 0.0401309 | Bot_Xtr: 0.0486831 +Loss contributors: + s_ln_CD : 0.332682 + s_CL : 0.289447 + s_analysis_confidence : 0.228964 + s_CM : 0.140014 + s_Bot_Xtr : 0.039504 + s_Top_Xtr : 0.0286214 + s_upper_bl_H_22 : 0.00364015 + s_lower_bl_H_0 : 0.00361468 + s_upper_bl_H_31 : 0.00361052 + s_upper_bl_H_21 : 0.00360772 +Epoch: 1068 | Train Loss: 1.32205 | Test Loss: 1.3269 | analysis_confidence: 0.158178 | CL: 0.040564 | ln_CD: 0.0792758 | CM: 0.00710844 | Top_Xtr: 0.040058 | Bot_Xtr: 0.0486063 +Loss contributors: + s_ln_CD : 0.334344 + s_CL : 0.289586 + s_analysis_confidence : 0.228801 + s_CM : 0.140146 + s_Bot_Xtr : 0.0394578 + s_Top_Xtr : 0.0285679 + s_upper_bl_H_22 : 0.00363718 + s_lower_bl_H_0 : 0.00361318 + s_upper_bl_H_31 : 0.00361161 + s_upper_bl_H_21 : 0.00359977 +Epoch: 1069 | Train Loss: 1.32194 | Test Loss: 1.32367 | analysis_confidence: 0.158392 | CL: 0.0405949 | ln_CD: 0.0784675 | CM: 0.0071233 | Top_Xtr: 0.0400702 | Bot_Xtr: 0.0486336 +Loss contributors: + s_ln_CD : 0.330489 + s_CL : 0.289769 + s_analysis_confidence : 0.22876 + s_CM : 0.140456 + s_Bot_Xtr : 0.0395185 + s_Top_Xtr : 0.0285905 + s_upper_bl_H_22 : 0.00363438 + s_upper_bl_H_31 : 0.0036234 + s_lower_bl_H_0 : 0.00362245 + s_upper_bl_H_21 : 0.00360251 +Epoch: 1070 | Train Loss: 1.32199 | Test Loss: 1.32405 | analysis_confidence: 0.157358 | CL: 0.0406719 | ln_CD: 0.0786415 | CM: 0.00708845 | Top_Xtr: 0.0401353 | Bot_Xtr: 0.0486309 +Loss contributors: + s_ln_CD : 0.331573 + s_CL : 0.289977 + s_analysis_confidence : 0.228892 + s_CM : 0.139658 + s_Bot_Xtr : 0.0394544 + s_Top_Xtr : 0.0286393 + s_upper_bl_H_22 : 0.00363195 + s_upper_bl_H_31 : 0.00362494 + s_lower_bl_H_0 : 0.00361796 + s_upper_bl_H_21 : 0.00359809 +Epoch: 1071 | Train Loss: 1.32186 | Test Loss: 1.32498 | analysis_confidence: 0.157635 | CL: 0.0406026 | ln_CD: 0.0790253 | CM: 0.00710047 | Top_Xtr: 0.0400931 | Bot_Xtr: 0.0486359 +Loss contributors: + s_ln_CD : 0.332495 + s_CL : 0.289858 + s_analysis_confidence : 0.228791 + s_CM : 0.139964 + s_Bot_Xtr : 0.0394087 + s_Top_Xtr : 0.028567 + s_upper_bl_H_22 : 0.00363217 + s_upper_bl_H_31 : 0.00362613 + s_lower_bl_H_0 : 0.00361112 + s_upper_bl_H_21 : 0.00360058 +Epoch: 1072 | Train Loss: 1.32176 | Test Loss: 1.32832 | analysis_confidence: 0.156988 | CL: 0.0406253 | ln_CD: 0.0793647 | CM: 0.00709726 | Top_Xtr: 0.0402183 | Bot_Xtr: 0.0487182 +Loss contributors: + s_ln_CD : 0.335537 + s_CL : 0.289779 + s_analysis_confidence : 0.229078 + s_CM : 0.139862 + s_Bot_Xtr : 0.0394682 + s_Top_Xtr : 0.0286768 + s_upper_bl_H_22 : 0.00362984 + s_upper_bl_H_31 : 0.00362696 + s_lower_bl_H_0 : 0.00361808 + s_upper_bl_H_21 : 0.00359141 +Epoch: 1073 | Train Loss: 1.32171 | Test Loss: 1.32584 | analysis_confidence: 0.158329 | CL: 0.0405628 | ln_CD: 0.079169 | CM: 0.00709165 | Top_Xtr: 0.0399918 | Bot_Xtr: 0.0484363 +Loss contributors: + s_ln_CD : 0.333764 + s_CL : 0.289472 + s_analysis_confidence : 0.228786 + s_CM : 0.13975 + s_Bot_Xtr : 0.0393315 + s_Top_Xtr : 0.0285509 + s_upper_bl_H_22 : 0.00364126 + s_upper_bl_H_31 : 0.00361949 + s_lower_bl_H_0 : 0.0036106 + s_upper_bl_H_21 : 0.00359933 +Epoch: 1074 | Train Loss: 1.32177 | Test Loss: 1.32494 | analysis_confidence: 0.156732 | CL: 0.0405422 | ln_CD: 0.0788553 | CM: 0.00710182 | Top_Xtr: 0.0400194 | Bot_Xtr: 0.0483943 +Loss contributors: + s_ln_CD : 0.332925 + s_CL : 0.289331 + s_analysis_confidence : 0.228818 + s_CM : 0.139964 + s_Bot_Xtr : 0.0393448 + s_Top_Xtr : 0.0285777 + s_upper_bl_H_22 : 0.00363664 + s_upper_bl_H_31 : 0.00362138 + s_lower_bl_H_0 : 0.00361415 + s_upper_bl_H_21 : 0.00360185 +Epoch: 1075 | Train Loss: 1.32165 | Test Loss: 1.32243 | analysis_confidence: 0.157197 | CL: 0.0405901 | ln_CD: 0.0784192 | CM: 0.00709842 | Top_Xtr: 0.0400501 | Bot_Xtr: 0.048553 +Loss contributors: + s_ln_CD : 0.330289 + s_CL : 0.289496 + s_analysis_confidence : 0.228754 + s_CM : 0.139922 + s_Bot_Xtr : 0.0394619 + s_Top_Xtr : 0.0285938 + s_upper_bl_H_22 : 0.00363834 + s_upper_bl_H_31 : 0.00361815 + s_lower_bl_H_0 : 0.00361501 + s_upper_bl_H_21 : 0.00360132 +Epoch: 1076 | Train Loss: 1.32152 | Test Loss: 1.32488 | analysis_confidence: 0.158068 | CL: 0.0406484 | ln_CD: 0.0787938 | CM: 0.00709405 | Top_Xtr: 0.0401862 | Bot_Xtr: 0.0485656 +Loss contributors: + s_ln_CD : 0.332547 + s_CL : 0.289897 + s_analysis_confidence : 0.228652 + s_CM : 0.139816 + s_Bot_Xtr : 0.0394107 + s_Top_Xtr : 0.0286814 + s_upper_bl_H_22 : 0.00364354 + s_upper_bl_H_31 : 0.0036107 + s_upper_bl_H_21 : 0.00360555 + s_lower_bl_H_0 : 0.00359892 +Epoch: 1077 | Train Loss: 1.32145 | Test Loss: 1.32867 | analysis_confidence: 0.157805 | CL: 0.0409697 | ln_CD: 0.078968 | CM: 0.00716008 | Top_Xtr: 0.0400757 | Bot_Xtr: 0.0485831 +Loss contributors: + s_ln_CD : 0.332352 + s_CL : 0.292236 + s_analysis_confidence : 0.228969 + s_CM : 0.141281 + s_Bot_Xtr : 0.0393744 + s_Top_Xtr : 0.0285745 + s_upper_bl_H_22 : 0.00364089 + s_lower_bl_H_0 : 0.00361368 + s_upper_bl_H_21 : 0.00360757 + s_upper_bl_H_31 : 0.0036073 +Epoch: 1078 | Train Loss: 1.32122 | Test Loss: 1.32333 | analysis_confidence: 0.157201 | CL: 0.040473 | ln_CD: 0.0787726 | CM: 0.00709793 | Top_Xtr: 0.0400692 | Bot_Xtr: 0.0486172 +Loss contributors: + s_ln_CD : 0.331792 + s_CL : 0.288774 + s_analysis_confidence : 0.228643 + s_CM : 0.139915 + s_Bot_Xtr : 0.0395017 + s_Top_Xtr : 0.0286109 + s_upper_bl_H_22 : 0.00363907 + s_lower_bl_H_0 : 0.00361934 + s_upper_bl_H_31 : 0.00361426 + s_upper_bl_H_21 : 0.00360148 +Epoch: 1079 | Train Loss: 1.3213 | Test Loss: 1.32477 | analysis_confidence: 0.158176 | CL: 0.0406091 | ln_CD: 0.0789361 | CM: 0.00709193 | Top_Xtr: 0.0402714 | Bot_Xtr: 0.0487498 +Loss contributors: + s_ln_CD : 0.332476 + s_CL : 0.289607 + s_analysis_confidence : 0.228629 + s_CM : 0.139745 + s_Bot_Xtr : 0.0394165 + s_Top_Xtr : 0.0286927 + s_upper_bl_H_22 : 0.00365057 + s_lower_bl_H_0 : 0.00362079 + s_upper_bl_H_21 : 0.00361612 + s_upper_bl_H_31 : 0.00360872 +Epoch: 1080 | Train Loss: 1.32119 | Test Loss: 1.327 | analysis_confidence: 0.158195 | CL: 0.0405484 | ln_CD: 0.0795709 | CM: 0.00709011 | Top_Xtr: 0.0401407 | Bot_Xtr: 0.048593 +Loss contributors: + s_ln_CD : 0.335301 + s_CL : 0.289275 + s_analysis_confidence : 0.228691 + s_CM : 0.13969 + s_Bot_Xtr : 0.0394334 + s_Top_Xtr : 0.0286539 + s_upper_bl_H_22 : 0.00365023 + s_lower_bl_H_0 : 0.00361541 + s_upper_bl_H_21 : 0.00360841 + s_upper_bl_H_31 : 0.0035966 +Epoch: 1081 | Train Loss: 1.32119 | Test Loss: 1.32965 | analysis_confidence: 0.157413 | CL: 0.0409632 | ln_CD: 0.0796628 | CM: 0.00709715 | Top_Xtr: 0.040202 | Bot_Xtr: 0.048686 +Loss contributors: + s_ln_CD : 0.33518 + s_CL : 0.292167 + s_analysis_confidence : 0.228511 + s_CM : 0.139812 + s_Bot_Xtr : 0.0394906 + s_Top_Xtr : 0.0286652 + s_upper_bl_H_22 : 0.00362931 + s_lower_bl_H_0 : 0.00362487 + s_upper_bl_H_31 : 0.00360085 + s_upper_bl_H_21 : 0.00358731 +Epoch: 1082 | Train Loss: 1.32101 | Test Loss: 1.32522 | analysis_confidence: 0.158477 | CL: 0.0404855 | ln_CD: 0.0793538 | CM: 0.00708144 | Top_Xtr: 0.0400865 | Bot_Xtr: 0.0485234 +Loss contributors: + s_ln_CD : 0.334516 + s_CL : 0.288739 + s_analysis_confidence : 0.228622 + s_CM : 0.139516 + s_Bot_Xtr : 0.0393706 + s_Top_Xtr : 0.0285772 + s_upper_bl_H_22 : 0.003639 + s_lower_bl_H_0 : 0.00361016 + s_upper_bl_H_31 : 0.00360967 + s_upper_bl_H_21 : 0.00360416 +Epoch: 1083 | Train Loss: 1.32094 | Test Loss: 1.32537 | analysis_confidence: 0.157982 | CL: 0.0406471 | ln_CD: 0.0789849 | CM: 0.0071109 | Top_Xtr: 0.0400972 | Bot_Xtr: 0.0485254 +Loss contributors: + s_ln_CD : 0.332288 + s_CL : 0.290182 + s_analysis_confidence : 0.228475 + s_CM : 0.140185 + s_Bot_Xtr : 0.0394035 + s_Top_Xtr : 0.0286277 + s_upper_bl_H_22 : 0.00363972 + s_lower_bl_H_0 : 0.00361679 + s_upper_bl_H_31 : 0.00361209 + s_upper_bl_H_21 : 0.00360406 +Epoch: 1084 | Train Loss: 1.32089 | Test Loss: 1.32238 | analysis_confidence: 0.157545 | CL: 0.0405001 | ln_CD: 0.0786595 | CM: 0.00709247 | Top_Xtr: 0.0401193 | Bot_Xtr: 0.0485989 +Loss contributors: + s_ln_CD : 0.331283 + s_CL : 0.288894 + s_analysis_confidence : 0.228707 + s_CM : 0.139772 + s_Bot_Xtr : 0.0394249 + s_Top_Xtr : 0.0286047 + s_upper_bl_H_22 : 0.00363579 + s_lower_bl_H_0 : 0.00361774 + s_upper_bl_H_31 : 0.00360768 + s_upper_bl_H_21 : 0.00360454 +Epoch: 1085 | Train Loss: 1.32087 | Test Loss: 1.32515 | analysis_confidence: 0.157486 | CL: 0.0408294 | ln_CD: 0.078563 | CM: 0.00711651 | Top_Xtr: 0.0402048 | Bot_Xtr: 0.0485886 +Loss contributors: + s_ln_CD : 0.330655 + s_CL : 0.291547 + s_analysis_confidence : 0.22867 + s_CM : 0.140298 + s_Bot_Xtr : 0.0394444 + s_Top_Xtr : 0.0287008 + s_upper_bl_H_31 : 0.00362679 + s_upper_bl_H_22 : 0.00362604 + s_lower_bl_H_0 : 0.00360248 + s_upper_bl_H_21 : 0.00359536 +Epoch: 1086 | Train Loss: 1.32072 | Test Loss: 1.32591 | analysis_confidence: 0.157662 | CL: 0.0406374 | ln_CD: 0.0792545 | CM: 0.00710908 | Top_Xtr: 0.0401182 | Bot_Xtr: 0.0484908 +Loss contributors: + s_ln_CD : 0.333807 + s_CL : 0.289692 + s_analysis_confidence : 0.228473 + s_CM : 0.140151 + s_Bot_Xtr : 0.0393981 + s_Top_Xtr : 0.028644 + s_upper_bl_H_22 : 0.00363289 + s_lower_bl_H_0 : 0.0036159 + s_upper_bl_H_31 : 0.00361067 + s_upper_bl_H_21 : 0.00359738 +Epoch: 1087 | Train Loss: 1.32071 | Test Loss: 1.32209 | analysis_confidence: 0.157444 | CL: 0.0405294 | ln_CD: 0.0786554 | CM: 0.00708738 | Top_Xtr: 0.0401267 | Bot_Xtr: 0.0484735 +Loss contributors: + s_ln_CD : 0.331085 + s_CL : 0.289041 + s_analysis_confidence : 0.228394 + s_CM : 0.139656 + s_Bot_Xtr : 0.0393645 + s_Top_Xtr : 0.0286344 + s_upper_bl_H_22 : 0.00365097 + s_lower_bl_H_0 : 0.00361629 + s_upper_bl_H_21 : 0.00361287 + s_upper_bl_H_31 : 0.00360309 +Epoch: 1088 | Train Loss: 1.32079 | Test Loss: 1.32258 | analysis_confidence: 0.158158 | CL: 0.0405822 | ln_CD: 0.0786816 | CM: 0.00709363 | Top_Xtr: 0.040122 | Bot_Xtr: 0.0485435 +Loss contributors: + s_ln_CD : 0.330904 + s_CL : 0.289646 + s_analysis_confidence : 0.228483 + s_CM : 0.139802 + s_Bot_Xtr : 0.0393782 + s_Top_Xtr : 0.0286116 + s_upper_bl_H_22 : 0.00364046 + s_lower_bl_H_0 : 0.00362436 + s_upper_bl_H_21 : 0.00361058 + s_upper_bl_H_31 : 0.00360955 +Epoch: 1089 | Train Loss: 1.32059 | Test Loss: 1.33999 | analysis_confidence: 0.15808 | CL: 0.0405275 | ln_CD: 0.0826604 | CM: 0.00708278 | Top_Xtr: 0.0400368 | Bot_Xtr: 0.0484518 +Loss contributors: + s_ln_CD : 0.348914 + s_CL : 0.28908 + s_analysis_confidence : 0.228525 + s_CM : 0.139553 + s_Bot_Xtr : 0.0393588 + s_Top_Xtr : 0.0285632 + s_upper_bl_H_22 : 0.00363544 + s_upper_bl_H_31 : 0.00362206 + s_lower_bl_H_0 : 0.00360159 + s_upper_bl_H_21 : 0.00360056 +Epoch: 1090 | Train Loss: 1.3206 | Test Loss: 1.32629 | analysis_confidence: 0.157928 | CL: 0.0405171 | ln_CD: 0.0796507 | CM: 0.00707427 | Top_Xtr: 0.0402343 | Bot_Xtr: 0.0487884 +Loss contributors: + s_ln_CD : 0.335228 + s_CL : 0.288981 + s_analysis_confidence : 0.228554 + s_CM : 0.13936 + s_Bot_Xtr : 0.0394712 + s_Top_Xtr : 0.0287058 + s_upper_bl_H_22 : 0.0036404 + s_lower_bl_H_0 : 0.00361518 + s_upper_bl_H_21 : 0.00360591 + s_upper_bl_H_31 : 0.00360566 +Epoch: 1091 | Train Loss: 1.32052 | Test Loss: 1.32454 | analysis_confidence: 0.157006 | CL: 0.0405868 | ln_CD: 0.0789362 | CM: 0.00712621 | Top_Xtr: 0.0401689 | Bot_Xtr: 0.0487055 +Loss contributors: + s_ln_CD : 0.332329 + s_CL : 0.289431 + s_analysis_confidence : 0.228485 + s_CM : 0.140453 + s_Bot_Xtr : 0.0394318 + s_Top_Xtr : 0.0286153 + s_upper_bl_H_22 : 0.00363687 + s_upper_bl_H_31 : 0.0036133 + s_upper_bl_H_21 : 0.00360846 + s_lower_bl_H_0 : 0.00359939 +Epoch: 1092 | Train Loss: 1.32047 | Test Loss: 1.32233 | analysis_confidence: 0.157867 | CL: 0.0405339 | ln_CD: 0.0785777 | CM: 0.00709553 | Top_Xtr: 0.0401066 | Bot_Xtr: 0.0484758 +Loss contributors: + s_ln_CD : 0.331136 + s_CL : 0.289203 + s_analysis_confidence : 0.228447 + s_CM : 0.139852 + s_Bot_Xtr : 0.0393747 + s_Top_Xtr : 0.0286173 + s_upper_bl_H_22 : 0.00362806 + s_lower_bl_H_0 : 0.00361124 + s_upper_bl_H_31 : 0.00361074 + s_upper_bl_H_21 : 0.0035913 +Epoch: 1093 | Train Loss: 1.32034 | Test Loss: 1.32232 | analysis_confidence: 0.158616 | CL: 0.0405028 | ln_CD: 0.0788741 | CM: 0.00707909 | Top_Xtr: 0.0400765 | Bot_Xtr: 0.0485269 +Loss contributors: + s_ln_CD : 0.331572 + s_CL : 0.288873 + s_analysis_confidence : 0.228596 + s_CM : 0.139457 + s_Bot_Xtr : 0.0393993 + s_Top_Xtr : 0.0286021 + s_upper_bl_H_22 : 0.00363293 + s_lower_bl_H_0 : 0.00361071 + s_upper_bl_H_31 : 0.0036078 + s_upper_bl_H_21 : 0.00359458 +Epoch: 1094 | Train Loss: 1.32038 | Test Loss: 1.32862 | analysis_confidence: 0.158502 | CL: 0.0410429 | ln_CD: 0.0792775 | CM: 0.00710124 | Top_Xtr: 0.0400778 | Bot_Xtr: 0.0485746 +Loss contributors: + s_ln_CD : 0.333839 + s_CL : 0.292592 + s_analysis_confidence : 0.228407 + s_CM : 0.139915 + s_Bot_Xtr : 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s_lower_bl_H_0 : 0.00362316 + s_upper_bl_H_31 : 0.00359738 + s_upper_bl_H_21 : 0.0035935 +Epoch: 1097 | Train Loss: 1.32019 | Test Loss: 1.32146 | analysis_confidence: 0.157905 | CL: 0.0404503 | ln_CD: 0.0786334 | CM: 0.007079 | Top_Xtr: 0.0400855 | Bot_Xtr: 0.0484903 +Loss contributors: + s_ln_CD : 0.331 + s_CL : 0.288625 + s_analysis_confidence : 0.228549 + s_CM : 0.139438 + s_Bot_Xtr : 0.0393641 + s_Top_Xtr : 0.0286109 + s_upper_bl_H_22 : 0.00364238 + s_lower_bl_H_0 : 0.00362351 + s_upper_bl_H_31 : 0.00361175 + s_upper_bl_H_21 : 0.00360071 +Epoch: 1098 | Train Loss: 1.32017 | Test Loss: 1.32302 | analysis_confidence: 0.158438 | CL: 0.0405279 | ln_CD: 0.0790806 | CM: 0.00707628 | Top_Xtr: 0.0400952 | Bot_Xtr: 0.0485759 +Loss contributors: + s_ln_CD : 0.332749 + s_CL : 0.288881 + s_analysis_confidence : 0.228365 + s_CM : 0.139412 + s_Bot_Xtr : 0.0393765 + s_Top_Xtr : 0.028596 + s_upper_bl_H_22 : 0.00364127 + s_lower_bl_H_0 : 0.00361874 + s_upper_bl_H_31 : 0.00360497 + s_upper_bl_H_21 : 0.00360102 +Epoch: 1099 | Train Loss: 1.32003 | Test Loss: 1.3209 | analysis_confidence: 0.157761 | CL: 0.0404469 | ln_CD: 0.0785103 | CM: 0.00708994 | Top_Xtr: 0.0401682 | Bot_Xtr: 0.0484201 +Loss contributors: + s_ln_CD : 0.33053 + s_CL : 0.288544 + s_analysis_confidence : 0.22832 + s_CM : 0.13973 + s_Bot_Xtr : 0.0393223 + s_Top_Xtr : 0.0286849 + s_upper_bl_H_31 : 0.00363162 + s_upper_bl_H_22 : 0.00362724 + s_lower_bl_H_0 : 0.00361988 + s_upper_bl_H_21 : 0.00360288 +Epoch: 1100 | Train Loss: 1.31996 | Test Loss: 1.322 | analysis_confidence: 0.158486 | CL: 0.0404613 | ln_CD: 0.0788756 | CM: 0.00708598 | Top_Xtr: 0.0400672 | Bot_Xtr: 0.0484799 +Loss contributors: + s_ln_CD : 0.331991 + s_CL : 0.288541 + s_analysis_confidence : 0.228294 + s_CM : 0.139622 + s_Bot_Xtr : 0.0393396 + s_Top_Xtr : 0.028559 + s_upper_bl_H_22 : 0.00362656 + s_lower_bl_H_0 : 0.00361511 + s_upper_bl_H_31 : 0.00361311 + s_upper_bl_H_21 : 0.0035921 +Epoch: 1101 | Train Loss: 1.3199 | Test Loss: 1.325 | analysis_confidence: 0.157551 | CL: 0.0404845 | ln_CD: 0.0794782 | CM: 0.00708274 | Top_Xtr: 0.040178 | Bot_Xtr: 0.0486598 +Loss contributors: + s_ln_CD : 0.33445 + s_CL : 0.288932 + s_analysis_confidence : 0.228303 + s_CM : 0.139518 + s_Bot_Xtr : 0.0394217 + s_Top_Xtr : 0.028664 + s_upper_bl_H_22 : 0.00363595 + s_lower_bl_H_0 : 0.0036165 + s_upper_bl_H_31 : 0.00359907 + s_upper_bl_H_21 : 0.0035891 +Epoch: 1102 | Train Loss: 1.31994 | Test Loss: 1.32179 | analysis_confidence: 0.157655 | CL: 0.0405556 | ln_CD: 0.0785358 | CM: 0.00708615 | Top_Xtr: 0.0401283 | Bot_Xtr: 0.0484928 +Loss contributors: + s_ln_CD : 0.330787 + s_CL : 0.289156 + s_analysis_confidence : 0.228476 + s_CM : 0.139628 + s_Bot_Xtr : 0.0393547 + s_Top_Xtr : 0.0286096 + s_upper_bl_H_22 : 0.00364216 + s_lower_bl_H_0 : 0.0036155 + s_upper_bl_H_21 : 0.00360679 + s_upper_bl_H_31 : 0.00360072 +Epoch: 1103 | Train Loss: 1.31986 | Test Loss: 1.32526 | analysis_confidence: 0.158069 | CL: 0.0406841 | ln_CD: 0.078868 | CM: 0.00712407 | Top_Xtr: 0.0401452 | Bot_Xtr: 0.048651 +Loss contributors: + s_ln_CD : 0.332594 + s_CL : 0.290118 + s_analysis_confidence : 0.228301 + s_CM : 0.140445 + s_Bot_Xtr : 0.03944 + s_Top_Xtr : 0.0286262 + s_upper_bl_H_22 : 0.00362753 + s_upper_bl_H_31 : 0.00362008 + s_lower_bl_H_0 : 0.00361459 + s_upper_bl_H_21 : 0.00359464 +Epoch: 1104 | Train Loss: 1.31988 | Test Loss: 1.32218 | analysis_confidence: 0.15847 | CL: 0.0405622 | ln_CD: 0.0785519 | CM: 0.00709226 | Top_Xtr: 0.0400502 | Bot_Xtr: 0.0484574 +Loss contributors: + s_ln_CD : 0.331038 + s_CL : 0.289417 + s_analysis_confidence : 0.228271 + s_CM : 0.139736 + s_Bot_Xtr : 0.039302 + s_Top_Xtr : 0.0285735 + s_upper_bl_H_22 : 0.00364003 + s_lower_bl_H_0 : 0.00362611 + s_upper_bl_H_21 : 0.00361034 + s_upper_bl_H_31 : 0.00360751 +Epoch: 1105 | Train Loss: 1.31976 | Test Loss: 1.32252 | analysis_confidence: 0.158234 | CL: 0.0407776 | ln_CD: 0.0784529 | CM: 0.00706859 | Top_Xtr: 0.0402598 | Bot_Xtr: 0.0487937 +Loss contributors: + s_ln_CD : 0.33049 + s_CL : 0.290867 + s_analysis_confidence : 0.228318 + s_CM : 0.139212 + s_Bot_Xtr : 0.0393949 + s_Top_Xtr : 0.0286663 + s_upper_bl_H_22 : 0.00363465 + s_upper_bl_H_31 : 0.00360906 + s_lower_bl_H_0 : 0.00360671 + s_upper_bl_H_21 : 0.00359553 +Epoch: 1106 | Train Loss: 1.31973 | Test Loss: 1.32196 | analysis_confidence: 0.157114 | CL: 0.0404805 | ln_CD: 0.0787912 | CM: 0.00707892 | Top_Xtr: 0.0401089 | Bot_Xtr: 0.0484608 +Loss contributors: + s_ln_CD : 0.331948 + s_CL : 0.288677 + s_analysis_confidence : 0.228253 + s_CM : 0.13946 + s_Bot_Xtr : 0.0393597 + s_Top_Xtr : 0.0286299 + s_upper_bl_H_22 : 0.00363805 + s_lower_bl_H_0 : 0.00362378 + s_upper_bl_H_31 : 0.00360372 + s_upper_bl_H_21 : 0.00360113 +Epoch: 1107 | Train Loss: 1.31958 | Test Loss: 1.32252 | analysis_confidence: 0.158446 | CL: 0.0404347 | ln_CD: 0.0787775 | CM: 0.00709715 | Top_Xtr: 0.0400951 | Bot_Xtr: 0.0484658 +Loss contributors: + s_ln_CD : 0.332104 + s_CL : 0.288499 + s_analysis_confidence : 0.228442 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s_upper_bl_H_22 : 0.00363851 + s_lower_bl_H_0 : 0.00360639 + s_upper_bl_H_21 : 0.00359702 + s_upper_bl_H_31 : 0.00359504 +Epoch: 1110 | Train Loss: 1.31945 | Test Loss: 1.32077 | analysis_confidence: 0.157555 | CL: 0.0405378 | ln_CD: 0.0783605 | CM: 0.00708424 | Top_Xtr: 0.0401035 | Bot_Xtr: 0.0484192 +Loss contributors: + s_ln_CD : 0.330248 + s_CL : 0.289223 + s_analysis_confidence : 0.22824 + s_CM : 0.139531 + s_Bot_Xtr : 0.0392839 + s_Top_Xtr : 0.0286208 + s_upper_bl_H_22 : 0.0036345 + s_lower_bl_H_0 : 0.00360755 + s_upper_bl_H_31 : 0.00360008 + s_upper_bl_H_21 : 0.00359506 +Epoch: 1111 | Train Loss: 1.31942 | Test Loss: 1.32321 | analysis_confidence: 0.158444 | CL: 0.0404769 | ln_CD: 0.0791791 | CM: 0.00707527 | Top_Xtr: 0.0400879 | Bot_Xtr: 0.0483922 +Loss contributors: + s_ln_CD : 0.33323 + s_CL : 0.288751 + s_analysis_confidence : 0.228294 + s_CM : 0.13938 + s_Bot_Xtr : 0.0392284 + s_Top_Xtr : 0.028611 + s_upper_bl_H_22 : 0.00364298 + s_lower_bl_H_0 : 0.00360355 + s_upper_bl_H_21 : 0.00359799 + s_upper_bl_H_31 : 0.00359716 +Epoch: 1112 | Train Loss: 1.31936 | Test Loss: 1.32402 | analysis_confidence: 0.157898 | CL: 0.0404887 | ln_CD: 0.0793077 | CM: 0.00707265 | Top_Xtr: 0.04011 | Bot_Xtr: 0.0486206 +Loss contributors: + s_ln_CD : 0.333728 + s_CL : 0.288974 + s_analysis_confidence : 0.22832 + s_CM : 0.139307 + s_Bot_Xtr : 0.0393944 + s_Top_Xtr : 0.0286165 + s_upper_bl_H_22 : 0.0036392 + s_lower_bl_H_0 : 0.00361967 + s_upper_bl_H_21 : 0.00359795 + s_upper_bl_H_31 : 0.00359536 +Epoch: 1113 | Train Loss: 1.31931 | Test Loss: 1.32329 | analysis_confidence: 0.157947 | CL: 0.0404879 | ln_CD: 0.0791273 | CM: 0.00707576 | Top_Xtr: 0.0401346 | Bot_Xtr: 0.0485721 +Loss contributors: + s_ln_CD : 0.333049 + s_CL : 0.288689 + s_analysis_confidence : 0.228406 + s_CM : 0.13938 + s_Bot_Xtr : 0.039352 + s_Top_Xtr : 0.0285978 + s_upper_bl_H_22 : 0.0036315 + s_lower_bl_H_0 : 0.00361835 + s_upper_bl_H_31 : 0.00360616 + s_upper_bl_H_21 : 0.00358894 +Epoch: 1114 | Train Loss: 1.31929 | Test Loss: 1.32328 | analysis_confidence: 0.157772 | CL: 0.0404541 | ln_CD: 0.0790721 | CM: 0.0071038 | Top_Xtr: 0.0400946 | Bot_Xtr: 0.0484435 +Loss contributors: + s_ln_CD : 0.332761 + s_CL : 0.288522 + s_analysis_confidence : 0.228262 + s_CM : 0.140003 + s_Bot_Xtr : 0.0392887 + s_Top_Xtr : 0.0286248 + s_upper_bl_H_22 : 0.00364368 + s_lower_bl_H_0 : 0.00361679 + s_upper_bl_H_21 : 0.00360173 + s_upper_bl_H_31 : 0.00359527 +Epoch: 1115 | Train Loss: 1.31925 | Test Loss: 1.32186 | analysis_confidence: 0.157194 | CL: 0.040471 | ln_CD: 0.078783 | CM: 0.00706559 | Top_Xtr: 0.0400542 | Bot_Xtr: 0.0485419 +Loss contributors: + s_ln_CD : 0.332255 + s_CL : 0.288733 + s_analysis_confidence : 0.228153 + s_CM : 0.139168 + s_Bot_Xtr : 0.0393305 + s_Top_Xtr : 0.0285703 + s_upper_bl_H_22 : 0.00363664 + s_lower_bl_H_0 : 0.00361423 + s_upper_bl_H_21 : 0.00360219 + s_upper_bl_H_31 : 0.00360218 +Epoch: 1116 | Train Loss: 1.31915 | Test Loss: 1.32085 | analysis_confidence: 0.157403 | CL: 0.0404958 | ln_CD: 0.0785129 | CM: 0.00708572 | Top_Xtr: 0.040083 | Bot_Xtr: 0.0484853 +Loss contributors: + s_ln_CD : 0.330566 + s_CL : 0.288761 + s_analysis_confidence : 0.22846 + s_CM : 0.139572 + s_Bot_Xtr : 0.0393138 + s_Top_Xtr : 0.0285826 + s_upper_bl_H_22 : 0.00363348 + s_upper_bl_H_31 : 0.0036142 + s_lower_bl_H_0 : 0.00360963 + s_upper_bl_H_21 : 0.00359366 +Epoch: 1117 | Train Loss: 1.31915 | Test Loss: 1.32298 | analysis_confidence: 0.157 | CL: 0.0405007 | ln_CD: 0.0792003 | CM: 0.00706237 | Top_Xtr: 0.0402877 | Bot_Xtr: 0.048874 +Loss contributors: + s_ln_CD : 0.333186 + s_CL : 0.28876 + s_analysis_confidence : 0.228105 + s_CM : 0.139089 + s_Bot_Xtr : 0.0394616 + s_Top_Xtr : 0.0287004 + s_upper_bl_H_22 : 0.00363897 + s_lower_bl_H_0 : 0.00361731 + s_upper_bl_H_31 : 0.00360253 + s_upper_bl_H_21 : 0.00359751 +Epoch: 1118 | Train Loss: 1.31912 | Test Loss: 1.32203 | analysis_confidence: 0.157312 | CL: 0.040426 | ln_CD: 0.0790711 | CM: 0.00707413 | Top_Xtr: 0.0400981 | Bot_Xtr: 0.0484883 +Loss contributors: + s_ln_CD : 0.332574 + s_CL : 0.288445 + s_analysis_confidence : 0.228128 + s_CM : 0.139358 + s_Bot_Xtr : 0.0392881 + s_Top_Xtr : 0.0286001 + s_upper_bl_H_22 : 0.00363464 + s_lower_bl_H_0 : 0.0036341 + s_upper_bl_H_21 : 0.00360177 + s_upper_bl_H_31 : 0.00360059 +Epoch: 1119 | Train Loss: 1.31908 | Test Loss: 1.32279 | analysis_confidence: 0.15835 | CL: 0.0405471 | ln_CD: 0.0789328 | CM: 0.00710166 | Top_Xtr: 0.0400303 | Bot_Xtr: 0.0484105 +Loss contributors: + s_ln_CD : 0.332115 + s_CL : 0.289134 + s_analysis_confidence : 0.228222 + s_CM : 0.139895 + s_Bot_Xtr : 0.0392639 + s_Top_Xtr : 0.028536 + s_upper_bl_H_22 : 0.00364572 + s_lower_bl_H_0 : 0.00362447 + s_upper_bl_H_31 : 0.00361476 + s_upper_bl_H_21 : 0.0036118 +Epoch: 1120 | Train Loss: 1.31899 | Test Loss: 1.32467 | analysis_confidence: 0.158305 | CL: 0.0404869 | ln_CD: 0.0793507 | CM: 0.00707975 | Top_Xtr: 0.0403711 | Bot_Xtr: 0.0489546 +Loss contributors: + s_ln_CD : 0.334046 + s_CL : 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s_upper_bl_H_21 : 0.00361381 + s_upper_bl_H_31 : 0.00360796 + s_lower_bl_H_0 : 0.0036063 +Epoch: 1125 | Train Loss: 1.31891 | Test Loss: 1.32143 | analysis_confidence: 0.157615 | CL: 0.0405677 | ln_CD: 0.0786754 | CM: 0.00705873 | Top_Xtr: 0.0402493 | Bot_Xtr: 0.0486375 +Loss contributors: + s_ln_CD : 0.331489 + s_CL : 0.289165 + s_analysis_confidence : 0.2281 + s_CM : 0.139001 + s_Bot_Xtr : 0.0394579 + s_Top_Xtr : 0.0287168 + s_upper_bl_H_22 : 0.00364502 + s_lower_bl_H_0 : 0.00360987 + s_upper_bl_H_21 : 0.00360429 + s_upper_bl_H_31 : 0.00359863 +Epoch: 1126 | Train Loss: 1.31878 | Test Loss: 1.32539 | analysis_confidence: 0.158591 | CL: 0.0404582 | ln_CD: 0.0799016 | CM: 0.00706748 | Top_Xtr: 0.040029 | Bot_Xtr: 0.0484622 +Loss contributors: + s_ln_CD : 0.336083 + s_CL : 0.28856 + s_analysis_confidence : 0.228202 + s_CM : 0.13918 + s_Bot_Xtr : 0.0392532 + s_Top_Xtr : 0.0285291 + s_upper_bl_H_22 : 0.00363976 + s_lower_bl_H_0 : 0.00361016 + s_upper_bl_H_21 : 0.00360266 + s_upper_bl_H_31 : 0.00359978 +Epoch: 1127 | Train Loss: 1.31872 | Test Loss: 1.32331 | analysis_confidence: 0.157366 | CL: 0.0404292 | ln_CD: 0.0793565 | CM: 0.00706519 | Top_Xtr: 0.0401468 | Bot_Xtr: 0.0485066 +Loss contributors: + s_ln_CD : 0.334104 + s_CL : 0.288407 + s_analysis_confidence : 0.228066 + s_CM : 0.139147 + s_Bot_Xtr : 0.0393666 + s_Top_Xtr : 0.0286545 + s_upper_bl_H_22 : 0.00362985 + s_lower_bl_H_0 : 0.00362397 + s_upper_bl_H_31 : 0.00360814 + s_upper_bl_H_21 : 0.00359264 +Epoch: 1128 | Train Loss: 1.31872 | Test Loss: 1.32232 | analysis_confidence: 0.157702 | CL: 0.0405042 | ln_CD: 0.0790352 | CM: 0.00707676 | Top_Xtr: 0.0400979 | Bot_Xtr: 0.048487 +Loss contributors: + s_ln_CD : 0.332647 + s_CL : 0.288756 + s_analysis_confidence : 0.228106 + s_CM : 0.139426 + s_Bot_Xtr : 0.039336 + s_Top_Xtr : 0.028586 + s_upper_bl_H_22 : 0.0036316 + s_lower_bl_H_0 : 0.00361147 + s_upper_bl_H_31 : 0.00360901 + s_upper_bl_H_21 : 0.00359163 +Epoch: 1129 | Train Loss: 1.31868 | Test Loss: 1.32191 | analysis_confidence: 0.156923 | CL: 0.0405485 | ln_CD: 0.0786086 | CM: 0.00712864 | Top_Xtr: 0.0399992 | Bot_Xtr: 0.0483947 +Loss contributors: + s_ln_CD : 0.330886 + s_CL : 0.289135 + s_analysis_confidence : 0.227983 + s_CM : 0.140512 + s_Bot_Xtr : 0.0392242 + s_Top_Xtr : 0.0285166 + s_upper_bl_H_22 : 0.00364167 + s_lower_bl_H_0 : 0.00361196 + s_upper_bl_H_21 : 0.00360897 + s_upper_bl_H_31 : 0.00360494 +Epoch: 1130 | Train Loss: 1.31868 | Test Loss: 1.32477 | analysis_confidence: 0.15742 | CL: 0.04049 | ln_CD: 0.0797172 | CM: 0.00706082 | Top_Xtr: 0.0400957 | Bot_Xtr: 0.0483366 +Loss contributors: + s_ln_CD : 0.335345 + s_CL : 0.288961 + s_analysis_confidence : 0.228002 + s_CM : 0.139048 + s_Bot_Xtr : 0.0392131 + s_Top_Xtr : 0.028568 + s_upper_bl_H_22 : 0.00363255 + s_lower_bl_H_0 : 0.00362546 + s_upper_bl_H_31 : 0.00360437 + s_upper_bl_H_21 : 0.00359185 +Epoch: 1131 | Train Loss: 1.3186 | Test Loss: 1.3342 | analysis_confidence: 0.157296 | CL: 0.040618 | ln_CD: 0.0814795 | CM: 0.00707459 | Top_Xtr: 0.0400304 | Bot_Xtr: 0.0483367 +Loss contributors: + s_ln_CD : 0.343695 + s_CL : 0.289704 + s_analysis_confidence : 0.227988 + s_CM : 0.139338 + s_Bot_Xtr : 0.0391867 + s_Top_Xtr : 0.0285736 + s_upper_bl_H_22 : 0.00364958 + s_lower_bl_H_0 : 0.00361409 + s_upper_bl_H_21 : 0.00360953 + s_upper_bl_H_31 : 0.00359369 +Epoch: 1132 | Train Loss: 1.31852 | Test Loss: 1.32257 | analysis_confidence: 0.157676 | CL: 0.0405429 | ln_CD: 0.079062 | CM: 0.00707569 | Top_Xtr: 0.0402137 | Bot_Xtr: 0.0483928 +Loss contributors: + s_ln_CD : 0.332657 + s_CL : 0.289021 + s_analysis_confidence : 0.227974 + s_CM : 0.139401 + s_Bot_Xtr : 0.0393002 + s_Top_Xtr : 0.0287181 + s_upper_bl_H_22 : 0.00363623 + s_lower_bl_H_0 : 0.00362264 + s_upper_bl_H_31 : 0.00359981 + s_upper_bl_H_21 : 0.00359911 +Epoch: 1133 | Train Loss: 1.31851 | Test Loss: 1.32496 | analysis_confidence: 0.158384 | CL: 0.0404472 | ln_CD: 0.0798472 | CM: 0.00706712 | Top_Xtr: 0.0401174 | Bot_Xtr: 0.0483968 +Loss 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s_analysis_confidence : 0.227928 + s_CM : 0.139263 + s_Bot_Xtr : 0.0392456 + s_Top_Xtr : 0.0285758 + s_upper_bl_H_22 : 0.00364602 + s_lower_bl_H_0 : 0.00361228 + s_upper_bl_H_21 : 0.00361054 + s_upper_bl_H_31 : 0.00359743 +Epoch: 1136 | Train Loss: 1.31841 | Test Loss: 1.32358 | analysis_confidence: 0.157755 | CL: 0.0404749 | ln_CD: 0.0793003 | CM: 0.00707021 | Top_Xtr: 0.0401527 | Bot_Xtr: 0.0485424 +Loss contributors: + s_ln_CD : 0.333924 + s_CL : 0.288671 + s_analysis_confidence : 0.228103 + s_CM : 0.139225 + s_Bot_Xtr : 0.0393342 + s_Top_Xtr : 0.0286543 + s_upper_bl_H_22 : 0.00364512 + s_lower_bl_H_0 : 0.00360497 + s_upper_bl_H_21 : 0.00359909 + s_upper_bl_H_31 : 0.00359015 +Epoch: 1137 | Train Loss: 1.31836 | Test Loss: 1.31797 | analysis_confidence: 0.15851 | CL: 0.0403912 | ln_CD: 0.0782215 | CM: 0.00706496 | Top_Xtr: 0.0400992 | Bot_Xtr: 0.0485505 +Loss contributors: + s_ln_CD : 0.329404 + s_CL : 0.28803 + s_analysis_confidence : 0.228237 + s_CM : 0.139136 + s_Bot_Xtr : 0.0392768 + s_Top_Xtr : 0.0285735 + s_upper_bl_H_22 : 0.00363529 + s_upper_bl_H_31 : 0.00360343 + s_upper_bl_H_21 : 0.00360252 + s_lower_bl_H_0 : 0.00360245 +Epoch: 1138 | Train Loss: 1.31825 | Test Loss: 1.31985 | analysis_confidence: 0.157303 | CL: 0.0403719 | ln_CD: 0.0786982 | CM: 0.00706346 | Top_Xtr: 0.0401968 | Bot_Xtr: 0.0486555 +Loss contributors: + s_ln_CD : 0.33144 + s_CL : 0.287885 + s_analysis_confidence : 0.22792 + s_CM : 0.139115 + s_Bot_Xtr : 0.0393998 + s_Top_Xtr : 0.0286396 + s_upper_bl_H_22 : 0.00363858 + s_lower_bl_H_0 : 0.00361738 + s_upper_bl_H_31 : 0.00360554 + s_upper_bl_H_21 : 0.00360262 +Epoch: 1139 | Train Loss: 1.31837 | Test Loss: 1.31994 | analysis_confidence: 0.157739 | CL: 0.0404622 | ln_CD: 0.0785319 | CM: 0.00706593 | Top_Xtr: 0.0401405 | Bot_Xtr: 0.0484886 +Loss contributors: + s_ln_CD : 0.330809 + s_CL : 0.288561 + s_analysis_confidence : 0.228009 + s_CM : 0.139155 + s_Bot_Xtr : 0.0393193 + s_Top_Xtr : 0.0286718 + s_upper_bl_H_22 : 0.0036374 + s_lower_bl_H_0 : 0.00360915 + s_upper_bl_H_31 : 0.00360354 + s_upper_bl_H_21 : 0.00360134 +Epoch: 1140 | Train Loss: 1.31832 | Test Loss: 1.32833 | analysis_confidence: 0.158235 | CL: 0.0405034 | ln_CD: 0.0804754 | CM: 0.00707441 | Top_Xtr: 0.0401064 | Bot_Xtr: 0.048418 +Loss contributors: + s_ln_CD : 0.338287 + s_CL : 0.289182 + s_analysis_confidence : 0.227933 + s_CM : 0.13936 + s_Bot_Xtr : 0.0392677 + s_Top_Xtr : 0.0286116 + s_upper_bl_H_22 : 0.0036424 + s_lower_bl_H_0 : 0.00362406 + s_upper_bl_H_21 : 0.00360303 + s_upper_bl_H_31 : 0.00360274 +Epoch: 1141 | Train Loss: 1.31824 | Test Loss: 1.32015 | analysis_confidence: 0.158449 | CL: 0.0404728 | ln_CD: 0.0785489 | CM: 0.00706216 | Top_Xtr: 0.0400325 | Bot_Xtr: 0.0483378 +Loss contributors: + s_ln_CD : 0.330802 + s_CL : 0.288774 + s_analysis_confidence : 0.228052 + s_CM : 0.139092 + s_Bot_Xtr : 0.0391704 + s_Top_Xtr : 0.0285361 + s_upper_bl_H_22 : 0.00364231 + s_lower_bl_H_0 : 0.00360636 + s_upper_bl_H_21 : 0.00359637 + s_upper_bl_H_31 : 0.00359097 +Epoch: 1142 | Train Loss: 1.31822 | Test Loss: 1.32354 | analysis_confidence: 0.157998 | CL: 0.0405618 | ln_CD: 0.0791226 | CM: 0.00706181 | Top_Xtr: 0.0401144 | Bot_Xtr: 0.0483738 +Loss contributors: + s_ln_CD : 0.333205 + s_CL : 0.289637 + s_analysis_confidence : 0.228273 + s_CM : 0.139067 + s_Bot_Xtr : 0.0392278 + s_Top_Xtr : 0.028637 + s_upper_bl_H_22 : 0.0036324 + s_lower_bl_H_0 : 0.00361252 + s_upper_bl_H_31 : 0.00359978 + s_upper_bl_H_21 : 0.00359369 +Epoch: 1143 | Train Loss: 1.31806 | Test Loss: 1.32681 | analysis_confidence: 0.157665 | CL: 0.0404757 | ln_CD: 0.0800903 | CM: 0.00706719 | Top_Xtr: 0.0401279 | Bot_Xtr: 0.0484519 +Loss contributors: + s_ln_CD : 0.337432 + s_CL : 0.288777 + s_analysis_confidence : 0.227944 + s_CM : 0.139199 + s_Bot_Xtr : 0.0392793 + s_Top_Xtr : 0.0286103 + s_upper_bl_H_22 : 0.00364768 + s_lower_bl_H_0 : 0.00361334 + s_upper_bl_H_21 : 0.00360426 + s_upper_bl_H_31 : 0.00359185 +Epoch: 1144 | Train Loss: 1.31811 | Test Loss: 1.32308 | analysis_confidence: 0.157436 | CL: 0.0406406 | ln_CD: 0.0789492 | CM: 0.00708964 | Top_Xtr: 0.0404027 | Bot_Xtr: 0.0488392 +Loss contributors: + s_ln_CD : 0.332163 + s_CL : 0.289596 + s_analysis_confidence : 0.22796 + s_CM : 0.139647 + s_Bot_Xtr : 0.0393729 + s_Top_Xtr : 0.0287896 + s_upper_bl_H_22 : 0.00362672 + s_lower_bl_H_0 : 0.00361302 + s_upper_bl_H_31 : 0.00360068 + s_upper_bl_H_21 : 0.00358608 +Epoch: 1145 | Train Loss: 1.31811 | Test Loss: 1.31964 | analysis_confidence: 0.157844 | CL: 0.0404767 | ln_CD: 0.0783634 | CM: 0.00708022 | Top_Xtr: 0.0401075 | Bot_Xtr: 0.0483876 +Loss contributors: + s_ln_CD : 0.330329 + s_CL : 0.288662 + s_analysis_confidence : 0.227867 + s_CM : 0.139453 + s_Bot_Xtr : 0.0392468 + s_Top_Xtr : 0.0286246 + s_upper_bl_H_22 : 0.00364051 + s_lower_bl_H_0 : 0.00361917 + s_upper_bl_H_21 : 0.0036046 + s_upper_bl_H_31 : 0.0036031 +Epoch: 1146 | Train Loss: 1.31809 | Test Loss: 1.32214 | analysis_confidence: 0.158323 | CL: 0.0404617 | ln_CD: 0.0790334 | CM: 0.00704514 | Top_Xtr: 0.0401534 | Bot_Xtr: 0.0484578 +Loss contributors: + s_ln_CD : 0.333419 + s_CL : 0.288406 + s_analysis_confidence : 0.228094 + s_CM : 0.138689 + s_Bot_Xtr : 0.0393041 + s_Top_Xtr : 0.0286619 + s_upper_bl_H_22 : 0.00363893 + s_lower_bl_H_0 : 0.00360907 + s_upper_bl_H_21 : 0.00359149 + s_upper_bl_H_31 : 0.00358881 +Epoch: 1147 | Train Loss: 1.31804 | Test Loss: 1.31905 | analysis_confidence: 0.157978 | CL: 0.0404606 | ln_CD: 0.0783578 | CM: 0.00706951 | Top_Xtr: 0.0400841 | Bot_Xtr: 0.0483554 +Loss contributors: + s_ln_CD : 0.330238 + s_CL : 0.288475 + s_analysis_confidence : 0.227871 + s_CM : 0.139255 + s_Bot_Xtr : 0.0392464 + s_Top_Xtr : 0.0286007 + s_upper_bl_H_22 : 0.00363909 + s_lower_bl_H_0 : 0.00361545 + s_upper_bl_H_21 : 0.00360189 + s_upper_bl_H_31 : 0.00359147 +Epoch: 1148 | Train Loss: 1.31803 | Test Loss: 1.32349 | analysis_confidence: 0.157348 | CL: 0.0404822 | ln_CD: 0.0792709 | CM: 0.00706037 | Top_Xtr: 0.0402741 | Bot_Xtr: 0.0486569 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s_analysis_confidence : 0.228032 + s_CM : 0.138794 + s_Bot_Xtr : 0.0391907 + s_Top_Xtr : 0.028586 + s_upper_bl_H_22 : 0.0036407 + s_lower_bl_H_0 : 0.00360892 + s_upper_bl_H_21 : 0.00360596 + s_upper_bl_H_31 : 0.0035968 +Epoch: 1151 | Train Loss: 1.31783 | Test Loss: 1.32181 | analysis_confidence: 0.157613 | CL: 0.0405107 | ln_CD: 0.0787655 | CM: 0.00708937 | Top_Xtr: 0.0403287 | Bot_Xtr: 0.0485689 +Loss contributors: + s_ln_CD : 0.331735 + s_CL : 0.289028 + s_analysis_confidence : 0.227951 + s_CM : 0.139673 + s_Bot_Xtr : 0.0392899 + s_Top_Xtr : 0.0287074 + s_upper_bl_H_22 : 0.00363862 + s_lower_bl_H_0 : 0.00361342 + s_upper_bl_H_21 : 0.00359568 + s_upper_bl_H_31 : 0.00359216 +Epoch: 1152 | Train Loss: 1.31783 | Test Loss: 1.32053 | analysis_confidence: 0.157932 | CL: 0.040451 | ln_CD: 0.0787153 | CM: 0.00706011 | Top_Xtr: 0.0401091 | Bot_Xtr: 0.0484552 +Loss contributors: + s_ln_CD : 0.33188 + s_CL : 0.288339 + s_analysis_confidence : 0.227969 + s_CM : 0.139043 + s_Bot_Xtr : 0.0392096 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0.00361348 + s_upper_bl_H_21 : 0.00360392 + s_upper_bl_H_31 : 0.00360012 +Epoch: 1155 | Train Loss: 1.31778 | Test Loss: 1.32035 | analysis_confidence: 0.157711 | CL: 0.0405879 | ln_CD: 0.0784697 | CM: 0.00707211 | Top_Xtr: 0.0401123 | Bot_Xtr: 0.0483536 +Loss contributors: + s_ln_CD : 0.330434 + s_CL : 0.289648 + s_analysis_confidence : 0.227977 + s_CM : 0.139287 + s_Bot_Xtr : 0.0392216 + s_Top_Xtr : 0.0286208 + s_upper_bl_H_22 : 0.00363308 + s_upper_bl_H_31 : 0.00360392 + s_lower_bl_H_0 : 0.00360126 + s_upper_bl_H_21 : 0.00359665 +Epoch: 1156 | Train Loss: 1.31779 | Test Loss: 1.32032 | analysis_confidence: 0.156712 | CL: 0.0405064 | ln_CD: 0.0784879 | CM: 0.00705563 | Top_Xtr: 0.0401487 | Bot_Xtr: 0.0483918 +Loss contributors: + s_ln_CD : 0.331004 + s_CL : 0.28896 + s_analysis_confidence : 0.228074 + s_CM : 0.138947 + s_Bot_Xtr : 0.0392455 + s_Top_Xtr : 0.0286477 + s_upper_bl_H_22 : 0.00363103 + s_upper_bl_H_31 : 0.00361535 + s_lower_bl_H_0 : 0.00360847 + s_upper_bl_H_21 : 0.00359253 +Epoch: 1157 | Train Loss: 1.31776 | Test Loss: 1.3246 | analysis_confidence: 0.157678 | CL: 0.0404277 | ln_CD: 0.0797873 | CM: 0.00706635 | Top_Xtr: 0.0400824 | Bot_Xtr: 0.0483477 +Loss contributors: + s_ln_CD : 0.336032 + s_CL : 0.288202 + s_analysis_confidence : 0.227917 + s_CM : 0.139157 + s_Bot_Xtr : 0.0392105 + s_Top_Xtr : 0.0286212 + s_upper_bl_H_22 : 0.00364041 + s_lower_bl_H_0 : 0.00360383 + s_upper_bl_H_21 : 0.00359761 + s_upper_bl_H_31 : 0.00359729 +Epoch: 1158 | Train Loss: 1.31766 | Test Loss: 1.32079 | analysis_confidence: 0.157586 | CL: 0.0404067 | ln_CD: 0.0788107 | CM: 0.00706754 | Top_Xtr: 0.0401439 | Bot_Xtr: 0.0485013 +Loss contributors: + s_ln_CD : 0.332362 + s_CL : 0.288056 + s_analysis_confidence : 0.227949 + s_CM : 0.139193 + s_Bot_Xtr : 0.0392691 + s_Top_Xtr : 0.0286311 + s_upper_bl_H_22 : 0.00363725 + s_lower_bl_H_0 : 0.00361052 + s_upper_bl_H_31 : 0.00360516 + s_upper_bl_H_21 : 0.00359887 +Epoch: 1159 | Train Loss: 1.31771 | Test Loss: 1.31929 | 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0.00708655 | Top_Xtr: 0.0400776 | Bot_Xtr: 0.0483071 +Loss contributors: + s_ln_CD : 0.330378 + s_CL : 0.288822 + s_analysis_confidence : 0.22776 + s_CM : 0.139617 + s_Bot_Xtr : 0.0391279 + s_Top_Xtr : 0.0285602 + s_upper_bl_H_22 : 0.00363589 + s_lower_bl_H_0 : 0.00361932 + s_upper_bl_H_21 : 0.0036048 + s_upper_bl_H_31 : 0.00360299 +Epoch: 1162 | Train Loss: 1.31756 | Test Loss: 1.31848 | analysis_confidence: 0.157353 | CL: 0.0404065 | ln_CD: 0.0783817 | CM: 0.00705614 | Top_Xtr: 0.0401377 | Bot_Xtr: 0.0484935 +Loss contributors: + s_ln_CD : 0.330147 + s_CL : 0.288192 + s_analysis_confidence : 0.227986 + s_CM : 0.138956 + s_Bot_Xtr : 0.0392397 + s_Top_Xtr : 0.0286011 + s_upper_bl_H_22 : 0.00364147 + s_upper_bl_H_21 : 0.00360238 + s_upper_bl_H_31 : 0.00359638 + s_lower_bl_H_0 : 0.00359539 +Epoch: 1163 | Train Loss: 1.31752 | Test Loss: 1.31925 | analysis_confidence: 0.157313 | CL: 0.0404092 | ln_CD: 0.0786029 | CM: 0.00706597 | Top_Xtr: 0.0400184 | Bot_Xtr: 0.0483194 +Loss contributors: 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s_upper_bl_H_22 : 0.00362623 + s_upper_bl_H_31 : 0.00361557 + s_lower_bl_H_0 : 0.00361019 + s_upper_bl_H_21 : 0.00358385 +Epoch: 1168 | Train Loss: 1.31739 | Test Loss: 1.32162 | analysis_confidence: 0.157129 | CL: 0.0404897 | ln_CD: 0.0790768 | CM: 0.00705774 | Top_Xtr: 0.0402725 | Bot_Xtr: 0.0485285 +Loss contributors: + s_ln_CD : 0.332604 + s_CL : 0.288605 + s_analysis_confidence : 0.228133 + s_CM : 0.139001 + s_Bot_Xtr : 0.0393266 + s_Top_Xtr : 0.0287216 + s_upper_bl_H_22 : 0.00363606 + s_lower_bl_H_0 : 0.00360745 + s_upper_bl_H_21 : 0.00359316 + s_upper_bl_H_31 : 0.00357863 +Epoch: 1169 | Train Loss: 1.31731 | Test Loss: 1.32097 | analysis_confidence: 0.15745 | CL: 0.0405102 | ln_CD: 0.0788235 | CM: 0.00705023 | Top_Xtr: 0.0401082 | Bot_Xtr: 0.0484166 +Loss contributors: + s_ln_CD : 0.332022 + s_CL : 0.289007 + s_analysis_confidence : 0.227854 + s_CM : 0.138815 + s_Bot_Xtr : 0.0391767 + s_Top_Xtr : 0.0286022 + s_upper_bl_H_22 : 0.00364298 + s_lower_bl_H_0 : 0.00361318 + s_upper_bl_H_21 : 0.00360378 + s_upper_bl_H_31 : 0.00359998 +Epoch: 1170 | Train Loss: 1.31722 | Test Loss: 1.32089 | analysis_confidence: 0.157388 | CL: 0.0404532 | ln_CD: 0.078794 | CM: 0.00707054 | Top_Xtr: 0.0401988 | Bot_Xtr: 0.0485775 +Loss contributors: + s_ln_CD : 0.332184 + s_CL : 0.28852 + s_analysis_confidence : 0.227746 + s_CM : 0.139289 + s_Bot_Xtr : 0.0392323 + s_Top_Xtr : 0.0286068 + s_upper_bl_H_22 : 0.0036375 + s_lower_bl_H_0 : 0.00361155 + s_upper_bl_H_31 : 0.00360275 + s_upper_bl_H_21 : 0.0036014 +Epoch: 1171 | Train Loss: 1.31724 | Test Loss: 1.31842 | analysis_confidence: 0.157307 | CL: 0.0403735 | ln_CD: 0.078425 | CM: 0.00706333 | Top_Xtr: 0.040062 | Bot_Xtr: 0.0483864 +Loss contributors: + s_ln_CD : 0.330385 + s_CL : 0.287872 + s_analysis_confidence : 0.227883 + s_CM : 0.139104 + s_Bot_Xtr : 0.0391905 + s_Top_Xtr : 0.0285701 + s_upper_bl_H_22 : 0.00363563 + s_lower_bl_H_0 : 0.0036103 + s_upper_bl_H_21 : 0.00359845 + s_upper_bl_H_31 : 0.00359649 +Epoch: 1172 | Train Loss: 1.31722 | Test Loss: 1.31919 | analysis_confidence: 0.15674 | CL: 0.0403901 | ln_CD: 0.0786483 | CM: 0.00706428 | Top_Xtr: 0.0401274 | Bot_Xtr: 0.0484419 +Loss contributors: + s_ln_CD : 0.331049 + s_CL : 0.288023 + s_analysis_confidence : 0.227864 + s_CM : 0.139159 + s_Bot_Xtr : 0.0392967 + s_Top_Xtr : 0.0286506 + s_upper_bl_H_22 : 0.00362268 + s_upper_bl_H_31 : 0.00360662 + s_lower_bl_H_0 : 0.00360419 + s_upper_bl_H_21 : 0.00358474 +Epoch: 1173 | Train Loss: 1.31711 | Test Loss: 1.32564 | analysis_confidence: 0.157179 | CL: 0.040762 | ln_CD: 0.0798509 | CM: 0.00705717 | Top_Xtr: 0.0401192 | Bot_Xtr: 0.0485393 +Loss contributors: + s_ln_CD : 0.33569 + s_CL : 0.290248 + s_analysis_confidence : 0.227792 + s_CM : 0.138942 + s_Bot_Xtr : 0.0392509 + s_Top_Xtr : 0.0285956 + s_upper_bl_H_22 : 0.00362952 + s_lower_bl_H_0 : 0.0036088 + s_upper_bl_H_31 : 0.00360148 + s_upper_bl_H_21 : 0.00359209 +Epoch: 1174 | Train Loss: 1.31714 | Test Loss: 1.32127 | analysis_confidence: 0.157897 | CL: 0.0404792 | ln_CD: 0.0790786 | CM: 0.00705049 | Top_Xtr: 0.0401211 | Bot_Xtr: 0.0485489 +Loss contributors: + s_ln_CD : 0.332822 + s_CL : 0.288686 + s_analysis_confidence : 0.227806 + s_CM : 0.138793 + s_Bot_Xtr : 0.0392349 + s_Top_Xtr : 0.0285676 + s_upper_bl_H_22 : 0.00364539 + s_lower_bl_H_0 : 0.00361328 + s_upper_bl_H_21 : 0.00360838 + s_upper_bl_H_31 : 0.00359229 +Epoch: 1175 | Train Loss: 1.31723 | Test Loss: 1.31994 | analysis_confidence: 0.157762 | CL: 0.0403756 | ln_CD: 0.078784 | CM: 0.00708237 | Top_Xtr: 0.0402451 | Bot_Xtr: 0.0485677 +Loss contributors: + s_ln_CD : 0.331652 + s_CL : 0.28785 + s_analysis_confidence : 0.227795 + s_CM : 0.139536 + s_Bot_Xtr : 0.0392667 + s_Top_Xtr : 0.0286413 + s_upper_bl_H_22 : 0.00363497 + s_lower_bl_H_0 : 0.00361567 + s_upper_bl_H_21 : 0.00359492 + s_upper_bl_H_31 : 0.0035929 +Epoch: 1176 | Train Loss: 1.3171 | Test Loss: 1.31922 | analysis_confidence: 0.157841 | CL: 0.0404669 | ln_CD: 0.0785418 | CM: 0.00706589 | Top_Xtr: 0.0401152 | Bot_Xtr: 0.0484 +Loss contributors: + s_ln_CD : 0.330847 + s_CL : 0.288519 + s_analysis_confidence : 0.227797 + s_CM : 0.139169 + s_Bot_Xtr : 0.039151 + s_Top_Xtr : 0.0286233 + s_upper_bl_H_22 : 0.00363421 + s_lower_bl_H_0 : 0.00361512 + s_upper_bl_H_31 : 0.0035961 + s_upper_bl_H_21 : 0.00359414 +Epoch: 1177 | Train Loss: 1.31717 | Test Loss: 1.32163 | analysis_confidence: 0.157548 | CL: 0.0404675 | ln_CD: 0.0788089 | CM: 0.00710385 | Top_Xtr: 0.0401187 | Bot_Xtr: 0.0483774 +Loss contributors: + s_ln_CD : 0.331787 + s_CL : 0.288802 + s_analysis_confidence : 0.22768 + s_CM : 0.140016 + s_Bot_Xtr : 0.0392081 + s_Top_Xtr : 0.0286059 + s_upper_bl_H_22 : 0.00364486 + s_upper_bl_H_21 : 0.00361154 + s_lower_bl_H_0 : 0.00361139 + s_upper_bl_H_31 : 0.00360213 +Epoch: 1178 | Train Loss: 1.31713 | Test Loss: 1.31973 | analysis_confidence: 0.158371 | CL: 0.0404393 | ln_CD: 0.0786407 | CM: 0.00706672 | Top_Xtr: 0.0400503 | Bot_Xtr: 0.0483922 +Loss contributors: + s_ln_CD : 0.331257 + s_CL : 0.288463 + s_analysis_confidence : 0.227949 + s_CM : 0.139148 + s_Bot_Xtr : 0.0391828 + s_Top_Xtr : 0.0285518 + s_upper_bl_H_22 : 0.00363729 + s_lower_bl_H_0 : 0.00361194 + s_upper_bl_H_21 : 0.00360496 + s_upper_bl_H_31 : 0.00360013 +Epoch: 1179 | Train Loss: 1.31709 | Test Loss: 1.32107 | analysis_confidence: 0.157842 | CL: 0.0404348 | ln_CD: 0.0790812 | CM: 0.00706515 | Top_Xtr: 0.0400471 | Bot_Xtr: 0.0483625 +Loss contributors: + s_ln_CD : 0.332835 + s_CL : 0.288177 + s_analysis_confidence : 0.227909 + s_CM : 0.139145 + s_Bot_Xtr : 0.0391738 + s_Top_Xtr : 0.0285545 + s_upper_bl_H_22 : 0.00364532 + s_lower_bl_H_0 : 0.00361033 + s_upper_bl_H_21 : 0.00359683 + s_upper_bl_H_31 : 0.00358519 +Epoch: 1180 | Train Loss: 1.31698 | Test Loss: 1.32468 | analysis_confidence: 0.157461 | CL: 0.0404034 | ln_CD: 0.0799391 | CM: 0.0070673 | Top_Xtr: 0.0401328 | Bot_Xtr: 0.0484355 +Loss contributors: + s_ln_CD : 0.336323 + s_CL : 0.288048 + s_analysis_confidence : 0.22799 + s_CM : 0.139196 + s_Bot_Xtr : 0.0392006 + s_Top_Xtr : 0.0286392 + s_upper_bl_H_22 : 0.00363732 + s_lower_bl_H_0 : 0.00360614 + s_upper_bl_H_21 : 0.00359311 + s_upper_bl_H_31 : 0.00358087 +Epoch: 1181 | Train Loss: 1.31695 | Test Loss: 1.32165 | analysis_confidence: 0.157354 | CL: 0.0405434 | ln_CD: 0.0789564 | CM: 0.00706502 | Top_Xtr: 0.040115 | Bot_Xtr: 0.0483815 +Loss contributors: + s_ln_CD : 0.332291 + s_CL : 0.289271 + s_analysis_confidence : 0.227817 + s_CM : 0.13915 + s_Bot_Xtr : 0.039195 + s_Top_Xtr : 0.0286152 + s_upper_bl_H_22 : 0.00363208 + s_lower_bl_H_0 : 0.00361517 + s_upper_bl_H_21 : 0.00358919 + s_upper_bl_H_31 : 0.0035778 +Epoch: 1182 | Train Loss: 1.31705 | Test Loss: 1.31817 | analysis_confidence: 0.157985 | CL: 0.0404516 | ln_CD: 0.0783636 | CM: 0.00705873 | Top_Xtr: 0.0400557 | Bot_Xtr: 0.0483605 +Loss contributors: + s_ln_CD : 0.33027 + s_CL : 0.288306 + s_analysis_confidence : 0.227715 + s_CM : 0.138997 + s_Bot_Xtr : 0.0391541 + s_Top_Xtr : 0.028567 + s_upper_bl_H_22 : 0.00364143 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s_upper_bl_H_31 : 0.00358299 +Epoch: 1185 | Train Loss: 1.31696 | Test Loss: 1.31839 | analysis_confidence: 0.157386 | CL: 0.0404513 | ln_CD: 0.0783732 | CM: 0.00705716 | Top_Xtr: 0.0401974 | Bot_Xtr: 0.0483991 +Loss contributors: + s_ln_CD : 0.330457 + s_CL : 0.288282 + s_analysis_confidence : 0.227749 + s_CM : 0.138948 + s_Bot_Xtr : 0.0391771 + s_Top_Xtr : 0.0286406 + s_upper_bl_H_22 : 0.00363239 + s_lower_bl_H_0 : 0.00360876 + s_upper_bl_H_31 : 0.00359381 + s_upper_bl_H_21 : 0.00359089 +Epoch: 1186 | Train Loss: 1.31681 | Test Loss: 1.32183 | analysis_confidence: 0.156703 | CL: 0.040419 | ln_CD: 0.0790983 | CM: 0.00706153 | Top_Xtr: 0.0401079 | Bot_Xtr: 0.0484029 +Loss contributors: + s_ln_CD : 0.334045 + s_CL : 0.288146 + s_analysis_confidence : 0.227702 + s_CM : 0.139058 + s_Bot_Xtr : 0.0391635 + s_Top_Xtr : 0.0285917 + s_upper_bl_H_22 : 0.00364258 + s_lower_bl_H_0 : 0.00360805 + s_upper_bl_H_21 : 0.00360548 + s_upper_bl_H_31 : 0.00359867 +Epoch: 1187 | Train Loss: 1.31684 | Test Loss: 1.32155 | analysis_confidence: 0.157596 | CL: 0.0403968 | ln_CD: 0.0792608 | CM: 0.00707625 | Top_Xtr: 0.0401829 | Bot_Xtr: 0.0484558 +Loss contributors: + s_ln_CD : 0.333282 + s_CL : 0.288001 + s_analysis_confidence : 0.227793 + s_CM : 0.139384 + s_Bot_Xtr : 0.0392405 + s_Top_Xtr : 0.0286664 + s_upper_bl_H_22 : 0.00363476 + s_lower_bl_H_0 : 0.00361985 + s_upper_bl_H_21 : 0.00359721 + s_upper_bl_H_31 : 0.00359003 +Epoch: 1188 | Train Loss: 1.31673 | Test Loss: 1.31953 | analysis_confidence: 0.157627 | CL: 0.0404146 | ln_CD: 0.0788055 | CM: 0.0070546 | Top_Xtr: 0.0401124 | Bot_Xtr: 0.048365 +Loss contributors: + s_ln_CD : 0.331808 + s_CL : 0.288169 + s_analysis_confidence : 0.227721 + s_CM : 0.138922 + s_Bot_Xtr : 0.0391754 + s_Top_Xtr : 0.0286145 + s_upper_bl_H_22 : 0.00364165 + s_lower_bl_H_0 : 0.00361657 + s_upper_bl_H_21 : 0.00360304 + s_upper_bl_H_31 : 0.00358003 +Epoch: 1189 | Train Loss: 1.31676 | Test Loss: 1.31999 | analysis_confidence: 0.15709 | CL: 0.0403617 | ln_CD: 0.0789462 | CM: 0.00704747 | Top_Xtr: 0.0401132 | Bot_Xtr: 0.0484123 +Loss contributors: + s_ln_CD : 0.332769 + s_CL : 0.287763 + s_analysis_confidence : 0.227724 + s_CM : 0.138728 + s_Bot_Xtr : 0.0391544 + s_Top_Xtr : 0.0285918 + s_upper_bl_H_22 : 0.00364381 + s_lower_bl_H_0 : 0.0036137 + s_upper_bl_H_21 : 0.00360161 + s_upper_bl_H_31 : 0.00358129 +Epoch: 1190 | Train Loss: 1.31682 | Test Loss: 1.32105 | analysis_confidence: 0.157506 | CL: 0.0405118 | ln_CD: 0.0790354 | CM: 0.00705727 | Top_Xtr: 0.0400479 | Bot_Xtr: 0.0483292 +Loss contributors: + s_ln_CD : 0.332602 + s_CL : 0.288837 + s_analysis_confidence : 0.22777 + s_CM : 0.138976 + s_Bot_Xtr : 0.0390886 + s_Top_Xtr : 0.0285428 + s_upper_bl_H_22 : 0.00363754 + s_lower_bl_H_0 : 0.00360959 + s_upper_bl_H_21 : 0.003597 + s_upper_bl_H_31 : 0.00359157 +Epoch: 1191 | Train Loss: 1.31674 | Test Loss: 1.32303 | analysis_confidence: 0.156773 | CL: 0.040702 | ln_CD: 0.0789727 | CM: 0.00706012 | Top_Xtr: 0.0402585 | Bot_Xtr: 0.0484647 +Loss 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s_analysis_confidence : 0.227752 + s_CM : 0.13891 + s_Bot_Xtr : 0.039172 + s_Top_Xtr : 0.0285937 + s_upper_bl_H_22 : 0.00362943 + s_lower_bl_H_0 : 0.00361301 + s_upper_bl_H_31 : 0.0035977 + s_upper_bl_H_21 : 0.00358754 +Epoch: 1194 | Train Loss: 1.31661 | Test Loss: 1.31853 | analysis_confidence: 0.15758 | CL: 0.0403824 | ln_CD: 0.0787498 | CM: 0.00704526 | Top_Xtr: 0.0400717 | Bot_Xtr: 0.0482645 +Loss contributors: + s_ln_CD : 0.33131 + s_CL : 0.287953 + s_analysis_confidence : 0.227695 + s_CM : 0.138686 + s_Bot_Xtr : 0.039093 + s_Top_Xtr : 0.0285877 + s_upper_bl_H_22 : 0.00365068 + s_upper_bl_H_21 : 0.00360968 + s_lower_bl_H_0 : 0.00360555 + s_upper_bl_H_31 : 0.00358632 +Epoch: 1195 | Train Loss: 1.31662 | Test Loss: 1.31896 | analysis_confidence: 0.156097 | CL: 0.0404585 | ln_CD: 0.0785839 | CM: 0.00705327 | Top_Xtr: 0.0402115 | Bot_Xtr: 0.0485944 +Loss contributors: + s_ln_CD : 0.331028 + s_CL : 0.288256 + s_analysis_confidence : 0.227751 + s_CM : 0.13885 + s_Bot_Xtr : 0.0392267 + s_Top_Xtr : 0.028621 + s_upper_bl_H_22 : 0.00364562 + s_lower_bl_H_0 : 0.00361173 + s_upper_bl_H_21 : 0.00360688 + s_upper_bl_H_31 : 0.00358959 +Epoch: 1196 | Train Loss: 1.31663 | Test Loss: 1.32163 | analysis_confidence: 0.156965 | CL: 0.0405844 | ln_CD: 0.0790154 | CM: 0.00705699 | Top_Xtr: 0.0400633 | Bot_Xtr: 0.0484684 +Loss contributors: + s_ln_CD : 0.332898 + s_CL : 0.289244 + s_analysis_confidence : 0.22771 + s_CM : 0.138922 + s_Bot_Xtr : 0.0391219 + s_Top_Xtr : 0.0285655 + s_upper_bl_H_22 : 0.00364001 + s_lower_bl_H_0 : 0.00360581 + s_upper_bl_H_31 : 0.00360504 + s_upper_bl_H_21 : 0.00359508 +Epoch: 1197 | Train Loss: 1.31663 | Test Loss: 1.32488 | analysis_confidence: 0.157128 | CL: 0.0404029 | ln_CD: 0.0800726 | CM: 0.00705836 | Top_Xtr: 0.040014 | Bot_Xtr: 0.0482208 +Loss contributors: + s_ln_CD : 0.337038 + s_CL : 0.288184 + s_analysis_confidence : 0.227818 + s_CM : 0.138975 + s_Bot_Xtr : 0.0390825 + s_Top_Xtr : 0.0285372 + s_upper_bl_H_22 : 0.00364409 + s_lower_bl_H_0 : 0.00361832 + s_upper_bl_H_21 : 0.00360474 + s_upper_bl_H_31 : 0.00359014 +Epoch: 1198 | Train Loss: 1.31659 | Test Loss: 1.31913 | analysis_confidence: 0.157744 | CL: 0.0404221 | ln_CD: 0.0786374 | CM: 0.00706569 | Top_Xtr: 0.0401286 | Bot_Xtr: 0.0483394 +Loss contributors: + s_ln_CD : 0.331372 + s_CL : 0.287975 + s_analysis_confidence : 0.227741 + s_CM : 0.139152 + s_Bot_Xtr : 0.0391015 + s_Top_Xtr : 0.0285875 + s_upper_bl_H_22 : 0.00364007 + s_lower_bl_H_0 : 0.00359764 + s_upper_bl_H_21 : 0.00359392 + s_upper_bl_H_31 : 0.00358658 +Epoch: 1199 | Train Loss: 1.31654 | Test Loss: 1.32142 | analysis_confidence: 0.158183 | CL: 0.0405454 | ln_CD: 0.0788947 | CM: 0.00707726 | Top_Xtr: 0.0400947 | Bot_Xtr: 0.0484511 +Loss contributors: + s_ln_CD : 0.332082 + s_CL : 0.289328 + s_analysis_confidence : 0.22776 + s_CM : 0.139389 + s_Bot_Xtr : 0.039123 + s_Top_Xtr : 0.0285755 + s_upper_bl_H_22 : 0.00363816 + s_lower_bl_H_0 : 0.00360836 + s_upper_bl_H_21 : 0.00359747 + s_upper_bl_H_31 : 0.00359613 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analysis_confidence: 0.157086 | CL: 0.0403964 | ln_CD: 0.078667 | CM: 0.00703616 | Top_Xtr: 0.0400815 | Bot_Xtr: 0.0482496 +Loss contributors: + s_ln_CD : 0.331337 + s_CL : 0.288127 + s_analysis_confidence : 0.227704 + s_CM : 0.138513 + s_Bot_Xtr : 0.039058 + s_Top_Xtr : 0.0285893 + s_upper_bl_H_22 : 0.00363898 + s_lower_bl_H_0 : 0.00360636 + s_upper_bl_H_21 : 0.00359367 + s_upper_bl_H_31 : 0.0035836 +Epoch: 1203 | Train Loss: 1.31643 | Test Loss: 1.32011 | analysis_confidence: 0.157191 | CL: 0.040511 | ln_CD: 0.0788453 | CM: 0.00704701 | Top_Xtr: 0.0401107 | Bot_Xtr: 0.0483486 +Loss contributors: + s_ln_CD : 0.332042 + s_CL : 0.288682 + s_analysis_confidence : 0.227617 + s_CM : 0.13875 + s_Bot_Xtr : 0.0391713 + s_Top_Xtr : 0.0286018 + s_upper_bl_H_22 : 0.00363794 + s_lower_bl_H_0 : 0.00361636 + s_upper_bl_H_21 : 0.00360187 + s_upper_bl_H_31 : 0.00359167 +Epoch: 1204 | Train Loss: 1.31646 | Test Loss: 1.32003 | analysis_confidence: 0.157337 | CL: 0.0406641 | ln_CD: 0.0786522 | CM: 0.00705412 | Top_Xtr: 0.0400552 | Bot_Xtr: 0.0482676 +Loss contributors: + s_ln_CD : 0.331012 + s_CL : 0.289823 + s_analysis_confidence : 0.227643 + s_CM : 0.138897 + s_Bot_Xtr : 0.0391146 + s_Top_Xtr : 0.0285823 + s_upper_bl_H_22 : 0.0036307 + s_lower_bl_H_0 : 0.00361074 + s_upper_bl_H_21 : 0.00358312 + s_upper_bl_H_31 : 0.00358309 +Epoch: 1205 | Train Loss: 1.31638 | Test Loss: 1.31916 | analysis_confidence: 0.156993 | CL: 0.0404952 | ln_CD: 0.07874 | CM: 0.0070396 | Top_Xtr: 0.0401109 | Bot_Xtr: 0.0482172 +Loss contributors: + s_ln_CD : 0.331614 + s_CL : 0.288647 + s_analysis_confidence : 0.227716 + s_CM : 0.13857 + s_Bot_Xtr : 0.0390575 + s_Top_Xtr : 0.0286115 + s_upper_bl_H_22 : 0.00364344 + s_lower_bl_H_0 : 0.00359648 + s_upper_bl_H_21 : 0.0035962 + s_upper_bl_H_23 : 0.00357951 +Epoch: 1206 | Train Loss: 1.31633 | Test Loss: 1.31931 | analysis_confidence: 0.157335 | CL: 0.0405407 | ln_CD: 0.0784998 | CM: 0.00706448 | Top_Xtr: 0.0401298 | Bot_Xtr: 0.0484206 +Loss contributors: + s_ln_CD : 0.330734 + s_CL : 0.289052 + s_analysis_confidence : 0.227507 + s_CM : 0.139082 + s_Bot_Xtr : 0.0392282 + s_Top_Xtr : 0.0286466 + s_upper_bl_H_22 : 0.00364451 + s_lower_bl_H_0 : 0.00361874 + s_upper_bl_H_21 : 0.00360123 + s_upper_bl_H_31 : 0.00357807 +Epoch: 1207 | Train Loss: 1.31636 | Test Loss: 1.32221 | analysis_confidence: 0.157431 | CL: 0.0405349 | ln_CD: 0.0792525 | CM: 0.00705501 | Top_Xtr: 0.0401208 | Bot_Xtr: 0.0483591 +Loss contributors: + s_ln_CD : 0.333923 + s_CL : 0.288959 + s_analysis_confidence : 0.227551 + s_CM : 0.138905 + s_Bot_Xtr : 0.039082 + s_Top_Xtr : 0.0286195 + s_upper_bl_H_22 : 0.00363516 + s_lower_bl_H_0 : 0.00361352 + s_upper_bl_H_21 : 0.00358535 + s_upper_bl_H_31 : 0.00357585 +Epoch: 1208 | Train Loss: 1.31622 | Test Loss: 1.32382 | analysis_confidence: 0.158448 | CL: 0.0403862 | ln_CD: 0.0797799 | CM: 0.0070536 | Top_Xtr: 0.0400651 | Bot_Xtr: 0.0484561 +Loss contributors: + s_ln_CD : 0.33589 + s_CL : 0.288151 + s_analysis_confidence : 0.227986 + s_CM : 0.138885 + s_Bot_Xtr : 0.0391367 + s_Top_Xtr : 0.0285724 + s_upper_bl_H_22 : 0.00363669 + s_lower_bl_H_0 : 0.00361616 + s_upper_bl_H_31 : 0.00359652 + s_upper_bl_H_21 : 0.00359321 +Epoch: 1209 | Train Loss: 1.31622 | Test Loss: 1.32009 | analysis_confidence: 0.156928 | CL: 0.0404288 | ln_CD: 0.0789943 | CM: 0.00706356 | Top_Xtr: 0.0401119 | Bot_Xtr: 0.0483397 +Loss contributors: + s_ln_CD : 0.332404 + s_CL : 0.288293 + s_analysis_confidence : 0.227643 + s_CM : 0.139073 + s_Bot_Xtr : 0.0390846 + s_Top_Xtr : 0.0285821 + s_upper_bl_H_22 : 0.00364026 + s_lower_bl_H_0 : 0.0036053 + s_upper_bl_H_21 : 0.00360274 + s_upper_bl_H_31 : 0.00358861 +Epoch: 1210 | Train Loss: 1.31625 | Test Loss: 1.32323 | analysis_confidence: 0.15642 | CL: 0.0404599 | ln_CD: 0.0793274 | CM: 0.00705073 | Top_Xtr: 0.0401012 | Bot_Xtr: 0.0482991 +Loss contributors: + s_ln_CD : 0.334762 + s_CL : 0.288669 + s_analysis_confidence : 0.228049 + s_CM : 0.1388 + s_Bot_Xtr : 0.0391339 + s_Top_Xtr : 0.0286025 + s_upper_bl_H_22 : 0.00365382 + s_upper_bl_H_21 : 0.00361753 + s_lower_bl_H_0 : 0.00360328 + s_upper_bl_H_31 : 0.00358332 +Epoch: 1211 | Train Loss: 1.31625 | Test Loss: 1.32371 | analysis_confidence: 0.157764 | CL: 0.0405759 | ln_CD: 0.0792133 | CM: 0.0070821 | Top_Xtr: 0.0403131 | Bot_Xtr: 0.0485299 +Loss contributors: + s_ln_CD : 0.333693 + s_CL : 0.289715 + s_analysis_confidence : 0.227892 + s_CM : 0.139533 + s_Bot_Xtr : 0.0391614 + s_Top_Xtr : 0.0286876 + s_upper_bl_H_22 : 0.00363375 + s_lower_bl_H_0 : 0.00360577 + s_upper_bl_H_31 : 0.00360361 + s_upper_bl_H_21 : 0.00359442 +Epoch: 1212 | Train Loss: 1.31625 | Test Loss: 1.32071 | analysis_confidence: 0.15712 | CL: 0.0403756 | ln_CD: 0.0791596 | CM: 0.00705185 | Top_Xtr: 0.0402087 | Bot_Xtr: 0.0485488 +Loss contributors: + s_ln_CD : 0.333454 + s_CL : 0.287867 + s_analysis_confidence : 0.227744 + s_CM : 0.138842 + s_Bot_Xtr : 0.0391905 + s_Top_Xtr : 0.0286409 + s_upper_bl_H_22 : 0.00363409 + s_lower_bl_H_0 : 0.00360323 + s_upper_bl_H_21 : 0.0035854 + s_upper_bl_H_31 : 0.00357859 +Epoch: 1213 | Train Loss: 1.31618 | Test Loss: 1.31799 | analysis_confidence: 0.157576 | CL: 0.0404103 | ln_CD: 0.0784222 | CM: 0.00705056 | Top_Xtr: 0.0401079 | Bot_Xtr: 0.0483391 +Loss contributors: + s_ln_CD : 0.330284 + s_CL : 0.288385 + s_analysis_confidence : 0.227556 + s_CM : 0.13882 + s_Bot_Xtr : 0.0391498 + s_Top_Xtr : 0.0286253 + s_upper_bl_H_22 : 0.00364285 + s_lower_bl_H_0 : 0.00361069 + s_upper_bl_H_21 : 0.00359405 + s_upper_bl_H_23 : 0.00358025 +Epoch: 1214 | Train Loss: 1.31622 | Test Loss: 1.33575 | analysis_confidence: 0.158394 | CL: 0.0403715 | ln_CD: 0.0827127 | CM: 0.00705405 | Top_Xtr: 0.0401205 | Bot_Xtr: 0.0483574 +Loss contributors: + s_ln_CD : 0.348272 + s_CL : 0.28786 + s_analysis_confidence : 0.227882 + s_CM : 0.138887 + s_Bot_Xtr : 0.0390729 + s_Top_Xtr : 0.028599 + s_upper_bl_H_22 : 0.00363495 + s_lower_bl_H_0 : 0.00360573 + s_upper_bl_H_21 : 0.00359074 + s_upper_bl_H_31 : 0.00358958 +Epoch: 1215 | Train Loss: 1.31624 | Test Loss: 1.31995 | analysis_confidence: 0.15641 | CL: 0.0403695 | ln_CD: 0.0790817 | CM: 0.00704105 | Top_Xtr: 0.0400175 | Bot_Xtr: 0.0481977 +Loss contributors: + s_ln_CD : 0.333258 + s_CL : 0.287739 + s_analysis_confidence : 0.2276 + s_CM : 0.138578 + s_Bot_Xtr : 0.039018 + s_Top_Xtr : 0.0285356 + s_upper_bl_H_22 : 0.00364581 + s_upper_bl_H_21 : 0.00360555 + s_lower_bl_H_0 : 0.00359936 + s_upper_bl_H_23 : 0.00357644 +Epoch: 1216 | Train Loss: 1.31614 | Test Loss: 1.32138 | analysis_confidence: 0.156293 | CL: 0.0403891 | ln_CD: 0.0794484 | CM: 0.00704404 | Top_Xtr: 0.0400984 | Bot_Xtr: 0.0482754 +Loss contributors: + s_ln_CD : 0.334179 + s_CL : 0.288125 + s_analysis_confidence : 0.227734 + s_CM : 0.138664 + s_Bot_Xtr : 0.0390534 + s_Top_Xtr : 0.0285634 + s_upper_bl_H_22 : 0.00363078 + s_lower_bl_H_0 : 0.00360384 + s_upper_bl_H_31 : 0.00358695 + s_upper_bl_H_21 : 0.00358342 +Epoch: 1217 | Train Loss: 1.31608 | Test Loss: 1.32102 | analysis_confidence: 0.156927 | CL: 0.0404004 | ln_CD: 0.0792453 | CM: 0.00703635 | Top_Xtr: 0.0400299 | Bot_Xtr: 0.0482418 +Loss contributors: + s_ln_CD : 0.333677 + s_CL : 0.288225 + s_analysis_confidence : 0.227701 + s_CM : 0.138501 + s_Bot_Xtr : 0.0390519 + s_Top_Xtr : 0.0285464 + s_upper_bl_H_22 : 0.00363668 + s_lower_bl_H_0 : 0.00360046 + s_upper_bl_H_21 : 0.00358797 + s_upper_bl_H_31 : 0.00357622 +Epoch: 1218 | Train Loss: 1.31605 | Test Loss: 1.3186 | analysis_confidence: 0.15722 | CL: 0.0404131 | ln_CD: 0.0785496 | CM: 0.00704186 | Top_Xtr: 0.0402748 | Bot_Xtr: 0.0484582 +Loss contributors: + s_ln_CD : 0.331266 + s_CL : 0.288013 + s_analysis_confidence : 0.22768 + s_CM : 0.138625 + s_Bot_Xtr : 0.0392242 + s_Top_Xtr : 0.0287375 + s_upper_bl_H_22 : 0.0036361 + s_lower_bl_H_0 : 0.00359204 + s_upper_bl_H_21 : 0.00358592 + s_upper_bl_H_31 : 0.00358044 +Epoch: 1219 | Train Loss: 1.31604 | Test Loss: 1.31876 | analysis_confidence: 0.157139 | CL: 0.0404765 | ln_CD: 0.0786049 | CM: 0.00705001 | Top_Xtr: 0.0402208 | Bot_Xtr: 0.0485659 +Loss contributors: + s_ln_CD : 0.330966 + s_CL : 0.288453 + s_analysis_confidence : 0.227484 + s_CM : 0.138804 + s_Bot_Xtr : 0.0391669 + s_Top_Xtr : 0.0286513 + s_upper_bl_H_22 : 0.00365356 + s_upper_bl_H_21 : 0.00360888 + s_lower_bl_H_0 : 0.00360567 + s_upper_bl_H_23 : 0.00358752 +Epoch: 1220 | Train Loss: 1.31598 | Test Loss: 1.3229 | analysis_confidence: 0.157387 | CL: 0.040745 | ln_CD: 0.0788998 | CM: 0.00711504 | Top_Xtr: 0.0400698 | Bot_Xtr: 0.048306 +Loss contributors: + s_ln_CD : 0.332182 + s_CL : 0.290099 + s_analysis_confidence : 0.227726 + s_CM : 0.140192 + s_Bot_Xtr : 0.0391024 + s_Top_Xtr : 0.0285586 + s_upper_bl_H_22 : 0.00363648 + s_upper_bl_H_21 : 0.00359225 + s_upper_bl_H_31 : 0.00358575 + s_lower_bl_H_0 : 0.00358568 +Epoch: 1221 | Train Loss: 1.31598 | Test Loss: 1.32157 | analysis_confidence: 0.157049 | CL: 0.0403575 | ln_CD: 0.0795308 | CM: 0.00704359 | Top_Xtr: 0.0401162 | Bot_Xtr: 0.048344 +Loss contributors: + s_ln_CD : 0.334512 + s_CL : 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s_upper_bl_H_21 : 0.00360651 + s_lower_bl_H_0 : 0.00359173 + s_upper_bl_H_31 : 0.00357877 +Epoch: 1226 | Train Loss: 1.31582 | Test Loss: 1.31991 | analysis_confidence: 0.158263 | CL: 0.0405244 | ln_CD: 0.0788483 | CM: 0.00704418 | Top_Xtr: 0.0400368 | Bot_Xtr: 0.0482449 +Loss contributors: + s_ln_CD : 0.332405 + s_CL : 0.288832 + s_analysis_confidence : 0.227517 + s_CM : 0.138671 + s_Bot_Xtr : 0.0390408 + s_Top_Xtr : 0.0285264 + s_upper_bl_H_22 : 0.00363795 + s_lower_bl_H_0 : 0.00359984 + s_upper_bl_H_21 : 0.00359126 + s_upper_bl_H_31 : 0.00358339 +Epoch: 1227 | Train Loss: 1.31582 | Test Loss: 1.3192 | analysis_confidence: 0.157851 | CL: 0.0403527 | ln_CD: 0.0788889 | CM: 0.00704851 | Top_Xtr: 0.0401201 | Bot_Xtr: 0.0482939 +Loss contributors: + s_ln_CD : 0.332268 + s_CL : 0.287747 + s_analysis_confidence : 0.227695 + s_CM : 0.138758 + s_Bot_Xtr : 0.0391427 + s_Top_Xtr : 0.028624 + s_upper_bl_H_22 : 0.00363462 + s_lower_bl_H_0 : 0.00360674 + s_upper_bl_H_21 : 0.00358659 + s_upper_bl_H_31 : 0.00357479 +Epoch: 1228 | Train Loss: 1.31589 | Test Loss: 1.32176 | analysis_confidence: 0.158089 | CL: 0.0407827 | ln_CD: 0.0786013 | CM: 0.00710258 | Top_Xtr: 0.0401032 | Bot_Xtr: 0.048264 +Loss contributors: + s_ln_CD : 0.331122 + s_CL : 0.29051 + s_analysis_confidence : 0.227684 + s_CM : 0.139921 + s_Bot_Xtr : 0.0390781 + s_Top_Xtr : 0.0285875 + s_upper_bl_H_22 : 0.00364589 + s_upper_bl_H_21 : 0.0036058 + s_lower_bl_H_0 : 0.00359919 + s_upper_bl_H_31 : 0.00357627 +Epoch: 1229 | Train Loss: 1.31588 | Test Loss: 1.32082 | analysis_confidence: 0.157121 | CL: 0.0405918 | ln_CD: 0.0786528 | CM: 0.0070549 | Top_Xtr: 0.0399988 | Bot_Xtr: 0.0481726 +Loss contributors: + s_ln_CD : 0.332139 + s_CL : 0.289753 + s_analysis_confidence : 0.227533 + s_CM : 0.138873 + s_Bot_Xtr : 0.038989 + s_Top_Xtr : 0.0285289 + s_upper_bl_H_22 : 0.00363336 + s_lower_bl_H_0 : 0.00360709 + s_upper_bl_H_31 : 0.00360026 + s_upper_bl_H_21 : 0.00358999 +Epoch: 1230 | Train Loss: 1.31576 | Test Loss: 1.31646 | analysis_confidence: 0.15738 | CL: 0.0403942 | ln_CD: 0.0782495 | CM: 0.0070425 | Top_Xtr: 0.0401881 | Bot_Xtr: 0.0484732 +Loss contributors: + s_ln_CD : 0.329661 + s_CL : 0.28787 + s_analysis_confidence : 0.227644 + s_CM : 0.13863 + s_Bot_Xtr : 0.0392414 + s_Top_Xtr : 0.0286749 + s_upper_bl_H_22 : 0.00362975 + s_lower_bl_H_0 : 0.00360079 + s_upper_bl_H_21 : 0.00359291 + s_upper_bl_H_31 : 0.00358908 +Epoch: 1231 | Train Loss: 1.31579 | Test Loss: 1.32475 | analysis_confidence: 0.156894 | CL: 0.0405906 | ln_CD: 0.0793709 | CM: 0.00708383 | Top_Xtr: 0.040146 | Bot_Xtr: 0.0482403 +Loss contributors: + s_ln_CD : 0.335394 + s_CL : 0.289315 + s_analysis_confidence : 0.227623 + s_CM : 0.139527 + s_Bot_Xtr : 0.0390413 + s_Top_Xtr : 0.0286064 + s_upper_bl_H_22 : 0.00364717 + s_lower_bl_H_0 : 0.00360381 + s_upper_bl_H_21 : 0.00359436 + s_upper_bl_H_23 : 0.00358599 +Epoch: 1232 | Train Loss: 1.31576 | Test Loss: 1.3176 | analysis_confidence: 0.157717 | CL: 0.0403752 | ln_CD: 0.0784619 | CM: 0.00705566 | Top_Xtr: 0.040136 | Bot_Xtr: 0.048305 +Loss contributors: + s_ln_CD : 0.33057 + s_CL : 0.28796 + s_analysis_confidence : 0.227653 + s_CM : 0.138916 + s_Bot_Xtr : 0.0390777 + s_Top_Xtr : 0.0286113 + s_upper_bl_H_22 : 0.00364258 + s_lower_bl_H_0 : 0.00361093 + s_upper_bl_H_21 : 0.00360038 + s_upper_bl_H_31 : 0.00358016 +Epoch: 1233 | Train Loss: 1.31573 | Test Loss: 1.3189 | analysis_confidence: 0.157397 | CL: 0.0405353 | ln_CD: 0.0784737 | CM: 0.00706216 | Top_Xtr: 0.0401298 | Bot_Xtr: 0.0483692 +Loss contributors: + s_ln_CD : 0.330559 + s_CL : 0.288822 + s_analysis_confidence : 0.227602 + s_CM : 0.139006 + s_Bot_Xtr : 0.0390671 + s_Top_Xtr : 0.0285925 + s_upper_bl_H_22 : 0.00363705 + s_lower_bl_H_0 : 0.00360285 + s_upper_bl_H_21 : 0.00359377 + s_upper_bl_H_31 : 0.0035875 +Epoch: 1234 | Train Loss: 1.31573 | Test Loss: 1.32324 | analysis_confidence: 0.15796 | CL: 0.0403488 | ln_CD: 0.0798715 | CM: 0.00704249 | Top_Xtr: 0.0401057 | Bot_Xtr: 0.04834 +Loss 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s_upper_bl_H_21 : 0.0035878 + s_upper_bl_H_23 : 0.00357499 +Epoch: 1241 | Train Loss: 1.31558 | Test Loss: 1.31858 | analysis_confidence: 0.156208 | CL: 0.0405173 | ln_CD: 0.0783963 | CM: 0.00708078 | Top_Xtr: 0.0400212 | Bot_Xtr: 0.0482056 +Loss contributors: + s_ln_CD : 0.330277 + s_CL : 0.288965 + s_analysis_confidence : 0.227515 + s_CM : 0.13946 + s_Bot_Xtr : 0.0389996 + s_Top_Xtr : 0.0285255 + s_upper_bl_H_22 : 0.00363493 + s_lower_bl_H_0 : 0.00361105 + s_upper_bl_H_31 : 0.00359206 + s_upper_bl_H_21 : 0.00358854 +Epoch: 1242 | Train Loss: 1.31551 | Test Loss: 1.32139 | analysis_confidence: 0.156876 | CL: 0.0405562 | ln_CD: 0.0789903 | CM: 0.00707839 | Top_Xtr: 0.0400399 | Bot_Xtr: 0.0482855 +Loss contributors: + s_ln_CD : 0.333065 + s_CL : 0.288985 + s_analysis_confidence : 0.227364 + s_CM : 0.139382 + s_Bot_Xtr : 0.0390468 + s_Top_Xtr : 0.028538 + s_upper_bl_H_22 : 0.00364785 + s_upper_bl_H_21 : 0.00360872 + s_lower_bl_H_0 : 0.00360224 + s_upper_bl_H_31 : 0.00358558 +Epoch: 1243 | Train Loss: 1.31557 | Test Loss: 1.31779 | analysis_confidence: 0.157044 | CL: 0.0403684 | ln_CD: 0.0785995 | CM: 0.00705045 | Top_Xtr: 0.0402292 | Bot_Xtr: 0.0484326 +Loss contributors: + s_ln_CD : 0.331015 + s_CL : 0.287722 + s_analysis_confidence : 0.227492 + s_CM : 0.138843 + s_Bot_Xtr : 0.0390814 + s_Top_Xtr : 0.0286516 + s_upper_bl_H_22 : 0.00365049 + s_lower_bl_H_0 : 0.00361033 + s_upper_bl_H_21 : 0.00360606 + s_upper_bl_H_23 : 0.00358421 +Epoch: 1244 | Train Loss: 1.31551 | Test Loss: 1.32104 | analysis_confidence: 0.156838 | CL: 0.040415 | ln_CD: 0.0790659 | CM: 0.00705527 | Top_Xtr: 0.0399613 | Bot_Xtr: 0.0481817 +Loss contributors: + s_ln_CD : 0.333855 + s_CL : 0.288322 + s_analysis_confidence : 0.227433 + s_CM : 0.138928 + s_Bot_Xtr : 0.0389794 + s_Top_Xtr : 0.0284967 + s_upper_bl_H_22 : 0.00364165 + s_upper_bl_H_21 : 0.00359927 + s_lower_bl_H_0 : 0.00359627 + s_upper_bl_H_31 : 0.00359486 +Epoch: 1245 | Train Loss: 1.31546 | Test Loss: 1.32032 | analysis_confidence: 0.156264 | CL: 0.0404822 | ln_CD: 0.0791778 | CM: 0.00704078 | Top_Xtr: 0.0400576 | Bot_Xtr: 0.0483084 +Loss contributors: + s_ln_CD : 0.33337 + s_CL : 0.288489 + s_analysis_confidence : 0.227434 + s_CM : 0.138599 + s_Bot_Xtr : 0.0390262 + s_Top_Xtr : 0.0285562 + s_upper_bl_H_22 : 0.00363537 + s_lower_bl_H_0 : 0.00360276 + s_upper_bl_H_21 : 0.0035934 + s_upper_bl_H_31 : 0.00357903 +Epoch: 1246 | Train Loss: 1.31541 | Test Loss: 1.32006 | analysis_confidence: 0.157693 | CL: 0.040306 | ln_CD: 0.079324 | CM: 0.00704378 | Top_Xtr: 0.0400594 | Bot_Xtr: 0.0481768 +Loss contributors: + s_ln_CD : 0.333839 + s_CL : 0.287482 + s_analysis_confidence : 0.227532 + s_CM : 0.138647 + s_Bot_Xtr : 0.0389757 + s_Top_Xtr : 0.0285533 + s_upper_bl_H_22 : 0.00365371 + s_upper_bl_H_21 : 0.00361238 + s_lower_bl_H_0 : 0.00359961 + s_upper_bl_H_23 : 0.0035841 +Epoch: 1247 | Train Loss: 1.31544 | Test Loss: 1.31902 | analysis_confidence: 0.156836 | CL: 0.04044 | ln_CD: 0.0789231 | CM: 0.00703954 | Top_Xtr: 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0.00364178 + s_upper_bl_H_21 : 0.00359845 + s_lower_bl_H_0 : 0.00359663 + s_upper_bl_H_23 : 0.0035743 +Epoch: 1254 | Train Loss: 1.31529 | Test Loss: 1.31785 | analysis_confidence: 0.156916 | CL: 0.040304 | ln_CD: 0.0788264 | CM: 0.0070457 | Top_Xtr: 0.0400155 | Bot_Xtr: 0.0481218 +Loss contributors: + s_ln_CD : 0.332106 + s_CL : 0.287301 + s_analysis_confidence : 0.227455 + s_CM : 0.138724 + s_Bot_Xtr : 0.0389407 + s_Top_Xtr : 0.0285163 + s_upper_bl_H_22 : 0.00363697 + s_lower_bl_H_0 : 0.00360961 + s_upper_bl_H_31 : 0.00360209 + s_upper_bl_H_21 : 0.00359975 +Epoch: 1255 | Train Loss: 1.3152 | Test Loss: 1.32262 | analysis_confidence: 0.15782 | CL: 0.0404754 | ln_CD: 0.0798204 | CM: 0.00703759 | Top_Xtr: 0.0403748 | Bot_Xtr: 0.0484763 +Loss contributors: + s_ln_CD : 0.335549 + s_CL : 0.288378 + s_analysis_confidence : 0.227471 + s_CM : 0.138547 + s_Bot_Xtr : 0.0390251 + s_Top_Xtr : 0.0287027 + s_upper_bl_H_22 : 0.00364892 + s_lower_bl_H_0 : 0.0036112 + s_upper_bl_H_21 : 0.00360731 + s_upper_bl_H_31 : 0.00359671 +Epoch: 1256 | Train Loss: 1.31518 | Test Loss: 1.31665 | analysis_confidence: 0.157114 | CL: 0.0403592 | ln_CD: 0.0783791 | CM: 0.00704486 | Top_Xtr: 0.0400467 | Bot_Xtr: 0.0482867 +Loss contributors: + s_ln_CD : 0.330392 + s_CL : 0.287656 + s_analysis_confidence : 0.22757 + s_CM : 0.138657 + s_Bot_Xtr : 0.0390527 + s_Top_Xtr : 0.0285189 + s_upper_bl_H_22 : 0.00364405 + s_lower_bl_H_0 : 0.00360769 + s_upper_bl_H_21 : 0.00360473 + s_upper_bl_H_31 : 0.00359039 +Epoch: 1257 | Train Loss: 1.31519 | Test Loss: 1.31836 | analysis_confidence: 0.156619 | CL: 0.0403083 | ln_CD: 0.0790401 | CM: 0.0070417 | Top_Xtr: 0.0399423 | Bot_Xtr: 0.0481469 +Loss contributors: + s_ln_CD : 0.332944 + s_CL : 0.287241 + s_analysis_confidence : 0.227449 + s_CM : 0.138619 + s_Bot_Xtr : 0.0389507 + s_Top_Xtr : 0.0284784 + s_upper_bl_H_22 : 0.00363743 + s_lower_bl_H_0 : 0.00359652 + s_upper_bl_H_21 : 0.00359065 + s_upper_bl_H_31 : 0.00357775 +Epoch: 1258 | Train Loss: 1.31516 | Test Loss: 1.3168 | analysis_confidence: 0.157006 | CL: 0.040446 | ln_CD: 0.0783438 | CM: 0.00703698 | Top_Xtr: 0.0400611 | Bot_Xtr: 0.0481248 +Loss contributors: + s_ln_CD : 0.330253 + s_CL : 0.288239 + s_analysis_confidence : 0.227417 + s_CM : 0.138493 + s_Bot_Xtr : 0.0389715 + s_Top_Xtr : 0.0285727 + s_upper_bl_H_22 : 0.00364141 + s_upper_bl_H_21 : 0.00360015 + s_lower_bl_H_0 : 0.00359048 + s_upper_bl_H_31 : 0.0035854 +Epoch: 1259 | Train Loss: 1.31515 | Test Loss: 1.32159 | analysis_confidence: 0.156548 | CL: 0.0403583 | ln_CD: 0.0797148 | CM: 0.00704554 | Top_Xtr: 0.0401848 | Bot_Xtr: 0.0484303 +Loss contributors: + s_ln_CD : 0.335362 + s_CL : 0.287636 + s_analysis_confidence : 0.227587 + s_CM : 0.138681 + s_Bot_Xtr : 0.0390195 + s_Top_Xtr : 0.0285604 + s_upper_bl_H_22 : 0.00363987 + s_upper_bl_H_21 : 0.00360209 + s_lower_bl_H_0 : 0.0035911 + s_upper_bl_H_31 : 0.00357602 +Epoch: 1260 | Train Loss: 1.31518 | Test Loss: 1.31791 | analysis_confidence: 0.157874 | CL: 0.0404068 | ln_CD: 0.0785441 | CM: 0.00705038 | Top_Xtr: 0.0400861 | Bot_Xtr: 0.0482899 +Loss contributors: + s_ln_CD : 0.331164 + s_CL : 0.28804 + s_analysis_confidence : 0.227652 + s_CM : 0.138818 + s_Bot_Xtr : 0.0390178 + s_Top_Xtr : 0.0285306 + s_upper_bl_H_22 : 0.00363925 + s_upper_bl_H_21 : 0.0035925 + s_lower_bl_H_0 : 0.00358709 + s_upper_bl_H_31 : 0.00358042 +Epoch: 1261 | Train Loss: 1.31504 | Test Loss: 1.32267 | analysis_confidence: 0.156862 | CL: 0.0405437 | ln_CD: 0.0790632 | CM: 0.00710894 | Top_Xtr: 0.0400315 | Bot_Xtr: 0.0482101 +Loss contributors: + s_ln_CD : 0.333257 + s_CL : 0.289461 + s_analysis_confidence : 0.227422 + s_CM : 0.140117 + s_Bot_Xtr : 0.0390112 + s_Top_Xtr : 0.0285481 + s_upper_bl_H_22 : 0.00365044 + s_upper_bl_H_21 : 0.00360262 + s_lower_bl_H_0 : 0.0035928 + s_upper_bl_H_23 : 0.00358633 +Epoch: 1262 | Train Loss: 1.3151 | Test Loss: 1.32314 | analysis_confidence: 0.158922 | CL: 0.0403642 | ln_CD: 0.0800492 | CM: 0.00703701 | Top_Xtr: 0.0400041 | Bot_Xtr: 0.0481321 +Loss 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s_analysis_confidence : 0.227383 + s_CM : 0.138958 + s_Bot_Xtr : 0.0389302 + s_Top_Xtr : 0.0285118 + s_upper_bl_H_22 : 0.00363041 + s_lower_bl_H_0 : 0.00359937 + s_upper_bl_H_21 : 0.00358537 + s_upper_bl_H_31 : 0.00358049 +Epoch: 1265 | Train Loss: 1.31502 | Test Loss: 1.32283 | analysis_confidence: 0.157743 | CL: 0.040603 | ln_CD: 0.079342 | CM: 0.0070458 | Top_Xtr: 0.0401815 | Bot_Xtr: 0.0482434 +Loss contributors: + s_ln_CD : 0.334356 + s_CL : 0.289525 + s_analysis_confidence : 0.227458 + s_CM : 0.138687 + s_Bot_Xtr : 0.0390437 + s_Top_Xtr : 0.0286745 + s_upper_bl_H_22 : 0.00363522 + s_upper_bl_H_21 : 0.00359372 + s_upper_bl_H_31 : 0.00358821 + s_lower_bl_H_0 : 0.00358689 +Epoch: 1266 | Train Loss: 1.31498 | Test Loss: 1.31661 | analysis_confidence: 0.156531 | CL: 0.0403478 | ln_CD: 0.078482 | CM: 0.00703841 | Top_Xtr: 0.0400524 | Bot_Xtr: 0.0481914 +Loss contributors: + s_ln_CD : 0.330823 + s_CL : 0.287564 + s_analysis_confidence : 0.227483 + s_CM : 0.138538 + s_Bot_Xtr : 0.0389428 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: 0.00360629 + s_lower_bl_H_0 : 0.00360603 + s_upper_bl_H_31 : 0.00357386 +Epoch: 1269 | Train Loss: 1.31495 | Test Loss: 1.32059 | analysis_confidence: 0.157681 | CL: 0.0403854 | ln_CD: 0.079377 | CM: 0.0070396 | Top_Xtr: 0.0400572 | Bot_Xtr: 0.0482313 +Loss contributors: + s_ln_CD : 0.334249 + s_CL : 0.287966 + s_analysis_confidence : 0.227432 + s_CM : 0.138554 + s_Bot_Xtr : 0.0389791 + s_Top_Xtr : 0.0285648 + s_upper_bl_H_22 : 0.00364594 + s_lower_bl_H_0 : 0.00360022 + s_upper_bl_H_21 : 0.00359776 + s_upper_bl_H_23 : 0.00358069 +Epoch: 1270 | Train Loss: 1.31497 | Test Loss: 1.31776 | analysis_confidence: 0.156857 | CL: 0.0404081 | ln_CD: 0.078809 | CM: 0.00703473 | Top_Xtr: 0.0399905 | Bot_Xtr: 0.0481552 +Loss contributors: + s_ln_CD : 0.3318 + s_CL : 0.288073 + s_analysis_confidence : 0.227374 + s_CM : 0.138463 + s_Bot_Xtr : 0.0389289 + s_Top_Xtr : 0.0284846 + s_upper_bl_H_22 : 0.00364387 + s_upper_bl_H_21 : 0.00360349 + s_lower_bl_H_0 : 0.00359688 + s_upper_bl_H_31 : 0.00358672 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analysis_confidence: 0.156695 | CL: 0.0404898 | ln_CD: 0.0796896 | CM: 0.00703893 | Top_Xtr: 0.0399989 | Bot_Xtr: 0.0481314 +Loss contributors: + s_ln_CD : 0.335193 + s_CL : 0.288661 + s_analysis_confidence : 0.227344 + s_CM : 0.13851 + s_Bot_Xtr : 0.0389096 + s_Top_Xtr : 0.0285027 + s_upper_bl_H_22 : 0.00363628 + s_upper_bl_H_21 : 0.00359453 + s_lower_bl_H_0 : 0.00359353 + s_upper_bl_H_31 : 0.00358146 +Epoch: 1274 | Train Loss: 1.3149 | Test Loss: 1.31807 | analysis_confidence: 0.156345 | CL: 0.0404397 | ln_CD: 0.0784378 | CM: 0.00707076 | Top_Xtr: 0.0400635 | Bot_Xtr: 0.0482394 +Loss contributors: + s_ln_CD : 0.330349 + s_CL : 0.288444 + s_analysis_confidence : 0.227861 + s_CM : 0.139257 + s_Bot_Xtr : 0.0389789 + s_Top_Xtr : 0.0285312 + s_upper_bl_H_22 : 0.00364197 + s_lower_bl_H_0 : 0.00360917 + s_upper_bl_H_21 : 0.00360033 + s_upper_bl_H_31 : 0.00357422 +Epoch: 1275 | Train Loss: 1.31487 | Test Loss: 1.31911 | analysis_confidence: 0.157475 | CL: 0.0403062 | ln_CD: 0.0790471 | CM: 0.00705035 | Top_Xtr: 0.0399924 | Bot_Xtr: 0.0481828 +Loss contributors: + s_ln_CD : 0.333376 + s_CL : 0.287368 + s_analysis_confidence : 0.227539 + s_CM : 0.13879 + s_Bot_Xtr : 0.0390057 + s_Top_Xtr : 0.0285147 + s_upper_bl_H_22 : 0.00364521 + s_upper_bl_H_21 : 0.00360464 + s_lower_bl_H_0 : 0.00360062 + s_upper_bl_H_31 : 0.0035916 +Epoch: 1276 | Train Loss: 1.31479 | Test Loss: 1.31771 | analysis_confidence: 0.156841 | CL: 0.0404179 | ln_CD: 0.0785874 | CM: 0.00703553 | Top_Xtr: 0.0400427 | Bot_Xtr: 0.0480563 +Loss contributors: + s_ln_CD : 0.331663 + s_CL : 0.287929 + s_analysis_confidence : 0.227688 + s_CM : 0.138494 + s_Bot_Xtr : 0.0388976 + s_Top_Xtr : 0.0285503 + s_upper_bl_H_22 : 0.00363941 + s_upper_bl_H_21 : 0.00359765 + s_lower_bl_H_0 : 0.00358182 + s_upper_bl_H_31 : 0.00357334 +Epoch: 1277 | Train Loss: 1.31482 | Test Loss: 1.31786 | analysis_confidence: 0.157105 | CL: 0.040394 | ln_CD: 0.0787139 | CM: 0.00703077 | Top_Xtr: 0.0400902 | Bot_Xtr: 0.0481353 +Loss contributors: 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s_upper_bl_H_23 : 0.00359274 + s_lower_bl_H_0 : 0.00357202 +Epoch: 1284 | Train Loss: 1.31461 | Test Loss: 1.31917 | analysis_confidence: 0.15836 | CL: 0.0405554 | ln_CD: 0.078696 | CM: 0.0070594 | Top_Xtr: 0.0401685 | Bot_Xtr: 0.0483318 +Loss contributors: + s_ln_CD : 0.33152 + s_CL : 0.288867 + s_analysis_confidence : 0.227559 + s_CM : 0.138949 + s_Bot_Xtr : 0.0389385 + s_Top_Xtr : 0.0285573 + s_upper_bl_H_22 : 0.00364465 + s_upper_bl_H_21 : 0.00360557 + s_lower_bl_H_0 : 0.00358691 + s_upper_bl_H_31 : 0.00358236 +Epoch: 1285 | Train Loss: 1.31463 | Test Loss: 1.32231 | analysis_confidence: 0.156775 | CL: 0.0408876 | ln_CD: 0.0789244 | CM: 0.00707113 | Top_Xtr: 0.0400749 | Bot_Xtr: 0.0481447 +Loss contributors: + s_ln_CD : 0.332146 + s_CL : 0.291329 + s_analysis_confidence : 0.227355 + s_CM : 0.139218 + s_Bot_Xtr : 0.0389424 + s_Top_Xtr : 0.028551 + s_upper_bl_H_22 : 0.003649 + s_lower_bl_H_0 : 0.00361386 + s_upper_bl_H_21 : 0.00360271 + s_upper_bl_H_23 : 0.00358246 +Epoch: 1286 | Train Loss: 1.31455 | Test Loss: 1.31689 | analysis_confidence: 0.156774 | CL: 0.0404328 | ln_CD: 0.0783518 | CM: 0.00704954 | Top_Xtr: 0.0401682 | Bot_Xtr: 0.0483277 +Loss contributors: + s_ln_CD : 0.330465 + s_CL : 0.288188 + s_analysis_confidence : 0.227415 + s_CM : 0.138783 + s_Bot_Xtr : 0.0389599 + s_Top_Xtr : 0.0285768 + s_upper_bl_H_22 : 0.0036316 + s_lower_bl_H_0 : 0.00359382 + s_upper_bl_H_21 : 0.00359368 + s_upper_bl_H_31 : 0.00358227 +Epoch: 1287 | Train Loss: 1.31461 | Test Loss: 1.31767 | analysis_confidence: 0.156939 | CL: 0.0403721 | ln_CD: 0.0786653 | CM: 0.00706768 | Top_Xtr: 0.040168 | Bot_Xtr: 0.0483314 +Loss contributors: + s_ln_CD : 0.331039 + s_CL : 0.287866 + s_analysis_confidence : 0.227442 + s_CM : 0.139189 + s_Bot_Xtr : 0.0389241 + s_Top_Xtr : 0.0285366 + s_upper_bl_H_22 : 0.00363864 + s_upper_bl_H_21 : 0.00360007 + s_lower_bl_H_0 : 0.00358634 + s_upper_bl_H_31 : 0.00358531 +Epoch: 1288 | Train Loss: 1.31456 | Test Loss: 1.31901 | analysis_confidence: 0.156457 | CL: 0.0403613 | ln_CD: 0.0791303 | CM: 0.00703547 | Top_Xtr: 0.0400648 | Bot_Xtr: 0.0481247 +Loss contributors: + s_ln_CD : 0.333028 + s_CL : 0.287645 + s_analysis_confidence : 0.227521 + s_CM : 0.138452 + s_Bot_Xtr : 0.0389013 + s_Top_Xtr : 0.0285393 + s_upper_bl_H_22 : 0.00366254 + s_upper_bl_H_21 : 0.00361105 + s_upper_bl_H_23 : 0.00359914 + s_lower_bl_H_0 : 0.00359466 +Epoch: 1289 | Train Loss: 1.31443 | Test Loss: 1.31789 | analysis_confidence: 0.156358 | CL: 0.0403424 | ln_CD: 0.0788477 | CM: 0.00703882 | Top_Xtr: 0.0399664 | Bot_Xtr: 0.0480684 +Loss contributors: + s_ln_CD : 0.332514 + s_CL : 0.287441 + s_analysis_confidence : 0.227421 + s_CM : 0.138534 + s_Bot_Xtr : 0.03886 + s_Top_Xtr : 0.0284716 + s_upper_bl_H_22 : 0.00364365 + s_upper_bl_H_21 : 0.00359953 + s_lower_bl_H_0 : 0.00357893 + s_upper_bl_H_23 : 0.00357674 +Epoch: 1290 | Train Loss: 1.31447 | Test Loss: 1.31658 | analysis_confidence: 0.156113 | CL: 0.0403147 | ln_CD: 0.0785687 | CM: 0.00703931 | Top_Xtr: 0.0399982 | Bot_Xtr: 0.0480881 +Loss contributors: + s_ln_CD : 0.331069 + s_CL : 0.287418 + s_analysis_confidence : 0.227459 + s_CM : 0.138572 + s_Bot_Xtr : 0.0388687 + s_Top_Xtr : 0.0284939 + s_upper_bl_H_22 : 0.00363514 + s_upper_bl_H_21 : 0.00359164 + s_lower_bl_H_0 : 0.00359075 + s_upper_bl_H_31 : 0.00358024 +Epoch: 1291 | Train Loss: 1.31457 | Test Loss: 1.31696 | analysis_confidence: 0.157026 | CL: 0.0404268 | ln_CD: 0.078384 | CM: 0.00703439 | Top_Xtr: 0.0401818 | Bot_Xtr: 0.0482341 +Loss contributors: + s_ln_CD : 0.330468 + s_CL : 0.288342 + s_analysis_confidence : 0.227447 + s_CM : 0.138432 + s_Bot_Xtr : 0.0389956 + s_Top_Xtr : 0.0286296 + s_upper_bl_H_22 : 0.00365204 + s_upper_bl_H_21 : 0.00360915 + s_lower_bl_H_0 : 0.00359707 + s_upper_bl_H_23 : 0.00358443 +Epoch: 1292 | Train Loss: 1.31445 | Test Loss: 1.3156 | analysis_confidence: 0.157654 | CL: 0.0403241 | ln_CD: 0.0783861 | CM: 0.00703967 | Top_Xtr: 0.0400379 | Bot_Xtr: 0.0481589 +Loss contributors: + s_ln_CD : 0.330152 + s_CL : 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s_lower_bl_H_0 : 0.0035946 + s_upper_bl_H_21 : 0.00358749 + s_upper_bl_H_23 : 0.00357775 +Epoch: 1297 | Train Loss: 1.31436 | Test Loss: 1.32096 | analysis_confidence: 0.157627 | CL: 0.0403024 | ln_CD: 0.0797372 | CM: 0.00704308 | Top_Xtr: 0.040022 | Bot_Xtr: 0.0481478 +Loss contributors: + s_ln_CD : 0.335595 + s_CL : 0.287322 + s_analysis_confidence : 0.227407 + s_CM : 0.138649 + s_Bot_Xtr : 0.0388861 + s_Top_Xtr : 0.0285041 + s_upper_bl_H_22 : 0.003633 + s_lower_bl_H_0 : 0.00359807 + s_upper_bl_H_21 : 0.00358803 + s_upper_bl_H_31 : 0.00357439 +Epoch: 1298 | Train Loss: 1.31429 | Test Loss: 1.3168 | analysis_confidence: 0.156616 | CL: 0.0403316 | ln_CD: 0.0783724 | CM: 0.0070831 | Top_Xtr: 0.0401819 | Bot_Xtr: 0.0484471 +Loss contributors: + s_ln_CD : 0.330329 + s_CL : 0.287526 + s_analysis_confidence : 0.227278 + s_CM : 0.139518 + s_Bot_Xtr : 0.0389657 + s_Top_Xtr : 0.0285272 + s_upper_bl_H_22 : 0.00364499 + s_upper_bl_H_21 : 0.00359673 + s_lower_bl_H_0 : 0.00359343 + s_upper_bl_H_31 : 0.00358458 +Epoch: 1299 | Train Loss: 1.3143 | Test Loss: 1.3194 | analysis_confidence: 0.157353 | CL: 0.0403547 | ln_CD: 0.0789759 | CM: 0.00706592 | Top_Xtr: 0.0401326 | Bot_Xtr: 0.048222 +Loss contributors: + s_ln_CD : 0.332811 + s_CL : 0.287791 + s_analysis_confidence : 0.227557 + s_CM : 0.139151 + s_Bot_Xtr : 0.0389606 + s_Top_Xtr : 0.0285857 + s_upper_bl_H_22 : 0.00365382 + s_upper_bl_H_21 : 0.00360051 + s_upper_bl_H_23 : 0.00359315 + s_lower_bl_H_0 : 0.00358593 +Epoch: 1300 | Train Loss: 1.31424 | Test Loss: 1.3174 | analysis_confidence: 0.157257 | CL: 0.0403684 | ln_CD: 0.0787816 | CM: 0.00704233 | Top_Xtr: 0.0400839 | Bot_Xtr: 0.0481872 +Loss contributors: + s_ln_CD : 0.331759 + s_CL : 0.287616 + s_analysis_confidence : 0.227334 + s_CM : 0.138594 + s_Bot_Xtr : 0.0388686 + s_Top_Xtr : 0.0285212 + s_upper_bl_H_22 : 0.00364837 + s_upper_bl_H_21 : 0.00360877 + s_lower_bl_H_0 : 0.00360254 + s_upper_bl_H_23 : 0.00357699 +Epoch: 1301 | Train Loss: 1.3143 | Test Loss: 1.31929 | 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s_lower_bl_H_0 : 0.00358992 + s_upper_bl_H_23 : 0.00357884 +Epoch: 1312 | Train Loss: 1.31393 | Test Loss: 1.31721 | analysis_confidence: 0.157517 | CL: 0.0403533 | ln_CD: 0.0787799 | CM: 0.00703242 | Top_Xtr: 0.0400175 | Bot_Xtr: 0.0480144 +Loss contributors: + s_ln_CD : 0.331822 + s_CL : 0.287499 + s_analysis_confidence : 0.227403 + s_CM : 0.138426 + s_Bot_Xtr : 0.0388479 + s_Top_Xtr : 0.0285432 + s_upper_bl_H_22 : 0.00365496 + s_upper_bl_H_21 : 0.00361645 + s_lower_bl_H_0 : 0.00358474 + s_upper_bl_H_23 : 0.0035805 +Epoch: 1313 | Train Loss: 1.31405 | Test Loss: 1.31788 | analysis_confidence: 0.156595 | CL: 0.0403615 | ln_CD: 0.0790078 | CM: 0.0070393 | Top_Xtr: 0.0400899 | Bot_Xtr: 0.0480829 +Loss contributors: + s_ln_CD : 0.332547 + s_CL : 0.287468 + s_analysis_confidence : 0.227396 + s_CM : 0.138567 + s_Bot_Xtr : 0.0389069 + s_Top_Xtr : 0.0285902 + s_upper_bl_H_22 : 0.00363991 + s_upper_bl_H_21 : 0.00359756 + s_lower_bl_H_0 : 0.00359105 + s_upper_bl_H_31 : 0.00357308 +Epoch: 1314 | Train Loss: 1.31391 | Test Loss: 1.31692 | analysis_confidence: 0.156996 | CL: 0.0403778 | ln_CD: 0.0786248 | CM: 0.00703655 | Top_Xtr: 0.0400711 | Bot_Xtr: 0.0480605 +Loss contributors: + s_ln_CD : 0.331633 + s_CL : 0.287763 + s_analysis_confidence : 0.227254 + s_CM : 0.138478 + s_Bot_Xtr : 0.0388917 + s_Top_Xtr : 0.0285544 + s_upper_bl_H_22 : 0.00362805 + s_lower_bl_H_0 : 0.00359822 + s_upper_bl_H_31 : 0.00358356 + s_upper_bl_H_21 : 0.00358008 +Epoch: 1315 | Train Loss: 1.31391 | Test Loss: 1.31775 | analysis_confidence: 0.156513 | CL: 0.0404105 | ln_CD: 0.078831 | CM: 0.00702662 | Top_Xtr: 0.0400877 | Bot_Xtr: 0.048025 +Loss contributors: + s_ln_CD : 0.332104 + s_CL : 0.288111 + s_analysis_confidence : 0.227238 + s_CM : 0.138263 + s_Bot_Xtr : 0.0388367 + s_Top_Xtr : 0.0285683 + s_upper_bl_H_22 : 0.00364664 + s_lower_bl_H_0 : 0.00360368 + s_upper_bl_H_21 : 0.00359983 + s_upper_bl_H_23 : 0.00358152 +Epoch: 1316 | Train Loss: 1.31393 | Test Loss: 1.31622 | analysis_confidence: 0.156829 | CL: 0.0402889 | ln_CD: 0.078582 | CM: 0.00702426 | Top_Xtr: 0.0400382 | Bot_Xtr: 0.0480988 +Loss contributors: + s_ln_CD : 0.331875 + s_CL : 0.287117 + s_analysis_confidence : 0.227331 + s_CM : 0.138221 + s_Bot_Xtr : 0.0388437 + s_Top_Xtr : 0.0285098 + s_upper_bl_H_22 : 0.00363131 + s_upper_bl_H_21 : 0.00358969 + s_upper_bl_H_31 : 0.00357672 + s_lower_bl_H_0 : 0.00357533 +Epoch: 1317 | Train Loss: 1.31388 | Test Loss: 1.317 | analysis_confidence: 0.156519 | CL: 0.0404496 | ln_CD: 0.0784557 | CM: 0.00705199 | Top_Xtr: 0.0399735 | Bot_Xtr: 0.0480141 +Loss contributors: + s_ln_CD : 0.330578 + s_CL : 0.288548 + s_analysis_confidence : 0.227485 + s_CM : 0.138845 + s_Bot_Xtr : 0.0387881 + s_Top_Xtr : 0.0284811 + s_upper_bl_H_22 : 0.00363609 + s_lower_bl_H_0 : 0.00359312 + s_upper_bl_H_21 : 0.00359114 + s_upper_bl_H_31 : 0.00357095 +Epoch: 1318 | Train Loss: 1.31394 | Test Loss: 1.31621 | analysis_confidence: 0.157517 | CL: 0.040401 | ln_CD: 0.0783373 | CM: 0.00703746 | Top_Xtr: 0.0400371 | Bot_Xtr: 0.0481282 +Loss contributors: + s_ln_CD : 0.330472 + s_CL : 0.288083 + s_analysis_confidence : 0.227494 + s_CM : 0.138479 + s_Bot_Xtr : 0.0388602 + s_Top_Xtr : 0.0285254 + s_upper_bl_H_22 : 0.00364872 + s_upper_bl_H_21 : 0.0036091 + s_lower_bl_H_0 : 0.00359215 + s_upper_bl_H_23 : 0.00357724 +Epoch: 1319 | Train Loss: 1.3138 | Test Loss: 1.32448 | analysis_confidence: 0.157288 | CL: 0.0405523 | ln_CD: 0.080392 | CM: 0.00704347 | Top_Xtr: 0.0401347 | Bot_Xtr: 0.0482745 +Loss contributors: + s_ln_CD : 0.337935 + s_CL : 0.288794 + s_analysis_confidence : 0.227323 + s_CM : 0.138616 + s_Bot_Xtr : 0.0388855 + s_Top_Xtr : 0.0285103 + s_upper_bl_H_22 : 0.00364778 + s_upper_bl_H_21 : 0.00360485 + s_lower_bl_H_0 : 0.00359783 + s_upper_bl_H_23 : 0.0035784 +Epoch: 1320 | Train Loss: 1.31376 | Test Loss: 1.32092 | analysis_confidence: 0.157333 | CL: 0.0404261 | ln_CD: 0.0795763 | CM: 0.00704785 | Top_Xtr: 0.0400468 | Bot_Xtr: 0.0480366 +Loss contributors: + s_ln_CD : 0.334967 + s_CL : 0.288115 + s_analysis_confidence : 0.227356 + s_CM : 0.13874 + s_Bot_Xtr : 0.0388394 + s_Top_Xtr : 0.0285175 + s_upper_bl_H_22 : 0.00364686 + s_upper_bl_H_21 : 0.00360222 + s_lower_bl_H_0 : 0.00359177 + s_upper_bl_H_23 : 0.00358097 +Epoch: 1321 | Train Loss: 1.31386 | Test Loss: 1.31933 | analysis_confidence: 0.157536 | CL: 0.0403342 | ln_CD: 0.0791509 | CM: 0.00703769 | Top_Xtr: 0.0400305 | Bot_Xtr: 0.0480632 +Loss contributors: + s_ln_CD : 0.334391 + s_CL : 0.287457 + s_analysis_confidence : 0.227359 + s_CM : 0.13853 + s_Bot_Xtr : 0.0388584 + s_Top_Xtr : 0.0285203 + s_upper_bl_H_22 : 0.003634 + s_upper_bl_H_21 : 0.00358408 + s_lower_bl_H_0 : 0.00358391 + s_upper_bl_H_23 : 0.00357162 +Epoch: 1322 | Train Loss: 1.31379 | Test Loss: 1.3156 | analysis_confidence: 0.15622 | CL: 0.0403644 | ln_CD: 0.0784463 | CM: 0.00704013 | Top_Xtr: 0.039972 | Bot_Xtr: 0.048042 +Loss contributors: + s_ln_CD : 0.330464 + s_CL : 0.287632 + s_analysis_confidence : 0.227332 + s_CM : 0.138588 + s_Bot_Xtr : 0.038794 + s_Top_Xtr : 0.028473 + s_upper_bl_H_22 : 0.00363937 + s_upper_bl_H_21 : 0.0035973 + s_lower_bl_H_0 : 0.0035816 + s_upper_bl_H_31 : 0.00357168 +Epoch: 1323 | Train Loss: 1.31386 | Test Loss: 1.33436 | analysis_confidence: 0.156519 | CL: 0.0404439 | ln_CD: 0.0826084 | CM: 0.00704299 | Top_Xtr: 0.039924 | Bot_Xtr: 0.0479836 +Loss contributors: + s_ln_CD : 0.348431 + s_CL : 0.288507 + s_analysis_confidence : 0.227277 + s_CM : 0.138635 + s_Bot_Xtr : 0.0387708 + s_Top_Xtr : 0.0284829 + s_upper_bl_H_22 : 0.00364037 + s_upper_bl_H_21 : 0.00360082 + s_lower_bl_H_0 : 0.00359664 + s_upper_bl_H_31 : 0.00357148 +Epoch: 1324 | Train Loss: 1.31379 | Test Loss: 1.31557 | analysis_confidence: 0.15629 | CL: 0.0403333 | ln_CD: 0.0783997 | CM: 0.0070424 | Top_Xtr: 0.0400487 | Bot_Xtr: 0.0480105 +Loss contributors: + s_ln_CD : 0.330559 + s_CL : 0.2875 + s_analysis_confidence : 0.227212 + s_CM : 0.138642 + s_Bot_Xtr : 0.0388023 + s_Top_Xtr : 0.0285227 + s_upper_bl_H_22 : 0.00362784 + s_lower_bl_H_0 : 0.00358871 + s_upper_bl_H_21 : 0.00358346 + s_upper_bl_H_31 : 0.00357064 +Epoch: 1325 | Train Loss: 1.31381 | Test Loss: 1.32473 | analysis_confidence: 0.156918 | CL: 0.0406757 | ln_CD: 0.0797724 | CM: 0.00705682 | Top_Xtr: 0.0400243 | Bot_Xtr: 0.0480163 +Loss contributors: + s_ln_CD : 0.336934 + s_CL : 0.289661 + s_analysis_confidence : 0.227424 + s_CM : 0.138898 + s_Bot_Xtr : 0.0387755 + s_Top_Xtr : 0.0285163 + s_upper_bl_H_22 : 0.00363475 + s_upper_bl_H_21 : 0.00359035 + s_lower_bl_H_0 : 0.00357923 + s_upper_bl_H_23 : 0.00356761 +Epoch: 1326 | Train Loss: 1.31376 | Test Loss: 1.31781 | analysis_confidence: 0.15646 | CL: 0.0403867 | ln_CD: 0.078919 | CM: 0.00702871 | Top_Xtr: 0.0400531 | Bot_Xtr: 0.048156 +Loss contributors: + s_ln_CD : 0.332484 + s_CL : 0.288078 + s_analysis_confidence : 0.227302 + s_CM : 0.138346 + s_Bot_Xtr : 0.0389092 + s_Top_Xtr : 0.0285442 + s_upper_bl_H_22 : 0.00363789 + s_upper_bl_H_21 : 0.00358385 + s_lower_bl_H_0 : 0.00358054 + s_upper_bl_H_23 : 0.0035773 +Epoch: 1327 | Train Loss: 1.31365 | Test Loss: 1.31744 | analysis_confidence: 0.157021 | CL: 0.0403687 | ln_CD: 0.0788069 | CM: 0.00702629 | Top_Xtr: 0.0400131 | Bot_Xtr: 0.047985 +Loss contributors: + s_ln_CD : 0.332211 + s_CL : 0.287775 + s_analysis_confidence : 0.227363 + s_CM : 0.138288 + s_Bot_Xtr : 0.0388278 + s_Top_Xtr : 0.028501 + s_upper_bl_H_22 : 0.00364176 + s_upper_bl_H_21 : 0.00359539 + s_lower_bl_H_0 : 0.00358628 + s_upper_bl_H_23 : 0.0035751 +Epoch: 1328 | Train Loss: 1.31361 | Test Loss: 1.32276 | analysis_confidence: 0.156581 | CL: 0.0404725 | ln_CD: 0.079938 | CM: 0.00703581 | Top_Xtr: 0.0399766 | Bot_Xtr: 0.0480675 +Loss contributors: + s_ln_CD : 0.336983 + s_CL : 0.288258 + s_analysis_confidence : 0.227355 + s_CM : 0.138498 + s_Bot_Xtr : 0.0388116 + s_Top_Xtr : 0.0284553 + s_upper_bl_H_22 : 0.00365206 + s_upper_bl_H_21 : 0.0036068 + s_lower_bl_H_0 : 0.00359108 + s_upper_bl_H_23 : 0.00358561 +Epoch: 1329 | Train Loss: 1.31371 | Test Loss: 1.31815 | analysis_confidence: 0.156694 | CL: 0.0404889 | ln_CD: 0.078892 | CM: 0.00704121 | Top_Xtr: 0.0399678 | Bot_Xtr: 0.0480496 +Loss contributors: + s_ln_CD : 0.332271 + s_CL : 0.288564 + s_analysis_confidence : 0.227239 + s_CM : 0.138581 + s_Bot_Xtr : 0.0387833 + s_Top_Xtr : 0.0284699 + s_upper_bl_H_22 : 0.00362915 + s_lower_bl_H_0 : 0.00359746 + s_upper_bl_H_21 : 0.00358776 + s_upper_bl_H_31 : 0.0035855 +Epoch: 1330 | Train Loss: 1.31361 | Test Loss: 1.31792 | analysis_confidence: 0.155899 | CL: 0.0403809 | ln_CD: 0.0788262 | CM: 0.00706572 | Top_Xtr: 0.0400655 | Bot_Xtr: 0.0481616 +Loss contributors: + s_ln_CD : 0.332074 + s_CL : 0.287675 + s_analysis_confidence : 0.22726 + s_CM : 0.139115 + s_Bot_Xtr : 0.0389156 + s_Top_Xtr : 0.0285684 + s_upper_bl_H_22 : 0.0036485 + s_upper_bl_H_21 : 0.0035999 + s_lower_bl_H_0 : 0.00358515 + s_upper_bl_H_23 : 0.00358405 +Epoch: 1331 | Train Loss: 1.31363 | Test Loss: 1.316 | analysis_confidence: 0.156368 | CL: 0.0404021 | ln_CD: 0.0784254 | CM: 0.00704305 | Top_Xtr: 0.0400183 | Bot_Xtr: 0.0481132 +Loss contributors: + s_ln_CD : 0.330479 + s_CL : 0.287933 + s_analysis_confidence : 0.227171 + s_CM : 0.138618 + s_Bot_Xtr : 0.0388593 + s_Top_Xtr : 0.0285017 + s_upper_bl_H_22 : 0.00364998 + s_upper_bl_H_21 : 0.00360424 + s_lower_bl_H_0 : 0.00359448 + s_upper_bl_H_23 : 0.00358449 +Epoch: 1332 | Train Loss: 1.31361 | Test Loss: 1.32394 | analysis_confidence: 0.157554 | CL: 0.0404183 | ln_CD: 0.080445 | CM: 0.00703526 | Top_Xtr: 0.0400935 | Bot_Xtr: 0.0481424 +Loss contributors: + s_ln_CD : 0.33873 + s_CL : 0.287889 + s_analysis_confidence : 0.227363 + s_CM : 0.138467 + s_Bot_Xtr : 0.0388315 + s_Top_Xtr : 0.0285246 + s_upper_bl_H_22 : 0.00363427 + s_upper_bl_H_21 : 0.00358541 + s_lower_bl_H_0 : 0.00357996 + s_upper_bl_H_31 : 0.00357481 +Epoch: 1333 | Train Loss: 1.31358 | Test Loss: 1.33065 | analysis_confidence: 0.156246 | CL: 0.040356 | ln_CD: 0.0819002 | CM: 0.0070531 | Top_Xtr: 0.0400016 | Bot_Xtr: 0.0480693 +Loss contributors: + s_ln_CD : 0.345096 + s_CL : 0.287678 + s_analysis_confidence : 0.227293 + s_CM : 0.138805 + s_Bot_Xtr : 0.0388506 + s_Top_Xtr : 0.0285053 + s_upper_bl_H_22 : 0.00364498 + s_upper_bl_H_21 : 0.00360052 + s_lower_bl_H_0 : 0.0035971 + s_upper_bl_H_23 : 0.00357853 +Epoch: 1334 | Train Loss: 1.31357 | Test Loss: 1.31893 | analysis_confidence: 0.156585 | CL: 0.0404191 | ln_CD: 0.0790373 | CM: 0.00703877 | Top_Xtr: 0.0399881 | Bot_Xtr: 0.0479925 +Loss contributors: + s_ln_CD : 0.33326 + s_CL : 0.288196 + s_analysis_confidence : 0.227316 + s_CM : 0.138497 + s_Bot_Xtr : 0.0388054 + s_Top_Xtr : 0.0285002 + s_upper_bl_H_22 : 0.00365128 + s_upper_bl_H_21 : 0.00360298 + s_upper_bl_H_23 : 0.00358684 + s_lower_bl_H_0 : 0.00358586 +Epoch: 1335 | Train Loss: 1.31357 | Test Loss: 1.31761 | analysis_confidence: 0.157685 | CL: 0.0403754 | ln_CD: 0.0786611 | CM: 0.00704184 | Top_Xtr: 0.0400151 | Bot_Xtr: 0.0480029 +Loss contributors: + s_ln_CD : 0.332149 + s_CL : 0.287886 + s_analysis_confidence : 0.227379 + s_CM : 0.138625 + s_Bot_Xtr : 0.0387821 + s_Top_Xtr : 0.0285446 + s_upper_bl_H_22 : 0.00364095 + s_upper_bl_H_21 : 0.00359282 + s_lower_bl_H_0 : 0.00357961 + s_upper_bl_H_23 : 0.00357826 +Epoch: 1336 | Train Loss: 1.31352 | Test Loss: 1.3265 | analysis_confidence: 0.156687 | CL: 0.0404098 | ln_CD: 0.0803681 | CM: 0.00710283 | Top_Xtr: 0.0400208 | Bot_Xtr: 0.048119 +Loss contributors: + s_ln_CD : 0.339598 + s_CL : 0.287948 + s_analysis_confidence : 0.227351 + s_CM : 0.139946 + s_Bot_Xtr : 0.0387701 + s_Top_Xtr : 0.0284743 + s_upper_bl_H_22 : 0.00364544 + s_upper_bl_H_21 : 0.00359448 + s_upper_bl_H_23 : 0.003583 + s_lower_bl_H_0 : 0.00357948 +Epoch: 1337 | Train Loss: 1.31353 | Test Loss: 1.31692 | analysis_confidence: 0.156943 | CL: 0.0403965 | ln_CD: 0.078584 | CM: 0.00704314 | Top_Xtr: 0.0400535 | Bot_Xtr: 0.0482081 +Loss contributors: + s_ln_CD : 0.331166 + s_CL : 0.287942 + s_analysis_confidence : 0.227305 + s_CM : 0.138642 + s_Bot_Xtr : 0.038968 + s_Top_Xtr : 0.028531 + s_upper_bl_H_22 : 0.00363919 + s_upper_bl_H_21 : 0.00359883 + s_lower_bl_H_0 : 0.00358385 + s_upper_bl_H_31 : 0.00357998 +Epoch: 1338 | Train Loss: 1.31339 | Test Loss: 1.31779 | analysis_confidence: 0.157567 | CL: 0.040326 | ln_CD: 0.0790438 | CM: 0.00703239 | Top_Xtr: 0.0400074 | Bot_Xtr: 0.0480135 +Loss contributors: + s_ln_CD : 0.33309 + s_CL : 0.287433 + s_analysis_confidence : 0.22729 + s_CM : 0.138438 + s_Bot_Xtr : 0.0387687 + s_Top_Xtr : 0.0284647 + s_upper_bl_H_22 : 0.00363856 + s_upper_bl_H_21 : 0.00359635 + s_lower_bl_H_0 : 0.00358169 + s_upper_bl_H_23 : 0.00357047 +Epoch: 1339 | Train Loss: 1.31349 | Test Loss: 1.31808 | analysis_confidence: 0.157335 | CL: 0.0402587 | ln_CD: 0.078966 | CM: 0.00706586 | Top_Xtr: 0.0400647 | Bot_Xtr: 0.0480003 +Loss contributors: + s_ln_CD : 0.333104 + s_CL : 0.28688 + s_analysis_confidence : 0.227242 + s_CM : 0.139049 + s_Bot_Xtr : 0.0388293 + s_Top_Xtr : 0.0285605 + s_upper_bl_H_22 : 0.00363562 + s_upper_bl_H_21 : 0.00358995 + s_lower_bl_H_0 : 0.00358363 + s_upper_bl_H_23 : 0.0035701 +Epoch: 1340 | Train Loss: 1.3134 | Test Loss: 1.317 | analysis_confidence: 0.156876 | CL: 0.0404432 | ln_CD: 0.0785494 | CM: 0.00704732 | Top_Xtr: 0.0399783 | Bot_Xtr: 0.0480099 +Loss contributors: + s_ln_CD : 0.330928 + s_CL : 0.288292 + s_analysis_confidence : 0.227367 + s_CM : 0.138656 + s_Bot_Xtr : 0.0387839 + s_Top_Xtr : 0.0284748 + s_upper_bl_H_22 : 0.00364397 + s_upper_bl_H_21 : 0.00358776 + s_upper_bl_H_23 : 0.00358513 + s_lower_bl_H_0 : 0.00358305 +Epoch: 1341 | Train Loss: 1.31346 | Test Loss: 1.31474 | analysis_confidence: 0.155711 | CL: 0.0403175 | ln_CD: 0.0784329 | CM: 0.00703403 | Top_Xtr: 0.0399943 | Bot_Xtr: 0.0480891 +Loss contributors: + s_ln_CD : 0.330484 + s_CL : 0.287206 + s_analysis_confidence : 0.227216 + s_CM : 0.13844 + s_Bot_Xtr : 0.0387642 + s_Top_Xtr : 0.0284638 + s_upper_bl_H_22 : 0.00364725 + s_upper_bl_H_21 : 0.00360264 + s_upper_bl_H_23 : 0.00357941 + s_lower_bl_H_0 : 0.00357712 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analysis_confidence: 0.156152 | CL: 0.040441 | ln_CD: 0.0797313 | CM: 0.00705592 | Top_Xtr: 0.0400638 | Bot_Xtr: 0.0478849 +Loss contributors: + s_ln_CD : 0.335676 + s_CL : 0.288111 + s_analysis_confidence : 0.227276 + s_CM : 0.13894 + s_Bot_Xtr : 0.038701 + s_Top_Xtr : 0.0285325 + s_upper_bl_H_22 : 0.00363879 + s_upper_bl_H_21 : 0.00358793 + s_lower_bl_H_0 : 0.00358103 + s_upper_bl_H_23 : 0.00357671 +Epoch: 1345 | Train Loss: 1.31335 | Test Loss: 1.31466 | analysis_confidence: 0.157161 | CL: 0.0402394 | ln_CD: 0.0785383 | CM: 0.00701663 | Top_Xtr: 0.0401082 | Bot_Xtr: 0.0480445 +Loss contributors: + s_ln_CD : 0.330796 + s_CL : 0.286745 + s_analysis_confidence : 0.227328 + s_CM : 0.138061 + s_Bot_Xtr : 0.0388319 + s_Top_Xtr : 0.0285858 + s_upper_bl_H_22 : 0.00365333 + s_upper_bl_H_21 : 0.00360089 + s_upper_bl_H_23 : 0.00359318 + s_lower_bl_H_0 : 0.00357695 +Epoch: 1346 | Train Loss: 1.31337 | Test Loss: 1.32028 | analysis_confidence: 0.157944 | CL: 0.0403229 | ln_CD: 0.0795051 | CM: 0.00703223 | Top_Xtr: 0.0403676 | Bot_Xtr: 0.0484176 +Loss contributors: + s_ln_CD : 0.335089 + s_CL : 0.287436 + s_analysis_confidence : 0.2275 + s_CM : 0.138382 + s_Bot_Xtr : 0.0389867 + s_Top_Xtr : 0.0286577 + s_upper_bl_H_22 : 0.00363029 + s_lower_bl_H_0 : 0.00358311 + s_upper_bl_H_21 : 0.00358197 + s_upper_bl_H_23 : 0.00356768 +Epoch: 1347 | Train Loss: 1.31319 | Test Loss: 1.31603 | analysis_confidence: 0.15662 | CL: 0.0404568 | ln_CD: 0.0785036 | CM: 0.00704053 | Top_Xtr: 0.0400276 | Bot_Xtr: 0.047944 +Loss contributors: + s_ln_CD : 0.330772 + s_CL : 0.288061 + s_analysis_confidence : 0.227187 + s_CM : 0.138547 + s_Bot_Xtr : 0.0387756 + s_Top_Xtr : 0.0285138 + s_upper_bl_H_22 : 0.00364367 + s_upper_bl_H_21 : 0.00359946 + s_upper_bl_H_23 : 0.00357673 + s_lower_bl_H_0 : 0.00357573 +Epoch: 1348 | Train Loss: 1.31334 | Test Loss: 1.31535 | analysis_confidence: 0.156901 | CL: 0.0402745 | ln_CD: 0.0785654 | CM: 0.00704042 | Top_Xtr: 0.0399391 | Bot_Xtr: 0.0479429 +Loss contributors: + s_ln_CD : 0.331046 + s_CL : 0.287155 + s_analysis_confidence : 0.227185 + s_CM : 0.138587 + s_Bot_Xtr : 0.0387084 + s_Top_Xtr : 0.0284114 + s_upper_bl_H_22 : 0.00364094 + s_upper_bl_H_21 : 0.00359385 + s_lower_bl_H_0 : 0.00357619 + s_upper_bl_H_23 : 0.00357608 +Epoch: 1349 | Train Loss: 1.31319 | Test Loss: 1.31592 | analysis_confidence: 0.156772 | CL: 0.0404315 | ln_CD: 0.0784051 | CM: 0.00702963 | Top_Xtr: 0.0400179 | Bot_Xtr: 0.0479947 +Loss contributors: + s_ln_CD : 0.330647 + s_CL : 0.28805 + s_analysis_confidence : 0.227472 + s_CM : 0.138365 + s_Bot_Xtr : 0.0387716 + s_Top_Xtr : 0.0285058 + s_upper_bl_H_22 : 0.00363829 + s_upper_bl_H_21 : 0.0035981 + s_lower_bl_H_0 : 0.00359282 + s_upper_bl_H_23 : 0.00356847 +Epoch: 1350 | Train Loss: 1.31317 | Test Loss: 1.31557 | analysis_confidence: 0.157202 | CL: 0.040267 | ln_CD: 0.0787458 | CM: 0.00702298 | Top_Xtr: 0.0400283 | Bot_Xtr: 0.0480938 +Loss contributors: + s_ln_CD : 0.331819 + s_CL : 0.286928 + s_analysis_confidence : 0.227201 + s_CM : 0.138181 + s_Bot_Xtr : 0.0388129 + s_Top_Xtr : 0.0284939 + s_upper_bl_H_22 : 0.00364986 + s_upper_bl_H_21 : 0.00359984 + s_upper_bl_H_23 : 0.00358666 + s_lower_bl_H_0 : 0.00357629 +Epoch: 1351 | Train Loss: 1.31321 | Test Loss: 1.31834 | analysis_confidence: 0.157028 | CL: 0.0404541 | ln_CD: 0.0789983 | CM: 0.00703781 | Top_Xtr: 0.0400169 | Bot_Xtr: 0.0479787 +Loss contributors: + s_ln_CD : 0.33271 + s_CL : 0.288417 + s_analysis_confidence : 0.227267 + s_CM : 0.138492 + s_Bot_Xtr : 0.0387356 + s_Top_Xtr : 0.0284745 + s_upper_bl_H_22 : 0.00364901 + s_upper_bl_H_21 : 0.00360199 + s_lower_bl_H_0 : 0.00358721 + s_upper_bl_H_23 : 0.00358419 +Epoch: 1352 | Train Loss: 1.31315 | Test Loss: 1.32051 | analysis_confidence: 0.156726 | CL: 0.040409 | ln_CD: 0.0796221 | CM: 0.00703955 | Top_Xtr: 0.0399307 | Bot_Xtr: 0.047946 +Loss contributors: + s_ln_CD : 0.335128 + s_CL : 0.288113 + s_analysis_confidence : 0.227309 + s_CM : 0.138562 + s_Bot_Xtr : 0.038721 + s_Top_Xtr : 0.028426 + s_upper_bl_H_22 : 0.0036398 + s_upper_bl_H_21 : 0.00359753 + s_lower_bl_H_0 : 0.00358692 + s_upper_bl_H_23 : 0.00357196 +Epoch: 1353 | Train Loss: 1.31305 | Test Loss: 1.31817 | analysis_confidence: 0.158095 | CL: 0.0402458 | ln_CD: 0.0792392 | CM: 0.00703141 | Top_Xtr: 0.0400187 | Bot_Xtr: 0.0480572 +Loss contributors: + s_ln_CD : 0.333796 + s_CL : 0.286961 + s_analysis_confidence : 0.227484 + s_CM : 0.138402 + s_Bot_Xtr : 0.0387723 + s_Top_Xtr : 0.0284953 + s_upper_bl_H_22 : 0.00364806 + s_upper_bl_H_21 : 0.00360074 + s_upper_bl_H_23 : 0.00358382 + s_lower_bl_H_0 : 0.00357887 +Epoch: 1354 | Train Loss: 1.31319 | Test Loss: 1.32507 | analysis_confidence: 0.157004 | CL: 0.0403884 | ln_CD: 0.0804215 | CM: 0.00703483 | Top_Xtr: 0.0400796 | Bot_Xtr: 0.0480821 +Loss contributors: + s_ln_CD : 0.339844 + s_CL : 0.287972 + s_analysis_confidence : 0.227249 + s_CM : 0.13849 + s_Bot_Xtr : 0.0387316 + s_Top_Xtr : 0.028478 + s_upper_bl_H_22 : 0.00363941 + s_lower_bl_H_0 : 0.00359854 + s_upper_bl_H_21 : 0.00359313 + s_upper_bl_H_23 : 0.00357432 +Epoch: 1355 | Train Loss: 1.31313 | Test Loss: 1.31527 | analysis_confidence: 0.157557 | CL: 0.0403618 | ln_CD: 0.0785483 | CM: 0.00702999 | Top_Xtr: 0.0400705 | Bot_Xtr: 0.0480663 +Loss contributors: + s_ln_CD : 0.330807 + s_CL : 0.287543 + s_analysis_confidence : 0.22727 + s_CM : 0.138361 + s_Bot_Xtr : 0.0387411 + s_Top_Xtr : 0.0284944 + s_upper_bl_H_22 : 0.00363063 + s_upper_bl_H_21 : 0.00359064 + s_lower_bl_H_0 : 0.00358908 + s_upper_bl_H_31 : 0.00356859 +Epoch: 1356 | Train Loss: 1.313 | Test Loss: 1.31671 | analysis_confidence: 0.156002 | CL: 0.0402792 | ln_CD: 0.0789392 | CM: 0.00704435 | Top_Xtr: 0.0399766 | Bot_Xtr: 0.0479296 +Loss contributors: + s_ln_CD : 0.332353 + s_CL : 0.28686 + s_analysis_confidence : 0.227241 + s_CM : 0.138659 + s_Bot_Xtr : 0.0387461 + s_Top_Xtr : 0.0284815 + s_upper_bl_H_22 : 0.00364553 + s_upper_bl_H_21 : 0.00359737 + s_upper_bl_H_23 : 0.00358123 + s_lower_bl_H_0 : 0.00358036 +Epoch: 1357 | Train Loss: 1.31305 | Test Loss: 1.31702 | analysis_confidence: 0.157787 | CL: 0.0403228 | ln_CD: 0.0790058 | CM: 0.00703357 | Top_Xtr: 0.0399737 | Bot_Xtr: 0.0479351 +Loss contributors: + s_ln_CD : 0.332463 + s_CL : 0.287478 + s_analysis_confidence : 0.227389 + s_CM : 0.138424 + s_Bot_Xtr : 0.0387675 + s_Top_Xtr : 0.0284945 + s_upper_bl_H_22 : 0.00363311 + s_upper_bl_H_21 : 0.00359243 + s_lower_bl_H_0 : 0.0035871 + s_upper_bl_H_31 : 0.00358101 +Epoch: 1358 | Train Loss: 1.31293 | Test Loss: 1.31624 | analysis_confidence: 0.15811 | CL: 0.0403906 | ln_CD: 0.0785443 | CM: 0.00703384 | Top_Xtr: 0.0401098 | Bot_Xtr: 0.047996 +Loss contributors: + s_ln_CD : 0.331225 + s_CL : 0.287837 + s_analysis_confidence : 0.227213 + s_CM : 0.138443 + s_Bot_Xtr : 0.0387504 + s_Top_Xtr : 0.0285571 + s_upper_bl_H_22 : 0.00363914 + s_upper_bl_H_21 : 0.0036006 + s_lower_bl_H_0 : 0.00358203 + s_upper_bl_H_23 : 0.00356661 +Epoch: 1359 | Train Loss: 1.31299 | Test Loss: 1.31573 | analysis_confidence: 0.157303 | CL: 0.0404291 | ln_CD: 0.0784537 | CM: 0.00705547 | Top_Xtr: 0.0399617 | Bot_Xtr: 0.0479701 +Loss contributors: + s_ln_CD : 0.330631 + s_CL : 0.287978 + s_analysis_confidence : 0.227243 + s_CM : 0.138852 + s_Bot_Xtr : 0.0387018 + s_Top_Xtr : 0.0284494 + s_upper_bl_H_22 : 0.00362947 + s_upper_bl_H_21 : 0.00358388 + s_lower_bl_H_0 : 0.0035815 + s_upper_bl_H_23 : 0.00356342 +Epoch: 1360 | Train Loss: 1.313 | Test Loss: 1.31623 | analysis_confidence: 0.157246 | CL: 0.0402996 | ln_CD: 0.0786502 | CM: 0.00705694 | Top_Xtr: 0.0399899 | Bot_Xtr: 0.0479345 +Loss contributors: + s_ln_CD : 0.331239 + s_CL : 0.287426 + s_analysis_confidence : 0.227178 + s_CM : 0.13897 + s_Bot_Xtr : 0.0387427 + s_Top_Xtr : 0.0284896 + s_upper_bl_H_22 : 0.00364808 + s_upper_bl_H_21 : 0.00359782 + s_lower_bl_H_0 : 0.00358963 + s_upper_bl_H_23 : 0.00358584 +Epoch: 1361 | Train Loss: 1.31299 | Test Loss: 1.31646 | analysis_confidence: 0.156625 | CL: 0.0402975 | ln_CD: 0.0788227 | CM: 0.00701651 | Top_Xtr: 0.0401287 | Bot_Xtr: 0.0481714 +Loss contributors: + s_ln_CD : 0.332608 + s_CL : 0.286997 + s_analysis_confidence : 0.227201 + s_CM : 0.138063 + s_Bot_Xtr : 0.0388328 + s_Top_Xtr : 0.0285814 + s_upper_bl_H_22 : 0.00364794 + s_upper_bl_H_21 : 0.0036009 + s_upper_bl_H_23 : 0.00358192 + s_lower_bl_H_0 : 0.00357951 +Epoch: 1362 | Train Loss: 1.313 | Test Loss: 1.31436 | analysis_confidence: 0.156231 | CL: 0.0402722 | ln_CD: 0.0783696 | CM: 0.00703967 | Top_Xtr: 0.0400042 | Bot_Xtr: 0.0480643 +Loss contributors: + s_ln_CD : 0.330237 + s_CL : 0.286983 + s_analysis_confidence : 0.227248 + s_CM : 0.138551 + s_Bot_Xtr : 0.0387544 + s_Top_Xtr : 0.0284791 + s_upper_bl_H_22 : 0.00363777 + s_upper_bl_H_21 : 0.00358775 + s_lower_bl_H_0 : 0.00358306 + s_upper_bl_H_23 : 0.00357472 +Epoch: 1363 | Train Loss: 1.31287 | Test Loss: 1.31702 | analysis_confidence: 0.157548 | CL: 0.0403017 | ln_CD: 0.078962 | CM: 0.00701293 | Top_Xtr: 0.040138 | Bot_Xtr: 0.0481868 +Loss contributors: + s_ln_CD : 0.332731 + s_CL : 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0.0387738 + s_Top_Xtr : 0.028625 + s_upper_bl_H_22 : 0.0036295 + s_lower_bl_H_0 : 0.0035894 + s_upper_bl_H_21 : 0.00358679 + s_upper_bl_H_31 : 0.0035628 +Epoch: 1366 | Train Loss: 1.31279 | Test Loss: 1.31424 | analysis_confidence: 0.157567 | CL: 0.0402594 | ln_CD: 0.0783029 | CM: 0.00703138 | Top_Xtr: 0.039995 | Bot_Xtr: 0.0478907 +Loss contributors: + s_ln_CD : 0.330313 + s_CL : 0.286959 + s_analysis_confidence : 0.227344 + s_CM : 0.138371 + s_Bot_Xtr : 0.0387131 + s_Top_Xtr : 0.0284847 + s_upper_bl_H_22 : 0.00363943 + s_upper_bl_H_21 : 0.00359571 + s_lower_bl_H_0 : 0.00357225 + s_upper_bl_H_23 : 0.00357157 +Epoch: 1367 | Train Loss: 1.31283 | Test Loss: 1.3195 | analysis_confidence: 0.156693 | CL: 0.0406621 | ln_CD: 0.0787632 | CM: 0.00707144 | Top_Xtr: 0.0400204 | Bot_Xtr: 0.0480289 +Loss contributors: + s_ln_CD : 0.331902 + s_CL : 0.289743 + s_analysis_confidence : 0.227271 + s_CM : 0.139227 + s_Bot_Xtr : 0.0387459 + s_Top_Xtr : 0.0285014 + s_upper_bl_H_22 : 0.00363472 + s_upper_bl_H_21 : 0.00359835 + s_lower_bl_H_0 : 0.00358078 + s_upper_bl_H_31 : 0.00356616 +Epoch: 1368 | Train Loss: 1.31281 | Test Loss: 1.31699 | analysis_confidence: 0.156715 | CL: 0.0403702 | ln_CD: 0.078754 | CM: 0.00703776 | Top_Xtr: 0.0400921 | Bot_Xtr: 0.048079 +Loss contributors: + s_ln_CD : 0.331995 + s_CL : 0.287868 + s_analysis_confidence : 0.227263 + s_CM : 0.138533 + s_Bot_Xtr : 0.0387444 + s_Top_Xtr : 0.0285096 + s_upper_bl_H_22 : 0.00364596 + s_upper_bl_H_21 : 0.00360033 + s_upper_bl_H_23 : 0.00357852 + s_lower_bl_H_0 : 0.00357547 +Epoch: 1369 | Train Loss: 1.31275 | Test Loss: 1.31564 | analysis_confidence: 0.157255 | CL: 0.0402778 | ln_CD: 0.0786499 | CM: 0.00702336 | Top_Xtr: 0.0400711 | Bot_Xtr: 0.0479987 +Loss contributors: + s_ln_CD : 0.3318 + s_CL : 0.287014 + s_analysis_confidence : 0.227327 + s_CM : 0.138204 + s_Bot_Xtr : 0.0387332 + s_Top_Xtr : 0.0284948 + s_upper_bl_H_22 : 0.00363386 + s_upper_bl_H_21 : 0.00358957 + s_lower_bl_H_0 : 0.00357346 + s_upper_bl_H_31 : 0.0035697 +Epoch: 1370 | Train Loss: 1.3127 | Test Loss: 1.31662 | analysis_confidence: 0.156936 | CL: 0.0402473 | ln_CD: 0.0790626 | CM: 0.00702036 | Top_Xtr: 0.0401642 | Bot_Xtr: 0.0482338 +Loss contributors: + s_ln_CD : 0.332716 + s_CL : 0.28691 + s_analysis_confidence : 0.227184 + s_CM : 0.138153 + s_Bot_Xtr : 0.0387597 + s_Top_Xtr : 0.0285583 + s_upper_bl_H_22 : 0.00364617 + s_upper_bl_H_21 : 0.00359884 + s_upper_bl_H_23 : 0.00358162 + s_lower_bl_H_0 : 0.00358043 +Epoch: 1371 | Train Loss: 1.31272 | Test Loss: 1.317 | analysis_confidence: 0.155585 | CL: 0.0403775 | ln_CD: 0.0788484 | CM: 0.00703201 | Top_Xtr: 0.0399485 | Bot_Xtr: 0.0479571 +Loss contributors: + s_ln_CD : 0.332731 + s_CL : 0.287641 + s_analysis_confidence : 0.227257 + s_CM : 0.13836 + s_Bot_Xtr : 0.0386769 + s_Top_Xtr : 0.0283992 + s_upper_bl_H_22 : 0.00364107 + s_upper_bl_H_21 : 0.00359904 + s_lower_bl_H_0 : 0.00358416 + s_upper_bl_H_23 : 0.00357234 +Epoch: 1372 | Train Loss: 1.31266 | Test Loss: 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| CM: 0.00704384 | Top_Xtr: 0.0400292 | Bot_Xtr: 0.0478953 +Loss contributors: + s_ln_CD : 0.332821 + s_CL : 0.287891 + s_analysis_confidence : 0.2273 + s_CM : 0.138641 + s_Bot_Xtr : 0.0386971 + s_Top_Xtr : 0.0285254 + s_upper_bl_H_22 : 0.00364396 + s_upper_bl_H_21 : 0.00359637 + s_lower_bl_H_0 : 0.00358424 + s_upper_bl_H_23 : 0.00357882 +Epoch: 1375 | Train Loss: 1.31269 | Test Loss: 1.3176 | analysis_confidence: 0.156369 | CL: 0.0406567 | ln_CD: 0.0783765 | CM: 0.00707043 | Top_Xtr: 0.0400121 | Bot_Xtr: 0.0479291 +Loss contributors: + s_ln_CD : 0.330352 + s_CL : 0.28967 + s_analysis_confidence : 0.227175 + s_CM : 0.139168 + s_Bot_Xtr : 0.0387381 + s_Top_Xtr : 0.0285215 + s_upper_bl_H_22 : 0.0036405 + s_upper_bl_H_21 : 0.00359266 + s_upper_bl_H_23 : 0.00357717 + s_lower_bl_H_0 : 0.0035755 +Epoch: 1376 | Train Loss: 1.31264 | Test Loss: 1.31681 | analysis_confidence: 0.157126 | CL: 0.0403763 | ln_CD: 0.0789002 | CM: 0.00702005 | Top_Xtr: 0.0399263 | Bot_Xtr: 0.0478499 +Loss 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0.00359603 + s_upper_bl_H_23 : 0.00358754 + s_lower_bl_H_0 : 0.00358743 +Epoch: 1383 | Train Loss: 1.3124 | Test Loss: 1.31661 | analysis_confidence: 0.157418 | CL: 0.0403185 | ln_CD: 0.078948 | CM: 0.00703869 | Top_Xtr: 0.0399905 | Bot_Xtr: 0.0479154 +Loss contributors: + s_ln_CD : 0.332484 + s_CL : 0.287306 + s_analysis_confidence : 0.227176 + s_CM : 0.138541 + s_Bot_Xtr : 0.0386665 + s_Top_Xtr : 0.0284671 + s_upper_bl_H_22 : 0.00363841 + s_upper_bl_H_21 : 0.00359014 + s_lower_bl_H_0 : 0.00357743 + s_upper_bl_H_23 : 0.00357546 +Epoch: 1384 | Train Loss: 1.31245 | Test Loss: 1.31683 | analysis_confidence: 0.155674 | CL: 0.0402487 | ln_CD: 0.0787392 | CM: 0.00706525 | Top_Xtr: 0.039948 | Bot_Xtr: 0.0480177 +Loss contributors: + s_ln_CD : 0.33247 + s_CL : 0.286952 + s_analysis_confidence : 0.227199 + s_CM : 0.139069 + s_Bot_Xtr : 0.0387132 + s_Top_Xtr : 0.0284093 + s_upper_bl_H_22 : 0.00364118 + s_upper_bl_H_21 : 0.00359438 + s_upper_bl_H_23 : 0.00357737 + s_upper_bl_H_31 : 0.00357397 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0.00703398 | Top_Xtr: 0.0400246 | Bot_Xtr: 0.0480769 +Loss contributors: + s_ln_CD : 0.331644 + s_CL : 0.287133 + s_analysis_confidence : 0.227294 + s_CM : 0.13839 + s_Bot_Xtr : 0.0387157 + s_Top_Xtr : 0.0284697 + s_upper_bl_H_22 : 0.00364003 + s_upper_bl_H_21 : 0.00359436 + s_lower_bl_H_0 : 0.0035794 + s_upper_bl_H_23 : 0.0035755 +Epoch: 1390 | Train Loss: 1.31227 | Test Loss: 1.31498 | analysis_confidence: 0.156606 | CL: 0.0403929 | ln_CD: 0.0784961 | CM: 0.00701228 | Top_Xtr: 0.0398985 | Bot_Xtr: 0.047882 +Loss contributors: + s_ln_CD : 0.330992 + s_CL : 0.287751 + s_analysis_confidence : 0.227172 + s_CM : 0.137947 + s_Bot_Xtr : 0.0386666 + s_Top_Xtr : 0.0284267 + s_upper_bl_H_22 : 0.00364363 + s_upper_bl_H_21 : 0.003598 + s_upper_bl_H_23 : 0.00357823 + s_lower_bl_H_0 : 0.00357082 +Epoch: 1391 | Train Loss: 1.31222 | Test Loss: 1.31746 | analysis_confidence: 0.156738 | CL: 0.0404048 | ln_CD: 0.0789703 | CM: 0.0070594 | Top_Xtr: 0.0399565 | Bot_Xtr: 0.0480055 +Loss contributors: + s_ln_CD : 0.332406 + s_CL : 0.287921 + s_analysis_confidence : 0.22715 + s_CM : 0.138964 + s_Bot_Xtr : 0.0386859 + s_Top_Xtr : 0.0284019 + s_upper_bl_H_22 : 0.00364162 + s_upper_bl_H_21 : 0.00360496 + s_lower_bl_H_0 : 0.00357774 + s_upper_bl_H_23 : 0.00356998 +Epoch: 1392 | Train Loss: 1.31222 | Test Loss: 1.31878 | analysis_confidence: 0.157543 | CL: 0.0405346 | ln_CD: 0.0790064 | CM: 0.00705351 | Top_Xtr: 0.0399337 | Bot_Xtr: 0.0479039 +Loss contributors: + s_ln_CD : 0.333141 + s_CL : 0.288656 + s_analysis_confidence : 0.227245 + s_CM : 0.13887 + s_Bot_Xtr : 0.038667 + s_Top_Xtr : 0.0284119 + s_upper_bl_H_22 : 0.00363723 + s_upper_bl_H_21 : 0.0035966 + s_lower_bl_H_0 : 0.00357512 + s_upper_bl_H_23 : 0.00356798 +Epoch: 1393 | Train Loss: 1.31222 | Test Loss: 1.31358 | analysis_confidence: 0.157946 | CL: 0.040245 | ln_CD: 0.0783916 | CM: 0.00703735 | Top_Xtr: 0.0399642 | Bot_Xtr: 0.0479034 +Loss contributors: + s_ln_CD : 0.330303 + s_CL : 0.286715 + s_analysis_confidence : 0.227158 + s_CM : 0.138494 + s_Bot_Xtr : 0.0386809 + s_Top_Xtr : 0.0284706 + s_upper_bl_H_22 : 0.00364562 + s_upper_bl_H_21 : 0.00360292 + s_upper_bl_H_23 : 0.0035777 + s_lower_bl_H_0 : 0.00357037 +Epoch: 1394 | Train Loss: 1.31218 | Test Loss: 1.32314 | analysis_confidence: 0.157385 | CL: 0.0402576 | ln_CD: 0.0801798 | CM: 0.00704878 | Top_Xtr: 0.0399426 | Bot_Xtr: 0.0478933 +Loss contributors: + s_ln_CD : 0.339366 + s_CL : 0.286779 + s_analysis_confidence : 0.227176 + s_CM : 0.138773 + s_Bot_Xtr : 0.038679 + s_Top_Xtr : 0.0284482 + s_upper_bl_H_22 : 0.00364009 + s_upper_bl_H_21 : 0.00359837 + s_lower_bl_H_0 : 0.00357905 + s_upper_bl_H_31 : 0.00357321 +Epoch: 1395 | Train Loss: 1.31211 | Test Loss: 1.31783 | analysis_confidence: 0.15706 | CL: 0.0403666 | ln_CD: 0.0792123 | CM: 0.00704058 | Top_Xtr: 0.0399357 | Bot_Xtr: 0.0479671 +Loss contributors: + s_ln_CD : 0.33331 + s_CL : 0.287769 + s_analysis_confidence : 0.227176 + s_CM : 0.138569 + s_Bot_Xtr : 0.0387291 + s_Top_Xtr : 0.028442 + s_upper_bl_H_22 : 0.00363277 + s_upper_bl_H_21 : 0.00358853 + s_lower_bl_H_0 : 0.00358317 + s_upper_bl_H_23 : 0.00356696 +Epoch: 1396 | Train Loss: 1.31212 | Test Loss: 1.3164 | analysis_confidence: 0.156443 | CL: 0.0402276 | ln_CD: 0.07923 | CM: 0.00703158 | Top_Xtr: 0.0400069 | Bot_Xtr: 0.0480087 +Loss contributors: + s_ln_CD : 0.333193 + s_CL : 0.286565 + s_analysis_confidence : 0.227158 + s_CM : 0.138357 + s_Bot_Xtr : 0.0387533 + s_Top_Xtr : 0.0284659 + s_upper_bl_H_22 : 0.00363826 + s_upper_bl_H_21 : 0.00358953 + s_lower_bl_H_0 : 0.00358619 + s_upper_bl_H_23 : 0.00357631 +Epoch: 1397 | Train Loss: 1.3121 | Test Loss: 1.3166 | analysis_confidence: 0.156724 | CL: 0.0402462 | ln_CD: 0.0789092 | CM: 0.00703276 | Top_Xtr: 0.0400899 | Bot_Xtr: 0.0479692 +Loss contributors: + s_ln_CD : 0.33327 + s_CL : 0.286653 + s_analysis_confidence : 0.227088 + s_CM : 0.138429 + s_Bot_Xtr : 0.0386956 + s_Top_Xtr : 0.0285326 + s_upper_bl_H_22 : 0.0036415 + s_upper_bl_H_21 : 0.0036023 + s_lower_bl_H_0 : 0.00358129 + s_upper_bl_H_23 : 0.00357055 +Epoch: 1398 | Train Loss: 1.31212 | Test Loss: 1.31499 | analysis_confidence: 0.156232 | CL: 0.0403516 | ln_CD: 0.0784378 | CM: 0.00704134 | Top_Xtr: 0.0399517 | Bot_Xtr: 0.0478729 +Loss contributors: + s_ln_CD : 0.330797 + s_CL : 0.287676 + s_analysis_confidence : 0.227104 + s_CM : 0.13854 + s_Bot_Xtr : 0.0386073 + s_Top_Xtr : 0.0284158 + s_upper_bl_H_22 : 0.00364679 + s_upper_bl_H_21 : 0.00360108 + s_upper_bl_H_23 : 0.00358136 + s_lower_bl_H_0 : 0.00357866 +Epoch: 1399 | Train Loss: 1.31209 | Test Loss: 1.31447 | analysis_confidence: 0.157419 | CL: 0.0401866 | ln_CD: 0.0787716 | CM: 0.00702261 | Top_Xtr: 0.0400042 | Bot_Xtr: 0.0478531 +Loss contributors: + s_ln_CD : 0.331937 + s_CL : 0.286367 + s_analysis_confidence : 0.227061 + s_CM : 0.138194 + s_Bot_Xtr : 0.0386555 + s_Top_Xtr : 0.0284693 + s_upper_bl_H_22 : 0.00364573 + s_upper_bl_H_21 : 0.00360846 + s_lower_bl_H_0 : 0.00358885 + s_upper_bl_H_23 : 0.00357364 +Epoch: 1400 | Train Loss: 1.31206 | Test Loss: 1.31567 | analysis_confidence: 0.156844 | CL: 0.0402744 | ln_CD: 0.0788303 | CM: 0.00702569 | Top_Xtr: 0.0400013 | Bot_Xtr: 0.0478852 +Loss contributors: + s_ln_CD : 0.33245 + s_CL : 0.286836 + s_analysis_confidence : 0.227105 + s_CM : 0.13826 + s_Bot_Xtr : 0.038636 + s_Top_Xtr : 0.0284425 + s_upper_bl_H_22 : 0.00363915 + s_upper_bl_H_21 : 0.00358702 + s_lower_bl_H_0 : 0.0035799 + s_upper_bl_H_23 : 0.00357896 +Epoch: 1401 | Train Loss: 1.31193 | Test Loss: 1.3143 | analysis_confidence: 0.157129 | CL: 0.0403502 | ln_CD: 0.0783201 | CM: 0.00702971 | Top_Xtr: 0.0400435 | Bot_Xtr: 0.0478803 +Loss contributors: + s_ln_CD : 0.330137 + s_CL : 0.287663 + s_analysis_confidence : 0.227109 + s_CM : 0.138298 + s_Bot_Xtr : 0.0386891 + s_Top_Xtr : 0.0285297 + s_upper_bl_H_22 : 0.00364051 + s_upper_bl_H_21 : 0.00359705 + s_lower_bl_H_0 : 0.0035823 + s_upper_bl_H_23 : 0.0035735 +Epoch: 1402 | Train Loss: 1.312 | Test Loss: 1.31474 | analysis_confidence: 0.156549 | CL: 0.0402531 | ln_CD: 0.078694 | CM: 0.00701807 | Top_Xtr: 0.0400693 | Bot_Xtr: 0.0481187 +Loss contributors: + s_ln_CD : 0.331541 + s_CL : 0.286745 + s_analysis_confidence : 0.227263 + s_CM : 0.138103 + s_Bot_Xtr : 0.0387153 + s_Top_Xtr : 0.0284728 + s_upper_bl_H_22 : 0.00364333 + s_upper_bl_H_21 : 0.00360153 + s_lower_bl_H_0 : 0.00357495 + s_upper_bl_H_23 : 0.00357483 +Epoch: 1403 | Train Loss: 1.31201 | Test Loss: 1.31331 | analysis_confidence: 0.156164 | CL: 0.0402716 | ln_CD: 0.0782743 | CM: 0.00702859 | Top_Xtr: 0.0400407 | Bot_Xtr: 0.0478708 +Loss contributors: + s_ln_CD : 0.33011 + s_CL : 0.286882 + s_analysis_confidence : 0.227112 + s_CM : 0.138344 + s_Bot_Xtr : 0.0386415 + s_Top_Xtr : 0.0284908 + s_upper_bl_H_22 : 0.00364392 + s_upper_bl_H_21 : 0.00360392 + s_lower_bl_H_0 : 0.0035761 + s_upper_bl_H_23 : 0.0035745 +Epoch: 1404 | Train Loss: 1.31189 | Test Loss: 1.31451 | analysis_confidence: 0.156591 | CL: 0.0404237 | ln_CD: 0.0782493 | CM: 0.00702783 | Top_Xtr: 0.0399913 | Bot_Xtr: 0.0479506 +Loss contributors: + s_ln_CD : 0.329995 + s_CL : 0.288226 + s_analysis_confidence : 0.227133 + s_CM : 0.138315 + s_Bot_Xtr : 0.0386544 + s_Top_Xtr : 0.0284328 + s_upper_bl_H_22 : 0.00363995 + s_upper_bl_H_21 : 0.00359289 + s_lower_bl_H_0 : 0.00358131 + s_upper_bl_H_23 : 0.00357511 +Epoch: 1405 | Train Loss: 1.31192 | Test Loss: 1.31512 | analysis_confidence: 0.156452 | CL: 0.0402387 | ln_CD: 0.0786287 | CM: 0.00704173 | Top_Xtr: 0.0398742 | Bot_Xtr: 0.0478754 +Loss contributors: + s_ln_CD : 0.331869 + s_CL : 0.286802 + s_analysis_confidence : 0.227078 + s_CM : 0.138573 + s_Bot_Xtr : 0.0386553 + s_Top_Xtr : 0.0283908 + s_upper_bl_H_22 : 0.00365457 + s_upper_bl_H_21 : 0.00361858 + s_upper_bl_H_23 : 0.00358128 + s_lower_bl_H_0 : 0.00357864 +Epoch: 1406 | Train Loss: 1.31189 | Test Loss: 1.3132 | analysis_confidence: 0.156526 | CL: 0.0402956 | ln_CD: 0.0782838 | CM: 0.00701663 | Top_Xtr: 0.0399341 | Bot_Xtr: 0.0478765 +Loss contributors: + s_ln_CD : 0.330061 + s_CL : 0.287058 + s_analysis_confidence : 0.227016 + s_CM : 0.13807 + s_Bot_Xtr : 0.0386206 + s_Top_Xtr : 0.0283871 + s_upper_bl_H_22 : 0.00364892 + s_upper_bl_H_21 : 0.00359911 + s_upper_bl_H_23 : 0.00358623 + s_lower_bl_H_0 : 0.00358111 +Epoch: 1407 | Train Loss: 1.31193 | Test Loss: 1.31531 | analysis_confidence: 0.157025 | CL: 0.0403729 | ln_CD: 0.0786073 | CM: 0.0070362 | Top_Xtr: 0.0399761 | Bot_Xtr: 0.0479768 +Loss contributors: + s_ln_CD : 0.331119 + s_CL : 0.28772 + s_analysis_confidence : 0.227147 + s_CM : 0.138507 + s_Bot_Xtr : 0.0387128 + s_Top_Xtr : 0.0284486 + s_upper_bl_H_22 : 0.00363146 + s_upper_bl_H_21 : 0.00359057 + s_lower_bl_H_0 : 0.00358151 + s_upper_bl_H_31 : 0.00356378 +Epoch: 1408 | Train Loss: 1.31186 | Test Loss: 1.31495 | analysis_confidence: 0.156468 | CL: 0.0404177 | ln_CD: 0.0784414 | CM: 0.00702689 | Top_Xtr: 0.039936 | Bot_Xtr: 0.0478484 +Loss contributors: + s_ln_CD : 0.330747 + s_CL : 0.287958 + s_analysis_confidence : 0.227105 + s_CM : 0.138281 + s_Bot_Xtr : 0.0385968 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0.00362029 + s_lower_bl_H_0 : 0.00359305 + s_upper_bl_H_23 : 0.00359212 +Epoch: 1411 | Train Loss: 1.31173 | Test Loss: 1.31535 | analysis_confidence: 0.156964 | CL: 0.0403686 | ln_CD: 0.0785376 | CM: 0.00702505 | Top_Xtr: 0.0399867 | Bot_Xtr: 0.0478538 +Loss contributors: + s_ln_CD : 0.331699 + s_CL : 0.287282 + s_analysis_confidence : 0.227115 + s_CM : 0.138221 + s_Bot_Xtr : 0.0386515 + s_Top_Xtr : 0.0284709 + s_upper_bl_H_22 : 0.00364045 + s_upper_bl_H_21 : 0.00359301 + s_lower_bl_H_0 : 0.00358153 + s_upper_bl_H_23 : 0.00357637 +Epoch: 1412 | Train Loss: 1.31182 | Test Loss: 1.31839 | analysis_confidence: 0.156983 | CL: 0.0405017 | ln_CD: 0.0786313 | CM: 0.0071034 | Top_Xtr: 0.0400357 | Bot_Xtr: 0.047937 +Loss contributors: + s_ln_CD : 0.331326 + s_CL : 0.288586 + s_analysis_confidence : 0.227174 + s_CM : 0.139942 + s_Bot_Xtr : 0.0386636 + s_Top_Xtr : 0.028485 + s_upper_bl_H_22 : 0.00365088 + s_upper_bl_H_21 : 0.00360512 + s_upper_bl_H_23 : 0.00358695 + s_lower_bl_H_0 : 0.00357658 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Train Loss: 1.31132 | Test Loss: 1.31604 | analysis_confidence: 0.155916 | CL: 0.0405273 | ln_CD: 0.0783997 | CM: 0.0070164 | Top_Xtr: 0.0399451 | Bot_Xtr: 0.0479124 +Loss contributors: + s_ln_CD : 0.331002 + s_CL : 0.289142 + s_analysis_confidence : 0.227096 + s_CM : 0.138025 + s_Bot_Xtr : 0.0386566 + s_Top_Xtr : 0.0284203 + s_upper_bl_H_22 : 0.00364052 + s_upper_bl_H_21 : 0.00359599 + s_upper_bl_H_23 : 0.0035746 + s_lower_bl_H_0 : 0.00357233 +Epoch: 1429 | Train Loss: 1.31137 | Test Loss: 1.3151 | analysis_confidence: 0.155976 | CL: 0.0401963 | ln_CD: 0.0788988 | CM: 0.00704269 | Top_Xtr: 0.0399233 | Bot_Xtr: 0.0477708 +Loss contributors: + s_ln_CD : 0.332133 + s_CL : 0.286336 + s_analysis_confidence : 0.227216 + s_CM : 0.138566 + s_Bot_Xtr : 0.0385672 + s_Top_Xtr : 0.0284037 + s_upper_bl_H_22 : 0.00365436 + s_upper_bl_H_21 : 0.0036098 + s_upper_bl_H_23 : 0.00358951 + s_lower_bl_H_0 : 0.00358091 +Epoch: 1430 | Train Loss: 1.31132 | Test Loss: 1.3151 | analysis_confidence: 0.155706 | CL: 0.0402086 | ln_CD: 0.0788005 | CM: 0.00703862 | Top_Xtr: 0.0398774 | Bot_Xtr: 0.0478682 +Loss contributors: + s_ln_CD : 0.332425 + s_CL : 0.286461 + s_analysis_confidence : 0.227158 + s_CM : 0.138551 + s_Bot_Xtr : 0.038581 + s_Top_Xtr : 0.0283441 + s_upper_bl_H_22 : 0.0036472 + s_upper_bl_H_21 : 0.00360526 + s_lower_bl_H_0 : 0.00358117 + s_upper_bl_H_23 : 0.00357968 +Epoch: 1431 | Train Loss: 1.31131 | Test Loss: 1.32003 | analysis_confidence: 0.157201 | CL: 0.0403062 | ln_CD: 0.0800453 | CM: 0.00703141 | Top_Xtr: 0.0399332 | Bot_Xtr: 0.0478401 +Loss contributors: + s_ln_CD : 0.336678 + s_CL : 0.287155 + s_analysis_confidence : 0.227147 + s_CM : 0.138332 + s_Bot_Xtr : 0.0385637 + s_Top_Xtr : 0.0283972 + s_upper_bl_H_22 : 0.00364779 + s_upper_bl_H_21 : 0.00360174 + s_upper_bl_H_23 : 0.00358323 + s_lower_bl_H_0 : 0.00356345 +Epoch: 1432 | Train Loss: 1.31132 | Test Loss: 1.31322 | analysis_confidence: 0.155698 | CL: 0.040243 | ln_CD: 0.0783626 | CM: 0.00702601 | Top_Xtr: 0.0398326 | Bot_Xtr: 0.0477682 +Loss contributors: + s_ln_CD : 0.330759 + s_CL : 0.286803 + s_analysis_confidence : 0.226987 + s_CM : 0.138298 + s_Bot_Xtr : 0.0385148 + s_Top_Xtr : 0.0283217 + s_upper_bl_H_22 : 0.00363625 + s_upper_bl_H_21 : 0.00359573 + s_lower_bl_H_0 : 0.00358002 + s_upper_bl_H_23 : 0.00356771 +Epoch: 1433 | Train Loss: 1.31125 | Test Loss: 1.31581 | analysis_confidence: 0.157583 | CL: 0.040266 | ln_CD: 0.078849 | CM: 0.00703602 | Top_Xtr: 0.0399456 | Bot_Xtr: 0.0478705 +Loss contributors: + s_ln_CD : 0.332425 + s_CL : 0.287121 + s_analysis_confidence : 0.227067 + s_CM : 0.138468 + s_Bot_Xtr : 0.0386051 + s_Top_Xtr : 0.028441 + s_upper_bl_H_22 : 0.00365061 + s_upper_bl_H_21 : 0.00360328 + s_upper_bl_H_23 : 0.00358643 + s_lower_bl_H_0 : 0.00358485 +Epoch: 1434 | Train Loss: 1.31127 | Test Loss: 1.31724 | analysis_confidence: 0.15639 | CL: 0.040647 | ln_CD: 0.0787059 | CM: 0.00702705 | Top_Xtr: 0.039949 | Bot_Xtr: 0.0478335 +Loss contributors: + s_ln_CD : 0.331577 + s_CL : 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s_upper_bl_H_21 : 0.00359483 + s_upper_bl_H_23 : 0.00357746 + s_lower_bl_H_0 : 0.00357546 +Epoch: 1439 | Train Loss: 1.31107 | Test Loss: 1.31252 | analysis_confidence: 0.156608 | CL: 0.0402387 | ln_CD: 0.078242 | CM: 0.00702452 | Top_Xtr: 0.039932 | Bot_Xtr: 0.0477623 +Loss contributors: + s_ln_CD : 0.329903 + s_CL : 0.286648 + s_analysis_confidence : 0.227021 + s_CM : 0.138234 + s_Bot_Xtr : 0.0385745 + s_Top_Xtr : 0.0284441 + s_upper_bl_H_22 : 0.00364419 + s_upper_bl_H_21 : 0.00360074 + s_upper_bl_H_23 : 0.00357759 + s_lower_bl_H_0 : 0.00357729 +Epoch: 1440 | Train Loss: 1.31107 | Test Loss: 1.31885 | analysis_confidence: 0.156881 | CL: 0.0402917 | ln_CD: 0.0796477 | CM: 0.0070418 | Top_Xtr: 0.0399045 | Bot_Xtr: 0.0478312 +Loss contributors: + s_ln_CD : 0.33523 + s_CL : 0.287087 + s_analysis_confidence : 0.22703 + s_CM : 0.138634 + s_Bot_Xtr : 0.0385853 + s_Top_Xtr : 0.0284026 + s_upper_bl_H_22 : 0.00363956 + s_upper_bl_H_21 : 0.00359648 + s_lower_bl_H_0 : 0.00357724 + s_upper_bl_H_23 : 0.00357456 +Epoch: 1441 | Train Loss: 1.31098 | Test Loss: 1.31836 | analysis_confidence: 0.15703 | CL: 0.0402784 | ln_CD: 0.0796718 | CM: 0.00703041 | Top_Xtr: 0.0399499 | Bot_Xtr: 0.0478617 +Loss contributors: + s_ln_CD : 0.33573 + s_CL : 0.286789 + s_analysis_confidence : 0.227038 + s_CM : 0.138357 + s_Bot_Xtr : 0.0385836 + s_Top_Xtr : 0.0283871 + s_upper_bl_H_22 : 0.00364019 + s_upper_bl_H_21 : 0.0036024 + s_lower_bl_H_0 : 0.00357408 + s_upper_bl_H_23 : 0.00357066 +Epoch: 1442 | Train Loss: 1.31112 | Test Loss: 1.32097 | analysis_confidence: 0.155518 | CL: 0.0403945 | ln_CD: 0.0797749 | CM: 0.00704962 | Top_Xtr: 0.0399574 | Bot_Xtr: 0.0477101 +Loss contributors: + s_ln_CD : 0.336645 + s_CL : 0.287721 + s_analysis_confidence : 0.227065 + s_CM : 0.138771 + s_Bot_Xtr : 0.0385311 + s_Top_Xtr : 0.0284447 + s_upper_bl_H_22 : 0.00365091 + s_upper_bl_H_21 : 0.00360703 + s_upper_bl_H_23 : 0.00358449 + s_lower_bl_H_0 : 0.00358245 +Epoch: 1443 | Train Loss: 1.31102 | Test Loss: 1.31574 | analysis_confidence: 0.156427 | CL: 0.0403193 | ln_CD: 0.0787225 | CM: 0.00702767 | Top_Xtr: 0.0399124 | Bot_Xtr: 0.0477483 +Loss contributors: + s_ln_CD : 0.332177 + s_CL : 0.287559 + s_analysis_confidence : 0.227002 + s_CM : 0.138308 + s_Bot_Xtr : 0.0385386 + s_Top_Xtr : 0.0284138 + s_upper_bl_H_22 : 0.00365856 + s_upper_bl_H_21 : 0.00361389 + s_upper_bl_H_23 : 0.00359128 + s_lower_bl_H_0 : 0.00357069 +Epoch: 1444 | Train Loss: 1.31102 | Test Loss: 1.3177 | analysis_confidence: 0.15657 | CL: 0.040408 | ln_CD: 0.0791593 | CM: 0.00703342 | Top_Xtr: 0.0400736 | Bot_Xtr: 0.0480663 +Loss contributors: + s_ln_CD : 0.333958 + s_CL : 0.287677 + s_analysis_confidence : 0.226992 + s_CM : 0.138426 + s_Bot_Xtr : 0.0386608 + s_Top_Xtr : 0.0284498 + s_upper_bl_H_22 : 0.00363876 + s_upper_bl_H_21 : 0.00359589 + s_lower_bl_H_0 : 0.00359208 + s_upper_bl_H_23 : 0.00357178 +Epoch: 1445 | Train Loss: 1.31105 | Test Loss: 1.32376 | analysis_confidence: 0.155844 | CL: 0.0405831 | ln_CD: 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0.00359852 + s_lower_bl_H_0 : 0.00358729 + s_upper_bl_H_23 : 0.00356627 +Epoch: 1454 | Train Loss: 1.31081 | Test Loss: 1.31509 | analysis_confidence: 0.156702 | CL: 0.0404379 | ln_CD: 0.078666 | CM: 0.00702306 | Top_Xtr: 0.0400166 | Bot_Xtr: 0.0479678 +Loss contributors: + s_ln_CD : 0.331333 + s_CL : 0.287897 + s_analysis_confidence : 0.227088 + s_CM : 0.138199 + s_Bot_Xtr : 0.0385777 + s_Top_Xtr : 0.028397 + s_upper_bl_H_22 : 0.00363853 + s_upper_bl_H_21 : 0.00359365 + s_lower_bl_H_0 : 0.00357794 + s_upper_bl_H_23 : 0.00357392 +Epoch: 1455 | Train Loss: 1.31068 | Test Loss: 1.31328 | analysis_confidence: 0.157723 | CL: 0.040229 | ln_CD: 0.0784329 | CM: 0.00703174 | Top_Xtr: 0.039933 | Bot_Xtr: 0.0478313 +Loss contributors: + s_ln_CD : 0.330747 + s_CL : 0.286608 + s_analysis_confidence : 0.226995 + s_CM : 0.138387 + s_Bot_Xtr : 0.0385785 + s_Top_Xtr : 0.0283943 + s_upper_bl_H_22 : 0.00363893 + s_lower_bl_H_0 : 0.00359102 + s_upper_bl_H_21 : 0.00358833 + s_upper_bl_H_23 : 0.00357828 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analysis_confidence: 0.15684 | CL: 0.0402357 | ln_CD: 0.0784615 | CM: 0.00705664 | Top_Xtr: 0.0398466 | Bot_Xtr: 0.0477219 +Loss contributors: + s_ln_CD : 0.33075 + s_CL : 0.286767 + s_analysis_confidence : 0.227129 + s_CM : 0.138915 + s_Bot_Xtr : 0.0384926 + s_Top_Xtr : 0.0283118 + s_upper_bl_H_22 : 0.0036301 + s_upper_bl_H_21 : 0.00359478 + s_lower_bl_H_0 : 0.00358723 + s_upper_bl_H_23 : 0.00355872 +Epoch: 1459 | Train Loss: 1.31073 | Test Loss: 1.31347 | analysis_confidence: 0.156055 | CL: 0.04028 | ln_CD: 0.0783464 | CM: 0.00704504 | Top_Xtr: 0.0400262 | Bot_Xtr: 0.0479702 +Loss contributors: + s_ln_CD : 0.330235 + s_CL : 0.287025 + s_analysis_confidence : 0.227044 + s_CM : 0.138663 + s_Bot_Xtr : 0.0385817 + s_Top_Xtr : 0.0284261 + s_upper_bl_H_22 : 0.00364087 + s_upper_bl_H_21 : 0.00359905 + s_lower_bl_H_0 : 0.0035807 + s_upper_bl_H_23 : 0.00357303 +Epoch: 1460 | Train Loss: 1.3107 | Test Loss: 1.31263 | analysis_confidence: 0.155691 | CL: 0.0402792 | ln_CD: 0.078457 | CM: 0.00702213 | Top_Xtr: 0.0399472 | Bot_Xtr: 0.047809 +Loss contributors: + s_ln_CD : 0.330498 + s_CL : 0.286714 + s_analysis_confidence : 0.226915 + s_CM : 0.138161 + s_Bot_Xtr : 0.0385577 + s_Top_Xtr : 0.0283947 + s_upper_bl_H_22 : 0.0036371 + s_upper_bl_H_21 : 0.00359234 + s_lower_bl_H_0 : 0.00358945 + s_upper_bl_H_23 : 0.0035727 +Epoch: 1461 | Train Loss: 1.31064 | Test Loss: 1.31273 | analysis_confidence: 0.156735 | CL: 0.0402194 | ln_CD: 0.0783477 | CM: 0.00701946 | Top_Xtr: 0.0399057 | Bot_Xtr: 0.0478114 +Loss contributors: + s_ln_CD : 0.33067 + s_CL : 0.286663 + s_analysis_confidence : 0.226904 + s_CM : 0.138106 + s_Bot_Xtr : 0.0385477 + s_Top_Xtr : 0.0283792 + s_upper_bl_H_22 : 0.00363803 + s_upper_bl_H_21 : 0.00359468 + s_lower_bl_H_0 : 0.00358617 + s_upper_bl_H_23 : 0.00357257 +Epoch: 1462 | Train Loss: 1.31058 | Test Loss: 1.31387 | analysis_confidence: 0.156674 | CL: 0.0402942 | ln_CD: 0.0785392 | CM: 0.00703263 | Top_Xtr: 0.0398222 | Bot_Xtr: 0.0477983 +Loss contributors: + s_ln_CD : 0.3309 + s_CL : 0.287164 + s_analysis_confidence : 0.226936 + s_CM : 0.138433 + s_Bot_Xtr : 0.0385145 + s_Top_Xtr : 0.0283203 + s_upper_bl_H_22 : 0.00363043 + s_upper_bl_H_21 : 0.0035909 + s_lower_bl_H_0 : 0.00359081 + s_upper_bl_H_23 : 0.0035628 +Epoch: 1463 | Train Loss: 1.31058 | Test Loss: 1.31445 | analysis_confidence: 0.156004 | CL: 0.0403099 | ln_CD: 0.0788699 | CM: 0.00702315 | Top_Xtr: 0.0399574 | Bot_Xtr: 0.0478134 +Loss contributors: + s_ln_CD : 0.331974 + s_CL : 0.286987 + s_analysis_confidence : 0.226935 + s_CM : 0.138189 + s_Bot_Xtr : 0.038556 + s_Top_Xtr : 0.0284145 + s_upper_bl_H_22 : 0.00364235 + s_upper_bl_H_21 : 0.00360811 + s_lower_bl_H_0 : 0.00358637 + s_upper_bl_H_23 : 0.00356918 +Epoch: 1464 | Train Loss: 1.31052 | Test Loss: 1.31475 | analysis_confidence: 0.156969 | CL: 0.0402804 | ln_CD: 0.07852 | CM: 0.00706448 | Top_Xtr: 0.0399822 | Bot_Xtr: 0.0478902 +Loss contributors: + s_ln_CD : 0.331161 + s_CL : 0.287079 + s_analysis_confidence : 0.226932 + s_CM : 0.139116 + s_Bot_Xtr : 0.0385217 + s_Top_Xtr : 0.0283783 + s_upper_bl_H_22 : 0.00363954 + s_upper_bl_H_21 : 0.00360218 + s_lower_bl_H_0 : 0.00358856 + s_upper_bl_H_23 : 0.00356969 +Epoch: 1465 | Train Loss: 1.31052 | Test Loss: 1.32019 | analysis_confidence: 0.1574 | CL: 0.0405968 | ln_CD: 0.0794151 | CM: 0.00707421 | Top_Xtr: 0.0398268 | Bot_Xtr: 0.0478001 +Loss contributors: + s_ln_CD : 0.334469 + s_CL : 0.289092 + s_analysis_confidence : 0.227063 + s_CM : 0.139306 + s_Bot_Xtr : 0.038555 + s_Top_Xtr : 0.0283179 + s_upper_bl_H_22 : 0.00363234 + s_upper_bl_H_21 : 0.00359317 + s_lower_bl_H_0 : 0.00357845 + s_upper_bl_H_23 : 0.00356371 +Epoch: 1466 | Train Loss: 1.31057 | Test Loss: 1.32516 | analysis_confidence: 0.156596 | CL: 0.0403294 | ln_CD: 0.0812532 | CM: 0.00702957 | Top_Xtr: 0.0399742 | Bot_Xtr: 0.0477425 +Loss contributors: + s_ln_CD : 0.341921 + s_CL : 0.287198 + s_analysis_confidence : 0.22707 + s_CM : 0.138323 + s_Bot_Xtr : 0.0385383 + s_Top_Xtr : 0.0284446 + s_upper_bl_H_22 : 0.00364508 + s_upper_bl_H_21 : 0.00359884 + s_lower_bl_H_0 : 0.003589 + s_upper_bl_H_23 : 0.00358256 +Epoch: 1467 | Train Loss: 1.31055 | Test Loss: 1.31161 | analysis_confidence: 0.156772 | CL: 0.0401602 | ln_CD: 0.0783122 | CM: 0.00702123 | Top_Xtr: 0.0399158 | Bot_Xtr: 0.0477659 +Loss contributors: + s_ln_CD : 0.330097 + s_CL : 0.286108 + s_analysis_confidence : 0.226973 + s_CM : 0.138168 + s_Bot_Xtr : 0.0385312 + s_Top_Xtr : 0.0284048 + s_upper_bl_H_22 : 0.00363484 + s_upper_bl_H_21 : 0.0035916 + s_lower_bl_H_0 : 0.00358382 + s_upper_bl_H_23 : 0.00356986 +Epoch: 1468 | Train Loss: 1.31045 | Test Loss: 1.31607 | analysis_confidence: 0.158439 | CL: 0.0401817 | ln_CD: 0.0792409 | CM: 0.00702123 | Top_Xtr: 0.0399125 | Bot_Xtr: 0.0478334 +Loss contributors: + s_ln_CD : 0.33412 + s_CL : 0.286322 + s_analysis_confidence : 0.227256 + s_CM : 0.138153 + s_Bot_Xtr : 0.038539 + s_Top_Xtr : 0.0283504 + s_upper_bl_H_22 : 0.00363822 + s_upper_bl_H_21 : 0.00360166 + s_lower_bl_H_0 : 0.00358564 + s_upper_bl_H_23 : 0.00356897 +Epoch: 1469 | Train Loss: 1.31047 | Test Loss: 1.31298 | analysis_confidence: 0.156434 | CL: 0.0402871 | ln_CD: 0.078501 | CM: 0.00701596 | Top_Xtr: 0.0401482 | Bot_Xtr: 0.0481157 +Loss contributors: + s_ln_CD : 0.330642 + s_CL : 0.286854 + s_analysis_confidence : 0.226846 + s_CM : 0.138037 + s_Bot_Xtr : 0.038658 + s_Top_Xtr : 0.0284838 + s_upper_bl_H_22 : 0.00364886 + s_upper_bl_H_21 : 0.0036016 + s_upper_bl_H_23 : 0.00358622 + s_lower_bl_H_0 : 0.00356923 +Epoch: 1470 | Train Loss: 1.31038 | Test Loss: 1.31062 | analysis_confidence: 0.156763 | CL: 0.0401422 | ln_CD: 0.078152 | CM: 0.00700311 | Top_Xtr: 0.0400337 | Bot_Xtr: 0.0478594 +Loss contributors: + s_ln_CD : 0.329419 + s_CL : 0.285955 + s_analysis_confidence : 0.226888 + s_CM : 0.13774 + s_Bot_Xtr : 0.0385942 + s_Top_Xtr : 0.0284655 + s_upper_bl_H_22 : 0.00364452 + s_upper_bl_H_21 : 0.00360273 + s_lower_bl_H_0 : 0.00357882 + s_upper_bl_H_23 : 0.00357811 +Epoch: 1471 | Train Loss: 1.31045 | Test Loss: 1.31166 | analysis_confidence: 0.156285 | CL: 0.0401535 | ln_CD: 0.0783726 | CM: 0.00702037 | Top_Xtr: 0.039922 | Bot_Xtr: 0.0477754 +Loss contributors: + s_ln_CD : 0.330236 + s_CL : 0.286172 + s_analysis_confidence : 0.226926 + s_CM : 0.13816 + s_Bot_Xtr : 0.038531 + s_Top_Xtr : 0.0283685 + s_upper_bl_H_22 : 0.00363684 + s_upper_bl_H_21 : 0.00359588 + s_lower_bl_H_0 : 0.00356968 + s_upper_bl_H_23 : 0.00356916 +Epoch: 1472 | Train Loss: 1.31037 | Test Loss: 1.31736 | analysis_confidence: 0.15761 | CL: 0.0402008 | ln_CD: 0.0792388 | CM: 0.00702683 | Top_Xtr: 0.0400022 | Bot_Xtr: 0.0479318 +Loss contributors: + s_ln_CD : 0.334798 + s_CL : 0.28647 + s_analysis_confidence : 0.227104 + s_CM : 0.138264 + s_Bot_Xtr : 0.0386151 + s_Top_Xtr : 0.0284103 + s_upper_bl_H_22 : 0.00364769 + s_upper_bl_H_21 : 0.00360435 + s_lower_bl_H_0 : 0.00359415 + s_upper_bl_H_23 : 0.00358199 +Epoch: 1473 | Train Loss: 1.31043 | Test Loss: 1.32008 | analysis_confidence: 0.156635 | CL: 0.0409405 | ln_CD: 0.0786009 | CM: 0.00703972 | Top_Xtr: 0.0399819 | Bot_Xtr: 0.047814 +Loss contributors: + s_ln_CD : 0.33112 + s_CL : 0.292312 + s_analysis_confidence : 0.22708 + s_CM : 0.138563 + s_Bot_Xtr : 0.038533 + s_Top_Xtr : 0.0283829 + s_upper_bl_H_22 : 0.00364343 + s_upper_bl_H_21 : 0.00360043 + s_lower_bl_H_0 : 0.00358782 + s_upper_bl_H_23 : 0.00357935 +Epoch: 1474 | Train Loss: 1.31029 | Test Loss: 1.31362 | analysis_confidence: 0.156164 | CL: 0.0402142 | ln_CD: 0.0787581 | CM: 0.00700219 | Top_Xtr: 0.0399233 | Bot_Xtr: 0.0478404 +Loss contributors: + s_ln_CD : 0.332018 + s_CL : 0.286433 + s_analysis_confidence : 0.226931 + s_CM : 0.137744 + s_Bot_Xtr : 0.0385924 + s_Top_Xtr : 0.0283856 + s_upper_bl_H_22 : 0.00365261 + s_upper_bl_H_21 : 0.00361083 + s_upper_bl_H_23 : 0.00358637 + s_lower_bl_H_0 : 0.0035848 +Epoch: 1475 | Train Loss: 1.3104 | Test Loss: 1.31373 | analysis_confidence: 0.156826 | CL: 0.0402297 | ln_CD: 0.0786903 | CM: 0.00702476 | Top_Xtr: 0.0401209 | 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Train Loss: 1.30339 | Test Loss: 1.3082 | analysis_confidence: 0.156732 | CL: 0.0400245 | ln_CD: 0.0780817 | CM: 0.0069997 | Top_Xtr: 0.0397974 | Bot_Xtr: 0.0476346 +Loss contributors: + s_ln_CD : 0.328852 + s_CL : 0.285085 + s_analysis_confidence : 0.226843 + s_CM : 0.137676 + s_Bot_Xtr : 0.038418 + s_Top_Xtr : 0.0282896 + s_upper_bl_H_22 : 0.0036411 + s_upper_bl_H_21 : 0.00359803 + s_lower_bl_H_0 : 0.00357985 + s_upper_bl_H_23 : 0.00357587 +Epoch: 1502 | Train Loss: 1.30335 | Test Loss: 1.30833 | analysis_confidence: 0.15665 | CL: 0.0400478 | ln_CD: 0.0780585 | CM: 0.00700098 | Top_Xtr: 0.039817 | Bot_Xtr: 0.0476383 +Loss contributors: + s_ln_CD : 0.328861 + s_CL : 0.285227 + s_analysis_confidence : 0.226833 + s_CM : 0.137717 + s_Bot_Xtr : 0.0384167 + s_Top_Xtr : 0.0282999 + s_upper_bl_H_22 : 0.00363645 + s_upper_bl_H_21 : 0.0035943 + s_lower_bl_H_0 : 0.00358188 + s_upper_bl_H_23 : 0.00357086 +Epoch: 1503 | Train Loss: 1.30336 | Test Loss: 1.30792 | analysis_confidence: 0.156719 | CL: 0.0400316 | ln_CD: 0.0780021 | CM: 0.00699723 | Top_Xtr: 0.0398093 | Bot_Xtr: 0.0476695 +Loss contributors: + s_ln_CD : 0.328637 + s_CL : 0.285142 + s_analysis_confidence : 0.226827 + s_CM : 0.137637 + s_Bot_Xtr : 0.0384291 + s_Top_Xtr : 0.0282873 + s_upper_bl_H_22 : 0.00363644 + s_upper_bl_H_21 : 0.00359425 + s_lower_bl_H_0 : 0.00357626 + s_upper_bl_H_23 : 0.00357073 +Epoch: 1504 | Train Loss: 1.30336 | Test Loss: 1.30767 | analysis_confidence: 0.156661 | CL: 0.0400298 | ln_CD: 0.0779608 | CM: 0.00699442 | Top_Xtr: 0.0398228 | Bot_Xtr: 0.0476447 +Loss contributors: + s_ln_CD : 0.328514 + s_CL : 0.28508 + s_analysis_confidence : 0.226827 + s_CM : 0.137567 + s_Bot_Xtr : 0.0384091 + s_Top_Xtr : 0.0283016 + s_upper_bl_H_22 : 0.00363514 + s_upper_bl_H_21 : 0.00359263 + s_lower_bl_H_0 : 0.00357396 + s_upper_bl_H_23 : 0.00356973 +Epoch: 1505 | Train Loss: 1.30333 | Test Loss: 1.30794 | analysis_confidence: 0.15656 | CL: 0.0400455 | ln_CD: 0.0780001 | CM: 0.00699768 | Top_Xtr: 0.0398162 | Bot_Xtr: 0.0476514 +Loss contributors: + s_ln_CD : 0.328555 + s_CL : 0.285195 + s_analysis_confidence : 0.226816 + s_CM : 0.137648 + s_Bot_Xtr : 0.0384285 + s_Top_Xtr : 0.0283061 + s_upper_bl_H_22 : 0.00363922 + s_upper_bl_H_21 : 0.00359684 + s_lower_bl_H_0 : 0.00357867 + s_upper_bl_H_23 : 0.00357333 +Epoch: 1506 | Train Loss: 1.30332 | Test Loss: 1.30784 | analysis_confidence: 0.156545 | CL: 0.0400239 | ln_CD: 0.0779806 | CM: 0.0069961 | Top_Xtr: 0.0398286 | Bot_Xtr: 0.0476504 +Loss contributors: + s_ln_CD : 0.328663 + s_CL : 0.285052 + s_analysis_confidence : 0.226825 + s_CM : 0.137603 + s_Bot_Xtr : 0.0384436 + s_Top_Xtr : 0.0283132 + s_upper_bl_H_22 : 0.00363415 + s_upper_bl_H_21 : 0.00359132 + s_lower_bl_H_0 : 0.0035754 + s_upper_bl_H_23 : 0.00356903 +Epoch: 1507 | Train Loss: 1.3033 | Test Loss: 1.30801 | analysis_confidence: 0.156623 | CL: 0.0400513 | ln_CD: 0.0780011 | CM: 0.00700105 | Top_Xtr: 0.0398069 | Bot_Xtr: 0.0476429 +Loss contributors: + s_ln_CD : 0.328604 + s_CL : 0.285197 + s_analysis_confidence : 0.226831 + s_CM : 0.137707 + s_Bot_Xtr : 0.0384123 + s_Top_Xtr : 0.0282879 + s_upper_bl_H_22 : 0.00363664 + s_upper_bl_H_21 : 0.00359387 + s_lower_bl_H_0 : 0.00357986 + s_upper_bl_H_23 : 0.00357123 +Epoch: 1508 | Train Loss: 1.30332 | Test Loss: 1.30998 | analysis_confidence: 0.156864 | CL: 0.0400397 | ln_CD: 0.0784849 | CM: 0.00699882 | Top_Xtr: 0.039795 | Bot_Xtr: 0.0476558 +Loss contributors: + s_ln_CD : 0.330733 + s_CL : 0.285099 + s_analysis_confidence : 0.226841 + s_CM : 0.137671 + s_Bot_Xtr : 0.0384256 + s_Top_Xtr : 0.0282819 + s_upper_bl_H_22 : 0.0036352 + s_upper_bl_H_21 : 0.00359413 + s_lower_bl_H_0 : 0.0035788 + s_upper_bl_H_23 : 0.00356872 +slurmstepd-d-10-4-2: error: *** JOB 25362570 ON d-10-4-2 CANCELLED AT 2024-03-11T16:51:37 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in + net.train() + File "/state/partition1/llgrid/pkg/anaconda/anaconda3-2023a-pytorch/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 634, in __next__ diff --git a/training/gen2_architecture/log.log-25362571 b/training/gen2_architecture/log.log-25362571 new file mode 100644 index 0000000..d1247d2 --- /dev/null +++ b/training/gen2_architecture/log.log-25362571 @@ -0,0 +1,16877 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1e.csv... + 186284 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2299 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_913_292, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xsmall.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 4.30886 | Test Loss: 2.61136 | analysis_confidence: 0.275179 | CL: 0.0711004 | ln_CD: 0.145304 | CM: 0.0129849 | Top_Xtr: 0.0951761 | Bot_Xtr: 0.113167 +Loss contributors: + s_ln_CD : 0.742313 + s_CL : 0.561663 + s_analysis_confidence : 0.365662 + s_CM : 0.274968 + s_Bot_Xtr : 0.107167 + s_Top_Xtr : 0.0864576 + s_upper_bl_H_31 : 0.00639569 + s_upper_bl_H_30 : 0.00620082 + s_upper_bl_H_21 : 0.0061926 + s_upper_bl_H_22 : 0.00619154 +Epoch: 1 | Train Loss: 2.3462 | Test Loss: 2.1628 | analysis_confidence: 0.221601 | CL: 0.0622922 | ln_CD: 0.122828 | CM: 0.0109055 | Top_Xtr: 0.0731017 | Bot_Xtr: 0.0870299 +Loss contributors: + s_ln_CD : 0.599142 + s_CL : 0.48244 + s_analysis_confidence : 0.308538 + s_CM : 0.227122 + s_Bot_Xtr : 0.0780151 + s_Top_Xtr : 0.0618506 + 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Test Loss: 1.73101 | analysis_confidence: 0.183848 | CL: 0.0513402 | ln_CD: 0.101746 | CM: 0.00910918 | Top_Xtr: 0.0563857 | Bot_Xtr: 0.0657233 +Loss contributors: + s_ln_CD : 0.467245 + s_CL : 0.384201 + s_analysis_confidence : 0.261476 + s_CM : 0.185886 + s_Bot_Xtr : 0.0557859 + s_Top_Xtr : 0.0443548 + s_upper_bl_H_31 : 0.00520421 + s_upper_bl_H_30 : 0.00493268 + s_upper_bl_H_29 : 0.00468916 + s_upper_bl_H_28 : 0.00449985 +Epoch: 7 | Train Loss: 1.7121 | Test Loss: 1.694 | analysis_confidence: 0.180391 | CL: 0.0504414 | ln_CD: 0.0994596 | CM: 0.00894315 | Top_Xtr: 0.0550896 | Bot_Xtr: 0.064444 +Loss contributors: + s_ln_CD : 0.455065 + s_CL : 0.376175 + s_analysis_confidence : 0.257383 + s_CM : 0.182114 + s_Bot_Xtr : 0.0545203 + s_Top_Xtr : 0.0430989 + s_upper_bl_H_31 : 0.00514821 + s_upper_bl_H_30 : 0.00487051 + s_upper_bl_H_29 : 0.00461813 + s_upper_bl_H_28 : 0.00442116 +Epoch: 8 | Train Loss: 1.67692 | Test Loss: 1.66559 | analysis_confidence: 0.177877 | CL: 0.0496653 | ln_CD: 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Train Loss: 1.47289 | Test Loss: 1.47747 | analysis_confidence: 0.163999 | CL: 0.0442848 | ln_CD: 0.0885437 | CM: 0.00778303 | Top_Xtr: 0.0482561 | Bot_Xtr: 0.0571121 +Loss contributors: + s_ln_CD : 0.384925 + s_CL : 0.321927 + s_analysis_confidence : 0.238806 + s_CM : 0.155519 + s_Bot_Xtr : 0.0470235 + s_Top_Xtr : 0.036142 + s_upper_bl_H_31 : 0.00448653 + s_upper_bl_H_30 : 0.00422093 + s_upper_bl_H_29 : 0.00400118 + s_lower_bl_H_31 : 0.00392046 +Epoch: 20 | Train Loss: 1.4626 | Test Loss: 1.45815 | analysis_confidence: 0.162784 | CL: 0.0441253 | ln_CD: 0.0852415 | CM: 0.00775544 | Top_Xtr: 0.0482093 | Bot_Xtr: 0.0569621 +Loss contributors: + s_ln_CD : 0.370407 + s_CL : 0.320434 + s_analysis_confidence : 0.238039 + s_CM : 0.154861 + s_Bot_Xtr : 0.0468314 + s_Top_Xtr : 0.0360597 + s_upper_bl_H_31 : 0.00446734 + s_upper_bl_H_30 : 0.0041979 + s_upper_bl_H_29 : 0.00397083 + s_lower_bl_H_31 : 0.00389298 +Epoch: 21 | Train Loss: 1.45301 | Test Loss: 1.44789 | analysis_confidence: 0.162153 | CL: 0.0437082 | ln_CD: 0.0849263 | CM: 0.00773278 | Top_Xtr: 0.0476816 | Bot_Xtr: 0.0566192 +Loss contributors: + s_ln_CD : 0.367154 + s_CL : 0.31688 + s_analysis_confidence : 0.23743 + s_CM : 0.154312 + s_Bot_Xtr : 0.0464709 + s_Top_Xtr : 0.0355964 + s_upper_bl_H_31 : 0.00442435 + s_upper_bl_H_30 : 0.00416011 + s_upper_bl_H_29 : 0.00394055 + s_lower_bl_H_31 : 0.00388391 +Epoch: 22 | Train Loss: 1.44409 | Test Loss: 1.4443 | analysis_confidence: 0.161342 | CL: 0.0432573 | ln_CD: 0.0859898 | CM: 0.00766151 | Top_Xtr: 0.0474767 | Bot_Xtr: 0.0564005 +Loss contributors: + s_ln_CD : 0.371097 + s_CL : 0.313222 + s_analysis_confidence : 0.237018 + s_CM : 0.152717 + s_Bot_Xtr : 0.0462804 + s_Top_Xtr : 0.0354362 + s_upper_bl_H_31 : 0.00438442 + s_upper_bl_H_30 : 0.00411298 + s_upper_bl_H_29 : 0.00389323 + s_lower_bl_H_31 : 0.00386188 +Epoch: 23 | Train Loss: 1.4356 | Test Loss: 1.43225 | analysis_confidence: 0.16191 | CL: 0.0435528 | ln_CD: 0.0836467 | CM: 0.007623 | Top_Xtr: 0.0472675 | 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s_upper_bl_H_30 : 0.00394736 + s_upper_bl_H_29 : 0.00374083 + s_lower_bl_H_31 : 0.00373795 +Epoch: 30 | Train Loss: 1.38561 | Test Loss: 1.3808 | analysis_confidence: 0.15908 | CL: 0.0418672 | ln_CD: 0.0811973 | CM: 0.00734178 | Top_Xtr: 0.0462266 | Bot_Xtr: 0.0542313 +Loss contributors: + s_ln_CD : 0.34506 + s_CL : 0.300511 + s_analysis_confidence : 0.232741 + s_CM : 0.145446 + s_Bot_Xtr : 0.0440969 + s_Top_Xtr : 0.0340646 + s_upper_bl_H_31 : 0.00419113 + s_upper_bl_H_30 : 0.00392479 + s_upper_bl_H_29 : 0.00371749 + s_lower_bl_H_31 : 0.00371733 +Epoch: 31 | Train Loss: 1.37931 | Test Loss: 1.37802 | analysis_confidence: 0.158888 | CL: 0.0418179 | ln_CD: 0.0810352 | CM: 0.00733246 | Top_Xtr: 0.0460622 | Bot_Xtr: 0.0538864 +Loss contributors: + s_ln_CD : 0.344436 + s_CL : 0.299947 + s_analysis_confidence : 0.232435 + s_CM : 0.145198 + s_Bot_Xtr : 0.0438168 + s_Top_Xtr : 0.0339344 + s_upper_bl_H_31 : 0.00415912 + s_upper_bl_H_30 : 0.00389972 + s_lower_bl_H_31 : 0.00370197 + 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s_lower_bl_H_31 : 0.00352695 +Epoch: 45 | Train Loss: 1.3119 | Test Loss: 1.31303 | analysis_confidence: 0.154899 | CL: 0.0396615 | ln_CD: 0.0776362 | CM: 0.00697835 | Top_Xtr: 0.0445362 | Bot_Xtr: 0.0520693 +Loss contributors: + s_ln_CD : 0.324761 + s_CL : 0.281927 + s_analysis_confidence : 0.227446 + s_CM : 0.13717 + s_Bot_Xtr : 0.041966 + s_Top_Xtr : 0.0324437 + s_upper_bl_H_31 : 0.00391479 + s_upper_bl_H_30 : 0.00370775 + s_upper_bl_H_29 : 0.00355086 + s_lower_bl_H_31 : 0.00351368 +Epoch: 46 | Train Loss: 1.30829 | Test Loss: 1.30685 | analysis_confidence: 0.154619 | CL: 0.0396007 | ln_CD: 0.0768207 | CM: 0.0069446 | Top_Xtr: 0.0442634 | Bot_Xtr: 0.0519709 +Loss contributors: + s_ln_CD : 0.320865 + s_CL : 0.281314 + s_analysis_confidence : 0.227194 + s_CM : 0.13637 + s_Bot_Xtr : 0.0417845 + s_Top_Xtr : 0.0322093 + s_upper_bl_H_31 : 0.00393267 + s_upper_bl_H_30 : 0.00372022 + s_upper_bl_H_29 : 0.00356275 + s_lower_bl_H_31 : 0.00350163 +Epoch: 47 | Train Loss: 1.30474 | Test Loss: 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s_analysis_confidence : 0.225481 + s_CM : 0.133737 + s_Bot_Xtr : 0.0412029 + s_Top_Xtr : 0.031537 + s_upper_bl_H_31 : 0.00388683 + s_upper_bl_H_30 : 0.00367386 + s_upper_bl_H_29 : 0.00351702 + s_lower_bl_H_0 : 0.00347911 +Epoch: 54 | Train Loss: 1.2829 | Test Loss: 1.28428 | analysis_confidence: 0.15452 | CL: 0.038982 | ln_CD: 0.0754051 | CM: 0.00686296 | Top_Xtr: 0.0438079 | Bot_Xtr: 0.0511694 +Loss contributors: + s_ln_CD : 0.312963 + s_CL : 0.275947 + s_analysis_confidence : 0.225289 + s_CM : 0.134475 + s_Bot_Xtr : 0.041017 + s_Top_Xtr : 0.0316858 + s_upper_bl_H_31 : 0.00387216 + s_upper_bl_H_30 : 0.00366292 + s_upper_bl_H_29 : 0.00350829 + s_lower_bl_H_0 : 0.00348392 +Epoch: 55 | Train Loss: 1.28007 | Test Loss: 1.28053 | analysis_confidence: 0.153693 | CL: 0.0388083 | ln_CD: 0.075445 | CM: 0.00681904 | Top_Xtr: 0.0434104 | Bot_Xtr: 0.0511869 +Loss contributors: + s_ln_CD : 0.313047 + s_CL : 0.274508 + s_analysis_confidence : 0.22503 + s_CM : 0.133508 + s_Bot_Xtr : 0.040932 + 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60 | Train Loss: 1.26683 | Test Loss: 1.26704 | analysis_confidence: 0.15329 | CL: 0.0383011 | ln_CD: 0.0749136 | CM: 0.00671401 | Top_Xtr: 0.043016 | Bot_Xtr: 0.0506548 +Loss contributors: + s_ln_CD : 0.310588 + s_CL : 0.270242 + s_analysis_confidence : 0.223527 + s_CM : 0.131117 + s_Bot_Xtr : 0.0404679 + s_Top_Xtr : 0.0309765 + s_upper_bl_H_31 : 0.00384419 + s_upper_bl_H_30 : 0.00364311 + s_lower_bl_H_0 : 0.00351989 + s_upper_bl_H_29 : 0.00348643 +Epoch: 61 | Train Loss: 1.26443 | Test Loss: 1.26433 | analysis_confidence: 0.152314 | CL: 0.0383013 | ln_CD: 0.07454 | CM: 0.00672402 | Top_Xtr: 0.0429204 | Bot_Xtr: 0.0505763 +Loss contributors: + s_ln_CD : 0.30816 + s_CL : 0.270079 + s_analysis_confidence : 0.223259 + s_CM : 0.131331 + s_Bot_Xtr : 0.0404288 + s_Top_Xtr : 0.0309525 + s_upper_bl_H_31 : 0.00382719 + s_upper_bl_H_30 : 0.00363001 + s_lower_bl_H_0 : 0.00352951 + s_upper_bl_H_29 : 0.00348163 +Epoch: 62 | Train Loss: 1.2619 | Test Loss: 1.26055 | analysis_confidence: 0.151372 | CL: 0.0383342 | ln_CD: 0.074094 | CM: 0.00672216 | Top_Xtr: 0.0427847 | Bot_Xtr: 0.05027 +Loss contributors: + s_ln_CD : 0.305935 + s_CL : 0.270323 + s_analysis_confidence : 0.222781 + s_CM : 0.131289 + s_Bot_Xtr : 0.0401509 + s_Top_Xtr : 0.0308078 + s_upper_bl_H_31 : 0.00381776 + s_upper_bl_H_30 : 0.00362019 + s_lower_bl_H_0 : 0.00352644 + s_upper_bl_H_29 : 0.0034673 +Epoch: 63 | Train Loss: 1.25945 | Test Loss: 1.25999 | analysis_confidence: 0.152521 | CL: 0.0381433 | ln_CD: 0.0742175 | CM: 0.00673016 | Top_Xtr: 0.0428362 | Bot_Xtr: 0.0505635 +Loss contributors: + s_ln_CD : 0.30711 + s_CL : 0.268975 + s_analysis_confidence : 0.222642 + s_CM : 0.131417 + s_Bot_Xtr : 0.0402573 + s_Top_Xtr : 0.0308244 + s_upper_bl_H_31 : 0.00380477 + s_upper_bl_H_30 : 0.0036133 + s_lower_bl_H_0 : 0.00354648 + s_upper_bl_H_29 : 0.00346121 +Epoch: 64 | Train Loss: 1.25706 | Test Loss: 1.25967 | analysis_confidence: 0.152033 | CL: 0.0380058 | ln_CD: 0.0749991 | CM: 0.00667504 | Top_Xtr: 0.0425964 | 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s_upper_bl_H_30 : 0.00359884 + s_lower_bl_H_0 : 0.00357412 + s_upper_bl_H_29 : 0.00344843 +Epoch: 71 | Train Loss: 1.24159 | Test Loss: 1.24251 | analysis_confidence: 0.150456 | CL: 0.0378939 | ln_CD: 0.0733778 | CM: 0.00663444 | Top_Xtr: 0.0423396 | Bot_Xtr: 0.0497925 +Loss contributors: + s_ln_CD : 0.301375 + s_CL : 0.265902 + s_analysis_confidence : 0.220426 + s_CM : 0.129207 + s_Bot_Xtr : 0.0396761 + s_Top_Xtr : 0.0304245 + s_upper_bl_H_31 : 0.00378281 + s_upper_bl_H_30 : 0.00359142 + s_lower_bl_H_0 : 0.00357354 + s_upper_bl_H_29 : 0.00343738 +Epoch: 72 | Train Loss: 1.23947 | Test Loss: 1.24308 | analysis_confidence: 0.150164 | CL: 0.0377994 | ln_CD: 0.0740186 | CM: 0.0065982 | Top_Xtr: 0.0419429 | Bot_Xtr: 0.0495433 +Loss contributors: + s_ln_CD : 0.304105 + s_CL : 0.265637 + s_analysis_confidence : 0.220361 + s_CM : 0.128467 + s_Bot_Xtr : 0.0394621 + s_Top_Xtr : 0.0301051 + s_upper_bl_H_31 : 0.00376207 + s_upper_bl_H_30 : 0.00358016 + s_lower_bl_H_0 : 0.00357917 + 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s_ln_CD : 0.28883 + s_CL : 0.255378 + s_analysis_confidence : 0.217134 + s_CM : 0.124583 + s_Bot_Xtr : 0.0383361 + s_Top_Xtr : 0.0288109 + s_upper_bl_H_31 : 0.00367604 + s_lower_bl_H_0 : 0.00359335 + s_upper_bl_H_30 : 0.00349993 + s_lower_bl_H_1 : 0.0033638 +Epoch: 93 | Train Loss: 1.20343 | Test Loss: 1.21599 | analysis_confidence: 0.148133 | CL: 0.0368133 | ln_CD: 0.073482 | CM: 0.00640899 | Top_Xtr: 0.0409693 | Bot_Xtr: 0.0489733 +Loss contributors: + s_ln_CD : 0.30086 + s_CL : 0.256804 + s_analysis_confidence : 0.217137 + s_CM : 0.124213 + s_Bot_Xtr : 0.0385659 + s_Top_Xtr : 0.029028 + s_upper_bl_H_31 : 0.00368347 + s_lower_bl_H_0 : 0.00358975 + s_upper_bl_H_30 : 0.00350558 + s_lower_bl_H_1 : 0.00337376 +Epoch: 94 | Train Loss: 1.20196 | Test Loss: 1.20112 | analysis_confidence: 0.14813 | CL: 0.0365467 | ln_CD: 0.07108 | CM: 0.00640634 | Top_Xtr: 0.0404628 | Bot_Xtr: 0.0484294 +Loss contributors: + s_ln_CD : 0.289357 + s_CL : 0.254901 + s_analysis_confidence : 0.216903 + s_CM : 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0.00366481 + s_lower_bl_H_0 : 0.00358763 + s_upper_bl_H_30 : 0.00348167 + s_lower_bl_H_1 : 0.00335782 +Epoch: 97 | Train Loss: 1.19792 | Test Loss: 1.19889 | analysis_confidence: 0.147506 | CL: 0.0364051 | ln_CD: 0.0707864 | CM: 0.00640066 | Top_Xtr: 0.0403503 | Bot_Xtr: 0.0480514 +Loss contributors: + s_ln_CD : 0.288673 + s_CL : 0.253857 + s_analysis_confidence : 0.217114 + s_CM : 0.12398 + s_Bot_Xtr : 0.0379802 + s_Top_Xtr : 0.0285911 + s_upper_bl_H_31 : 0.00366115 + s_lower_bl_H_0 : 0.00358822 + s_upper_bl_H_30 : 0.00347016 + s_lower_bl_H_1 : 0.00337243 +Epoch: 98 | Train Loss: 1.19653 | Test Loss: 1.20423 | analysis_confidence: 0.14765 | CL: 0.036525 | ln_CD: 0.0721817 | CM: 0.00638139 | Top_Xtr: 0.0402804 | Bot_Xtr: 0.0480684 +Loss contributors: + s_ln_CD : 0.294519 + s_CL : 0.25459 + s_analysis_confidence : 0.216683 + s_CM : 0.12351 + s_Bot_Xtr : 0.0379503 + s_Top_Xtr : 0.028469 + s_upper_bl_H_31 : 0.00365285 + s_lower_bl_H_0 : 0.00357689 + s_upper_bl_H_30 : 0.0034648 + s_lower_bl_H_1 : 0.00336704 +Epoch: 99 | Train Loss: 1.19523 | Test Loss: 1.19672 | analysis_confidence: 0.147099 | CL: 0.0364335 | ln_CD: 0.0711238 | CM: 0.00638143 | Top_Xtr: 0.0402063 | Bot_Xtr: 0.048017 +Loss contributors: + s_ln_CD : 0.288642 + s_CL : 0.253761 + s_analysis_confidence : 0.216487 + s_CM : 0.123546 + s_Bot_Xtr : 0.0379218 + s_Top_Xtr : 0.0284346 + s_upper_bl_H_31 : 0.00365915 + s_lower_bl_H_0 : 0.00358757 + s_upper_bl_H_30 : 0.00347651 + s_lower_bl_H_1 : 0.00336792 +Epoch: 100 | Train Loss: 1.19399 | Test Loss: 1.19294 | analysis_confidence: 0.147609 | CL: 0.0364587 | ln_CD: 0.0702342 | CM: 0.0063853 | Top_Xtr: 0.0402437 | Bot_Xtr: 0.0481174 +Loss contributors: + s_ln_CD : 0.285008 + s_CL : 0.253833 + s_analysis_confidence : 0.216342 + s_CM : 0.123627 + s_Bot_Xtr : 0.0379704 + s_Top_Xtr : 0.0284345 + s_upper_bl_H_31 : 0.00363724 + s_lower_bl_H_0 : 0.00358585 + s_upper_bl_H_30 : 0.0034551 + s_lower_bl_H_1 : 0.00335822 +Epoch: 101 | Train Loss: 1.19278 | Test Loss: 1.19718 | analysis_confidence: 0.148656 | CL: 0.0364031 | ln_CD: 0.0714452 | CM: 0.00638576 | Top_Xtr: 0.040248 | Bot_Xtr: 0.0479836 +Loss contributors: + s_ln_CD : 0.289373 + s_CL : 0.253617 + s_analysis_confidence : 0.216391 + s_CM : 0.123633 + s_Bot_Xtr : 0.0378529 + s_Top_Xtr : 0.028407 + s_upper_bl_H_31 : 0.00363876 + s_lower_bl_H_0 : 0.00359057 + s_upper_bl_H_30 : 0.00345489 + s_lower_bl_H_1 : 0.00336845 +Epoch: 102 | Train Loss: 1.19148 | Test Loss: 1.19668 | analysis_confidence: 0.147848 | CL: 0.0362829 | ln_CD: 0.0717839 | CM: 0.00635328 | Top_Xtr: 0.0399621 | Bot_Xtr: 0.0478729 +Loss contributors: + s_ln_CD : 0.291148 + s_CL : 0.252718 + s_analysis_confidence : 0.216402 + s_CM : 0.12292 + s_Bot_Xtr : 0.0377231 + s_Top_Xtr : 0.0281879 + s_upper_bl_H_31 : 0.0036507 + s_lower_bl_H_0 : 0.00358209 + s_upper_bl_H_30 : 0.00346863 + s_lower_bl_H_1 : 0.00335869 +Epoch: 103 | Train Loss: 1.19024 | Test Loss: 1.1967 | analysis_confidence: 0.148674 | CL: 0.0363852 | ln_CD: 0.0721796 | CM: 0.00633234 | Top_Xtr: 0.0399573 | Bot_Xtr: 0.0479009 +Loss contributors: + s_ln_CD : 0.291728 + s_CL : 0.25298 + s_analysis_confidence : 0.216159 + s_CM : 0.122434 + s_Bot_Xtr : 0.0377005 + s_Top_Xtr : 0.0281836 + s_upper_bl_H_31 : 0.00363683 + s_lower_bl_H_0 : 0.00359028 + s_upper_bl_H_30 : 0.00345222 + s_lower_bl_H_1 : 0.0033772 +Epoch: 104 | Train Loss: 1.18904 | Test Loss: 1.19116 | analysis_confidence: 0.148736 | CL: 0.036388 | ln_CD: 0.0706215 | CM: 0.00633658 | Top_Xtr: 0.0400132 | Bot_Xtr: 0.0478232 +Loss contributors: + s_ln_CD : 0.285763 + s_CL : 0.253145 + s_analysis_confidence : 0.216779 + s_CM : 0.122529 + s_Bot_Xtr : 0.0377474 + s_Top_Xtr : 0.0282566 + s_upper_bl_H_31 : 0.00362561 + s_lower_bl_H_0 : 0.0035857 + s_upper_bl_H_30 : 0.0034512 + s_lower_bl_H_1 : 0.00336198 +Epoch: 105 | Train Loss: 1.18787 | Test Loss: 1.19145 | analysis_confidence: 0.148292 | CL: 0.036314 | ln_CD: 0.0703831 | CM: 0.00636553 | Top_Xtr: 0.039925 | Bot_Xtr: 0.0478308 +Loss contributors: + s_ln_CD : 0.285654 + s_CL : 0.253167 + s_analysis_confidence : 0.216358 + s_CM : 0.123164 + s_Bot_Xtr : 0.0376963 + s_Top_Xtr : 0.0281294 + s_upper_bl_H_31 : 0.00363697 + s_lower_bl_H_0 : 0.00359486 + s_upper_bl_H_30 : 0.00344858 + s_lower_bl_H_1 : 0.00335133 +Epoch: 106 | Train Loss: 1.18665 | Test Loss: 1.1914 | analysis_confidence: 0.148621 | CL: 0.0362873 | ln_CD: 0.0706608 | CM: 0.00632646 | Top_Xtr: 0.0398933 | Bot_Xtr: 0.0478747 +Loss contributors: + s_ln_CD : 0.287057 + s_CL : 0.25282 + s_analysis_confidence : 0.21649 + s_CM : 0.122305 + s_Bot_Xtr : 0.0376084 + s_Top_Xtr : 0.0280936 + s_upper_bl_H_31 : 0.00361853 + s_lower_bl_H_0 : 0.00358282 + s_upper_bl_H_30 : 0.00344275 + s_lower_bl_H_1 : 0.00335731 +Epoch: 107 | Train Loss: 1.18548 | Test Loss: 1.18384 | analysis_confidence: 0.146572 | CL: 0.0360479 | ln_CD: 0.0698153 | CM: 0.00632155 | Top_Xtr: 0.0397612 | Bot_Xtr: 0.0475666 +Loss contributors: + s_ln_CD : 0.283097 + s_CL : 0.250662 + s_analysis_confidence : 0.215975 + s_CM : 0.12217 + s_Bot_Xtr : 0.0374479 + s_Top_Xtr : 0.0280164 + s_upper_bl_H_31 : 0.0036267 + s_lower_bl_H_0 : 0.00358061 + s_upper_bl_H_30 : 0.00344823 + s_lower_bl_H_1 : 0.00335564 +Epoch: 108 | Train Loss: 1.18429 | Test Loss: 1.18639 | analysis_confidence: 0.148186 | CL: 0.0361957 | ln_CD: 0.0701325 | CM: 0.00632875 | Top_Xtr: 0.0397398 | Bot_Xtr: 0.047641 +Loss contributors: + s_ln_CD : 0.284138 + s_CL : 0.251992 + s_analysis_confidence : 0.215618 + s_CM : 0.122337 + s_Bot_Xtr : 0.0374979 + s_Top_Xtr : 0.0280211 + s_upper_bl_H_31 : 0.003633 + s_lower_bl_H_0 : 0.00357631 + s_upper_bl_H_30 : 0.00346693 + s_lower_bl_H_1 : 0.0033579 +Epoch: 109 | Train Loss: 1.18307 | Test Loss: 1.18707 | analysis_confidence: 0.147203 | CL: 0.0362091 | ln_CD: 0.0702179 | CM: 0.00634217 | Top_Xtr: 0.0396664 | Bot_Xtr: 0.047446 +Loss contributors: + s_ln_CD : 0.284673 + s_CL : 0.251652 + s_analysis_confidence : 0.215797 + s_CM : 0.122615 + s_Bot_Xtr : 0.0373353 + s_Top_Xtr : 0.0279254 + s_upper_bl_H_31 : 0.00360967 + s_lower_bl_H_0 : 0.0035784 + s_upper_bl_H_30 : 0.00343719 + s_lower_bl_H_1 : 0.00336332 +Epoch: 110 | Train Loss: 1.18199 | Test Loss: 1.18803 | analysis_confidence: 0.14703 | CL: 0.0359178 | ln_CD: 0.0714172 | CM: 0.0063011 | Top_Xtr: 0.0396452 | Bot_Xtr: 0.0476134 +Loss contributors: + s_ln_CD : 0.28937 + s_CL : 0.24976 + s_analysis_confidence : 0.215754 + s_CM : 0.121745 + s_Bot_Xtr : 0.0374401 + s_Top_Xtr : 0.0278794 + s_upper_bl_H_31 : 0.00361843 + s_lower_bl_H_0 : 0.00357789 + s_upper_bl_H_30 : 0.00344114 + s_lower_bl_H_1 : 0.00334911 +Epoch: 111 | Train Loss: 1.18077 | Test Loss: 1.18842 | analysis_confidence: 0.147812 | CL: 0.0365298 | ln_CD: 0.0703899 | CM: 0.00630646 | Top_Xtr: 0.0396057 | Bot_Xtr: 0.0473825 +Loss contributors: + s_ln_CD : 0.285165 + s_CL : 0.254265 + s_analysis_confidence : 0.215692 + s_CM : 0.121875 + s_Bot_Xtr : 0.0371798 + s_Top_Xtr : 0.0278198 + s_upper_bl_H_31 : 0.00362015 + s_lower_bl_H_0 : 0.00358812 + s_upper_bl_H_30 : 0.00343849 + s_lower_bl_H_1 : 0.00336662 +Epoch: 112 | Train Loss: 1.17984 | Test Loss: 1.183 | analysis_confidence: 0.146507 | CL: 0.0360437 | ln_CD: 0.0700837 | CM: 0.00629002 | Top_Xtr: 0.0395611 | Bot_Xtr: 0.0473437 +Loss contributors: + s_ln_CD : 0.283743 + s_CL : 0.250724 + s_analysis_confidence : 0.215391 + s_CM : 0.121448 + s_Bot_Xtr : 0.037223 + s_Top_Xtr : 0.0277928 + s_upper_bl_H_31 : 0.00360082 + s_lower_bl_H_0 : 0.00357365 + s_upper_bl_H_30 : 0.0034197 + s_lower_bl_H_1 : 0.00334856 +Epoch: 113 | Train Loss: 1.17884 | Test Loss: 1.18416 | analysis_confidence: 0.147588 | CL: 0.0364477 | ln_CD: 0.0695698 | CM: 0.00635834 | Top_Xtr: 0.0395546 | Bot_Xtr: 0.0472403 +Loss contributors: + s_ln_CD : 0.281741 + s_CL : 0.253154 + s_analysis_confidence : 0.215523 + s_CM : 0.122982 + s_Bot_Xtr : 0.0371393 + s_Top_Xtr : 0.0278055 + s_lower_bl_H_0 : 0.00357679 + s_upper_bl_H_31 : 0.00357259 + s_upper_bl_H_30 : 0.00340182 + s_lower_bl_H_1 : 0.00336121 +Epoch: 114 | Train Loss: 1.17766 | Test Loss: 1.1796 | analysis_confidence: 0.147092 | CL: 0.0359458 | ln_CD: 0.0698885 | CM: 0.00628461 | Top_Xtr: 0.039482 | Bot_Xtr: 0.0475224 +Loss contributors: + s_ln_CD : 0.28244 + s_CL : 0.249874 + s_analysis_confidence : 0.215306 + s_CM : 0.121353 + s_Bot_Xtr : 0.0372585 + s_Top_Xtr : 0.0276797 + s_upper_bl_H_31 : 0.00358667 + s_lower_bl_H_0 : 0.00358616 + s_upper_bl_H_30 : 0.00342021 + s_lower_bl_H_1 : 0.00335428 +Epoch: 115 | Train Loss: 1.17663 | Test Loss: 1.1793 | analysis_confidence: 0.148446 | CL: 0.0361968 | ln_CD: 0.0694925 | CM: 0.00626735 | Top_Xtr: 0.0394895 | Bot_Xtr: 0.0473505 +Loss contributors: + s_ln_CD : 0.280823 + s_CL : 0.251397 + s_analysis_confidence : 0.215485 + s_CM : 0.120967 + s_Bot_Xtr : 0.037165 + s_Top_Xtr : 0.0277491 + s_upper_bl_H_31 : 0.00358334 + s_lower_bl_H_0 : 0.00357411 + s_upper_bl_H_30 : 0.00341322 + s_lower_bl_H_1 : 0.00334964 +Epoch: 116 | Train Loss: 1.17561 | Test Loss: 1.1785 | analysis_confidence: 0.146736 | CL: 0.0359471 | ln_CD: 0.0696008 | CM: 0.00628263 | Top_Xtr: 0.0395265 | Bot_Xtr: 0.0474802 +Loss contributors: + s_ln_CD : 0.281728 + s_CL : 0.250017 + s_analysis_confidence : 0.215196 + s_CM : 0.121313 + s_Bot_Xtr : 0.037126 + s_Top_Xtr : 0.0276211 + s_upper_bl_H_31 : 0.00359537 + s_lower_bl_H_0 : 0.00358194 + s_upper_bl_H_30 : 0.0034245 + s_lower_bl_H_1 : 0.00335898 +Epoch: 117 | Train Loss: 1.17466 | Test Loss: 1.17622 | analysis_confidence: 0.146861 | CL: 0.0358453 | ln_CD: 0.0690972 | CM: 0.00636581 | Top_Xtr: 0.0392562 | Bot_Xtr: 0.0472057 +Loss contributors: + s_ln_CD : 0.279201 + s_CL : 0.249027 + s_analysis_confidence : 0.215172 + s_CM : 0.123059 + s_Bot_Xtr : 0.0370503 + s_Top_Xtr : 0.0275 + s_lower_bl_H_0 : 0.00357759 + s_upper_bl_H_31 : 0.00357123 + s_upper_bl_H_30 : 0.00340379 + s_lower_bl_H_1 : 0.0033525 +Epoch: 118 | Train Loss: 1.17363 | Test Loss: 1.17761 | analysis_confidence: 0.146836 | CL: 0.0358683 | ln_CD: 0.0701118 | CM: 0.00627817 | Top_Xtr: 0.0393032 | Bot_Xtr: 0.0471522 +Loss contributors: + 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CM: 0.0060656 | Top_Xtr: 0.0374937 | Bot_Xtr: 0.0452038 +Loss contributors: + s_ln_CD : 0.265774 + s_CL : 0.238934 + s_analysis_confidence : 0.212874 + s_CM : 0.116455 + s_Bot_Xtr : 0.0351678 + s_Top_Xtr : 0.0260224 + s_lower_bl_H_0 : 0.00352197 + s_upper_bl_H_31 : 0.00344797 + s_upper_bl_H_30 : 0.00329266 + s_lower_bl_H_1 : 0.00324765 +Epoch: 169 | Train Loss: 1.13285 | Test Loss: 1.14032 | analysis_confidence: 0.145447 | CL: 0.0350189 | ln_CD: 0.0670035 | CM: 0.00619559 | Top_Xtr: 0.0375337 | Bot_Xtr: 0.0452382 +Loss contributors: + s_ln_CD : 0.267175 + s_CL : 0.241556 + s_analysis_confidence : 0.212613 + s_CM : 0.119345 + s_Bot_Xtr : 0.0351625 + s_Top_Xtr : 0.0260362 + s_lower_bl_H_0 : 0.00350322 + s_upper_bl_H_31 : 0.00344129 + s_upper_bl_H_30 : 0.00329059 + s_lower_bl_H_1 : 0.00322973 +Epoch: 170 | Train Loss: 1.13218 | Test Loss: 1.13372 | analysis_confidence: 0.144933 | CL: 0.0344965 | ln_CD: 0.067065 | CM: 0.00606262 | Top_Xtr: 0.0375827 | Bot_Xtr: 0.0452311 +Loss contributors: 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CM: 0.00601695 | Top_Xtr: 0.0372413 | Bot_Xtr: 0.0447362 +Loss contributors: + s_ln_CD : 0.263252 + s_CL : 0.236014 + s_analysis_confidence : 0.212264 + s_CM : 0.115403 + s_Bot_Xtr : 0.0347812 + s_Top_Xtr : 0.0258302 + s_lower_bl_H_0 : 0.00350112 + s_upper_bl_H_31 : 0.00341678 + s_upper_bl_H_30 : 0.00327274 + s_lower_bl_H_1 : 0.00321563 +Epoch: 182 | Train Loss: 1.12477 | Test Loss: 1.12521 | analysis_confidence: 0.144987 | CL: 0.0345445 | ln_CD: 0.0660906 | CM: 0.00603567 | Top_Xtr: 0.037342 | Bot_Xtr: 0.0448273 +Loss contributors: + s_ln_CD : 0.262489 + s_CL : 0.237214 + s_analysis_confidence : 0.212133 + s_CM : 0.115748 + s_Bot_Xtr : 0.0347743 + s_Top_Xtr : 0.0259106 + s_lower_bl_H_0 : 0.00351909 + s_upper_bl_H_31 : 0.00342188 + s_upper_bl_H_30 : 0.00328221 + s_lower_bl_H_1 : 0.00322422 +Epoch: 183 | Train Loss: 1.12415 | Test Loss: 1.12664 | analysis_confidence: 0.144655 | CL: 0.0343962 | ln_CD: 0.0662455 | CM: 0.00608544 | Top_Xtr: 0.0373424 | Bot_Xtr: 0.0447527 +Loss 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0.00326478 + s_lower_bl_H_1 : 0.00321865 +Epoch: 190 | Train Loss: 1.12022 | Test Loss: 1.12475 | analysis_confidence: 0.144598 | CL: 0.0341241 | ln_CD: 0.0675123 | CM: 0.00599614 | Top_Xtr: 0.0372009 | Bot_Xtr: 0.0446393 +Loss contributors: + s_ln_CD : 0.2667 + s_CL : 0.234693 + s_analysis_confidence : 0.211979 + s_CM : 0.114914 + s_Bot_Xtr : 0.0346275 + s_Top_Xtr : 0.0257099 + s_lower_bl_H_0 : 0.00350456 + s_upper_bl_H_31 : 0.00338752 + s_upper_bl_H_30 : 0.00324461 + s_lower_bl_H_1 : 0.00321494 +Epoch: 191 | Train Loss: 1.11959 | Test Loss: 1.12658 | analysis_confidence: 0.145648 | CL: 0.0342169 | ln_CD: 0.0672983 | CM: 0.00600266 | Top_Xtr: 0.0370503 | Bot_Xtr: 0.0444606 +Loss contributors: + s_ln_CD : 0.268006 + s_CL : 0.235027 + s_analysis_confidence : 0.212022 + s_CM : 0.11505 + s_Bot_Xtr : 0.0345057 + s_Top_Xtr : 0.0256386 + s_lower_bl_H_0 : 0.00350728 + s_upper_bl_H_31 : 0.00339873 + s_upper_bl_H_30 : 0.00325771 + s_lower_bl_H_1 : 0.00321512 +Epoch: 192 | Train Loss: 1.11903 | Test Loss: 1.12636 | analysis_confidence: 0.144023 | CL: 0.0346633 | ln_CD: 0.0666433 | CM: 0.00605727 | Top_Xtr: 0.0371806 | Bot_Xtr: 0.0446539 +Loss contributors: + s_ln_CD : 0.264113 + s_CL : 0.237586 + s_analysis_confidence : 0.211939 + s_CM : 0.116196 + s_Bot_Xtr : 0.0346179 + s_Top_Xtr : 0.0257231 + s_lower_bl_H_0 : 0.00350386 + s_upper_bl_H_31 : 0.00338677 + s_upper_bl_H_30 : 0.00323839 + s_lower_bl_H_1 : 0.00321225 +Epoch: 193 | Train Loss: 1.11855 | Test Loss: 1.11761 | analysis_confidence: 0.144211 | CL: 0.0340841 | ln_CD: 0.0656756 | CM: 0.0059887 | Top_Xtr: 0.0372849 | Bot_Xtr: 0.0446833 +Loss contributors: + s_ln_CD : 0.260347 + s_CL : 0.234224 + s_analysis_confidence : 0.211712 + s_CM : 0.114749 + s_Bot_Xtr : 0.0346414 + s_Top_Xtr : 0.0257607 + s_lower_bl_H_0 : 0.00348942 + s_upper_bl_H_31 : 0.0034001 + s_upper_bl_H_30 : 0.00324849 + s_lower_bl_H_1 : 0.00321498 +Epoch: 194 | Train Loss: 1.11799 | Test Loss: 1.12193 | analysis_confidence: 0.143681 | CL: 0.0342156 | ln_CD: 0.0661648 | CM: 0.00605998 | Top_Xtr: 0.0373477 | Bot_Xtr: 0.0447255 +Loss contributors: + s_ln_CD : 0.261915 + s_CL : 0.235002 + s_analysis_confidence : 0.212106 + s_CM : 0.116278 + s_Bot_Xtr : 0.0347292 + s_Top_Xtr : 0.0259092 + s_lower_bl_H_0 : 0.00349018 + s_upper_bl_H_31 : 0.00340325 + s_upper_bl_H_30 : 0.00325243 + s_lower_bl_H_1 : 0.00320824 +Epoch: 195 | Train Loss: 1.11757 | Test Loss: 1.11788 | analysis_confidence: 0.145325 | CL: 0.0342619 | ln_CD: 0.0656383 | CM: 0.00601374 | Top_Xtr: 0.0370889 | Bot_Xtr: 0.0445188 +Loss contributors: + s_ln_CD : 0.260148 + s_CL : 0.235213 + s_analysis_confidence : 0.211679 + s_CM : 0.115304 + s_Bot_Xtr : 0.0345104 + s_Top_Xtr : 0.0256183 + s_lower_bl_H_0 : 0.00349634 + s_upper_bl_H_31 : 0.00338037 + s_upper_bl_H_30 : 0.0032367 + s_lower_bl_H_1 : 0.00320557 +Epoch: 196 | Train Loss: 1.11694 | Test Loss: 1.12836 | analysis_confidence: 0.145447 | CL: 0.0346238 | ln_CD: 0.0670555 | CM: 0.00611087 | Top_Xtr: 0.0370803 | Bot_Xtr: 0.0444137 +Loss 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0.211517 + s_CM : 0.114852 + s_Bot_Xtr : 0.0343894 + s_Top_Xtr : 0.0255871 + s_lower_bl_H_0 : 0.00348735 + s_upper_bl_H_31 : 0.00337462 + s_upper_bl_H_30 : 0.00322765 + s_lower_bl_H_1 : 0.00320554 +Epoch: 199 | Train Loss: 1.11555 | Test Loss: 1.12623 | analysis_confidence: 0.145667 | CL: 0.0342948 | ln_CD: 0.068134 | CM: 0.00603384 | Top_Xtr: 0.0369567 | Bot_Xtr: 0.0442867 +Loss contributors: + s_ln_CD : 0.268295 + s_CL : 0.235389 + s_analysis_confidence : 0.211734 + s_CM : 0.115707 + s_Bot_Xtr : 0.034351 + s_Top_Xtr : 0.0255563 + s_lower_bl_H_0 : 0.00348679 + s_upper_bl_H_31 : 0.00337831 + s_upper_bl_H_30 : 0.00322998 + s_lower_bl_H_1 : 0.00320696 +Epoch: 200 | Train Loss: 1.11497 | Test Loss: 1.11903 | analysis_confidence: 0.145183 | CL: 0.0340875 | ln_CD: 0.0666265 | CM: 0.00596874 | Top_Xtr: 0.037031 | Bot_Xtr: 0.0444108 +Loss contributors: + s_ln_CD : 0.264276 + s_CL : 0.233744 + s_analysis_confidence : 0.211498 + s_CM : 0.114315 + s_Bot_Xtr : 0.0344342 + s_Top_Xtr : 0.0256027 + s_lower_bl_H_0 : 0.00348943 + s_upper_bl_H_31 : 0.00337303 + s_upper_bl_H_30 : 0.00322873 + s_lower_bl_H_1 : 0.00321117 +Epoch: 201 | Train Loss: 1.11443 | Test Loss: 1.11966 | analysis_confidence: 0.144627 | CL: 0.0344694 | ln_CD: 0.0657612 | CM: 0.00604534 | Top_Xtr: 0.0370013 | Bot_Xtr: 0.0443468 +Loss contributors: + s_ln_CD : 0.260643 + s_CL : 0.236669 + s_analysis_confidence : 0.211397 + s_CM : 0.115947 + s_Bot_Xtr : 0.0343865 + s_Top_Xtr : 0.0255481 + s_lower_bl_H_0 : 0.00349304 + s_upper_bl_H_31 : 0.00335449 + s_upper_bl_H_30 : 0.00320308 + s_lower_bl_H_1 : 0.00319916 +Epoch: 202 | Train Loss: 1.11404 | Test Loss: 1.12227 | analysis_confidence: 0.144329 | CL: 0.03415 | ln_CD: 0.0674466 | CM: 0.00599637 | Top_Xtr: 0.0368939 | Bot_Xtr: 0.044255 +Loss contributors: + s_ln_CD : 0.26682 + s_CL : 0.234447 + s_analysis_confidence : 0.211485 + s_CM : 0.114926 + s_Bot_Xtr : 0.034319 + s_Top_Xtr : 0.0254832 + s_lower_bl_H_0 : 0.00348376 + s_upper_bl_H_31 : 0.00337047 + s_upper_bl_H_30 : 0.00321859 + s_lower_bl_H_1 : 0.00319274 +Epoch: 203 | Train Loss: 1.11343 | Test Loss: 1.11318 | analysis_confidence: 0.145376 | CL: 0.0340239 | ln_CD: 0.0651255 | CM: 0.00600885 | Top_Xtr: 0.0370576 | Bot_Xtr: 0.0443787 +Loss contributors: + s_ln_CD : 0.257983 + s_CL : 0.233617 + s_analysis_confidence : 0.211543 + s_CM : 0.115188 + s_Bot_Xtr : 0.0343645 + s_Top_Xtr : 0.0255619 + s_lower_bl_H_0 : 0.00348286 + s_upper_bl_H_31 : 0.0033617 + s_upper_bl_H_30 : 0.00322914 + s_lower_bl_H_1 : 0.00321006 +Epoch: 204 | Train Loss: 1.11309 | Test Loss: 1.11834 | analysis_confidence: 0.144225 | CL: 0.0340817 | ln_CD: 0.0664261 | CM: 0.00597315 | Top_Xtr: 0.0369742 | Bot_Xtr: 0.0444437 +Loss contributors: + s_ln_CD : 0.263994 + s_CL : 0.233793 + s_analysis_confidence : 0.211431 + s_CM : 0.114387 + s_Bot_Xtr : 0.0343952 + s_Top_Xtr : 0.0255334 + s_lower_bl_H_0 : 0.00348862 + s_upper_bl_H_31 : 0.00339198 + s_upper_bl_H_30 : 0.00324077 + s_lower_bl_H_1 : 0.00320021 +Epoch: 205 | Train Loss: 1.11244 | Test Loss: 1.11249 | analysis_confidence: 0.143545 | CL: 0.0339435 | ln_CD: 0.0654818 | CM: 0.00596028 | Top_Xtr: 0.0371361 | Bot_Xtr: 0.0443431 +Loss contributors: + s_ln_CD : 0.259236 + s_CL : 0.232997 + s_analysis_confidence : 0.211524 + s_CM : 0.114128 + s_Bot_Xtr : 0.0343337 + s_Top_Xtr : 0.0256025 + s_lower_bl_H_0 : 0.0034751 + s_upper_bl_H_31 : 0.00335359 + s_upper_bl_H_30 : 0.00320426 + s_lower_bl_H_1 : 0.00320416 +Epoch: 206 | Train Loss: 1.11197 | Test Loss: 1.11942 | analysis_confidence: 0.144655 | CL: 0.0340415 | ln_CD: 0.0673206 | CM: 0.00597025 | Top_Xtr: 0.0369415 | Bot_Xtr: 0.0442148 +Loss contributors: + s_ln_CD : 0.265281 + s_CL : 0.233806 + s_analysis_confidence : 0.21128 + s_CM : 0.114323 + s_Bot_Xtr : 0.0342866 + s_Top_Xtr : 0.0255309 + s_lower_bl_H_0 : 0.00347112 + s_upper_bl_H_31 : 0.00336518 + s_upper_bl_H_30 : 0.00322686 + s_lower_bl_H_1 : 0.00320197 +Epoch: 207 | Train Loss: 1.11161 | Test Loss: 1.11411 | analysis_confidence: 0.143447 | CL: 0.0339848 | ln_CD: 0.0659338 | CM: 0.0059586 | Top_Xtr: 0.0372403 | Bot_Xtr: 0.0446764 +Loss contributors: + s_ln_CD : 0.260339 + s_CL : 0.233288 + s_analysis_confidence : 0.211552 + s_CM : 0.114092 + s_Bot_Xtr : 0.0344224 + s_Top_Xtr : 0.02558 + s_lower_bl_H_0 : 0.00348891 + s_upper_bl_H_31 : 0.00335016 + s_lower_bl_H_1 : 0.00321106 + s_upper_bl_H_30 : 0.00320644 +Epoch: 208 | Train Loss: 1.11105 | Test Loss: 1.11267 | analysis_confidence: 0.143789 | CL: 0.0340197 | ln_CD: 0.0655632 | CM: 0.00598214 | Top_Xtr: 0.0370006 | Bot_Xtr: 0.0441609 +Loss contributors: + s_ln_CD : 0.25932 + s_CL : 0.233147 + s_analysis_confidence : 0.211465 + s_CM : 0.114587 + s_Bot_Xtr : 0.0342077 + s_Top_Xtr : 0.0255495 + s_lower_bl_H_0 : 0.00348516 + s_upper_bl_H_31 : 0.00334465 + s_lower_bl_H_1 : 0.00320517 + s_upper_bl_H_30 : 0.00319993 +Epoch: 209 | Train Loss: 1.11068 | Test Loss: 1.11082 | analysis_confidence: 0.143621 | CL: 0.033973 | ln_CD: 0.0652331 | CM: 0.00594737 | Top_Xtr: 0.0368245 | Bot_Xtr: 0.0441578 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s_analysis_confidence : 0.21131 + s_CM : 0.113901 + s_Bot_Xtr : 0.0342687 + s_Top_Xtr : 0.0255125 + s_lower_bl_H_0 : 0.00347562 + s_upper_bl_H_31 : 0.00333603 + s_upper_bl_H_30 : 0.00319544 + s_lower_bl_H_1 : 0.00319525 +Epoch: 212 | Train Loss: 1.10919 | Test Loss: 1.10835 | analysis_confidence: 0.14443 | CL: 0.0338574 | ln_CD: 0.0649215 | CM: 0.00594998 | Top_Xtr: 0.0368779 | Bot_Xtr: 0.0441895 +Loss contributors: + s_ln_CD : 0.256732 + s_CL : 0.232174 + s_analysis_confidence : 0.21109 + s_CM : 0.113857 + s_Bot_Xtr : 0.0342046 + s_Top_Xtr : 0.0254283 + s_lower_bl_H_0 : 0.00347737 + s_upper_bl_H_31 : 0.00331869 + s_lower_bl_H_1 : 0.003201 + s_upper_bl_H_30 : 0.00317596 +Epoch: 213 | Train Loss: 1.10871 | Test Loss: 1.11249 | analysis_confidence: 0.145086 | CL: 0.034081 | ln_CD: 0.0653767 | CM: 0.0060122 | Top_Xtr: 0.0369893 | Bot_Xtr: 0.044132 +Loss contributors: + s_ln_CD : 0.258537 + s_CL : 0.233929 + s_analysis_confidence : 0.211277 + s_CM : 0.115169 + s_Bot_Xtr : 0.0342001 + s_Top_Xtr : 0.0256012 + s_lower_bl_H_0 : 0.00347464 + s_upper_bl_H_31 : 0.00334452 + s_upper_bl_H_30 : 0.00320571 + s_lower_bl_H_1 : 0.00319727 +Epoch: 214 | Train Loss: 1.10823 | Test Loss: 1.10847 | analysis_confidence: 0.14341 | CL: 0.0340033 | ln_CD: 0.0648726 | CM: 0.00597092 | Top_Xtr: 0.0367872 | Bot_Xtr: 0.0439895 +Loss contributors: + s_ln_CD : 0.256441 + s_CL : 0.23294 + s_analysis_confidence : 0.211557 + s_CM : 0.114255 + s_Bot_Xtr : 0.0340376 + s_Top_Xtr : 0.0253941 + s_lower_bl_H_0 : 0.00347066 + s_upper_bl_H_31 : 0.00333089 + s_lower_bl_H_1 : 0.00320493 + s_upper_bl_H_30 : 0.00319043 +Epoch: 215 | Train Loss: 1.10781 | Test Loss: 1.10896 | analysis_confidence: 0.14382 | CL: 0.0339118 | ln_CD: 0.0650354 | CM: 0.00595006 | Top_Xtr: 0.0371605 | Bot_Xtr: 0.0441518 +Loss contributors: + s_ln_CD : 0.25742 + s_CL : 0.232704 + s_analysis_confidence : 0.211127 + s_CM : 0.113904 + s_Bot_Xtr : 0.0341772 + s_Top_Xtr : 0.0256999 + s_lower_bl_H_0 : 0.00347068 + s_upper_bl_H_31 : 0.00333365 + s_lower_bl_H_1 : 0.00319989 + s_upper_bl_H_30 : 0.00319386 +Epoch: 216 | Train Loss: 1.10732 | Test Loss: 1.10982 | analysis_confidence: 0.143333 | CL: 0.0340287 | ln_CD: 0.0652356 | CM: 0.00600263 | Top_Xtr: 0.0369388 | Bot_Xtr: 0.0440725 +Loss contributors: + s_ln_CD : 0.257223 + s_CL : 0.23307 + s_analysis_confidence : 0.211189 + s_CM : 0.115002 + s_Bot_Xtr : 0.0341029 + s_Top_Xtr : 0.0254561 + s_lower_bl_H_0 : 0.00348092 + s_upper_bl_H_31 : 0.00331614 + s_lower_bl_H_1 : 0.00320449 + s_upper_bl_H_30 : 0.0031783 +Epoch: 217 | Train Loss: 1.10692 | Test Loss: 1.10762 | analysis_confidence: 0.14416 | CL: 0.0338609 | ln_CD: 0.0650247 | CM: 0.00594589 | Top_Xtr: 0.0367619 | Bot_Xtr: 0.0440988 +Loss contributors: + s_ln_CD : 0.257162 + s_CL : 0.232399 + s_analysis_confidence : 0.211004 + s_CM : 0.113785 + s_Bot_Xtr : 0.0341269 + s_Top_Xtr : 0.0253171 + s_lower_bl_H_0 : 0.00345658 + s_upper_bl_H_31 : 0.00332956 + s_lower_bl_H_1 : 0.00320312 + s_upper_bl_H_30 : 0.00318679 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s_upper_bl_H_31 : 0.00331691 + s_lower_bl_H_1 : 0.00319493 + s_upper_bl_H_30 : 0.00317013 +Epoch: 229 | Train Loss: 1.10146 | Test Loss: 1.10769 | analysis_confidence: 0.143416 | CL: 0.0340959 | ln_CD: 0.0653235 | CM: 0.00597059 | Top_Xtr: 0.0367909 | Bot_Xtr: 0.043968 +Loss contributors: + s_ln_CD : 0.256921 + s_CL : 0.233334 + s_analysis_confidence : 0.211157 + s_CM : 0.11434 + s_Bot_Xtr : 0.0339715 + s_Top_Xtr : 0.0253662 + s_lower_bl_H_0 : 0.00345524 + s_upper_bl_H_31 : 0.00328378 + s_lower_bl_H_1 : 0.00320272 + s_upper_bl_H_30 : 0.00315392 +Epoch: 230 | Train Loss: 1.10108 | Test Loss: 1.10473 | analysis_confidence: 0.145006 | CL: 0.0336988 | ln_CD: 0.0653021 | CM: 0.00592913 | Top_Xtr: 0.0366134 | Bot_Xtr: 0.0437973 +Loss contributors: + s_ln_CD : 0.257872 + s_CL : 0.231024 + s_analysis_confidence : 0.210853 + s_CM : 0.113415 + s_Bot_Xtr : 0.0338358 + s_Top_Xtr : 0.025225 + s_lower_bl_H_0 : 0.00345724 + s_upper_bl_H_31 : 0.00328302 + s_lower_bl_H_1 : 0.00320503 + s_upper_bl_H_30 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analysis_confidence: 0.143977 | CL: 0.0339283 | ln_CD: 0.0645516 | CM: 0.00595351 | Top_Xtr: 0.0367828 | Bot_Xtr: 0.0438815 +Loss contributors: + s_ln_CD : 0.254259 + s_CL : 0.232748 + s_analysis_confidence : 0.210809 + s_CM : 0.113945 + s_Bot_Xtr : 0.0338716 + s_Top_Xtr : 0.0252334 + s_lower_bl_H_0 : 0.00346315 + s_upper_bl_H_31 : 0.00328098 + s_lower_bl_H_1 : 0.00320581 + s_upper_bl_H_30 : 0.00314915 +Epoch: 234 | Train Loss: 1.09924 | Test Loss: 1.10153 | analysis_confidence: 0.144154 | CL: 0.0337922 | ln_CD: 0.0645655 | CM: 0.00591269 | Top_Xtr: 0.0365803 | Bot_Xtr: 0.0436344 +Loss contributors: + s_ln_CD : 0.254528 + s_CL : 0.231551 + s_analysis_confidence : 0.210727 + s_CM : 0.113038 + s_Bot_Xtr : 0.0337333 + s_Top_Xtr : 0.0252249 + s_lower_bl_H_0 : 0.00345522 + s_upper_bl_H_31 : 0.00327102 + s_lower_bl_H_1 : 0.00322236 + s_upper_bl_H_30 : 0.0031405 +Epoch: 235 | Train Loss: 1.09876 | Test Loss: 1.09915 | analysis_confidence: 0.142777 | CL: 0.0338649 | ln_CD: 0.0643491 | CM: 0.00589385 | Top_Xtr: 0.0365701 | Bot_Xtr: 0.0437931 +Loss contributors: + s_ln_CD : 0.253257 + s_CL : 0.231538 + s_analysis_confidence : 0.210614 + s_CM : 0.112662 + s_Bot_Xtr : 0.0338002 + s_Top_Xtr : 0.0251315 + s_lower_bl_H_0 : 0.00345392 + s_upper_bl_H_31 : 0.00326525 + s_lower_bl_H_1 : 0.00320068 + s_upper_bl_H_30 : 0.00312952 +Epoch: 236 | Train Loss: 1.09836 | Test Loss: 1.10093 | analysis_confidence: 0.144244 | CL: 0.0338646 | ln_CD: 0.0646361 | CM: 0.00591428 | Top_Xtr: 0.0366175 | Bot_Xtr: 0.0437899 +Loss contributors: + s_ln_CD : 0.254141 + s_CL : 0.231775 + s_analysis_confidence : 0.210796 + s_CM : 0.113066 + s_Bot_Xtr : 0.0338432 + s_Top_Xtr : 0.0252292 + s_lower_bl_H_0 : 0.00347027 + s_upper_bl_H_31 : 0.00327559 + s_lower_bl_H_1 : 0.0032092 + s_upper_bl_H_30 : 0.00314204 +Epoch: 237 | Train Loss: 1.09797 | Test Loss: 1.10028 | analysis_confidence: 0.143374 | CL: 0.0338455 | ln_CD: 0.0646297 | CM: 0.00589669 | Top_Xtr: 0.03656 | Bot_Xtr: 0.0436552 +Loss contributors: + 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s_upper_bl_H_30 : 0.00311171 +Epoch: 244 | Train Loss: 1.09479 | Test Loss: 1.09588 | analysis_confidence: 0.143053 | CL: 0.0336383 | ln_CD: 0.06411 | CM: 0.00588012 | Top_Xtr: 0.0365488 | Bot_Xtr: 0.0435947 +Loss contributors: + s_ln_CD : 0.252501 + s_CL : 0.230093 + s_analysis_confidence : 0.210722 + s_CM : 0.112321 + s_Bot_Xtr : 0.0336703 + s_Top_Xtr : 0.0251497 + s_lower_bl_H_0 : 0.00346226 + s_upper_bl_H_31 : 0.00324456 + s_lower_bl_H_1 : 0.00321494 + s_upper_bl_H_30 : 0.00311423 +Epoch: 245 | Train Loss: 1.09427 | Test Loss: 1.09929 | analysis_confidence: 0.144174 | CL: 0.0338373 | ln_CD: 0.0645997 | CM: 0.00592545 | Top_Xtr: 0.0363995 | Bot_Xtr: 0.0435528 +Loss contributors: + s_ln_CD : 0.253791 + s_CL : 0.231434 + s_analysis_confidence : 0.210477 + s_CM : 0.1133 + s_Bot_Xtr : 0.03365 + s_Top_Xtr : 0.025034 + s_lower_bl_H_0 : 0.00345753 + s_upper_bl_H_31 : 0.0032428 + s_lower_bl_H_1 : 0.00320636 + s_upper_bl_H_30 : 0.00311293 +Epoch: 246 | Train Loss: 1.09396 | Test Loss: 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CM: 0.00586149 | Top_Xtr: 0.0363432 | Bot_Xtr: 0.0435352 +Loss contributors: + s_ln_CD : 0.251421 + s_CL : 0.229482 + s_analysis_confidence : 0.210599 + s_CM : 0.111938 + s_Bot_Xtr : 0.0336088 + s_Top_Xtr : 0.0249759 + s_lower_bl_H_0 : 0.00345944 + s_upper_bl_H_31 : 0.00323644 + s_lower_bl_H_1 : 0.00320401 + s_upper_bl_H_30 : 0.00310747 +Epoch: 249 | Train Loss: 1.09271 | Test Loss: 1.0936 | analysis_confidence: 0.144278 | CL: 0.0335509 | ln_CD: 0.0641216 | CM: 0.00587918 | Top_Xtr: 0.0363319 | Bot_Xtr: 0.0434288 +Loss contributors: + s_ln_CD : 0.251711 + s_CL : 0.229758 + s_analysis_confidence : 0.210399 + s_CM : 0.1123 + s_Bot_Xtr : 0.0334753 + s_Top_Xtr : 0.0249522 + s_lower_bl_H_0 : 0.00345271 + s_upper_bl_H_31 : 0.00323001 + s_lower_bl_H_1 : 0.00320843 + s_upper_bl_H_30 : 0.00310073 +Epoch: 250 | Train Loss: 1.09209 | Test Loss: 1.09461 | analysis_confidence: 0.143786 | CL: 0.0334542 | ln_CD: 0.0647846 | CM: 0.00587381 | Top_Xtr: 0.036675 | Bot_Xtr: 0.0436696 +Loss contributors: + 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0.00344513 + s_upper_bl_H_31 : 0.0032269 + s_lower_bl_H_1 : 0.00319801 + s_upper_bl_H_30 : 0.00309877 +Epoch: 255 | Train Loss: 1.08999 | Test Loss: 1.0955 | analysis_confidence: 0.143777 | CL: 0.0338994 | ln_CD: 0.0637887 | CM: 0.00593455 | Top_Xtr: 0.0364487 | Bot_Xtr: 0.0434949 +Loss contributors: + s_ln_CD : 0.250762 + s_CL : 0.231904 + s_analysis_confidence : 0.210718 + s_CM : 0.113474 + s_Bot_Xtr : 0.033523 + s_Top_Xtr : 0.0249536 + s_lower_bl_H_0 : 0.0034334 + s_upper_bl_H_31 : 0.0032038 + s_lower_bl_H_1 : 0.00319482 + s_upper_bl_H_30 : 0.00307247 +Epoch: 256 | Train Loss: 1.08956 | Test Loss: 1.09182 | analysis_confidence: 0.144528 | CL: 0.0334751 | ln_CD: 0.0639136 | CM: 0.00587786 | Top_Xtr: 0.0363006 | Bot_Xtr: 0.0435226 +Loss contributors: + s_ln_CD : 0.251345 + s_CL : 0.228711 + s_analysis_confidence : 0.210651 + s_CM : 0.11229 + s_Bot_Xtr : 0.0335852 + s_Top_Xtr : 0.0249101 + s_lower_bl_H_0 : 0.00344309 + s_upper_bl_H_31 : 0.00322136 + s_lower_bl_H_1 : 0.00320487 + s_upper_bl_H_30 : 0.00309065 +Epoch: 257 | Train Loss: 1.08913 | Test Loss: 1.09862 | analysis_confidence: 0.143224 | CL: 0.0337311 | ln_CD: 0.0653563 | CM: 0.00587984 | Top_Xtr: 0.0364986 | Bot_Xtr: 0.0435403 +Loss contributors: + s_ln_CD : 0.256608 + s_CL : 0.230542 + s_analysis_confidence : 0.210351 + s_CM : 0.112355 + s_Bot_Xtr : 0.0335479 + s_Top_Xtr : 0.0250016 + s_lower_bl_H_0 : 0.00343387 + s_upper_bl_H_31 : 0.00320614 + s_lower_bl_H_1 : 0.00320452 + s_upper_bl_H_30 : 0.00307528 +Epoch: 258 | Train Loss: 1.08866 | Test Loss: 1.0909 | analysis_confidence: 0.145525 | CL: 0.033545 | ln_CD: 0.0639776 | CM: 0.00584687 | Top_Xtr: 0.0362108 | Bot_Xtr: 0.0433391 +Loss contributors: + s_ln_CD : 0.251045 + s_CL : 0.229259 + s_analysis_confidence : 0.210716 + s_CM : 0.111609 + s_Bot_Xtr : 0.033445 + s_Top_Xtr : 0.0248849 + s_lower_bl_H_0 : 0.00344322 + s_upper_bl_H_31 : 0.0032077 + s_lower_bl_H_1 : 0.00319359 + s_upper_bl_H_30 : 0.00307708 +Epoch: 259 | Train Loss: 1.08825 | Test Loss: 1.08881 | analysis_confidence: 0.143236 | CL: 0.0333757 | ln_CD: 0.0639344 | CM: 0.00587259 | Top_Xtr: 0.0363459 | Bot_Xtr: 0.0433925 +Loss contributors: + s_ln_CD : 0.250461 + s_CL : 0.228352 + s_analysis_confidence : 0.209965 + s_CM : 0.112178 + s_Bot_Xtr : 0.0334138 + s_Top_Xtr : 0.024883 + s_lower_bl_H_0 : 0.00344943 + s_upper_bl_H_31 : 0.00320175 + s_lower_bl_H_1 : 0.00319705 + s_upper_bl_H_30 : 0.00307498 +Epoch: 260 | Train Loss: 1.0878 | Test Loss: 1.0893 | analysis_confidence: 0.143649 | CL: 0.0335789 | ln_CD: 0.0635228 | CM: 0.00586771 | Top_Xtr: 0.0362358 | Bot_Xtr: 0.043379 +Loss contributors: + s_ln_CD : 0.249382 + s_CL : 0.229607 + s_analysis_confidence : 0.210349 + s_CM : 0.112086 + s_Bot_Xtr : 0.0334737 + s_Top_Xtr : 0.0249164 + s_lower_bl_H_0 : 0.00345382 + s_upper_bl_H_31 : 0.0032068 + s_lower_bl_H_1 : 0.00319018 + s_upper_bl_H_30 : 0.00308421 +Epoch: 261 | Train Loss: 1.08734 | Test Loss: 1.09044 | analysis_confidence: 0.142658 | CL: 0.0335817 | ln_CD: 0.0641829 | CM: 0.00586108 | Top_Xtr: 0.0362364 | Bot_Xtr: 0.0432324 +Loss contributors: + s_ln_CD : 0.251493 + s_CL : 0.229364 + s_analysis_confidence : 0.209986 + s_CM : 0.1119 + s_Bot_Xtr : 0.0333772 + s_Top_Xtr : 0.0248707 + s_lower_bl_H_0 : 0.00345069 + s_lower_bl_H_1 : 0.00319061 + s_upper_bl_H_31 : 0.00318288 + s_upper_bl_H_30 : 0.00305221 +Epoch: 262 | Train Loss: 1.0869 | Test Loss: 1.09317 | analysis_confidence: 0.144274 | CL: 0.033711 | ln_CD: 0.0642174 | CM: 0.00585862 | Top_Xtr: 0.0361226 | Bot_Xtr: 0.0432027 +Loss contributors: + s_ln_CD : 0.252677 + s_CL : 0.23072 + s_analysis_confidence : 0.210178 + s_CM : 0.111861 + s_Bot_Xtr : 0.0333158 + s_Top_Xtr : 0.0248141 + s_lower_bl_H_0 : 0.00344199 + s_upper_bl_H_31 : 0.00323594 + s_lower_bl_H_1 : 0.00320441 + s_upper_bl_H_30 : 0.00310154 +Epoch: 263 | Train Loss: 1.08646 | Test Loss: 1.09041 | analysis_confidence: 0.142573 | CL: 0.0333692 | ln_CD: 0.064745 | CM: 0.00584454 | Top_Xtr: 0.0362207 | Bot_Xtr: 0.0434314 +Loss contributors: + s_ln_CD : 0.252782 + s_CL : 0.228262 + s_analysis_confidence : 0.209809 + s_CM : 0.111574 + s_Bot_Xtr : 0.0334158 + s_Top_Xtr : 0.0247932 + s_lower_bl_H_0 : 0.00343903 + s_upper_bl_H_31 : 0.00320755 + s_lower_bl_H_1 : 0.00318243 + s_upper_bl_H_30 : 0.00307452 +Epoch: 264 | Train Loss: 1.08608 | Test Loss: 1.08717 | analysis_confidence: 0.143658 | CL: 0.0335516 | ln_CD: 0.0633567 | CM: 0.00587552 | Top_Xtr: 0.0362676 | Bot_Xtr: 0.0433524 +Loss contributors: + s_ln_CD : 0.248493 + s_CL : 0.22897 + s_analysis_confidence : 0.210152 + s_CM : 0.112157 + s_Bot_Xtr : 0.033319 + s_Top_Xtr : 0.0248157 + s_lower_bl_H_0 : 0.00344082 + s_lower_bl_H_1 : 0.00319417 + s_upper_bl_H_31 : 0.0031894 + s_upper_bl_H_30 : 0.00306098 +Epoch: 265 | Train Loss: 1.08561 | Test Loss: 1.08491 | analysis_confidence: 0.14246 | CL: 0.0333024 | ln_CD: 0.0635213 | CM: 0.00583898 | Top_Xtr: 0.0361271 | Bot_Xtr: 0.0431588 +Loss contributors: + s_ln_CD : 0.248915 + s_CL : 0.227764 + s_analysis_confidence : 0.209775 + s_CM 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s_lower_bl_H_0 : 0.00345353 + s_lower_bl_H_1 : 0.00319753 + s_upper_bl_H_31 : 0.00317313 + s_lower_bl_ret_0 : 0.00307398 +Epoch: 268 | Train Loss: 1.08433 | Test Loss: 1.08964 | analysis_confidence: 0.143345 | CL: 0.0333694 | ln_CD: 0.0648872 | CM: 0.00584371 | Top_Xtr: 0.0360969 | Bot_Xtr: 0.0432 +Loss contributors: + s_ln_CD : 0.253228 + s_CL : 0.228126 + s_analysis_confidence : 0.209691 + s_CM : 0.111535 + s_Bot_Xtr : 0.0332803 + s_Top_Xtr : 0.0247594 + s_lower_bl_H_0 : 0.00343785 + s_upper_bl_H_31 : 0.00319441 + s_lower_bl_H_1 : 0.00318966 + s_lower_bl_ret_0 : 0.00306892 +Epoch: 269 | Train Loss: 1.08386 | Test Loss: 1.08984 | analysis_confidence: 0.142648 | CL: 0.0335847 | ln_CD: 0.0641906 | CM: 0.00588409 | Top_Xtr: 0.0362167 | Bot_Xtr: 0.0432243 +Loss contributors: + s_ln_CD : 0.251038 + s_CL : 0.229799 + s_analysis_confidence : 0.209794 + s_CM : 0.112401 + s_Bot_Xtr : 0.0333282 + s_Top_Xtr : 0.0248412 + s_lower_bl_H_0 : 0.00344505 + s_upper_bl_H_31 : 0.00318422 + s_lower_bl_H_1 : 0.00318409 + s_lower_bl_ret_0 : 0.00306923 +Epoch: 270 | Train Loss: 1.08348 | Test Loss: 1.08885 | analysis_confidence: 0.143445 | CL: 0.0332969 | ln_CD: 0.0646808 | CM: 0.00582605 | Top_Xtr: 0.0361907 | Bot_Xtr: 0.0433142 +Loss contributors: + s_ln_CD : 0.253276 + s_CL : 0.227727 + s_analysis_confidence : 0.209856 + s_CM : 0.111161 + s_Bot_Xtr : 0.0333739 + s_Top_Xtr : 0.0247728 + s_lower_bl_H_0 : 0.00344978 + s_lower_bl_H_1 : 0.00318863 + s_upper_bl_H_31 : 0.00316496 + s_lower_bl_ret_0 : 0.00307619 +Epoch: 271 | Train Loss: 1.08306 | Test Loss: 1.08337 | analysis_confidence: 0.144161 | CL: 0.0332495 | ln_CD: 0.0634081 | CM: 0.00583312 | Top_Xtr: 0.0363053 | Bot_Xtr: 0.0432922 +Loss contributors: + s_ln_CD : 0.248289 + s_CL : 0.227401 + s_analysis_confidence : 0.209723 + s_CM : 0.111307 + s_Bot_Xtr : 0.0333279 + s_Top_Xtr : 0.0248375 + s_lower_bl_H_0 : 0.00343562 + s_lower_bl_H_1 : 0.00317795 + s_upper_bl_H_31 : 0.00316533 + s_lower_bl_ret_0 : 0.00307528 +Epoch: 272 | Train Loss: 1.08257 | Test Loss: 1.08394 | analysis_confidence: 0.14473 | CL: 0.0333667 | ln_CD: 0.0633113 | CM: 0.00585365 | Top_Xtr: 0.0360497 | Bot_Xtr: 0.0431103 +Loss contributors: + s_ln_CD : 0.247889 + s_CL : 0.227968 + s_analysis_confidence : 0.2098 + s_CM : 0.111723 + s_Bot_Xtr : 0.0332009 + s_Top_Xtr : 0.0246859 + s_lower_bl_H_0 : 0.00343744 + s_lower_bl_H_1 : 0.00318861 + s_upper_bl_H_31 : 0.00316665 + s_lower_bl_ret_0 : 0.00307799 +Epoch: 273 | Train Loss: 1.0822 | Test Loss: 1.08357 | analysis_confidence: 0.143631 | CL: 0.0332062 | ln_CD: 0.0633871 | CM: 0.00588284 | Top_Xtr: 0.0360255 | Bot_Xtr: 0.0429924 +Loss contributors: + s_ln_CD : 0.248112 + s_CL : 0.22697 + s_analysis_confidence : 0.209741 + s_CM : 0.112374 + s_Bot_Xtr : 0.0331487 + s_Top_Xtr : 0.024721 + s_lower_bl_H_0 : 0.00344808 + s_lower_bl_H_1 : 0.00318976 + s_upper_bl_H_31 : 0.00316998 + s_lower_bl_ret_0 : 0.0030828 +Epoch: 274 | Train Loss: 1.08187 | Test Loss: 1.08386 | analysis_confidence: 0.142671 | CL: 0.0333942 | ln_CD: 0.0634198 | CM: 0.0058434 | Top_Xtr: 0.0362699 | Bot_Xtr: 0.0433528 +Loss contributors: + s_ln_CD : 0.248113 + s_CL : 0.228344 + s_analysis_confidence : 0.209563 + s_CM : 0.111544 + s_Bot_Xtr : 0.0333534 + s_Top_Xtr : 0.0248366 + s_lower_bl_H_0 : 0.00344028 + s_lower_bl_H_1 : 0.00318296 + s_upper_bl_H_31 : 0.00317169 + s_lower_bl_ret_0 : 0.00307844 +Epoch: 275 | Train Loss: 1.08132 | Test Loss: 1.0861 | analysis_confidence: 0.142703 | CL: 0.0333797 | ln_CD: 0.0641121 | CM: 0.00584921 | Top_Xtr: 0.0360209 | Bot_Xtr: 0.0429326 +Loss contributors: + s_ln_CD : 0.250633 + s_CL : 0.22809 + s_analysis_confidence : 0.209887 + s_CM : 0.111601 + s_Bot_Xtr : 0.0330993 + s_Top_Xtr : 0.0246849 + s_lower_bl_H_0 : 0.00343181 + s_lower_bl_H_1 : 0.00317832 + s_upper_bl_H_31 : 0.00315362 + s_lower_bl_ret_0 : 0.0030777 +Epoch: 276 | Train Loss: 1.08098 | Test Loss: 1.08522 | analysis_confidence: 0.142985 | CL: 0.0332768 | ln_CD: 0.0643115 | CM: 0.00581257 | Top_Xtr: 0.0360948 | Bot_Xtr: 0.0430668 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s_analysis_confidence : 0.209524 + s_CM : 0.110892 + s_Bot_Xtr : 0.0331533 + s_Top_Xtr : 0.024805 + s_lower_bl_H_0 : 0.00344741 + s_lower_bl_H_1 : 0.0031732 + s_upper_bl_H_31 : 0.00314883 + s_lower_bl_ret_0 : 0.00308599 +Epoch: 279 | Train Loss: 1.07971 | Test Loss: 1.08361 | analysis_confidence: 0.143194 | CL: 0.0334345 | ln_CD: 0.0633753 | CM: 0.00589797 | Top_Xtr: 0.0360676 | Bot_Xtr: 0.0430159 +Loss contributors: + s_ln_CD : 0.247682 + s_CL : 0.228378 + s_analysis_confidence : 0.209494 + s_CM : 0.112589 + s_Bot_Xtr : 0.0331208 + s_Top_Xtr : 0.0247339 + s_lower_bl_H_0 : 0.00342279 + s_lower_bl_H_1 : 0.00316437 + s_upper_bl_H_31 : 0.00314474 + s_lower_bl_ret_0 : 0.0030913 +Epoch: 280 | Train Loss: 1.07936 | Test Loss: 1.08299 | analysis_confidence: 0.143354 | CL: 0.0335569 | ln_CD: 0.0634481 | CM: 0.00582755 | Top_Xtr: 0.0360163 | Bot_Xtr: 0.0430327 +Loss contributors: + s_ln_CD : 0.2481 + s_CL : 0.228793 + s_analysis_confidence : 0.209563 + s_CM : 0.11115 + s_Bot_Xtr : 0.0331619 + s_Top_Xtr : 0.0247162 + s_lower_bl_H_0 : 0.00343913 + s_lower_bl_H_1 : 0.00317325 + s_upper_bl_H_31 : 0.00315807 + s_lower_bl_ret_0 : 0.00309068 +Epoch: 281 | Train Loss: 1.07899 | Test Loss: 1.0817 | analysis_confidence: 0.142682 | CL: 0.0331635 | ln_CD: 0.0637274 | CM: 0.00583951 | Top_Xtr: 0.0359225 | Bot_Xtr: 0.0429992 +Loss contributors: + s_ln_CD : 0.248882 + s_CL : 0.226361 + s_analysis_confidence : 0.209501 + s_CM : 0.111407 + s_Bot_Xtr : 0.0330922 + s_Top_Xtr : 0.0245638 + s_lower_bl_H_0 : 0.00343918 + s_lower_bl_H_1 : 0.00317291 + s_upper_bl_H_31 : 0.00315468 + s_lower_bl_ret_0 : 0.00309366 +Epoch: 282 | Train Loss: 1.07853 | Test Loss: 1.07932 | analysis_confidence: 0.143174 | CL: 0.0332694 | ln_CD: 0.0632041 | CM: 0.00578597 | Top_Xtr: 0.0361026 | Bot_Xtr: 0.0431781 +Loss contributors: + s_ln_CD : 0.246779 + s_CL : 0.227058 + s_analysis_confidence : 0.209529 + s_CM : 0.110237 + s_Bot_Xtr : 0.0332033 + s_Top_Xtr : 0.0247131 + s_lower_bl_H_0 : 0.00343997 + s_lower_bl_H_1 : 0.00317497 + s_upper_bl_H_31 : 0.00314959 + s_lower_bl_ret_0 : 0.00309409 +Epoch: 283 | Train Loss: 1.07819 | Test Loss: 1.08451 | analysis_confidence: 0.142825 | CL: 0.0332445 | ln_CD: 0.0647325 | CM: 0.00581383 | Top_Xtr: 0.0360526 | Bot_Xtr: 0.0430813 +Loss contributors: + s_ln_CD : 0.251939 + s_CL : 0.226837 + s_analysis_confidence : 0.209449 + s_CM : 0.11088 + s_Bot_Xtr : 0.0331702 + s_Top_Xtr : 0.024707 + s_lower_bl_H_0 : 0.00342864 + s_lower_bl_H_1 : 0.00316899 + s_upper_bl_H_31 : 0.00314819 + s_lower_bl_ret_0 : 0.00309326 +Epoch: 284 | Train Loss: 1.07783 | Test Loss: 1.08727 | analysis_confidence: 0.14298 | CL: 0.0333897 | ln_CD: 0.0647371 | CM: 0.00584892 | Top_Xtr: 0.0360327 | Bot_Xtr: 0.0429465 +Loss contributors: + s_ln_CD : 0.253192 + s_CL : 0.228037 + s_analysis_confidence : 0.209391 + s_CM : 0.111563 + s_Bot_Xtr : 0.0330954 + s_Top_Xtr : 0.0246985 + s_lower_bl_H_0 : 0.00343276 + s_lower_bl_H_1 : 0.00317096 + s_upper_bl_H_31 : 0.00312898 + s_lower_bl_ret_0 : 0.00310105 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0.0360119 | Bot_Xtr: 0.0429747 +Loss contributors: + s_ln_CD : 0.245036 + s_CL : 0.228308 + s_analysis_confidence : 0.209254 + s_CM : 0.110553 + s_Bot_Xtr : 0.0330188 + s_Top_Xtr : 0.0246447 + s_lower_bl_H_0 : 0.00342768 + s_lower_bl_H_1 : 0.00315652 + s_upper_bl_H_31 : 0.0031143 + s_lower_bl_ret_0 : 0.00310307 +Epoch: 290 | Train Loss: 1.0754 | Test Loss: 1.07425 | analysis_confidence: 0.142363 | CL: 0.0330151 | ln_CD: 0.062768 | CM: 0.00577981 | Top_Xtr: 0.0359957 | Bot_Xtr: 0.0429857 +Loss contributors: + s_ln_CD : 0.245438 + s_CL : 0.225246 + s_analysis_confidence : 0.209217 + s_CM : 0.110088 + s_Bot_Xtr : 0.0330166 + s_Top_Xtr : 0.0245732 + s_lower_bl_H_0 : 0.00342444 + s_lower_bl_H_1 : 0.0031473 + s_upper_bl_H_31 : 0.00312126 + s_lower_bl_ret_0 : 0.00310202 +Epoch: 291 | Train Loss: 1.07504 | Test Loss: 1.08102 | analysis_confidence: 0.14304 | CL: 0.0332011 | ln_CD: 0.0638887 | CM: 0.0058521 | Top_Xtr: 0.0360367 | Bot_Xtr: 0.0428891 +Loss contributors: + s_ln_CD : 0.248795 + s_CL 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s_lower_bl_H_1 : 0.00315316 + s_lower_bl_ret_0 : 0.00310969 + s_upper_bl_H_31 : 0.00310662 +Epoch: 296 | Train Loss: 1.07323 | Test Loss: 1.07706 | analysis_confidence: 0.142606 | CL: 0.0330711 | ln_CD: 0.0636358 | CM: 0.00579465 | Top_Xtr: 0.0358766 | Bot_Xtr: 0.042648 +Loss contributors: + s_ln_CD : 0.248246 + s_CL : 0.225602 + s_analysis_confidence : 0.208991 + s_CM : 0.110418 + s_Bot_Xtr : 0.0327718 + s_Top_Xtr : 0.0245041 + s_lower_bl_H_0 : 0.00342157 + s_lower_bl_H_1 : 0.00313463 + s_upper_bl_H_31 : 0.00310787 + s_lower_bl_ret_0 : 0.0031043 +Epoch: 297 | Train Loss: 1.07283 | Test Loss: 1.07873 | analysis_confidence: 0.142657 | CL: 0.0329962 | ln_CD: 0.064061 | CM: 0.00577765 | Top_Xtr: 0.0358542 | Bot_Xtr: 0.042894 +Loss contributors: + s_ln_CD : 0.250273 + s_CL : 0.225173 + s_analysis_confidence : 0.209228 + s_CM : 0.110071 + s_Bot_Xtr : 0.0329653 + s_Top_Xtr : 0.0244913 + s_lower_bl_H_0 : 0.00343412 + s_lower_bl_H_1 : 0.00313783 + s_upper_bl_H_31 : 0.00311816 + s_lower_bl_ret_0 : 0.00310338 +Epoch: 298 | Train Loss: 1.07248 | Test Loss: 1.07172 | analysis_confidence: 0.142437 | CL: 0.0329813 | ln_CD: 0.0628224 | CM: 0.00575978 | Top_Xtr: 0.0357565 | Bot_Xtr: 0.0425804 +Loss contributors: + s_ln_CD : 0.244787 + s_CL : 0.224777 + s_analysis_confidence : 0.209022 + s_CM : 0.109645 + s_Bot_Xtr : 0.03273 + s_Top_Xtr : 0.0244895 + s_lower_bl_H_0 : 0.00342246 + s_lower_bl_H_1 : 0.00313095 + s_upper_bl_H_31 : 0.00311669 + s_lower_bl_ret_0 : 0.00310233 +Epoch: 299 | Train Loss: 1.07207 | Test Loss: 1.08152 | analysis_confidence: 0.143254 | CL: 0.0330993 | ln_CD: 0.0649918 | CM: 0.00576744 | Top_Xtr: 0.0358211 | Bot_Xtr: 0.0426588 +Loss contributors: + s_ln_CD : 0.253474 + s_CL : 0.225449 + s_analysis_confidence : 0.209182 + s_CM : 0.109842 + s_Bot_Xtr : 0.032848 + s_Top_Xtr : 0.0245128 + s_lower_bl_H_0 : 0.00342037 + s_lower_bl_H_1 : 0.00312158 + s_lower_bl_ret_0 : 0.00310953 + s_upper_bl_H_31 : 0.00310574 +Epoch: 300 | Train Loss: 1.07172 | Test Loss: 1.07457 | analysis_confidence: 0.142747 | CL: 0.0331055 | ln_CD: 0.0629382 | CM: 0.00577808 | Top_Xtr: 0.0357963 | Bot_Xtr: 0.0426593 +Loss contributors: + s_ln_CD : 0.245828 + s_CL : 0.225682 + s_analysis_confidence : 0.209613 + s_CM : 0.110082 + s_Bot_Xtr : 0.0328362 + s_Top_Xtr : 0.0244835 + s_lower_bl_H_0 : 0.00344003 + s_lower_bl_H_1 : 0.00313971 + s_upper_bl_H_31 : 0.00311927 + s_lower_bl_ret_0 : 0.00310623 +Epoch: 301 | Train Loss: 1.07144 | Test Loss: 1.07117 | analysis_confidence: 0.143818 | CL: 0.0329618 | ln_CD: 0.0625848 | CM: 0.00575671 | Top_Xtr: 0.0358653 | Bot_Xtr: 0.042642 +Loss contributors: + s_ln_CD : 0.244116 + s_CL : 0.224662 + s_analysis_confidence : 0.209222 + s_CM : 0.109554 + s_Bot_Xtr : 0.0328539 + s_Top_Xtr : 0.0245731 + s_lower_bl_H_0 : 0.00342193 + s_lower_bl_H_1 : 0.00312502 + s_lower_bl_ret_0 : 0.00310747 + s_upper_bl_H_31 : 0.00309938 +Epoch: 302 | Train Loss: 1.07094 | Test Loss: 1.07533 | analysis_confidence: 0.143084 | CL: 0.0332041 | ln_CD: 0.0628927 | CM: 0.00577135 | Top_Xtr: 0.0361799 | Bot_Xtr: 0.0428444 +Loss contributors: + s_ln_CD : 0.245623 + s_CL : 0.226695 + s_analysis_confidence : 0.209083 + s_CM : 0.109875 + s_Bot_Xtr : 0.0328976 + s_Top_Xtr : 0.0247357 + s_lower_bl_H_0 : 0.00342494 + s_lower_bl_H_1 : 0.00313046 + s_lower_bl_ret_0 : 0.00310576 + s_upper_bl_H_31 : 0.00310516 +Epoch: 303 | Train Loss: 1.07065 | Test Loss: 1.07408 | analysis_confidence: 0.142405 | CL: 0.0329989 | ln_CD: 0.0633814 | CM: 0.00578528 | Top_Xtr: 0.0358228 | Bot_Xtr: 0.0425952 +Loss contributors: + s_ln_CD : 0.246402 + s_CL : 0.225029 + s_analysis_confidence : 0.209061 + s_CM : 0.110212 + s_Bot_Xtr : 0.0328103 + s_Top_Xtr : 0.0245843 + s_lower_bl_H_0 : 0.00341464 + s_lower_bl_H_1 : 0.0031289 + s_lower_bl_ret_0 : 0.00311001 + s_upper_bl_H_31 : 0.00308538 +Epoch: 304 | Train Loss: 1.0702 | Test Loss: 1.07232 | analysis_confidence: 0.142574 | CL: 0.0330749 | ln_CD: 0.0626072 | CM: 0.00576815 | Top_Xtr: 0.0360555 | Bot_Xtr: 0.0429445 +Loss 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s_analysis_confidence : 0.208989 + s_CM : 0.109369 + s_Bot_Xtr : 0.0326968 + s_Top_Xtr : 0.0244824 + s_lower_bl_H_0 : 0.0034164 + s_lower_bl_H_1 : 0.00311232 + s_lower_bl_ret_0 : 0.00311136 + s_upper_bl_H_31 : 0.00310019 +Epoch: 307 | Train Loss: 1.06905 | Test Loss: 1.07069 | analysis_confidence: 0.140724 | CL: 0.0328494 | ln_CD: 0.063167 | CM: 0.00574588 | Top_Xtr: 0.0357399 | Bot_Xtr: 0.0424433 +Loss contributors: + s_ln_CD : 0.245562 + s_CL : 0.22382 + s_analysis_confidence : 0.209229 + s_CM : 0.109366 + s_Bot_Xtr : 0.0326276 + s_Top_Xtr : 0.0244127 + s_lower_bl_H_0 : 0.00341816 + s_lower_bl_H_1 : 0.00312689 + s_lower_bl_ret_0 : 0.0031108 + s_upper_bl_H_31 : 0.00309262 +Epoch: 308 | Train Loss: 1.06885 | Test Loss: 1.07134 | analysis_confidence: 0.14204 | CL: 0.0328718 | ln_CD: 0.0632353 | CM: 0.0057655 | Top_Xtr: 0.0356608 | Bot_Xtr: 0.0424214 +Loss contributors: + s_ln_CD : 0.246095 + s_CL : 0.223647 + s_analysis_confidence : 0.209204 + s_CM : 0.109784 + s_Bot_Xtr : 0.0326163 + s_Top_Xtr : 0.0243577 + s_lower_bl_H_0 : 0.00342174 + s_lower_bl_H_1 : 0.003114 + s_lower_bl_ret_0 : 0.00310748 + s_upper_bl_H_31 : 0.003103 +Epoch: 309 | Train Loss: 1.06841 | Test Loss: 1.06853 | analysis_confidence: 0.142894 | CL: 0.0330033 | ln_CD: 0.0623805 | CM: 0.00573534 | Top_Xtr: 0.0356145 | Bot_Xtr: 0.0424454 +Loss contributors: + s_ln_CD : 0.24322 + s_CL : 0.224341 + s_analysis_confidence : 0.209239 + s_CM : 0.10912 + s_Bot_Xtr : 0.0327076 + s_Top_Xtr : 0.0243501 + s_lower_bl_H_0 : 0.00341755 + s_lower_bl_ret_0 : 0.00311312 + s_lower_bl_H_1 : 0.00311299 + s_upper_bl_H_31 : 0.00309241 +Epoch: 310 | Train Loss: 1.06814 | Test Loss: 1.06877 | analysis_confidence: 0.142944 | CL: 0.0327654 | ln_CD: 0.0628773 | CM: 0.00572629 | Top_Xtr: 0.0357257 | Bot_Xtr: 0.0424017 +Loss contributors: + s_ln_CD : 0.245298 + s_CL : 0.22317 + s_analysis_confidence : 0.209015 + s_CM : 0.108907 + s_Bot_Xtr : 0.0325952 + s_Top_Xtr : 0.024345 + s_lower_bl_H_0 : 0.00341136 + s_lower_bl_H_1 : 0.00311459 + s_lower_bl_ret_0 : 0.00311348 + s_upper_bl_H_31 : 0.00308526 +Epoch: 311 | Train Loss: 1.06781 | Test Loss: 1.06773 | analysis_confidence: 0.142161 | CL: 0.0328712 | ln_CD: 0.0625065 | CM: 0.00573972 | Top_Xtr: 0.0357522 | Bot_Xtr: 0.0424442 +Loss contributors: + s_ln_CD : 0.243513 + s_CL : 0.223687 + s_analysis_confidence : 0.208818 + s_CM : 0.109181 + s_Bot_Xtr : 0.0325864 + s_Top_Xtr : 0.0244115 + s_lower_bl_H_0 : 0.00341656 + s_lower_bl_ret_0 : 0.00310822 + s_lower_bl_H_1 : 0.00310189 + s_upper_bl_H_31 : 0.00306746 +Epoch: 312 | Train Loss: 1.06738 | Test Loss: 1.06882 | analysis_confidence: 0.142271 | CL: 0.0328366 | ln_CD: 0.0628326 | CM: 0.00573356 | Top_Xtr: 0.0355956 | Bot_Xtr: 0.0423201 +Loss contributors: + s_ln_CD : 0.244546 + s_CL : 0.223706 + s_analysis_confidence : 0.209069 + s_CM : 0.109046 + s_Bot_Xtr : 0.0325483 + s_Top_Xtr : 0.024312 + s_lower_bl_H_0 : 0.00340991 + s_lower_bl_H_1 : 0.00311879 + s_lower_bl_ret_0 : 0.00311831 + s_upper_bl_H_31 : 0.00308821 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s_lower_bl_H_1 : 0.00306671 +Epoch: 326 | Train Loss: 1.06254 | Test Loss: 1.0648 | analysis_confidence: 0.142244 | CL: 0.0326359 | ln_CD: 0.0630197 | CM: 0.005743 | Top_Xtr: 0.0354011 | Bot_Xtr: 0.0420592 +Loss contributors: + s_ln_CD : 0.244373 + s_CL : 0.221829 + s_analysis_confidence : 0.208748 + s_CM : 0.109217 + s_Bot_Xtr : 0.032298 + s_Top_Xtr : 0.0241878 + s_lower_bl_H_0 : 0.00340879 + s_lower_bl_ret_0 : 0.00311906 + s_upper_bl_H_31 : 0.0030752 + s_lower_bl_H_1 : 0.00307311 +Epoch: 327 | Train Loss: 1.06229 | Test Loss: 1.07227 | analysis_confidence: 0.143208 | CL: 0.0329742 | ln_CD: 0.0644604 | CM: 0.00574788 | Top_Xtr: 0.0354527 | Bot_Xtr: 0.0421266 +Loss contributors: + s_ln_CD : 0.249831 + s_CL : 0.223576 + s_analysis_confidence : 0.208847 + s_CM : 0.109278 + s_Bot_Xtr : 0.0322995 + s_Top_Xtr : 0.0241222 + s_lower_bl_H_0 : 0.00340696 + s_lower_bl_ret_0 : 0.00312812 + s_lower_bl_H_1 : 0.00306847 + s_upper_bl_H_31 : 0.00306363 +Epoch: 328 | Train Loss: 1.06191 | Test Loss: 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0.00571914 | Top_Xtr: 0.0352771 | Bot_Xtr: 0.0419027 +Loss contributors: + s_ln_CD : 0.240453 + s_CL : 0.221532 + s_analysis_confidence : 0.208916 + s_CM : 0.108738 + s_Bot_Xtr : 0.0321994 + s_Top_Xtr : 0.0240849 + s_lower_bl_H_0 : 0.00340825 + s_lower_bl_ret_0 : 0.00311448 + s_lower_bl_H_1 : 0.00305998 + s_upper_bl_H_31 : 0.00304144 +Epoch: 331 | Train Loss: 1.06076 | Test Loss: 1.06506 | analysis_confidence: 0.142406 | CL: 0.0332627 | ln_CD: 0.0619931 | CM: 0.00571829 | Top_Xtr: 0.0354148 | Bot_Xtr: 0.0420126 +Loss contributors: + s_ln_CD : 0.241041 + s_CL : 0.225885 + s_analysis_confidence : 0.208979 + s_CM : 0.10871 + s_Bot_Xtr : 0.0322629 + s_Top_Xtr : 0.0241515 + s_lower_bl_H_0 : 0.00340423 + s_lower_bl_ret_0 : 0.00312836 + s_upper_bl_H_31 : 0.00305264 + s_lower_bl_H_1 : 0.00304947 +Epoch: 332 | Train Loss: 1.06053 | Test Loss: 1.06064 | analysis_confidence: 0.142795 | CL: 0.0327222 | ln_CD: 0.0620029 | CM: 0.00570714 | Top_Xtr: 0.0354073 | Bot_Xtr: 0.0419919 +Loss contributors: 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0.00340672 + s_lower_bl_ret_0 : 0.00312047 + s_upper_bl_H_31 : 0.00305636 + s_lower_bl_H_1 : 0.00304422 +Epoch: 337 | Train Loss: 1.05893 | Test Loss: 1.06097 | analysis_confidence: 0.1418 | CL: 0.0324913 | ln_CD: 0.0623056 | CM: 0.00570756 | Top_Xtr: 0.0355543 | Bot_Xtr: 0.0420861 +Loss contributors: + s_ln_CD : 0.242374 + s_CL : 0.221098 + s_analysis_confidence : 0.208728 + s_CM : 0.10847 + s_Bot_Xtr : 0.0322633 + s_Top_Xtr : 0.0241909 + s_lower_bl_H_0 : 0.003412 + s_lower_bl_ret_0 : 0.00312409 + s_upper_bl_H_31 : 0.0030423 + s_lower_bl_H_1 : 0.00304026 +Epoch: 338 | Train Loss: 1.05864 | Test Loss: 1.06158 | analysis_confidence: 0.140876 | CL: 0.0324941 | ln_CD: 0.0627868 | CM: 0.00571575 | Top_Xtr: 0.0359635 | Bot_Xtr: 0.0421806 +Loss contributors: + s_ln_CD : 0.243279 + s_CL : 0.22085 + s_analysis_confidence : 0.208564 + s_CM : 0.108642 + s_Bot_Xtr : 0.0323326 + s_Top_Xtr : 0.0244711 + s_lower_bl_H_0 : 0.00341097 + s_lower_bl_ret_0 : 0.00312606 + s_upper_bl_H_31 : 0.00305329 + s_lower_bl_H_1 : 0.00304193 +Epoch: 339 | Train Loss: 1.05839 | Test Loss: 1.0582 | analysis_confidence: 0.142171 | CL: 0.0325206 | ln_CD: 0.0621191 | CM: 0.00567559 | Top_Xtr: 0.0352662 | Bot_Xtr: 0.0418591 +Loss contributors: + s_ln_CD : 0.241091 + s_CL : 0.221196 + s_analysis_confidence : 0.208497 + s_CM : 0.107787 + s_Bot_Xtr : 0.0321584 + s_Top_Xtr : 0.0240186 + s_lower_bl_H_0 : 0.00341119 + s_lower_bl_ret_0 : 0.0031308 + s_upper_bl_H_31 : 0.0030528 + s_lower_bl_H_1 : 0.00304136 +Epoch: 340 | Train Loss: 1.05801 | Test Loss: 1.06 | analysis_confidence: 0.14276 | CL: 0.0325985 | ln_CD: 0.0625616 | CM: 0.00569218 | Top_Xtr: 0.0351946 | Bot_Xtr: 0.0418511 +Loss contributors: + s_ln_CD : 0.242341 + s_CL : 0.2213 + s_analysis_confidence : 0.208649 + s_CM : 0.108146 + s_Bot_Xtr : 0.0320785 + s_Top_Xtr : 0.0239367 + s_lower_bl_H_0 : 0.00340174 + s_lower_bl_ret_0 : 0.00312187 + s_upper_bl_H_31 : 0.00303991 + s_lower_bl_H_1 : 0.00303211 +Epoch: 341 | Train Loss: 1.05767 | Test Loss: 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| CM: 0.00569063 | Top_Xtr: 0.0353528 | Bot_Xtr: 0.0419298 +Loss contributors: + s_ln_CD : 0.239348 + s_CL : 0.222071 + s_analysis_confidence : 0.208625 + s_CM : 0.1081 + s_Bot_Xtr : 0.0320698 + s_Top_Xtr : 0.024025 + s_lower_bl_H_0 : 0.00339592 + s_lower_bl_ret_0 : 0.00311705 + s_upper_bl_H_31 : 0.00303187 + s_lower_bl_H_1 : 0.00302677 +Epoch: 344 | Train Loss: 1.05676 | Test Loss: 1.05616 | analysis_confidence: 0.141765 | CL: 0.0323991 | ln_CD: 0.0616981 | CM: 0.00570374 | Top_Xtr: 0.0352448 | Bot_Xtr: 0.0417279 +Loss contributors: + s_ln_CD : 0.239736 + s_CL : 0.22012 + s_analysis_confidence : 0.20846 + s_CM : 0.108338 + s_Bot_Xtr : 0.0319981 + s_Top_Xtr : 0.0239521 + s_lower_bl_H_0 : 0.00339643 + s_lower_bl_ret_0 : 0.00312454 + s_upper_bl_H_31 : 0.00302798 + s_lower_bl_H_1 : 0.00302107 +Epoch: 345 | Train Loss: 1.05642 | Test Loss: 1.05575 | analysis_confidence: 0.141951 | CL: 0.0323528 | ln_CD: 0.0619338 | CM: 0.00566711 | Top_Xtr: 0.0352013 | Bot_Xtr: 0.041717 +Loss contributors: 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s_upper_bl_H_31 : 0.00302327 + s_lower_bl_H_1 : 0.00300886 +Epoch: 352 | Train Loss: 1.05438 | Test Loss: 1.05723 | analysis_confidence: 0.141105 | CL: 0.0324435 | ln_CD: 0.0621797 | CM: 0.00568081 | Top_Xtr: 0.035254 | Bot_Xtr: 0.0416619 +Loss contributors: + s_ln_CD : 0.241736 + s_CL : 0.220237 + s_analysis_confidence : 0.208394 + s_CM : 0.107862 + s_Bot_Xtr : 0.0319518 + s_Top_Xtr : 0.0239555 + s_lower_bl_H_0 : 0.00339849 + s_lower_bl_ret_0 : 0.0031107 + s_upper_bl_H_31 : 0.00303963 + s_lower_bl_H_1 : 0.00300444 +Epoch: 353 | Train Loss: 1.05413 | Test Loss: 1.05366 | analysis_confidence: 0.14218 | CL: 0.032344 | ln_CD: 0.0614087 | CM: 0.00568983 | Top_Xtr: 0.0354132 | Bot_Xtr: 0.0417399 +Loss contributors: + s_ln_CD : 0.238509 + s_CL : 0.219752 + s_analysis_confidence : 0.208624 + s_CM : 0.108064 + s_Bot_Xtr : 0.0319043 + s_Top_Xtr : 0.0239545 + s_lower_bl_H_0 : 0.00340059 + s_lower_bl_ret_0 : 0.00311131 + s_upper_bl_H_31 : 0.00302138 + s_lower_bl_H_1 : 0.00301615 +Epoch: 354 | Train Loss: 1.05382 | Test Loss: 1.05653 | analysis_confidence: 0.143193 | CL: 0.0324316 | ln_CD: 0.0622363 | CM: 0.00570744 | Top_Xtr: 0.03505 | Bot_Xtr: 0.0415644 +Loss contributors: + s_ln_CD : 0.241048 + s_CL : 0.220166 + s_analysis_confidence : 0.20857 + s_CM : 0.108412 + s_Bot_Xtr : 0.0318958 + s_Top_Xtr : 0.0238486 + s_lower_bl_H_0 : 0.00340031 + s_lower_bl_ret_0 : 0.0031174 + s_upper_bl_H_31 : 0.00303793 + s_lower_bl_H_1 : 0.00299989 +Epoch: 355 | Train Loss: 1.05356 | Test Loss: 1.05126 | analysis_confidence: 0.141888 | CL: 0.0322955 | ln_CD: 0.0613709 | CM: 0.00564963 | Top_Xtr: 0.0349655 | Bot_Xtr: 0.041478 +Loss contributors: + s_ln_CD : 0.238163 + s_CL : 0.219273 + s_analysis_confidence : 0.208236 + s_CM : 0.107222 + s_Bot_Xtr : 0.0318218 + s_Top_Xtr : 0.0237698 + s_lower_bl_H_0 : 0.0033832 + s_lower_bl_ret_0 : 0.00311675 + s_upper_bl_H_31 : 0.00302622 + s_lower_bl_H_1 : 0.00300271 +Epoch: 356 | Train Loss: 1.05326 | Test Loss: 1.05652 | analysis_confidence: 0.142307 | CL: 0.0324412 | ln_CD: 0.0626308 | CM: 0.00566846 | Top_Xtr: 0.035025 | Bot_Xtr: 0.0414343 +Loss contributors: + s_ln_CD : 0.24222 + s_CL : 0.21994 + s_analysis_confidence : 0.208514 + s_CM : 0.107602 + s_Bot_Xtr : 0.031811 + s_Top_Xtr : 0.0238269 + s_lower_bl_H_0 : 0.00339823 + s_lower_bl_ret_0 : 0.00311211 + s_upper_bl_H_31 : 0.00304556 + s_lower_bl_H_1 : 0.00299413 +Epoch: 357 | Train Loss: 1.05303 | Test Loss: 1.05218 | analysis_confidence: 0.142308 | CL: 0.0323316 | ln_CD: 0.061571 | CM: 0.0056685 | Top_Xtr: 0.0349611 | Bot_Xtr: 0.0415596 +Loss contributors: + s_ln_CD : 0.238782 + s_CL : 0.219256 + s_analysis_confidence : 0.2083 + s_CM : 0.107569 + s_Bot_Xtr : 0.031872 + s_Top_Xtr : 0.0237666 + s_lower_bl_H_0 : 0.00339488 + s_lower_bl_ret_0 : 0.00312808 + s_upper_bl_H_31 : 0.0030249 + s_lower_bl_H_1 : 0.00300029 +Epoch: 358 | Train Loss: 1.05276 | Test Loss: 1.05898 | analysis_confidence: 0.141264 | CL: 0.032487 | ln_CD: 0.0627507 | CM: 0.00573013 | Top_Xtr: 0.0351351 | Bot_Xtr: 0.0416129 +Loss contributors: + s_ln_CD : 0.243144 + s_CL : 0.220102 + s_analysis_confidence : 0.208417 + s_CM : 0.108822 + s_Bot_Xtr : 0.0318979 + s_Top_Xtr : 0.0238275 + s_lower_bl_H_0 : 0.00339267 + s_lower_bl_ret_0 : 0.00311856 + s_upper_bl_H_31 : 0.00300264 + s_lower_bl_H_1 : 0.00298514 +Epoch: 359 | Train Loss: 1.0524 | Test Loss: 1.05859 | analysis_confidence: 0.14148 | CL: 0.0330716 | ln_CD: 0.0618954 | CM: 0.00571345 | Top_Xtr: 0.0350599 | Bot_Xtr: 0.0415163 +Loss contributors: + s_ln_CD : 0.239898 + s_CL : 0.223685 + s_analysis_confidence : 0.208322 + s_CM : 0.10846 + s_Bot_Xtr : 0.0318445 + s_Top_Xtr : 0.0238081 + s_lower_bl_H_0 : 0.00339518 + s_lower_bl_ret_0 : 0.00312814 + s_lower_bl_H_1 : 0.00300385 + s_upper_bl_H_31 : 0.00300371 +Epoch: 360 | Train Loss: 1.05222 | Test Loss: 1.05357 | analysis_confidence: 0.14168 | CL: 0.0325052 | ln_CD: 0.0617511 | CM: 0.00566544 | Top_Xtr: 0.0351848 | Bot_Xtr: 0.0414531 +Loss contributors: + s_ln_CD : 0.239277 + s_CL : 0.220665 + s_analysis_confidence : 0.20817 + s_CM : 0.107561 + s_Bot_Xtr : 0.0317873 + s_Top_Xtr : 0.0238788 + s_lower_bl_H_0 : 0.00339622 + s_lower_bl_ret_0 : 0.00311236 + s_upper_bl_H_31 : 0.0030247 + s_lower_bl_H_1 : 0.00298646 +Epoch: 361 | Train Loss: 1.05191 | Test Loss: 1.0533 | analysis_confidence: 0.141861 | CL: 0.0323147 | ln_CD: 0.0621344 | CM: 0.00565344 | Top_Xtr: 0.0353448 | Bot_Xtr: 0.0416695 +Loss contributors: + s_ln_CD : 0.240278 + s_CL : 0.219379 + s_analysis_confidence : 0.208254 + s_CM : 0.10723 + s_Bot_Xtr : 0.0319282 + s_Top_Xtr : 0.023918 + s_lower_bl_H_0 : 0.00338284 + s_lower_bl_ret_0 : 0.00311082 + s_upper_bl_H_31 : 0.00300854 + s_lower_bl_H_1 : 0.00299971 +Epoch: 362 | Train Loss: 1.05166 | Test Loss: 1.05582 | analysis_confidence: 0.141513 | CL: 0.0326032 | ln_CD: 0.0626624 | CM: 0.00566621 | Top_Xtr: 0.0349534 | Bot_Xtr: 0.0413314 +Loss contributors: + s_ln_CD : 0.241571 + s_CL : 0.220674 + s_analysis_confidence : 0.208225 + s_CM : 0.107492 + s_Bot_Xtr : 0.0317049 + s_Top_Xtr : 0.0237273 + s_lower_bl_H_0 : 0.00339619 + s_lower_bl_ret_0 : 0.00312022 + s_upper_bl_H_31 : 0.00300919 + s_lower_bl_H_1 : 0.00299434 +Epoch: 363 | Train Loss: 1.05139 | Test Loss: 1.05263 | analysis_confidence: 0.14251 | CL: 0.0321511 | ln_CD: 0.0622619 | CM: 0.00565351 | Top_Xtr: 0.0349873 | Bot_Xtr: 0.0413705 +Loss contributors: + s_ln_CD : 0.241257 + s_CL : 0.218076 + s_analysis_confidence : 0.208237 + s_CM : 0.107237 + s_Bot_Xtr : 0.0317554 + s_Top_Xtr : 0.023764 + s_lower_bl_H_0 : 0.00339554 + s_lower_bl_ret_0 : 0.00312382 + s_upper_bl_H_31 : 0.00302021 + s_lower_bl_H_1 : 0.00299302 +Epoch: 364 | Train Loss: 1.05123 | Test Loss: 1.0526 | analysis_confidence: 0.142919 | CL: 0.0326371 | ln_CD: 0.0613329 | CM: 0.00567183 | Top_Xtr: 0.0348867 | Bot_Xtr: 0.0413888 +Loss contributors: + s_ln_CD : 0.237723 + s_CL : 0.22124 + s_analysis_confidence : 0.208307 + s_CM : 0.107658 + s_Bot_Xtr : 0.0317452 + s_Top_Xtr : 0.0237267 + s_lower_bl_H_0 : 0.00339339 + s_lower_bl_ret_0 : 0.00312707 + s_upper_bl_H_31 : 0.00301628 + s_lower_bl_H_1 : 0.00298915 +Epoch: 365 | Train Loss: 1.05084 | Test Loss: 1.05213 | analysis_confidence: 0.14116 | CL: 0.0325593 | ln_CD: 0.061653 | CM: 0.0056643 | Top_Xtr: 0.0349652 | Bot_Xtr: 0.0413957 +Loss contributors: + s_ln_CD : 0.238952 + s_CL : 0.220171 + s_analysis_confidence : 0.208062 + s_CM : 0.107434 + s_Bot_Xtr : 0.0317423 + s_Top_Xtr : 0.0237676 + s_lower_bl_H_0 : 0.00338856 + s_lower_bl_ret_0 : 0.00311442 + s_upper_bl_H_31 : 0.00301652 + s_lower_bl_H_1 : 0.00297833 +Epoch: 366 | Train Loss: 1.05064 | Test Loss: 1.05074 | analysis_confidence: 0.14216 | CL: 0.0322589 | ln_CD: 0.0619005 | CM: 0.00565485 | Top_Xtr: 0.0349598 | Bot_Xtr: 0.0414785 +Loss contributors: + s_ln_CD : 0.23919 + s_CL : 0.218551 + s_analysis_confidence : 0.208302 + s_CM : 0.107258 + s_Bot_Xtr : 0.0318018 + s_Top_Xtr : 0.0237398 + s_lower_bl_H_0 : 0.0033867 + s_lower_bl_ret_0 : 0.0031093 + s_upper_bl_H_31 : 0.00302773 + s_lower_bl_H_1 : 0.0029778 +Epoch: 367 | Train Loss: 1.05027 | Test Loss: 1.05224 | analysis_confidence: 0.141791 | CL: 0.0323629 | ln_CD: 0.0614822 | CM: 0.00571789 | Top_Xtr: 0.0348795 | Bot_Xtr: 0.0413936 +Loss contributors: + s_ln_CD : 0.238202 + s_CL : 0.219529 + s_analysis_confidence : 0.208245 + s_CM : 0.108612 + s_Bot_Xtr : 0.0317607 + s_Top_Xtr : 0.023702 + s_lower_bl_H_0 : 0.00340422 + s_lower_bl_ret_0 : 0.00311732 + s_upper_bl_H_31 : 0.00301676 + s_lower_bl_H_1 : 0.00299317 +Epoch: 368 | Train Loss: 1.05006 | Test Loss: 1.05452 | analysis_confidence: 0.141702 | CL: 0.0323428 | ln_CD: 0.0623931 | CM: 0.0056827 | Top_Xtr: 0.0349402 | Bot_Xtr: 0.0414581 +Loss contributors: + s_ln_CD : 0.24156 + s_CL : 0.219601 + s_analysis_confidence : 0.208012 + s_CM : 0.107892 + s_Bot_Xtr : 0.0317072 + s_Top_Xtr : 0.0236642 + s_lower_bl_H_0 : 0.00339586 + s_lower_bl_ret_0 : 0.00311616 + s_upper_bl_H_31 : 0.00301053 + s_lower_bl_H_1 : 0.00298327 +Epoch: 369 | Train Loss: 1.04983 | Test Loss: 1.04943 | analysis_confidence: 0.141717 | CL: 0.0322208 | ln_CD: 0.0616302 | CM: 0.00562497 | Top_Xtr: 0.0349506 | Bot_Xtr: 0.0415445 +Loss contributors: + s_ln_CD : 0.238912 + s_CL : 0.21826 + s_analysis_confidence : 0.208076 + s_CM : 0.106627 + s_Bot_Xtr : 0.0317759 + s_Top_Xtr : 0.0236805 + s_lower_bl_H_0 : 0.00339633 + s_lower_bl_ret_0 : 0.00312107 + s_upper_bl_H_31 : 0.00300896 + s_lower_bl_H_1 : 0.00298724 +Epoch: 370 | Train Loss: 1.04947 | Test Loss: 1.05259 | analysis_confidence: 0.140679 | CL: 0.0325189 | ln_CD: 0.061959 | CM: 0.00562005 | Top_Xtr: 0.0349615 | Bot_Xtr: 0.0414815 +Loss contributors: + s_ln_CD : 0.240215 + s_CL : 0.220357 + s_analysis_confidence : 0.208262 + s_CM : 0.106545 + s_Bot_Xtr : 0.0317629 + s_Top_Xtr : 0.0237136 + s_lower_bl_H_0 : 0.00338811 + s_lower_bl_ret_0 : 0.00311278 + s_upper_bl_H_31 : 0.00300936 + s_lower_bl_H_1 : 0.00298909 +Epoch: 371 | Train Loss: 1.04934 | Test Loss: 1.05714 | analysis_confidence: 0.142143 | CL: 0.0334957 | ln_CD: 0.0614396 | CM: 0.0056582 | Top_Xtr: 0.0349252 | Bot_Xtr: 0.0413846 +Loss contributors: + s_ln_CD : 0.237875 + s_CL : 0.226226 + s_analysis_confidence : 0.208068 + s_CM : 0.107351 + s_Bot_Xtr : 0.031715 + s_Top_Xtr : 0.0237208 + s_lower_bl_H_0 : 0.00338081 + s_lower_bl_ret_0 : 0.00312056 + s_upper_bl_H_31 : 0.00301322 + s_lower_bl_H_1 : 0.00297437 +Epoch: 372 | Train Loss: 1.04912 | Test Loss: 1.05057 | analysis_confidence: 0.14305 | CL: 0.0322582 | ln_CD: 0.0617667 | CM: 0.00565101 | Top_Xtr: 0.0348535 | Bot_Xtr: 0.0413342 +Loss contributors: + s_ln_CD : 0.239035 + s_CL : 0.218762 + s_analysis_confidence : 0.208351 + s_CM : 0.10716 + s_Bot_Xtr : 0.0316729 + s_Top_Xtr : 0.0236597 + s_lower_bl_H_0 : 0.00337561 + s_lower_bl_ret_0 : 0.00312041 + s_upper_bl_H_31 : 0.00300618 + s_lower_bl_H_1 : 0.00297076 +Epoch: 373 | Train Loss: 1.04879 | Test Loss: 1.05866 | analysis_confidence: 0.141256 | CL: 0.0324438 | ln_CD: 0.0636626 | CM: 0.00567866 | Top_Xtr: 0.0349432 | Bot_Xtr: 0.0415807 +Loss contributors: + s_ln_CD : 0.245618 + s_CL : 0.219839 + s_analysis_confidence : 0.208073 + s_CM : 0.107773 + s_Bot_Xtr : 0.0317409 + s_Top_Xtr : 0.0236559 + s_lower_bl_H_0 : 0.00338155 + s_lower_bl_ret_0 : 0.00311729 + s_upper_bl_H_31 : 0.00300751 + s_lower_bl_H_1 : 0.00297493 +Epoch: 374 | Train Loss: 1.04856 | Test Loss: 1.05095 | analysis_confidence: 0.141964 | CL: 0.032616 | ln_CD: 0.061444 | CM: 0.00566888 | Top_Xtr: 0.0350607 | Bot_Xtr: 0.0415359 +Loss contributors: + s_ln_CD : 0.2378 + s_CL : 0.220052 + s_analysis_confidence : 0.208216 + s_CM : 0.107471 + s_Bot_Xtr : 0.0317913 + s_Top_Xtr : 0.0237864 + s_lower_bl_H_0 : 0.0033908 + s_lower_bl_ret_0 : 0.0031145 + s_upper_bl_H_31 : 0.00300174 + s_lower_bl_H_1 : 0.00297801 +Epoch: 375 | Train Loss: 1.04831 | Test Loss: 1.06056 | analysis_confidence: 0.141636 | CL: 0.0324133 | ln_CD: 0.064314 | CM: 0.00567673 | Top_Xtr: 0.0347982 | Bot_Xtr: 0.0413108 +Loss contributors: + s_ln_CD : 0.248786 + s_CL : 0.219211 + s_analysis_confidence : 0.208069 + s_CM : 0.107664 + s_Bot_Xtr : 0.0316354 + s_Top_Xtr : 0.0236112 + s_lower_bl_H_0 : 0.00338867 + s_lower_bl_ret_0 : 0.00311606 + s_upper_bl_H_31 : 0.00300299 + s_lower_bl_H_1 : 0.00297226 +Epoch: 376 | Train Loss: 1.04812 | Test Loss: 1.05162 | analysis_confidence: 0.142806 | CL: 0.0322385 | ln_CD: 0.0626392 | CM: 0.0056256 | Top_Xtr: 0.0349003 | Bot_Xtr: 0.0413167 +Loss contributors: + s_ln_CD : 0.242175 + s_CL : 0.218019 + s_analysis_confidence : 0.207954 + s_CM : 0.10661 + s_Bot_Xtr : 0.0316243 + s_Top_Xtr : 0.023634 + s_lower_bl_H_0 : 0.0033853 + s_lower_bl_ret_0 : 0.00310993 + s_upper_bl_H_31 : 0.00300577 + s_lower_bl_H_1 : 0.00297824 +Epoch: 377 | Train Loss: 1.04791 | Test Loss: 1.04898 | analysis_confidence: 0.141704 | CL: 0.0321431 | ln_CD: 0.061938 | CM: 0.00564071 | Top_Xtr: 0.0347384 | Bot_Xtr: 0.0413883 +Loss contributors: + s_ln_CD : 0.239148 + s_CL : 0.217491 + s_analysis_confidence : 0.208135 + s_CM : 0.10692 + s_Bot_Xtr : 0.0316837 + s_Top_Xtr : 0.0235835 + s_lower_bl_H_0 : 0.00337589 + s_lower_bl_ret_0 : 0.00310683 + s_upper_bl_H_31 : 0.00301211 + s_lower_bl_H_1 : 0.00297074 +Epoch: 378 | Train Loss: 1.04769 | Test Loss: 1.0506 | analysis_confidence: 0.143192 | CL: 0.0324517 | ln_CD: 0.0613891 | CM: 0.00567664 | Top_Xtr: 0.0349385 | Bot_Xtr: 0.0413728 +Loss contributors: + s_ln_CD : 0.237581 + s_CL : 0.220285 + s_analysis_confidence : 0.208258 + s_CM : 0.107686 + s_Bot_Xtr : 0.0317325 + s_Top_Xtr : 0.0236579 + s_lower_bl_H_0 : 0.00337227 + s_lower_bl_ret_0 : 0.00311626 + s_upper_bl_H_31 : 0.00301077 + s_lower_bl_H_1 : 0.00295758 +Epoch: 379 | Train Loss: 1.04743 | Test Loss: 1.04671 | analysis_confidence: 0.142178 | CL: 0.0320643 | ln_CD: 0.0617788 | CM: 0.00561313 | Top_Xtr: 0.0347786 | Bot_Xtr: 0.0413658 +Loss contributors: + s_ln_CD : 0.238455 + s_CL : 0.217367 + s_analysis_confidence : 0.207904 + s_CM : 0.106388 + s_Bot_Xtr : 0.0316644 + s_Top_Xtr : 0.0236054 + s_lower_bl_H_0 : 0.00339279 + s_lower_bl_ret_0 : 0.00311709 + s_upper_bl_H_31 : 0.0030136 + s_lower_bl_H_1 : 0.00297042 +Epoch: 380 | Train Loss: 1.0471 | Test Loss: 1.0551 | analysis_confidence: 0.141863 | CL: 0.0321763 | ln_CD: 0.0634166 | CM: 0.00562221 | Top_Xtr: 0.0347619 | Bot_Xtr: 0.0412966 +Loss contributors: + s_ln_CD : 0.245655 + s_CL : 0.218104 + s_analysis_confidence : 0.208169 + s_CM : 0.106567 + s_Bot_Xtr : 0.0316289 + s_Top_Xtr : 0.0235236 + s_lower_bl_H_0 : 0.00337835 + s_lower_bl_ret_0 : 0.0031124 + s_upper_bl_H_31 : 0.0030135 + s_lower_bl_H_1 : 0.00295879 +Epoch: 381 | Train Loss: 1.04687 | Test Loss: 1.05395 | analysis_confidence: 0.142116 | CL: 0.0322337 | ln_CD: 0.0632155 | CM: 0.00563075 | Top_Xtr: 0.0348206 | Bot_Xtr: 0.0413927 +Loss contributors: + s_ln_CD : 0.244182 + s_CL : 0.218698 + s_analysis_confidence : 0.207988 + s_CM : 0.106768 + s_Bot_Xtr : 0.0316805 + s_Top_Xtr : 0.0236431 + s_lower_bl_H_0 : 0.0033658 + s_lower_bl_ret_0 : 0.00311458 + s_upper_bl_H_31 : 0.00299579 + s_lower_bl_H_1 : 0.00295272 +Epoch: 382 | Train Loss: 1.04667 | Test Loss: 1.04501 | analysis_confidence: 0.140159 | CL: 0.0320161 | ln_CD: 0.0611449 | CM: 0.00563541 | Top_Xtr: 0.0349186 | Bot_Xtr: 0.0415604 +Loss contributors: + s_ln_CD : 0.236695 + s_CL : 0.216726 + s_analysis_confidence : 0.207859 + s_CM : 0.106868 + s_Bot_Xtr : 0.0317264 + s_Top_Xtr : 0.0236784 + s_lower_bl_H_0 : 0.00338043 + s_lower_bl_ret_0 : 0.00311418 + s_upper_bl_H_31 : 0.00299725 + s_lower_bl_H_1 : 0.00296187 +Epoch: 383 | Train Loss: 1.04642 | Test Loss: 1.04468 | analysis_confidence: 0.140748 | CL: 0.0319779 | ln_CD: 0.0613853 | CM: 0.00560891 | Top_Xtr: 0.0347626 | Bot_Xtr: 0.0412214 +Loss contributors: + s_ln_CD : 0.2375 + s_CL : 0.216623 + s_analysis_confidence : 0.207925 + s_CM : 0.106295 + s_Bot_Xtr : 0.0315753 + s_Top_Xtr : 0.0235583 + s_lower_bl_H_0 : 0.00338573 + s_lower_bl_ret_0 : 0.00311037 + s_upper_bl_H_31 : 0.00299675 + s_lower_bl_H_1 : 0.00295342 +Epoch: 384 | Train Loss: 1.0462 | Test Loss: 1.04479 | analysis_confidence: 0.141484 | CL: 0.0321066 | ln_CD: 0.0612892 | CM: 0.00560589 | Top_Xtr: 0.0347558 | Bot_Xtr: 0.0411339 +Loss contributors: + s_ln_CD : 0.237244 + s_CL : 0.217127 + s_analysis_confidence : 0.208039 + s_CM : 0.106224 + s_Bot_Xtr : 0.0315422 + s_Top_Xtr : 0.0235154 + s_lower_bl_H_0 : 0.00337797 + s_lower_bl_ret_0 : 0.00311334 + s_upper_bl_H_31 : 0.00301071 + s_lower_bl_H_1 : 0.00296139 +Epoch: 385 | Train Loss: 1.04593 | Test Loss: 1.0468 | analysis_confidence: 0.140988 | CL: 0.0320488 | ln_CD: 0.061532 | CM: 0.00562369 | Top_Xtr: 0.0346956 | Bot_Xtr: 0.0412525 +Loss contributors: + s_ln_CD : 0.237712 + s_CL : 0.21719 + s_analysis_confidence : 0.208626 + s_CM : 0.106649 + s_Bot_Xtr : 0.0316136 + s_Top_Xtr : 0.0235267 + s_lower_bl_H_0 : 0.00338287 + s_lower_bl_ret_0 : 0.00312992 + s_upper_bl_H_31 : 0.00301265 + s_lower_bl_H_1 : 0.00296159 +Epoch: 386 | Train Loss: 1.0457 | Test Loss: 1.04699 | analysis_confidence: 0.141373 | CL: 0.0322566 | ln_CD: 0.0615753 | CM: 0.00559425 | Top_Xtr: 0.0347614 | Bot_Xtr: 0.0414196 +Loss 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s_analysis_confidence : 0.207912 + s_CM : 0.106383 + s_Bot_Xtr : 0.0315201 + s_Top_Xtr : 0.0235286 + s_lower_bl_H_0 : 0.00338217 + s_lower_bl_ret_0 : 0.00311518 + s_upper_bl_H_31 : 0.00299191 + s_lower_bl_H_1 : 0.00295763 +Epoch: 389 | Train Loss: 1.04506 | Test Loss: 1.04425 | analysis_confidence: 0.141748 | CL: 0.0321602 | ln_CD: 0.0612006 | CM: 0.00560681 | Top_Xtr: 0.0346087 | Bot_Xtr: 0.041155 +Loss contributors: + s_ln_CD : 0.2366 + s_CL : 0.217677 + s_analysis_confidence : 0.207853 + s_CM : 0.106261 + s_Bot_Xtr : 0.0315076 + s_Top_Xtr : 0.0234469 + s_lower_bl_H_0 : 0.00337519 + s_lower_bl_ret_0 : 0.00310794 + s_upper_bl_H_31 : 0.00299624 + s_lower_bl_H_1 : 0.00294653 +Epoch: 390 | Train Loss: 1.04478 | Test Loss: 1.04358 | analysis_confidence: 0.141623 | CL: 0.0321231 | ln_CD: 0.0610542 | CM: 0.00561163 | Top_Xtr: 0.0347292 | Bot_Xtr: 0.0412141 +Loss contributors: + s_ln_CD : 0.236375 + s_CL : 0.217334 + s_analysis_confidence : 0.207754 + s_CM : 0.106361 + s_Bot_Xtr : 0.0315198 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0.00311346 + s_upper_bl_H_31 : 0.00298679 + s_lower_bl_H_1 : 0.00293481 +Epoch: 393 | Train Loss: 1.04416 | Test Loss: 1.04405 | analysis_confidence: 0.141422 | CL: 0.0319204 | ln_CD: 0.0615864 | CM: 0.00560426 | Top_Xtr: 0.0346364 | Bot_Xtr: 0.0411058 +Loss contributors: + s_ln_CD : 0.238249 + s_CL : 0.216034 + s_analysis_confidence : 0.207936 + s_CM : 0.106186 + s_Bot_Xtr : 0.0314656 + s_Top_Xtr : 0.0234297 + s_lower_bl_H_0 : 0.00338471 + s_lower_bl_ret_0 : 0.00311867 + s_upper_bl_H_31 : 0.0030025 + s_lower_bl_H_1 : 0.00295733 +Epoch: 394 | Train Loss: 1.04387 | Test Loss: 1.04525 | analysis_confidence: 0.141328 | CL: 0.0320739 | ln_CD: 0.0615578 | CM: 0.00560492 | Top_Xtr: 0.034731 | Bot_Xtr: 0.0412686 +Loss contributors: + s_ln_CD : 0.237911 + s_CL : 0.21728 + s_analysis_confidence : 0.207805 + s_CM : 0.106177 + s_Bot_Xtr : 0.031477 + s_Top_Xtr : 0.0234737 + s_lower_bl_H_0 : 0.00336348 + s_lower_bl_ret_0 : 0.00310217 + s_upper_bl_H_31 : 0.00301537 + s_lower_bl_H_1 : 0.00293459 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analysis_confidence: 0.141174 | CL: 0.0321683 | ln_CD: 0.0612099 | CM: 0.00562147 | Top_Xtr: 0.0345885 | Bot_Xtr: 0.041111 +Loss contributors: + s_ln_CD : 0.236606 + s_CL : 0.217416 + s_analysis_confidence : 0.207866 + s_CM : 0.106493 + s_Bot_Xtr : 0.0314615 + s_Top_Xtr : 0.0234045 + s_lower_bl_H_0 : 0.00336995 + s_lower_bl_ret_0 : 0.00310354 + s_upper_bl_H_31 : 0.00298913 + s_lower_bl_H_1 : 0.00293027 +Epoch: 398 | Train Loss: 1.04306 | Test Loss: 1.04843 | analysis_confidence: 0.140083 | CL: 0.0326715 | ln_CD: 0.0614774 | CM: 0.00560474 | Top_Xtr: 0.0346712 | Bot_Xtr: 0.0410448 +Loss contributors: + s_ln_CD : 0.237588 + s_CL : 0.221168 + s_analysis_confidence : 0.208031 + s_CM : 0.106225 + s_Bot_Xtr : 0.0314545 + s_Top_Xtr : 0.0234776 + s_lower_bl_H_0 : 0.00337396 + s_lower_bl_ret_0 : 0.0031038 + s_upper_bl_H_31 : 0.0030093 + s_lower_bl_H_1 : 0.00293092 +Epoch: 399 | Train Loss: 1.04279 | Test Loss: 1.0463 | analysis_confidence: 0.143265 | CL: 0.0322078 | ln_CD: 0.0619443 | CM: 0.00561773 | Top_Xtr: 0.0346053 | Bot_Xtr: 0.0411259 +Loss contributors: + s_ln_CD : 0.238757 + s_CL : 0.217806 + s_analysis_confidence : 0.207814 + s_CM : 0.106451 + s_Bot_Xtr : 0.0314596 + s_Top_Xtr : 0.0234139 + s_lower_bl_H_0 : 0.00336232 + s_lower_bl_ret_0 : 0.00310725 + s_upper_bl_H_31 : 0.00299738 + s_lower_bl_H_1 : 0.00292333 +Epoch: 400 | Train Loss: 1.04266 | Test Loss: 1.04314 | analysis_confidence: 0.141744 | CL: 0.0319245 | ln_CD: 0.0613893 | CM: 0.00561056 | Top_Xtr: 0.0345908 | Bot_Xtr: 0.0412125 +Loss contributors: + s_ln_CD : 0.237165 + s_CL : 0.21587 + s_analysis_confidence : 0.208635 + s_CM : 0.106277 + s_Bot_Xtr : 0.0314848 + s_Top_Xtr : 0.0234184 + s_lower_bl_H_0 : 0.00335681 + s_lower_bl_ret_0 : 0.00310465 + s_upper_bl_H_31 : 0.00299005 + s_lower_bl_H_1 : 0.00292318 +Epoch: 401 | Train Loss: 1.04241 | Test Loss: 1.04958 | analysis_confidence: 0.141292 | CL: 0.0324295 | ln_CD: 0.0623013 | CM: 0.00569354 | Top_Xtr: 0.0346952 | Bot_Xtr: 0.0411197 +Loss contributors: 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s_CM : 0.105658 + s_Bot_Xtr : 0.0315726 + s_Top_Xtr : 0.0234602 + s_lower_bl_H_0 : 0.00335942 + s_lower_bl_ret_0 : 0.0031066 + s_upper_bl_H_31 : 0.00299627 + s_upper_bl_ret_0 : 0.0029141 +Epoch: 404 | Train Loss: 1.04177 | Test Loss: 1.03989 | analysis_confidence: 0.141876 | CL: 0.0318607 | ln_CD: 0.0609984 | CM: 0.00557535 | Top_Xtr: 0.0346225 | Bot_Xtr: 0.0411015 +Loss contributors: + s_ln_CD : 0.235685 + s_CL : 0.215606 + s_analysis_confidence : 0.208031 + s_CM : 0.105514 + s_Bot_Xtr : 0.0314753 + s_Top_Xtr : 0.023377 + s_lower_bl_H_0 : 0.00336058 + s_lower_bl_ret_0 : 0.00310464 + s_upper_bl_H_31 : 0.00300043 + s_lower_bl_H_1 : 0.00292379 +Epoch: 405 | Train Loss: 1.04164 | Test Loss: 1.04031 | analysis_confidence: 0.141094 | CL: 0.0318565 | ln_CD: 0.0611776 | CM: 0.00558705 | Top_Xtr: 0.0345703 | Bot_Xtr: 0.0409278 +Loss contributors: + s_ln_CD : 0.236271 + s_CL : 0.215548 + s_analysis_confidence : 0.207956 + s_CM : 0.105771 + s_Bot_Xtr : 0.0313048 + s_Top_Xtr : 0.0233715 + s_lower_bl_H_0 : 0.00335892 + s_lower_bl_ret_0 : 0.00310133 + s_upper_bl_H_31 : 0.00299595 + s_lower_bl_H_1 : 0.00291268 +Epoch: 406 | Train Loss: 1.04133 | Test Loss: 1.03954 | analysis_confidence: 0.142027 | CL: 0.0318209 | ln_CD: 0.0609953 | CM: 0.0055829 | Top_Xtr: 0.0345361 | Bot_Xtr: 0.0410819 +Loss contributors: + s_ln_CD : 0.235719 + s_CL : 0.215286 + s_analysis_confidence : 0.207874 + s_CM : 0.105685 + s_Bot_Xtr : 0.0314062 + s_Top_Xtr : 0.0233722 + s_lower_bl_H_0 : 0.00336418 + s_lower_bl_ret_0 : 0.00310865 + s_upper_bl_H_31 : 0.0029996 + s_upper_bl_ret_0 : 0.00291234 +Epoch: 407 | Train Loss: 1.04111 | Test Loss: 1.04573 | analysis_confidence: 0.141019 | CL: 0.0322462 | ln_CD: 0.0617028 | CM: 0.00560152 | Top_Xtr: 0.0345842 | Bot_Xtr: 0.0411113 +Loss contributors: + s_ln_CD : 0.238636 + s_CL : 0.218234 + s_analysis_confidence : 0.207988 + s_CM : 0.106023 + s_Bot_Xtr : 0.0314392 + s_Top_Xtr : 0.0234098 + s_lower_bl_H_0 : 0.00336042 + s_lower_bl_ret_0 : 0.00310728 + s_upper_bl_H_31 : 0.00301498 + s_lower_bl_H_1 : 0.00290697 +Epoch: 408 | Train Loss: 1.04086 | Test Loss: 1.04078 | analysis_confidence: 0.142511 | CL: 0.0318214 | ln_CD: 0.0613874 | CM: 0.00557895 | Top_Xtr: 0.0345231 | Bot_Xtr: 0.0411187 +Loss contributors: + s_ln_CD : 0.236958 + s_CL : 0.215332 + s_analysis_confidence : 0.20808 + s_CM : 0.10562 + s_Bot_Xtr : 0.031393 + s_Top_Xtr : 0.0233308 + s_lower_bl_H_0 : 0.003341 + s_lower_bl_ret_0 : 0.0031006 + s_upper_bl_H_31 : 0.00298254 + s_lower_bl_H_1 : 0.00291031 +Epoch: 409 | Train Loss: 1.04077 | Test Loss: 1.04005 | analysis_confidence: 0.141428 | CL: 0.031885 | ln_CD: 0.0611293 | CM: 0.00559726 | Top_Xtr: 0.0343887 | Bot_Xtr: 0.0410218 +Loss contributors: + s_ln_CD : 0.236132 + s_CL : 0.215553 + s_analysis_confidence : 0.207672 + s_CM : 0.105955 + s_Bot_Xtr : 0.0313731 + s_Top_Xtr : 0.0232719 + s_lower_bl_H_0 : 0.00335391 + s_lower_bl_ret_0 : 0.00310023 + s_upper_bl_H_31 : 0.00298829 + s_upper_bl_ret_0 : 0.00290783 +Epoch: 410 | Train Loss: 1.04051 | Test Loss: 1.04036 | analysis_confidence: 0.141403 | CL: 0.0320368 | ln_CD: 0.0611928 | CM: 0.00556809 | Top_Xtr: 0.0344579 | Bot_Xtr: 0.041036 +Loss contributors: + s_ln_CD : 0.236031 + s_CL : 0.216332 + s_analysis_confidence : 0.207664 + s_CM : 0.105383 + s_Bot_Xtr : 0.0313932 + s_Top_Xtr : 0.0233113 + s_lower_bl_H_0 : 0.00334958 + s_lower_bl_ret_0 : 0.00310368 + s_upper_bl_H_31 : 0.00299042 + s_upper_bl_ret_0 : 0.00290603 +Epoch: 411 | Train Loss: 1.04031 | Test Loss: 1.04518 | analysis_confidence: 0.141469 | CL: 0.0321335 | ln_CD: 0.0620184 | CM: 0.00558284 | Top_Xtr: 0.0345087 | Bot_Xtr: 0.0410302 +Loss contributors: + s_ln_CD : 0.239194 + s_CL : 0.217686 + s_analysis_confidence : 0.207811 + s_CM : 0.105631 + s_Bot_Xtr : 0.0313846 + s_Top_Xtr : 0.0233419 + s_lower_bl_H_0 : 0.00337111 + s_lower_bl_ret_0 : 0.00310739 + s_upper_bl_H_31 : 0.00298153 + s_lower_bl_H_1 : 0.00290325 +Epoch: 412 | Train Loss: 1.0402 | Test Loss: 1.04515 | analysis_confidence: 0.141236 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0.00300283 + s_upper_bl_ret_0 : 0.0029089 +Epoch: 423 | Train Loss: 1.03807 | Test Loss: 1.04285 | analysis_confidence: 0.141175 | CL: 0.0317967 | ln_CD: 0.0623405 | CM: 0.00557992 | Top_Xtr: 0.0343805 | Bot_Xtr: 0.041067 +Loss contributors: + s_ln_CD : 0.240691 + s_CL : 0.214728 + s_analysis_confidence : 0.207631 + s_CM : 0.105648 + s_Bot_Xtr : 0.0313332 + s_Top_Xtr : 0.0232252 + s_lower_bl_H_0 : 0.00335877 + s_lower_bl_ret_0 : 0.00309467 + s_upper_bl_H_31 : 0.00300715 + s_upper_bl_ret_0 : 0.00290213 +Epoch: 424 | Train Loss: 1.03781 | Test Loss: 1.03891 | analysis_confidence: 0.140779 | CL: 0.0318205 | ln_CD: 0.0614823 | CM: 0.005552 | Top_Xtr: 0.0344053 | Bot_Xtr: 0.0408348 +Loss contributors: + s_ln_CD : 0.237032 + s_CL : 0.215311 + s_analysis_confidence : 0.207714 + s_CM : 0.104972 + s_Bot_Xtr : 0.0312418 + s_Top_Xtr : 0.0232291 + s_lower_bl_H_0 : 0.00334759 + s_lower_bl_ret_0 : 0.00310063 + s_upper_bl_H_31 : 0.00298219 + s_upper_bl_ret_0 : 0.00290028 +Epoch: 425 | Train Loss: 1.03764 | Test Loss: 1.04187 | analysis_confidence: 0.14246 | CL: 0.0318834 | ln_CD: 0.0619636 | CM: 0.00560554 | Top_Xtr: 0.0344457 | Bot_Xtr: 0.0408795 +Loss contributors: + s_ln_CD : 0.238429 + s_CL : 0.215581 + s_analysis_confidence : 0.207593 + s_CM : 0.106083 + s_Bot_Xtr : 0.03133 + s_Top_Xtr : 0.0233392 + s_lower_bl_H_0 : 0.00335336 + s_lower_bl_ret_0 : 0.0030975 + s_upper_bl_H_31 : 0.00300099 + s_upper_bl_ret_0 : 0.00289815 +Epoch: 426 | Train Loss: 1.03749 | Test Loss: 1.03929 | analysis_confidence: 0.139948 | CL: 0.0321996 | ln_CD: 0.0606595 | CM: 0.00560806 | Top_Xtr: 0.0342864 | Bot_Xtr: 0.0407525 +Loss contributors: + s_ln_CD : 0.234464 + s_CL : 0.217222 + s_analysis_confidence : 0.20787 + s_CM : 0.106243 + s_Bot_Xtr : 0.0311977 + s_Top_Xtr : 0.0232035 + s_lower_bl_H_0 : 0.00334199 + s_lower_bl_ret_0 : 0.00309237 + s_upper_bl_H_31 : 0.00298883 + s_upper_bl_ret_0 : 0.00289637 +Epoch: 427 | Train Loss: 1.03724 | Test Loss: 1.0396 | analysis_confidence: 0.14225 | CL: 0.0322825 | ln_CD: 0.0611164 | CM: 0.00557507 | Top_Xtr: 0.034341 | Bot_Xtr: 0.0408344 +Loss contributors: + s_ln_CD : 0.235632 + s_CL : 0.217372 + s_analysis_confidence : 0.207774 + s_CM : 0.105441 + s_Bot_Xtr : 0.0312096 + s_Top_Xtr : 0.0232109 + s_lower_bl_H_0 : 0.00335429 + s_lower_bl_ret_0 : 0.00309473 + s_upper_bl_H_31 : 0.00297046 + s_upper_bl_ret_0 : 0.00289651 +Epoch: 428 | Train Loss: 1.03715 | Test Loss: 1.03879 | analysis_confidence: 0.142333 | CL: 0.0319309 | ln_CD: 0.0611393 | CM: 0.00555943 | Top_Xtr: 0.034273 | Bot_Xtr: 0.0408999 +Loss contributors: + s_ln_CD : 0.236732 + s_CL : 0.215626 + s_analysis_confidence : 0.207607 + s_CM : 0.105188 + s_Bot_Xtr : 0.0312469 + s_Top_Xtr : 0.023172 + s_lower_bl_H_0 : 0.0033601 + s_lower_bl_ret_0 : 0.0030969 + s_upper_bl_H_31 : 0.00298471 + s_upper_bl_ret_0 : 0.0028981 +Epoch: 429 | Train Loss: 1.03689 | Test Loss: 1.04048 | analysis_confidence: 0.141864 | CL: 0.0321413 | ln_CD: 0.0610169 | CM: 0.00563264 | Top_Xtr: 0.034344 | 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s_Bot_Xtr : 0.0313038 + s_Top_Xtr : 0.0231862 + s_lower_bl_H_0 : 0.00334334 + s_lower_bl_ret_0 : 0.00309513 + s_upper_bl_H_31 : 0.00297491 + s_upper_bl_ret_0 : 0.0028924 +Epoch: 434 | Train Loss: 1.03607 | Test Loss: 1.03585 | analysis_confidence: 0.141491 | CL: 0.0317602 | ln_CD: 0.0611915 | CM: 0.00553874 | Top_Xtr: 0.0344152 | Bot_Xtr: 0.0409723 +Loss contributors: + s_ln_CD : 0.235541 + s_CL : 0.214564 + s_analysis_confidence : 0.20747 + s_CM : 0.10473 + s_Bot_Xtr : 0.0312278 + s_Top_Xtr : 0.023226 + s_lower_bl_H_0 : 0.00335503 + s_lower_bl_ret_0 : 0.00309113 + s_upper_bl_H_31 : 0.00298768 + s_upper_bl_ret_0 : 0.00289674 +Epoch: 435 | Train Loss: 1.03577 | Test Loss: 1.03885 | analysis_confidence: 0.141872 | CL: 0.0320911 | ln_CD: 0.0609302 | CM: 0.00558797 | Top_Xtr: 0.0347072 | Bot_Xtr: 0.0411635 +Loss contributors: + s_ln_CD : 0.235491 + s_CL : 0.216538 + s_analysis_confidence : 0.207552 + s_CM : 0.105795 + s_Bot_Xtr : 0.0314024 + s_Top_Xtr : 0.0234094 + s_lower_bl_H_0 : 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Test Loss: 1.07103 | analysis_confidence: 0.142205 | CL: 0.0316652 | ln_CD: 0.0701816 | CM: 0.00553981 | Top_Xtr: 0.0341861 | Bot_Xtr: 0.0407085 +Loss contributors: + s_ln_CD : 0.271617 + s_CL : 0.213651 + s_analysis_confidence : 0.207779 + s_CM : 0.104748 + s_Bot_Xtr : 0.0311351 + s_Top_Xtr : 0.0231138 + s_lower_bl_H_0 : 0.00335472 + s_lower_bl_ret_0 : 0.00310177 + s_upper_bl_H_31 : 0.00298149 + s_upper_bl_ret_0 : 0.00288674 +Epoch: 441 | Train Loss: 1.03474 | Test Loss: 1.03565 | analysis_confidence: 0.139807 | CL: 0.0317723 | ln_CD: 0.0609206 | CM: 0.00554056 | Top_Xtr: 0.0343962 | Bot_Xtr: 0.0408194 +Loss contributors: + s_ln_CD : 0.235434 + s_CL : 0.214769 + s_analysis_confidence : 0.207616 + s_CM : 0.104803 + s_Bot_Xtr : 0.0311781 + s_Top_Xtr : 0.0232189 + s_lower_bl_H_0 : 0.00334944 + s_lower_bl_ret_0 : 0.00309043 + s_upper_bl_H_31 : 0.00300458 + s_upper_bl_ret_0 : 0.00288791 +Epoch: 442 | Train Loss: 1.03456 | Test Loss: 1.03504 | analysis_confidence: 0.141341 | CL: 0.0318542 | ln_CD: 0.0607042 | CM: 0.00555192 | Top_Xtr: 0.0342431 | Bot_Xtr: 0.0407903 +Loss contributors: + s_ln_CD : 0.234714 + s_CL : 0.214977 + s_analysis_confidence : 0.207444 + s_CM : 0.104998 + s_Bot_Xtr : 0.0311045 + s_Top_Xtr : 0.0230812 + s_lower_bl_H_0 : 0.00335487 + s_lower_bl_ret_0 : 0.00309101 + s_upper_bl_H_31 : 0.00298228 + s_upper_bl_ret_0 : 0.00288822 +Epoch: 443 | Train Loss: 1.03441 | Test Loss: 1.04008 | analysis_confidence: 0.142227 | CL: 0.0316993 | ln_CD: 0.0625214 | CM: 0.00555204 | Top_Xtr: 0.0342256 | Bot_Xtr: 0.0407425 +Loss contributors: + s_ln_CD : 0.240302 + s_CL : 0.214146 + s_analysis_confidence : 0.20776 + s_CM : 0.105012 + s_Bot_Xtr : 0.0311181 + s_Top_Xtr : 0.0231133 + s_lower_bl_H_0 : 0.00336012 + s_lower_bl_ret_0 : 0.00309941 + s_upper_bl_H_31 : 0.00299586 + s_upper_bl_ret_0 : 0.0028989 +Epoch: 444 | Train Loss: 1.03428 | Test Loss: 1.03515 | analysis_confidence: 0.141849 | CL: 0.0319177 | ln_CD: 0.060696 | CM: 0.00557823 | Top_Xtr: 0.0342096 | Bot_Xtr: 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s_lower_bl_ret_0 : 0.00309537 + s_upper_bl_H_31 : 0.00296373 + s_upper_bl_ret_0 : 0.00288189 +Epoch: 451 | Train Loss: 1.0332 | Test Loss: 1.03235 | analysis_confidence: 0.141374 | CL: 0.0316065 | ln_CD: 0.0605944 | CM: 0.00553204 | Top_Xtr: 0.0343105 | Bot_Xtr: 0.0407809 +Loss contributors: + s_ln_CD : 0.234194 + s_CL : 0.21357 + s_analysis_confidence : 0.2074 + s_CM : 0.104594 + s_Bot_Xtr : 0.031122 + s_Top_Xtr : 0.0230991 + s_lower_bl_H_0 : 0.00335326 + s_lower_bl_ret_0 : 0.00310212 + s_upper_bl_H_31 : 0.00298802 + s_upper_bl_ret_0 : 0.00288386 +Epoch: 452 | Train Loss: 1.03299 | Test Loss: 1.03143 | analysis_confidence: 0.141161 | CL: 0.0317532 | ln_CD: 0.0604201 | CM: 0.00554 | Top_Xtr: 0.0342292 | Bot_Xtr: 0.0406843 +Loss contributors: + s_ln_CD : 0.232934 + s_CL : 0.213809 + s_analysis_confidence : 0.207579 + s_CM : 0.104747 + s_Bot_Xtr : 0.0310931 + s_Top_Xtr : 0.0230376 + s_lower_bl_H_0 : 0.00335138 + s_lower_bl_ret_0 : 0.00308763 + s_upper_bl_H_31 : 0.00296874 + s_upper_bl_ret_0 : 0.00288292 +Epoch: 453 | Train Loss: 1.03281 | Test Loss: 1.03047 | analysis_confidence: 0.14053 | CL: 0.0315791 | ln_CD: 0.0606115 | CM: 0.00553086 | Top_Xtr: 0.0341337 | Bot_Xtr: 0.0405204 +Loss contributors: + s_ln_CD : 0.233609 + s_CL : 0.213105 + s_analysis_confidence : 0.207369 + s_CM : 0.104551 + s_Bot_Xtr : 0.0309632 + s_Top_Xtr : 0.0230003 + s_lower_bl_H_0 : 0.00335495 + s_lower_bl_ret_0 : 0.00309977 + s_upper_bl_H_31 : 0.0029826 + s_upper_bl_ret_0 : 0.00287935 +Epoch: 454 | Train Loss: 1.0327 | Test Loss: 1.03623 | analysis_confidence: 0.141729 | CL: 0.0323255 | ln_CD: 0.0607717 | CM: 0.00553049 | Top_Xtr: 0.034197 | Bot_Xtr: 0.0407785 +Loss contributors: + s_ln_CD : 0.234268 + s_CL : 0.217296 + s_analysis_confidence : 0.207719 + s_CM : 0.10452 + s_Bot_Xtr : 0.0312258 + s_Top_Xtr : 0.023016 + s_lower_bl_H_0 : 0.00335031 + s_lower_bl_ret_0 : 0.00309633 + s_upper_bl_H_31 : 0.00298102 + s_upper_bl_ret_0 : 0.0028845 +Epoch: 455 | Train Loss: 1.03255 | Test Loss: 1.03431 | analysis_confidence: 0.141581 | CL: 0.0317826 | ln_CD: 0.0614654 | CM: 0.00551344 | Top_Xtr: 0.0341076 | Bot_Xtr: 0.0405428 +Loss contributors: + s_ln_CD : 0.23585 + s_CL : 0.214883 + s_analysis_confidence : 0.207427 + s_CM : 0.104207 + s_Bot_Xtr : 0.031007 + s_Top_Xtr : 0.0229954 + s_lower_bl_H_0 : 0.00334839 + s_lower_bl_ret_0 : 0.00308985 + s_upper_bl_H_31 : 0.00296891 + s_upper_bl_ret_0 : 0.00288414 +Epoch: 456 | Train Loss: 1.03232 | Test Loss: 1.03772 | analysis_confidence: 0.141611 | CL: 0.0326905 | ln_CD: 0.0606076 | CM: 0.00555236 | Top_Xtr: 0.0341004 | Bot_Xtr: 0.0405287 +Loss contributors: + s_ln_CD : 0.233304 + s_CL : 0.21981 + s_analysis_confidence : 0.207455 + s_CM : 0.104928 + s_Bot_Xtr : 0.0309743 + s_Top_Xtr : 0.0229941 + s_lower_bl_H_0 : 0.00335575 + s_lower_bl_ret_0 : 0.00309069 + s_upper_bl_H_31 : 0.00296899 + s_upper_bl_ret_0 : 0.00289165 +Epoch: 457 | Train Loss: 1.03215 | Test Loss: 1.02943 | analysis_confidence: 0.141267 | CL: 0.0315905 | ln_CD: 0.0603042 | CM: 0.00551943 | Top_Xtr: 0.0339744 | Bot_Xtr: 0.0404782 +Loss contributors: + s_ln_CD : 0.232579 + s_CL : 0.213284 + s_analysis_confidence : 0.207526 + s_CM : 0.104293 + s_Bot_Xtr : 0.0309221 + s_Top_Xtr : 0.0229316 + s_lower_bl_H_0 : 0.00334733 + s_lower_bl_ret_0 : 0.00308597 + s_upper_bl_H_31 : 0.00296209 + s_upper_bl_ret_0 : 0.00288126 +Epoch: 458 | Train Loss: 1.0321 | Test Loss: 1.03388 | analysis_confidence: 0.141944 | CL: 0.0318187 | ln_CD: 0.0608294 | CM: 0.00555411 | Top_Xtr: 0.033928 | Bot_Xtr: 0.0405807 +Loss contributors: + s_ln_CD : 0.234816 + s_CL : 0.214543 + s_analysis_confidence : 0.207487 + s_CM : 0.10505 + s_Bot_Xtr : 0.0309697 + s_Top_Xtr : 0.0228805 + s_lower_bl_H_0 : 0.00333704 + s_lower_bl_ret_0 : 0.00309581 + s_upper_bl_H_31 : 0.0029659 + s_upper_bl_ret_0 : 0.0028794 +Epoch: 459 | Train Loss: 1.03195 | Test Loss: 1.03416 | analysis_confidence: 0.142183 | CL: 0.0316371 | ln_CD: 0.061267 | CM: 0.00557157 | Top_Xtr: 0.0340946 | Bot_Xtr: 0.0406021 +Loss 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s_analysis_confidence : 0.207708 + s_CM : 0.104889 + s_Bot_Xtr : 0.0309485 + s_Top_Xtr : 0.0228758 + s_lower_bl_H_0 : 0.00335584 + s_lower_bl_ret_0 : 0.00308861 + s_upper_bl_H_31 : 0.00296144 + s_upper_bl_ret_0 : 0.00288485 +Epoch: 462 | Train Loss: 1.0315 | Test Loss: 1.04274 | analysis_confidence: 0.142604 | CL: 0.0319212 | ln_CD: 0.0634537 | CM: 0.00555133 | Top_Xtr: 0.0340183 | Bot_Xtr: 0.0405586 +Loss contributors: + s_ln_CD : 0.242791 + s_CL : 0.215789 + s_analysis_confidence : 0.207628 + s_CM : 0.104913 + s_Bot_Xtr : 0.0309572 + s_Top_Xtr : 0.0229498 + s_lower_bl_H_0 : 0.00333307 + s_lower_bl_ret_0 : 0.00308365 + s_upper_bl_H_31 : 0.00294367 + s_upper_bl_ret_0 : 0.00287673 +Epoch: 463 | Train Loss: 1.03125 | Test Loss: 1.032 | analysis_confidence: 0.142021 | CL: 0.0316369 | ln_CD: 0.0612354 | CM: 0.00552015 | Top_Xtr: 0.0339646 | Bot_Xtr: 0.0405396 +Loss contributors: + s_ln_CD : 0.235426 + s_CL : 0.213221 + s_analysis_confidence : 0.207281 + s_CM : 0.104326 + s_Bot_Xtr : 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s_lower_bl_ret_0 : 0.00309264 + s_upper_bl_H_31 : 0.00297668 + s_upper_bl_ret_0 : 0.0028768 +Epoch: 466 | Train Loss: 1.03087 | Test Loss: 1.03523 | analysis_confidence: 0.141232 | CL: 0.0318321 | ln_CD: 0.061429 | CM: 0.00556457 | Top_Xtr: 0.0341051 | Bot_Xtr: 0.040729 +Loss contributors: + s_ln_CD : 0.236155 + s_CL : 0.214641 + s_analysis_confidence : 0.20732 + s_CM : 0.105275 + s_Bot_Xtr : 0.0310879 + s_Top_Xtr : 0.0229882 + s_lower_bl_H_0 : 0.00334967 + s_lower_bl_ret_0 : 0.00309708 + s_upper_bl_H_31 : 0.00298277 + s_upper_bl_ret_0 : 0.00288246 +Epoch: 467 | Train Loss: 1.03078 | Test Loss: 1.03114 | analysis_confidence: 0.14176 | CL: 0.0316085 | ln_CD: 0.0610767 | CM: 0.00552388 | Top_Xtr: 0.0340258 | Bot_Xtr: 0.0406016 +Loss contributors: + s_ln_CD : 0.234641 + s_CL : 0.213332 + s_analysis_confidence : 0.207317 + s_CM : 0.104395 + s_Bot_Xtr : 0.0309275 + s_Top_Xtr : 0.0229508 + s_lower_bl_H_0 : 0.00333705 + s_lower_bl_ret_0 : 0.00308759 + s_upper_bl_H_31 : 0.00295331 + s_upper_bl_ret_0 : 0.00288083 +Epoch: 468 | Train Loss: 1.03066 | Test Loss: 1.03186 | analysis_confidence: 0.139464 | CL: 0.0318545 | ln_CD: 0.060291 | CM: 0.00559856 | Top_Xtr: 0.0339465 | Bot_Xtr: 0.040549 +Loss contributors: + s_ln_CD : 0.232563 + s_CL : 0.214276 + s_analysis_confidence : 0.207703 + s_CM : 0.105867 + s_Bot_Xtr : 0.0309121 + s_Top_Xtr : 0.0228241 + s_lower_bl_H_0 : 0.00334327 + s_lower_bl_ret_0 : 0.00308956 + s_upper_bl_H_31 : 0.00295247 + s_upper_bl_ret_0 : 0.00287297 +Epoch: 469 | Train Loss: 1.03046 | Test Loss: 1.0301 | analysis_confidence: 0.140991 | CL: 0.031636 | ln_CD: 0.0606025 | CM: 0.00551549 | Top_Xtr: 0.0339666 | Bot_Xtr: 0.0404226 +Loss contributors: + s_ln_CD : 0.233682 + s_CL : 0.213499 + s_analysis_confidence : 0.207334 + s_CM : 0.104234 + s_Bot_Xtr : 0.0308991 + s_Top_Xtr : 0.022903 + s_lower_bl_H_0 : 0.00332344 + s_lower_bl_ret_0 : 0.00308675 + s_upper_bl_H_31 : 0.0029765 + s_upper_bl_ret_0 : 0.00287554 +Epoch: 470 | Train Loss: 1.03038 | Test Loss: 1.02961 | analysis_confidence: 0.142147 | CL: 0.0315679 | ln_CD: 0.0606656 | CM: 0.00552059 | Top_Xtr: 0.0340278 | Bot_Xtr: 0.0403992 +Loss contributors: + s_ln_CD : 0.233567 + s_CL : 0.212924 + s_analysis_confidence : 0.207476 + s_CM : 0.104303 + s_Bot_Xtr : 0.0308686 + s_Top_Xtr : 0.0229146 + s_lower_bl_H_0 : 0.00333556 + s_lower_bl_ret_0 : 0.00308335 + s_upper_bl_H_31 : 0.00296703 + s_upper_bl_ret_0 : 0.0028799 +Epoch: 471 | Train Loss: 1.0302 | Test Loss: 1.0293 | analysis_confidence: 0.14137 | CL: 0.0315158 | ln_CD: 0.0608475 | CM: 0.00551129 | Top_Xtr: 0.0339064 | Bot_Xtr: 0.0406466 +Loss contributors: + s_ln_CD : 0.233901 + s_CL : 0.212688 + s_analysis_confidence : 0.207318 + s_CM : 0.104122 + s_Bot_Xtr : 0.0309941 + s_Top_Xtr : 0.0228605 + s_lower_bl_H_0 : 0.00334143 + s_lower_bl_ret_0 : 0.00309465 + s_upper_bl_H_31 : 0.00295813 + s_upper_bl_ret_0 : 0.00288483 +Epoch: 472 | Train Loss: 1.03004 | Test Loss: 1.03196 | analysis_confidence: 0.141707 | CL: 0.0316863 | ln_CD: 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s_analysis_confidence : 0.207684 + s_CM : 0.105477 + s_Bot_Xtr : 0.0308518 + s_Top_Xtr : 0.0228262 + s_lower_bl_H_0 : 0.00334473 + s_lower_bl_ret_0 : 0.00308981 + s_upper_bl_H_31 : 0.0029594 + s_upper_bl_ret_0 : 0.00287186 +Epoch: 477 | Train Loss: 1.0294 | Test Loss: 1.03009 | analysis_confidence: 0.141243 | CL: 0.0316556 | ln_CD: 0.0606959 | CM: 0.00551481 | Top_Xtr: 0.0339908 | Bot_Xtr: 0.0406005 +Loss contributors: + s_ln_CD : 0.233899 + s_CL : 0.213402 + s_analysis_confidence : 0.207232 + s_CM : 0.104193 + s_Bot_Xtr : 0.0310394 + s_Top_Xtr : 0.0229425 + s_lower_bl_H_0 : 0.00333293 + s_lower_bl_ret_0 : 0.00308614 + s_upper_bl_H_31 : 0.00296949 + s_upper_bl_ret_0 : 0.00287105 +Epoch: 478 | Train Loss: 1.02923 | Test Loss: 1.02985 | analysis_confidence: 0.141839 | CL: 0.0317634 | ln_CD: 0.0603531 | CM: 0.00552051 | Top_Xtr: 0.0338671 | Bot_Xtr: 0.0404305 +Loss contributors: + s_ln_CD : 0.232596 + s_CL : 0.21413 + s_analysis_confidence : 0.207537 + s_CM : 0.104315 + s_Bot_Xtr : 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s_lower_bl_ret_0 : 0.00308999 + s_upper_bl_H_31 : 0.0029643 + s_upper_bl_ret_0 : 0.00286966 +Epoch: 481 | Train Loss: 1.02887 | Test Loss: 1.0259 | analysis_confidence: 0.14157 | CL: 0.0315429 | ln_CD: 0.0602276 | CM: 0.00549157 | Top_Xtr: 0.0338633 | Bot_Xtr: 0.0403458 +Loss contributors: + s_ln_CD : 0.231862 + s_CL : 0.212423 + s_analysis_confidence : 0.207247 + s_CM : 0.103697 + s_Bot_Xtr : 0.0307935 + s_Top_Xtr : 0.0228716 + s_lower_bl_H_0 : 0.00333578 + s_lower_bl_ret_0 : 0.00309113 + s_upper_bl_H_31 : 0.00293995 + s_upper_bl_ret_0 : 0.00288392 +Epoch: 482 | Train Loss: 1.02871 | Test Loss: 1.03187 | analysis_confidence: 0.142397 | CL: 0.0319366 | ln_CD: 0.0602665 | CM: 0.00562419 | Top_Xtr: 0.0339802 | Bot_Xtr: 0.0404996 +Loss contributors: + s_ln_CD : 0.23213 + s_CL : 0.215191 + s_analysis_confidence : 0.207301 + s_CM : 0.106582 + s_Bot_Xtr : 0.0308318 + s_Top_Xtr : 0.0228893 + s_lower_bl_H_0 : 0.00333004 + s_lower_bl_ret_0 : 0.00308471 + s_upper_bl_H_31 : 0.00296116 + s_upper_bl_ret_0 : 0.00288052 +Epoch: 483 | Train Loss: 1.02855 | Test Loss: 1.03083 | analysis_confidence: 0.140492 | CL: 0.031834 | ln_CD: 0.0605117 | CM: 0.00551728 | Top_Xtr: 0.0338612 | Bot_Xtr: 0.0405558 +Loss contributors: + s_ln_CD : 0.233287 + s_CL : 0.214867 + s_analysis_confidence : 0.20737 + s_CM : 0.10422 + s_Bot_Xtr : 0.030896 + s_Top_Xtr : 0.0227959 + s_lower_bl_H_0 : 0.00333202 + s_lower_bl_ret_0 : 0.00308848 + s_upper_bl_H_31 : 0.00297661 + s_upper_bl_ret_0 : 0.00286986 +Epoch: 484 | Train Loss: 1.02846 | Test Loss: 1.0277 | analysis_confidence: 0.142043 | CL: 0.0314356 | ln_CD: 0.0607372 | CM: 0.00549253 | Top_Xtr: 0.0339478 | Bot_Xtr: 0.040504 +Loss contributors: + s_ln_CD : 0.234104 + s_CL : 0.211783 + s_analysis_confidence : 0.207219 + s_CM : 0.103701 + s_Bot_Xtr : 0.0308692 + s_Top_Xtr : 0.0228163 + s_lower_bl_H_0 : 0.00333929 + s_lower_bl_ret_0 : 0.00308925 + s_upper_bl_H_31 : 0.00296378 + s_upper_bl_ret_0 : 0.00287535 +Epoch: 485 | Train Loss: 1.02831 | Test Loss: 1.02642 | analysis_confidence: 0.141125 | CL: 0.0314781 | ln_CD: 0.0602798 | CM: 0.00549782 | Top_Xtr: 0.0337413 | Bot_Xtr: 0.0404746 +Loss contributors: + s_ln_CD : 0.232116 + s_CL : 0.212293 + s_analysis_confidence : 0.207154 + s_CM : 0.103826 + s_Bot_Xtr : 0.0308741 + s_Top_Xtr : 0.022732 + s_lower_bl_H_0 : 0.00333819 + s_lower_bl_ret_0 : 0.00309149 + s_upper_bl_H_31 : 0.00296361 + s_upper_bl_ret_0 : 0.00288294 +Epoch: 486 | Train Loss: 1.02809 | Test Loss: 1.02988 | analysis_confidence: 0.141265 | CL: 0.0317772 | ln_CD: 0.0607129 | CM: 0.00551702 | Top_Xtr: 0.0339696 | Bot_Xtr: 0.04053 +Loss contributors: + s_ln_CD : 0.233542 + s_CL : 0.213934 + s_analysis_confidence : 0.207253 + s_CM : 0.104227 + s_Bot_Xtr : 0.0309048 + s_Top_Xtr : 0.0228864 + s_lower_bl_H_0 : 0.00332613 + s_lower_bl_ret_0 : 0.00308852 + s_upper_bl_H_31 : 0.00294403 + s_upper_bl_ret_0 : 0.00287104 +Epoch: 487 | Train Loss: 1.02803 | Test Loss: 1.03053 | analysis_confidence: 0.141774 | CL: 0.0315719 | ln_CD: 0.0610903 | CM: 0.00553259 | Top_Xtr: 0.0337813 | Bot_Xtr: 0.0403215 +Loss contributors: + s_ln_CD : 0.235177 + s_CL : 0.213093 + s_analysis_confidence : 0.207122 + s_CM : 0.104592 + s_Bot_Xtr : 0.0307611 + s_Top_Xtr : 0.0227312 + s_lower_bl_H_0 : 0.00334014 + s_lower_bl_ret_0 : 0.00309195 + s_upper_bl_H_31 : 0.00295474 + s_upper_bl_ret_0 : 0.00287475 +Epoch: 488 | Train Loss: 1.028 | Test Loss: 1.03011 | analysis_confidence: 0.139982 | CL: 0.0314917 | ln_CD: 0.0614318 | CM: 0.00549633 | Top_Xtr: 0.0338098 | Bot_Xtr: 0.0404558 +Loss contributors: + s_ln_CD : 0.236125 + s_CL : 0.212316 + s_analysis_confidence : 0.207394 + s_CM : 0.103789 + s_Bot_Xtr : 0.0308633 + s_Top_Xtr : 0.0227504 + s_lower_bl_H_0 : 0.003339 + s_lower_bl_ret_0 : 0.00308442 + s_upper_bl_H_31 : 0.0029356 + s_upper_bl_ret_0 : 0.0028789 +Epoch: 489 | Train Loss: 1.02782 | Test Loss: 1.02679 | analysis_confidence: 0.140398 | CL: 0.0315777 | ln_CD: 0.0602354 | CM: 0.00549345 | Top_Xtr: 0.0337984 | Bot_Xtr: 0.0405007 +Loss contributors: + s_ln_CD : 0.232251 + s_CL : 0.213019 + s_analysis_confidence : 0.207211 + s_CM : 0.103719 + s_Bot_Xtr : 0.0308555 + s_Top_Xtr : 0.0227587 + s_lower_bl_H_0 : 0.00333392 + s_lower_bl_ret_0 : 0.00308721 + s_upper_bl_H_31 : 0.00294802 + s_upper_bl_ret_0 : 0.00287843 +Epoch: 490 | Train Loss: 1.02769 | Test Loss: 1.03272 | analysis_confidence: 0.141638 | CL: 0.0315132 | ln_CD: 0.0622795 | CM: 0.00550999 | Top_Xtr: 0.0338053 | Bot_Xtr: 0.0402754 +Loss contributors: + s_ln_CD : 0.238408 + s_CL : 0.21269 + s_analysis_confidence : 0.207219 + s_CM : 0.104055 + s_Bot_Xtr : 0.030776 + s_Top_Xtr : 0.0227364 + s_lower_bl_H_0 : 0.00333308 + s_lower_bl_ret_0 : 0.00308407 + s_upper_bl_H_31 : 0.00295144 + s_upper_bl_ret_0 : 0.00286736 +Epoch: 491 | Train Loss: 1.02745 | Test Loss: 1.02581 | analysis_confidence: 0.140874 | CL: 0.0315224 | ln_CD: 0.0603624 | CM: 0.00549728 | Top_Xtr: 0.0337915 | Bot_Xtr: 0.0404429 +Loss contributors: + s_ln_CD : 0.232184 + s_CL : 0.212279 + s_analysis_confidence : 0.207313 + s_CM : 0.103777 + s_Bot_Xtr : 0.0308259 + s_Top_Xtr : 0.022715 + s_lower_bl_H_0 : 0.00333284 + s_lower_bl_ret_0 : 0.003085 + s_upper_bl_H_31 : 0.00295027 + s_upper_bl_ret_0 : 0.00287173 +Epoch: 492 | Train Loss: 1.02732 | Test Loss: 1.02796 | analysis_confidence: 0.140692 | CL: 0.0315552 | ln_CD: 0.0606438 | CM: 0.00549483 | Top_Xtr: 0.0338196 | Bot_Xtr: 0.0402858 +Loss contributors: + s_ln_CD : 0.233632 + s_CL : 0.212829 + s_analysis_confidence : 0.207384 + s_CM : 0.103786 + s_Bot_Xtr : 0.0307309 + s_Top_Xtr : 0.0227389 + s_lower_bl_H_0 : 0.00333776 + s_lower_bl_ret_0 : 0.00309087 + s_upper_bl_H_31 : 0.00295265 + s_upper_bl_ret_0 : 0.00287481 +Epoch: 493 | Train Loss: 1.02731 | Test Loss: 1.02856 | analysis_confidence: 0.140965 | CL: 0.0319354 | ln_CD: 0.0601588 | CM: 0.00552691 | Top_Xtr: 0.0338018 | Bot_Xtr: 0.0403576 +Loss contributors: + s_ln_CD : 0.231541 + s_CL : 0.214987 + s_analysis_confidence : 0.207382 + s_CM : 0.104412 + s_Bot_Xtr : 0.030768 + s_Top_Xtr : 0.0227746 + s_lower_bl_H_0 : 0.00332867 + s_lower_bl_ret_0 : 0.00308984 + s_upper_bl_H_31 : 0.00292448 + s_upper_bl_ret_0 : 0.00287081 +Epoch: 494 | Train Loss: 1.02714 | Test Loss: 1.02691 | analysis_confidence: 0.141519 | CL: 0.0314939 | ln_CD: 0.0602147 | CM: 0.00552871 | Top_Xtr: 0.0338429 | Bot_Xtr: 0.0403454 +Loss contributors: + s_ln_CD : 0.232193 + s_CL : 0.21257 + s_analysis_confidence : 0.207249 + s_CM : 0.104477 + s_Bot_Xtr : 0.0307845 + s_Top_Xtr : 0.0228058 + s_lower_bl_H_0 : 0.00333523 + s_lower_bl_ret_0 : 0.00309096 + s_upper_bl_H_31 : 0.00295912 + s_upper_bl_ret_0 : 0.0028774 +Epoch: 495 | Train Loss: 1.0271 | Test Loss: 1.02852 | analysis_confidence: 0.14056 | CL: 0.031678 | ln_CD: 0.060405 | CM: 0.00550061 | Top_Xtr: 0.0337437 | Bot_Xtr: 0.0403151 +Loss contributors: + s_ln_CD : 0.232992 + s_CL : 0.214046 + s_analysis_confidence : 0.207186 + s_CM : 0.103864 + s_Bot_Xtr : 0.0307606 + s_Top_Xtr : 0.0226967 + s_lower_bl_H_0 : 0.00332793 + s_lower_bl_ret_0 : 0.00308792 + s_upper_bl_H_31 : 0.00294772 + s_upper_bl_ret_0 : 0.00287378 +Epoch: 496 | Train Loss: 1.02687 | Test Loss: 1.02549 | analysis_confidence: 0.140282 | CL: 0.0314129 | ln_CD: 0.060308 | CM: 0.00551244 | Top_Xtr: 0.0338158 | Bot_Xtr: 0.0402951 +Loss contributors: + s_ln_CD : 0.232057 + s_CL : 0.211838 + s_analysis_confidence : 0.20728 + s_CM : 0.104085 + s_Bot_Xtr : 0.0307588 + s_Top_Xtr : 0.0227052 + s_lower_bl_H_0 : 0.00333552 + s_lower_bl_ret_0 : 0.00309256 + s_upper_bl_H_31 : 0.00294712 + s_upper_bl_ret_0 : 0.00286981 +Epoch: 497 | Train Loss: 1.02672 | Test Loss: 1.02809 | analysis_confidence: 0.14082 | CL: 0.0314092 | ln_CD: 0.0614403 | CM: 0.00548135 | Top_Xtr: 0.0337624 | Bot_Xtr: 0.0401808 +Loss contributors: + s_ln_CD : 0.235518 + s_CL : 0.211778 + s_analysis_confidence : 0.207265 + s_CM : 0.103454 + s_Bot_Xtr : 0.0307069 + s_Top_Xtr : 0.0227355 + s_lower_bl_H_0 : 0.00333334 + s_lower_bl_ret_0 : 0.00309204 + s_upper_bl_H_31 : 0.00295056 + s_upper_bl_ret_0 : 0.00287437 +Epoch: 498 | Train Loss: 1.02666 | Test Loss: 1.02563 | analysis_confidence: 0.141849 | CL: 0.0314452 | ln_CD: 0.0603969 | CM: 0.00548889 | Top_Xtr: 0.0337731 | Bot_Xtr: 0.0402938 +Loss contributors: + s_ln_CD : 0.232635 + s_CL : 0.211978 + s_analysis_confidence : 0.20713 + s_CM : 0.103585 + s_Bot_Xtr : 0.0307655 + s_Top_Xtr : 0.0227891 + s_lower_bl_H_0 : 0.00332644 + s_lower_bl_ret_0 : 0.0030843 + s_upper_bl_H_31 : 0.00293973 + s_upper_bl_ret_0 : 0.00287401 +Epoch: 499 | Train Loss: 1.02662 | Test Loss: 1.03352 | analysis_confidence: 0.141562 | CL: 0.031695 | ln_CD: 0.0622928 | CM: 0.00549611 | Top_Xtr: 0.0338567 | Bot_Xtr: 0.0403664 +Loss contributors: + s_ln_CD : 0.238488 + s_CL : 0.213881 + s_analysis_confidence : 0.207165 + s_CM : 0.103775 + s_Bot_Xtr : 0.030704 + s_Top_Xtr : 0.0227266 + s_lower_bl_H_0 : 0.00333338 + s_lower_bl_ret_0 : 0.00308313 + s_upper_bl_H_31 : 0.00293405 + s_upper_bl_ret_0 : 0.00286915 +Epoch: 500 | Train Loss: 1.02637 | Test Loss: 1.02586 | analysis_confidence: 0.140235 | CL: 0.031486 | ln_CD: 0.0604022 | CM: 0.00550328 | Top_Xtr: 0.0336584 | Bot_Xtr: 0.040222 +Loss contributors: + s_ln_CD : 0.232293 + s_CL : 0.212394 + s_analysis_confidence : 0.207218 + s_CM : 0.103886 + s_Bot_Xtr : 0.0307144 + s_Top_Xtr : 0.0226491 + s_lower_bl_H_0 : 0.00331664 + s_lower_bl_ret_0 : 0.00308388 + s_upper_bl_H_31 : 0.00295717 + s_upper_bl_ret_0 : 0.00287303 +Epoch: 501 | Train Loss: 1.02618 | Test Loss: 1.02652 | analysis_confidence: 0.142032 | CL: 0.0316277 | ln_CD: 0.060416 | CM: 0.00552298 | Top_Xtr: 0.0336738 | Bot_Xtr: 0.0402266 +Loss contributors: + s_ln_CD : 0.23234 + s_CL : 0.213068 + s_analysis_confidence : 0.207088 + s_CM : 0.104364 + s_Bot_Xtr : 0.0306841 + s_Top_Xtr : 0.0226101 + s_lower_bl_H_0 : 0.00332418 + s_lower_bl_ret_0 : 0.00309061 + s_upper_bl_H_31 : 0.00292616 + s_upper_bl_ret_0 : 0.00287277 +Epoch: 502 | Train Loss: 1.02617 | Test Loss: 1.02547 | analysis_confidence: 0.140203 | CL: 0.0314434 | ln_CD: 0.0605471 | CM: 0.00549137 | Top_Xtr: 0.0336018 | Bot_Xtr: 0.0401597 +Loss contributors: + s_ln_CD : 0.232865 + s_CL : 0.212181 + s_analysis_confidence : 0.207163 + s_CM : 0.10369 + s_Bot_Xtr : 0.0306781 + s_Top_Xtr : 0.022621 + s_lower_bl_H_0 : 0.00332575 + s_lower_bl_ret_0 : 0.00308731 + s_upper_bl_H_31 : 0.00295272 + s_upper_bl_ret_0 : 0.00287529 +Epoch: 503 | Train Loss: 1.02604 | Test Loss: 1.03472 | analysis_confidence: 0.141434 | CL: 0.0315417 | ln_CD: 0.0627538 | CM: 0.00552559 | Top_Xtr: 0.0337807 | Bot_Xtr: 0.0403114 +Loss contributors: + s_ln_CD : 0.240693 + s_CL : 0.212525 + s_analysis_confidence : 0.207194 + s_CM : 0.104347 + s_Bot_Xtr : 0.0307782 + s_Top_Xtr : 0.0227107 + s_lower_bl_H_0 : 0.00332979 + s_lower_bl_ret_0 : 0.00309457 + s_upper_bl_H_31 : 0.00295772 + s_upper_bl_ret_0 : 0.00287275 +Epoch: 504 | Train Loss: 1.0259 | Test Loss: 1.02492 | analysis_confidence: 0.14009 | CL: 0.0315561 | ln_CD: 0.0602109 | CM: 0.00548639 | Top_Xtr: 0.0336059 | Bot_Xtr: 0.0402192 +Loss contributors: + s_ln_CD : 0.231963 + s_CL : 0.212555 + s_analysis_confidence : 0.207108 + s_CM : 0.103551 + s_Bot_Xtr : 0.0307027 + s_Top_Xtr : 0.0226299 + s_lower_bl_H_0 : 0.00332527 + s_lower_bl_ret_0 : 0.0030892 + s_upper_bl_H_31 : 0.00294586 + s_upper_bl_ret_0 : 0.00286558 +Epoch: 505 | Train Loss: 1.0258 | Test Loss: 1.02447 | analysis_confidence: 0.141573 | CL: 0.0315114 | ln_CD: 0.0602926 | CM: 0.00547869 | Top_Xtr: 0.0337 | Bot_Xtr: 0.0401942 +Loss contributors: + s_ln_CD : 0.231598 + s_CL : 0.212519 + s_analysis_confidence : 0.207203 + s_CM : 0.103391 + s_Bot_Xtr : 0.0306654 + s_Top_Xtr : 0.0226758 + s_lower_bl_H_0 : 0.00331849 + s_lower_bl_ret_0 : 0.00309072 + s_upper_bl_H_31 : 0.0029518 + s_upper_bl_ret_0 : 0.00287041 +Epoch: 506 | Train Loss: 1.02565 | Test Loss: 1.03151 | analysis_confidence: 0.141258 | CL: 0.0318142 | ln_CD: 0.061509 | CM: 0.00553989 | Top_Xtr: 0.0337343 | Bot_Xtr: 0.0403533 +Loss contributors: + s_ln_CD : 0.235927 + s_CL : 0.214071 + s_analysis_confidence : 0.207196 + s_CM : 0.104728 + s_Bot_Xtr : 0.0307398 + s_Top_Xtr : 0.022685 + s_lower_bl_H_0 : 0.00332795 + s_lower_bl_ret_0 : 0.00309129 + s_upper_bl_H_31 : 0.00294689 + s_upper_bl_ret_0 : 0.00287148 +Epoch: 507 | Train Loss: 1.02559 | Test Loss: 1.02887 | analysis_confidence: 0.141441 | CL: 0.0316817 | ln_CD: 0.0610135 | CM: 0.0054894 | Top_Xtr: 0.0336881 | Bot_Xtr: 0.0402627 +Loss contributors: + s_ln_CD : 0.234707 + s_CL : 0.213653 + s_analysis_confidence : 0.207259 + s_CM : 0.103625 + s_Bot_Xtr : 0.0306915 + s_Top_Xtr : 0.0226219 + s_lower_bl_H_0 : 0.00331964 + s_lower_bl_ret_0 : 0.00309031 + s_upper_bl_H_31 : 0.00293351 + s_upper_bl_ret_0 : 0.00286996 +Epoch: 508 | Train Loss: 1.02544 | Test Loss: 1.02544 | analysis_confidence: 0.141902 | CL: 0.0317148 | ln_CD: 0.0600056 | CM: 0.00551054 | Top_Xtr: 0.0340117 | Bot_Xtr: 0.0403478 +Loss contributors: + s_ln_CD : 0.231108 + s_CL : 0.213175 + s_analysis_confidence : 0.207247 + s_CM : 0.104052 + s_Bot_Xtr : 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s_lower_bl_ret_0 : 0.00308994 + s_upper_bl_H_31 : 0.00291336 + s_upper_bl_ret_0 : 0.00287412 +Epoch: 511 | Train Loss: 1.02497 | Test Loss: 1.02405 | analysis_confidence: 0.140145 | CL: 0.0315021 | ln_CD: 0.060179 | CM: 0.00548503 | Top_Xtr: 0.033665 | Bot_Xtr: 0.0401845 +Loss contributors: + s_ln_CD : 0.231445 + s_CL : 0.212504 + s_analysis_confidence : 0.20705 + s_CM : 0.103554 + s_Bot_Xtr : 0.0306724 + s_Top_Xtr : 0.0226026 + s_lower_bl_H_0 : 0.00332195 + s_lower_bl_ret_0 : 0.00309689 + s_upper_bl_H_31 : 0.0029425 + s_upper_bl_ret_0 : 0.0028707 +Epoch: 512 | Train Loss: 1.02491 | Test Loss: 1.0252 | analysis_confidence: 0.140858 | CL: 0.0314071 | ln_CD: 0.0604099 | CM: 0.00552798 | Top_Xtr: 0.0335194 | Bot_Xtr: 0.0401756 +Loss contributors: + s_ln_CD : 0.232413 + s_CL : 0.211792 + s_analysis_confidence : 0.20711 + s_CM : 0.104384 + s_Bot_Xtr : 0.0306973 + s_Top_Xtr : 0.022565 + s_lower_bl_H_0 : 0.00331188 + s_lower_bl_ret_0 : 0.00309166 + s_upper_bl_H_31 : 0.00295314 + s_upper_bl_ret_0 : 0.00287096 +Epoch: 513 | Train Loss: 1.02468 | Test Loss: 1.02617 | analysis_confidence: 0.140874 | CL: 0.0315636 | ln_CD: 0.0601124 | CM: 0.00555984 | Top_Xtr: 0.0335541 | Bot_Xtr: 0.0402203 +Loss contributors: + s_ln_CD : 0.231442 + s_CL : 0.212448 + s_analysis_confidence : 0.207566 + s_CM : 0.105163 + s_Bot_Xtr : 0.0306584 + s_Top_Xtr : 0.0225275 + s_lower_bl_H_0 : 0.00330844 + s_lower_bl_ret_0 : 0.00308795 + s_upper_bl_H_31 : 0.00294853 + s_upper_bl_ret_0 : 0.00286514 +Epoch: 514 | Train Loss: 1.02459 | Test Loss: 1.03496 | analysis_confidence: 0.142712 | CL: 0.0318712 | ln_CD: 0.061966 | CM: 0.00555953 | Top_Xtr: 0.0336365 | Bot_Xtr: 0.0402943 +Loss contributors: + s_ln_CD : 0.237938 + s_CL : 0.214621 + s_analysis_confidence : 0.207608 + s_CM : 0.105103 + s_Bot_Xtr : 0.0306865 + s_Top_Xtr : 0.0225877 + s_lower_bl_H_0 : 0.0033214 + s_lower_bl_ret_0 : 0.00309286 + s_upper_bl_H_31 : 0.00295364 + s_upper_bl_ret_0 : 0.00287749 +Epoch: 515 | Train Loss: 1.02445 | Test Loss: 1.03162 | analysis_confidence: 0.141164 | CL: 0.0315753 | ln_CD: 0.0621771 | CM: 0.00554915 | Top_Xtr: 0.0334894 | Bot_Xtr: 0.0400642 +Loss contributors: + s_ln_CD : 0.237986 + s_CL : 0.212528 + s_analysis_confidence : 0.20734 + s_CM : 0.104748 + s_Bot_Xtr : 0.0305939 + s_Top_Xtr : 0.0225202 + s_lower_bl_H_0 : 0.00332181 + s_lower_bl_ret_0 : 0.00309339 + s_upper_bl_H_31 : 0.00293138 + s_upper_bl_ret_0 : 0.00287599 +Epoch: 516 | Train Loss: 1.02443 | Test Loss: 1.03157 | analysis_confidence: 0.140791 | CL: 0.0314423 | ln_CD: 0.0625238 | CM: 0.00549112 | Top_Xtr: 0.0335976 | Bot_Xtr: 0.0402392 +Loss contributors: + s_ln_CD : 0.239038 + s_CL : 0.212133 + s_analysis_confidence : 0.207146 + s_CM : 0.103687 + s_Bot_Xtr : 0.0306812 + s_Top_Xtr : 0.0225713 + s_lower_bl_H_0 : 0.00331034 + s_lower_bl_ret_0 : 0.00309651 + s_upper_bl_H_31 : 0.0029246 + s_upper_bl_ret_0 : 0.00287269 +Epoch: 517 | Train Loss: 1.0243 | Test Loss: 1.02394 | analysis_confidence: 0.141226 | CL: 0.0315 | ln_CD: 0.0603075 | CM: 0.00549154 | Top_Xtr: 0.0335956 | Bot_Xtr: 0.0401293 +Loss contributors: + s_ln_CD : 0.231857 + s_CL : 0.212179 + s_analysis_confidence : 0.207119 + s_CM : 0.103664 + s_Bot_Xtr : 0.0306365 + s_Top_Xtr : 0.0225889 + s_lower_bl_H_0 : 0.00332206 + s_lower_bl_ret_0 : 0.00309528 + s_upper_bl_H_31 : 0.00295788 + s_upper_bl_ret_0 : 0.00287272 +Epoch: 518 | Train Loss: 1.02417 | Test Loss: 1.02199 | analysis_confidence: 0.141214 | CL: 0.0313563 | ln_CD: 0.0599539 | CM: 0.00548585 | Top_Xtr: 0.0336015 | Bot_Xtr: 0.040182 +Loss contributors: + s_ln_CD : 0.230983 + s_CL : 0.211492 + s_analysis_confidence : 0.206858 + s_CM : 0.103565 + s_Bot_Xtr : 0.0306153 + s_Top_Xtr : 0.0225847 + s_lower_bl_H_0 : 0.00332476 + s_lower_bl_ret_0 : 0.00308453 + s_upper_bl_H_31 : 0.00294238 + s_upper_bl_ret_0 : 0.00286693 +Epoch: 519 | Train Loss: 1.02398 | Test Loss: 1.02726 | analysis_confidence: 0.140898 | CL: 0.0315555 | ln_CD: 0.0611887 | CM: 0.00551364 | Top_Xtr: 0.0336256 | Bot_Xtr: 0.0401288 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s_analysis_confidence : 0.207096 + s_CM : 0.104324 + s_Bot_Xtr : 0.0305803 + s_Top_Xtr : 0.022492 + s_lower_bl_H_0 : 0.00331938 + s_lower_bl_ret_0 : 0.00309641 + s_upper_bl_H_31 : 0.00293786 + s_upper_bl_ret_0 : 0.00287422 +Epoch: 522 | Train Loss: 1.02362 | Test Loss: 1.02611 | analysis_confidence: 0.141419 | CL: 0.0313937 | ln_CD: 0.0609801 | CM: 0.00548944 | Top_Xtr: 0.0335035 | Bot_Xtr: 0.0402046 +Loss contributors: + s_ln_CD : 0.234537 + s_CL : 0.211567 + s_analysis_confidence : 0.207212 + s_CM : 0.103619 + s_Bot_Xtr : 0.0306247 + s_Top_Xtr : 0.0225025 + s_lower_bl_H_0 : 0.00331087 + s_lower_bl_ret_0 : 0.00308837 + s_upper_bl_H_31 : 0.0029486 + s_upper_bl_ret_0 : 0.0028763 +Epoch: 523 | Train Loss: 1.02352 | Test Loss: 1.03455 | analysis_confidence: 0.140975 | CL: 0.0328136 | ln_CD: 0.0609016 | CM: 0.00549607 | Top_Xtr: 0.0334683 | Bot_Xtr: 0.0400944 +Loss contributors: + s_ln_CD : 0.233453 + s_CL : 0.221244 + s_analysis_confidence : 0.207042 + s_CM : 0.103779 + s_Bot_Xtr : 0.0305699 + s_Top_Xtr : 0.0224876 + s_lower_bl_H_0 : 0.00331039 + s_lower_bl_ret_0 : 0.00308472 + s_upper_bl_H_31 : 0.00292062 + s_upper_bl_ret_0 : 0.00287366 +Epoch: 524 | Train Loss: 1.02332 | Test Loss: 1.02393 | analysis_confidence: 0.141391 | CL: 0.0314989 | ln_CD: 0.0601639 | CM: 0.00551955 | Top_Xtr: 0.0335293 | Bot_Xtr: 0.0401743 +Loss contributors: + s_ln_CD : 0.231668 + s_CL : 0.212146 + s_analysis_confidence : 0.206999 + s_CM : 0.104242 + s_Bot_Xtr : 0.0306286 + s_Top_Xtr : 0.0225359 + s_lower_bl_H_0 : 0.00332504 + s_lower_bl_ret_0 : 0.00309842 + s_upper_bl_H_31 : 0.00293673 + s_upper_bl_ret_0 : 0.00287144 +Epoch: 525 | Train Loss: 1.02333 | Test Loss: 1.02567 | analysis_confidence: 0.142886 | CL: 0.031701 | ln_CD: 0.0605375 | CM: 0.00549318 | Top_Xtr: 0.033494 | Bot_Xtr: 0.0400433 +Loss contributors: + s_ln_CD : 0.23271 + s_CL : 0.213384 + s_analysis_confidence : 0.207226 + s_CM : 0.103719 + s_Bot_Xtr : 0.0305471 + s_Top_Xtr : 0.0225022 + s_lower_bl_H_0 : 0.00332429 + s_lower_bl_ret_0 : 0.0030896 + s_upper_bl_H_31 : 0.00294316 + s_upper_bl_ret_0 : 0.0028789 +Epoch: 526 | Train Loss: 1.02313 | Test Loss: 1.02836 | analysis_confidence: 0.141189 | CL: 0.0318046 | ln_CD: 0.0607038 | CM: 0.00550826 | Top_Xtr: 0.0337602 | Bot_Xtr: 0.0402048 +Loss contributors: + s_ln_CD : 0.233461 + s_CL : 0.214222 + s_analysis_confidence : 0.206988 + s_CM : 0.10408 + s_Bot_Xtr : 0.0307023 + s_Top_Xtr : 0.0226968 + s_lower_bl_H_0 : 0.00331595 + s_lower_bl_ret_0 : 0.00308667 + s_upper_bl_H_31 : 0.00294202 + s_upper_bl_ret_0 : 0.00286911 +Epoch: 527 | Train Loss: 1.02289 | Test Loss: 1.0219 | analysis_confidence: 0.141585 | CL: 0.0314434 | ln_CD: 0.0599706 | CM: 0.00550259 | Top_Xtr: 0.0333308 | Bot_Xtr: 0.0399229 +Loss contributors: + s_ln_CD : 0.230656 + s_CL : 0.21182 + s_analysis_confidence : 0.207291 + s_CM : 0.103876 + s_Bot_Xtr : 0.0304924 + s_Top_Xtr : 0.0224089 + s_lower_bl_H_0 : 0.00332979 + s_lower_bl_ret_0 : 0.00309235 + s_upper_bl_H_31 : 0.00293695 + s_upper_bl_ret_0 : 0.00287173 +Epoch: 528 | Train Loss: 1.02273 | Test Loss: 1.02741 | analysis_confidence: 0.140738 | CL: 0.0321253 | ln_CD: 0.0603412 | CM: 0.00548733 | Top_Xtr: 0.0335653 | Bot_Xtr: 0.0402749 +Loss contributors: + s_ln_CD : 0.231681 + s_CL : 0.216408 + s_analysis_confidence : 0.206969 + s_CM : 0.103587 + s_Bot_Xtr : 0.0306156 + s_Top_Xtr : 0.0225012 + s_lower_bl_H_0 : 0.00332633 + s_lower_bl_ret_0 : 0.00309531 + s_upper_bl_H_31 : 0.00292533 + s_upper_bl_ret_0 : 0.00288212 +Epoch: 529 | Train Loss: 1.02267 | Test Loss: 1.02371 | analysis_confidence: 0.140552 | CL: 0.0313231 | ln_CD: 0.0608511 | CM: 0.00547404 | Top_Xtr: 0.033602 | Bot_Xtr: 0.0401665 +Loss contributors: + s_ln_CD : 0.23349 + s_CL : 0.211367 + s_analysis_confidence : 0.20699 + s_CM : 0.103322 + s_Bot_Xtr : 0.0305742 + s_Top_Xtr : 0.0225435 + s_lower_bl_H_0 : 0.00332087 + s_lower_bl_ret_0 : 0.00308673 + s_upper_bl_H_31 : 0.00293436 + s_upper_bl_ret_0 : 0.00286941 +Epoch: 530 | Train Loss: 1.02266 | Test Loss: 1.02129 | analysis_confidence: 0.140883 | CL: 0.0313846 | ln_CD: 0.0600785 | CM: 0.00545586 | Top_Xtr: 0.033338 | Bot_Xtr: 0.0399893 +Loss contributors: + s_ln_CD : 0.231172 + s_CL : 0.211533 + s_analysis_confidence : 0.207044 + s_CM : 0.102914 + s_Bot_Xtr : 0.0305439 + s_Top_Xtr : 0.0224045 + s_lower_bl_H_0 : 0.00331131 + s_lower_bl_ret_0 : 0.00308801 + s_upper_bl_H_31 : 0.00291793 + s_upper_bl_ret_0 : 0.00287313 +Epoch: 531 | Train Loss: 1.02249 | Test Loss: 1.0246 | analysis_confidence: 0.142125 | CL: 0.0315666 | ln_CD: 0.0599827 | CM: 0.00549656 | Top_Xtr: 0.03349 | Bot_Xtr: 0.0400937 +Loss contributors: + s_ln_CD : 0.231249 + s_CL : 0.213255 + s_analysis_confidence : 0.20754 + s_CM : 0.103795 + s_Bot_Xtr : 0.0305403 + s_Top_Xtr : 0.0225261 + s_lower_bl_H_0 : 0.00333652 + s_lower_bl_ret_0 : 0.00309134 + s_upper_bl_H_31 : 0.00294168 + s_upper_bl_ret_0 : 0.00288344 +Epoch: 532 | Train Loss: 1.02234 | Test Loss: 1.02113 | analysis_confidence: 0.140774 | CL: 0.0314379 | ln_CD: 0.0599583 | CM: 0.00547886 | Top_Xtr: 0.0336155 | Bot_Xtr: 0.0401895 +Loss contributors: + s_ln_CD : 0.230208 + s_CL : 0.21177 + s_analysis_confidence : 0.206883 + s_CM : 0.103379 + s_Bot_Xtr : 0.0305993 + s_Top_Xtr : 0.0225099 + s_lower_bl_H_0 : 0.00332668 + s_lower_bl_ret_0 : 0.00309424 + s_upper_bl_H_31 : 0.00292099 + s_upper_bl_ret_0 : 0.00287461 +Epoch: 533 | Train Loss: 1.02217 | Test Loss: 1.02094 | analysis_confidence: 0.141914 | CL: 0.0314442 | ln_CD: 0.0598372 | CM: 0.00550445 | Top_Xtr: 0.0335465 | Bot_Xtr: 0.0400437 +Loss contributors: + s_ln_CD : 0.230052 + s_CL : 0.211796 + s_analysis_confidence : 0.207078 + s_CM : 0.103925 + s_Bot_Xtr : 0.0305378 + s_Top_Xtr : 0.0225262 + s_lower_bl_H_0 : 0.00333699 + s_lower_bl_ret_0 : 0.00309519 + s_upper_bl_H_31 : 0.0029273 + s_upper_bl_ret_0 : 0.00287433 +Epoch: 534 | Train Loss: 1.02216 | Test Loss: 1.02356 | analysis_confidence: 0.141455 | CL: 0.0317891 | ln_CD: 0.0596293 | CM: 0.00555451 | Top_Xtr: 0.0334622 | Bot_Xtr: 0.0400121 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s_analysis_confidence : 0.207255 + s_CM : 0.103661 + s_Bot_Xtr : 0.0304513 + s_Top_Xtr : 0.022414 + s_lower_bl_H_0 : 0.00333387 + s_lower_bl_ret_0 : 0.00309184 + s_upper_bl_H_31 : 0.00293451 + s_upper_bl_ret_0 : 0.0028794 +Epoch: 537 | Train Loss: 1.02169 | Test Loss: 1.02252 | analysis_confidence: 0.141 | CL: 0.0314295 | ln_CD: 0.060359 | CM: 0.00545661 | Top_Xtr: 0.0333477 | Bot_Xtr: 0.0399362 +Loss contributors: + s_ln_CD : 0.232254 + s_CL : 0.211829 + s_analysis_confidence : 0.207224 + s_CM : 0.102932 + s_Bot_Xtr : 0.0304915 + s_Top_Xtr : 0.0224347 + s_lower_bl_H_0 : 0.00332565 + s_lower_bl_ret_0 : 0.00309223 + s_upper_bl_H_31 : 0.00293462 + s_upper_bl_ret_0 : 0.00287726 +Epoch: 538 | Train Loss: 1.02168 | Test Loss: 1.02374 | analysis_confidence: 0.141473 | CL: 0.0313694 | ln_CD: 0.0609344 | CM: 0.00546483 | Top_Xtr: 0.033447 | Bot_Xtr: 0.0399809 +Loss contributors: + s_ln_CD : 0.234156 + s_CL : 0.211366 + s_analysis_confidence : 0.206941 + s_CM : 0.103063 + s_Bot_Xtr : 0.0304692 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0.00308672 + s_upper_bl_H_31 : 0.00292198 + s_upper_bl_ret_0 : 0.0028771 +Epoch: 541 | Train Loss: 1.02122 | Test Loss: 1.01962 | analysis_confidence: 0.141872 | CL: 0.0314284 | ln_CD: 0.0598864 | CM: 0.00545683 | Top_Xtr: 0.0333521 | Bot_Xtr: 0.0398583 +Loss contributors: + s_ln_CD : 0.230198 + s_CL : 0.211485 + s_analysis_confidence : 0.207112 + s_CM : 0.102928 + s_Bot_Xtr : 0.0304192 + s_Top_Xtr : 0.0224241 + s_lower_bl_H_0 : 0.00333454 + s_lower_bl_ret_0 : 0.00309229 + s_upper_bl_H_31 : 0.00292808 + s_upper_bl_ret_0 : 0.00288153 +Epoch: 542 | Train Loss: 1.02109 | Test Loss: 1.02079 | analysis_confidence: 0.141376 | CL: 0.0315866 | ln_CD: 0.0598712 | CM: 0.00547049 | Top_Xtr: 0.0334948 | Bot_Xtr: 0.0399952 +Loss contributors: + s_ln_CD : 0.22983 + s_CL : 0.212643 + s_analysis_confidence : 0.206961 + s_CM : 0.103233 + s_Bot_Xtr : 0.0304912 + s_Top_Xtr : 0.0224474 + s_lower_bl_H_0 : 0.00335042 + s_lower_bl_ret_0 : 0.00309537 + s_upper_bl_H_31 : 0.00290094 + s_upper_bl_ret_0 : 0.00287933 +Epoch: 543 | Train Loss: 1.02083 | Test Loss: 1.02098 | analysis_confidence: 0.140298 | CL: 0.0314931 | ln_CD: 0.0598807 | CM: 0.00546429 | Top_Xtr: 0.0334638 | Bot_Xtr: 0.0399415 +Loss contributors: + s_ln_CD : 0.230416 + s_CL : 0.212549 + s_analysis_confidence : 0.206868 + s_CM : 0.103108 + s_Bot_Xtr : 0.0304547 + s_Top_Xtr : 0.0224424 + s_lower_bl_H_0 : 0.00331567 + s_lower_bl_ret_0 : 0.00308837 + s_upper_bl_H_31 : 0.00293105 + s_upper_bl_ret_0 : 0.00287442 +Epoch: 544 | Train Loss: 1.0208 | Test Loss: 1.02555 | analysis_confidence: 0.141787 | CL: 0.0315448 | ln_CD: 0.0610601 | CM: 0.00549098 | Top_Xtr: 0.0333883 | Bot_Xtr: 0.0399701 +Loss contributors: + s_ln_CD : 0.234292 + s_CL : 0.212584 + s_analysis_confidence : 0.206901 + s_CM : 0.103652 + s_Bot_Xtr : 0.0304702 + s_Top_Xtr : 0.0224054 + s_lower_bl_H_0 : 0.00333593 + s_lower_bl_ret_0 : 0.00310473 + s_upper_bl_H_31 : 0.00292996 + s_upper_bl_ret_0 : 0.00287804 +Epoch: 545 | Train Loss: 1.02067 | Test Loss: 1.02334 | analysis_confidence: 0.142181 | CL: 0.0314483 | ln_CD: 0.0604409 | CM: 0.00552872 | Top_Xtr: 0.0334499 | Bot_Xtr: 0.0400809 +Loss contributors: + s_ln_CD : 0.231862 + s_CL : 0.211989 + s_analysis_confidence : 0.207003 + s_CM : 0.104407 + s_Bot_Xtr : 0.0304775 + s_Top_Xtr : 0.022398 + s_lower_bl_H_0 : 0.00334197 + s_lower_bl_ret_0 : 0.00309429 + s_upper_bl_H_31 : 0.0029223 + s_upper_bl_ret_0 : 0.00287729 +Epoch: 546 | Train Loss: 1.02058 | Test Loss: 1.02656 | analysis_confidence: 0.140066 | CL: 0.0315429 | ln_CD: 0.0619176 | CM: 0.00545298 | Top_Xtr: 0.0333184 | Bot_Xtr: 0.0398498 +Loss contributors: + s_ln_CD : 0.236369 + s_CL : 0.212455 + s_analysis_confidence : 0.206895 + s_CM : 0.102845 + s_Bot_Xtr : 0.0304083 + s_Top_Xtr : 0.0223924 + s_lower_bl_H_0 : 0.00333029 + s_lower_bl_ret_0 : 0.00309735 + s_upper_bl_H_31 : 0.00292479 + s_upper_bl_ret_0 : 0.00287772 +Epoch: 547 | Train Loss: 1.0205 | Test Loss: 1.01874 | analysis_confidence: 0.14203 | CL: 0.0313856 | ln_CD: 0.0596659 | CM: 0.00547518 | Top_Xtr: 0.0333057 | Bot_Xtr: 0.0398978 +Loss contributors: + s_ln_CD : 0.229441 + s_CL : 0.211338 + s_analysis_confidence : 0.206896 + s_CM : 0.103313 + s_Bot_Xtr : 0.0304114 + s_Top_Xtr : 0.0223052 + s_lower_bl_H_0 : 0.00334052 + s_lower_bl_ret_0 : 0.0030959 + s_upper_bl_H_31 : 0.00291771 + s_upper_bl_ret_0 : 0.00287797 +Epoch: 548 | Train Loss: 1.02028 | Test Loss: 1.02074 | analysis_confidence: 0.13941 | CL: 0.0314103 | ln_CD: 0.0600337 | CM: 0.00552705 | Top_Xtr: 0.0334235 | Bot_Xtr: 0.039936 +Loss contributors: + s_ln_CD : 0.230268 + s_CL : 0.211401 + s_analysis_confidence : 0.206888 + s_CM : 0.104368 + s_Bot_Xtr : 0.0304418 + s_Top_Xtr : 0.0224008 + s_lower_bl_H_0 : 0.00334513 + s_lower_bl_ret_0 : 0.00308995 + s_upper_bl_H_31 : 0.002931 + s_upper_bl_ret_0 : 0.00288181 +Epoch: 549 | Train Loss: 1.02019 | Test Loss: 1.0276 | analysis_confidence: 0.140685 | CL: 0.0313978 | ln_CD: 0.0622482 | CM: 0.00546415 | Top_Xtr: 0.0333159 | Bot_Xtr: 0.0399025 +Loss contributors: + s_ln_CD : 0.238344 + s_CL : 0.211475 + s_analysis_confidence : 0.206957 + s_CM : 0.103109 + s_Bot_Xtr : 0.0304065 + s_Top_Xtr : 0.022369 + s_lower_bl_H_0 : 0.00334731 + s_lower_bl_ret_0 : 0.00309556 + s_upper_bl_H_31 : 0.00293007 + s_upper_bl_ret_0 : 0.00287846 +Epoch: 550 | Train Loss: 1.02011 | Test Loss: 1.02335 | analysis_confidence: 0.142163 | CL: 0.031956 | ln_CD: 0.0598929 | CM: 0.00549504 | Top_Xtr: 0.033463 | Bot_Xtr: 0.0400148 +Loss contributors: + s_ln_CD : 0.230066 + s_CL : 0.214903 + s_analysis_confidence : 0.206804 + s_CM : 0.103726 + s_Bot_Xtr : 0.0304415 + s_Top_Xtr : 0.0224525 + s_lower_bl_H_0 : 0.00334549 + s_lower_bl_ret_0 : 0.0030957 + s_upper_bl_H_31 : 0.00294845 + s_upper_bl_ret_0 : 0.00287667 +Epoch: 551 | Train Loss: 1.01994 | Test Loss: 1.01981 | analysis_confidence: 0.141232 | CL: 0.0317462 | ln_CD: 0.0596181 | CM: 0.00546638 | Top_Xtr: 0.0334507 | Bot_Xtr: 0.0398667 +Loss contributors: + s_ln_CD : 0.229044 + s_CL : 0.213325 + s_analysis_confidence : 0.20684 + s_CM : 0.103132 + s_Bot_Xtr : 0.0303655 + s_Top_Xtr : 0.0223859 + s_lower_bl_H_0 : 0.00334943 + s_lower_bl_ret_0 : 0.00309214 + s_upper_bl_H_31 : 0.00291482 + s_upper_bl_ret_0 : 0.0028792 +Epoch: 552 | Train Loss: 1.01975 | Test Loss: 1.01962 | analysis_confidence: 0.14012 | CL: 0.0313457 | ln_CD: 0.0601982 | CM: 0.0054565 | Top_Xtr: 0.0333769 | Bot_Xtr: 0.0400655 +Loss contributors: + s_ln_CD : 0.231004 + s_CL : 0.211247 + s_analysis_confidence : 0.2067 + s_CM : 0.102943 + s_Bot_Xtr : 0.0304817 + s_Top_Xtr : 0.0223848 + s_lower_bl_H_0 : 0.00335048 + s_lower_bl_ret_0 : 0.00309271 + s_upper_bl_H_31 : 0.00292339 + s_upper_bl_ret_0 : 0.00287676 +Epoch: 553 | Train Loss: 1.01973 | Test Loss: 1.02348 | analysis_confidence: 0.142211 | CL: 0.0316681 | ln_CD: 0.0603991 | CM: 0.00548353 | Top_Xtr: 0.0333399 | Bot_Xtr: 0.0397674 +Loss contributors: + s_ln_CD : 0.231934 + s_CL : 0.21334 + s_analysis_confidence : 0.206974 + s_CM : 0.103479 + s_Bot_Xtr : 0.0303216 + s_Top_Xtr : 0.0223339 + s_lower_bl_H_0 : 0.00335427 + s_lower_bl_ret_0 : 0.00309763 + s_upper_bl_H_31 : 0.0029087 + s_upper_bl_ret_0 : 0.00288816 +Epoch: 554 | Train Loss: 1.01961 | Test Loss: 1.02068 | analysis_confidence: 0.140833 | CL: 0.0314198 | ln_CD: 0.060244 | CM: 0.0054702 | Top_Xtr: 0.0332594 | Bot_Xtr: 0.039833 +Loss contributors: + s_ln_CD : 0.231761 + s_CL : 0.211239 + s_analysis_confidence : 0.206941 + s_CM : 0.103227 + s_Bot_Xtr : 0.0303516 + s_Top_Xtr : 0.0222923 + s_lower_bl_H_0 : 0.0033496 + s_lower_bl_ret_0 : 0.00309539 + s_upper_bl_H_31 : 0.00291421 + s_upper_bl_ret_0 : 0.0028826 +Epoch: 555 | Train Loss: 1.01953 | Test Loss: 1.02031 | analysis_confidence: 0.140313 | CL: 0.031448 | ln_CD: 0.0600245 | CM: 0.00546208 | Top_Xtr: 0.0332884 | Bot_Xtr: 0.0398158 +Loss contributors: + s_ln_CD : 0.231088 + s_CL : 0.211842 + s_analysis_confidence : 0.206917 + s_CM : 0.103061 + s_Bot_Xtr : 0.030388 + s_Top_Xtr : 0.0223523 + s_lower_bl_H_0 : 0.00334777 + s_lower_bl_ret_0 : 0.00309173 + s_upper_bl_H_31 : 0.00290413 + s_upper_bl_ret_0 : 0.00288319 +Epoch: 556 | Train Loss: 1.01933 | Test Loss: 1.0315 | analysis_confidence: 0.141937 | CL: 0.0327626 | ln_CD: 0.0602248 | CM: 0.00555268 | Top_Xtr: 0.0333788 | Bot_Xtr: 0.0399821 +Loss contributors: + s_ln_CD : 0.231568 + s_CL : 0.220099 + s_analysis_confidence : 0.207054 + s_CM : 0.104861 + s_Bot_Xtr : 0.0304533 + s_Top_Xtr : 0.0223996 + s_lower_bl_H_0 : 0.00334442 + s_lower_bl_ret_0 : 0.0030991 + s_upper_bl_H_31 : 0.00292091 + s_upper_bl_ret_0 : 0.00287909 +Epoch: 557 | Train Loss: 1.01929 | Test Loss: 1.0201 | analysis_confidence: 0.142751 | CL: 0.0313376 | ln_CD: 0.0603708 | CM: 0.0054655 | Top_Xtr: 0.0333884 | Bot_Xtr: 0.0399536 +Loss contributors: + s_ln_CD : 0.231391 + s_CL : 0.211337 + s_analysis_confidence : 0.206899 + s_CM : 0.103087 + s_Bot_Xtr : 0.0303988 + s_Top_Xtr : 0.0223453 + s_lower_bl_H_0 : 0.00334121 + s_lower_bl_ret_0 : 0.0031039 + s_upper_bl_H_31 : 0.00290317 + s_upper_bl_ret_0 : 0.00287501 +Epoch: 558 | Train Loss: 1.01913 | Test Loss: 1.02233 | analysis_confidence: 0.140262 | CL: 0.0314358 | ln_CD: 0.0602589 | CM: 0.00555074 | Top_Xtr: 0.0334227 | Bot_Xtr: 0.039954 +Loss contributors: + s_ln_CD : 0.231291 + s_CL : 0.211767 + s_analysis_confidence : 0.206806 + s_CM : 0.104861 + s_Bot_Xtr : 0.0303779 + s_Top_Xtr : 0.0223521 + s_lower_bl_H_0 : 0.00335308 + s_lower_bl_ret_0 : 0.00310021 + s_upper_bl_H_31 : 0.00290832 + s_upper_bl_ret_0 : 0.00288567 +Epoch: 559 | Train Loss: 1.01899 | Test Loss: 1.0183 | analysis_confidence: 0.141726 | CL: 0.0314139 | ln_CD: 0.0598071 | CM: 0.00548479 | Top_Xtr: 0.0333866 | Bot_Xtr: 0.0398481 +Loss contributors: + s_ln_CD : 0.229493 + s_CL : 0.211265 + s_analysis_confidence : 0.20676 + s_CM : 0.103484 + s_Bot_Xtr : 0.0303523 + s_Top_Xtr : 0.0223802 + s_lower_bl_H_0 : 0.00335681 + s_lower_bl_ret_0 : 0.00309411 + s_upper_bl_H_31 : 0.00291137 + s_upper_bl_ret_0 : 0.00287742 +Epoch: 560 | Train Loss: 1.01882 | Test Loss: 1.02327 | analysis_confidence: 0.140084 | CL: 0.0316606 | ln_CD: 0.0602195 | CM: 0.00549917 | Top_Xtr: 0.0334696 | Bot_Xtr: 0.0399427 +Loss contributors: + s_ln_CD : 0.231321 + s_CL : 0.213678 + s_analysis_confidence : 0.20684 + s_CM : 0.103907 + s_Bot_Xtr : 0.030436 + s_Top_Xtr : 0.0224556 + s_lower_bl_H_0 : 0.00335669 + s_lower_bl_ret_0 : 0.00309175 + s_upper_bl_H_31 : 0.00292202 + s_upper_bl_ret_0 : 0.00287798 +Epoch: 561 | Train Loss: 1.01872 | Test Loss: 1.02482 | analysis_confidence: 0.141044 | CL: 0.0317098 | ln_CD: 0.06078 | CM: 0.00550998 | Top_Xtr: 0.033441 | Bot_Xtr: 0.0398406 +Loss contributors: + s_ln_CD : 0.233374 + s_CL : 0.213106 + s_analysis_confidence : 0.206834 + s_CM : 0.103952 + s_Bot_Xtr : 0.0303227 + s_Top_Xtr : 0.0223419 + s_lower_bl_H_0 : 0.00335762 + s_lower_bl_ret_0 : 0.00309719 + s_upper_bl_H_31 : 0.00291427 + s_upper_bl_ret_0 : 0.00288595 +Epoch: 562 | Train Loss: 1.01862 | Test Loss: 1.01804 | analysis_confidence: 0.141382 | CL: 0.0313024 | ln_CD: 0.0601259 | CM: 0.00545703 | Top_Xtr: 0.0331406 | Bot_Xtr: 0.0397809 +Loss contributors: + s_ln_CD : 0.23042 + s_CL : 0.210812 + s_analysis_confidence : 0.206834 + s_CM : 0.102956 + s_Bot_Xtr : 0.0303039 + s_Top_Xtr : 0.0222161 + s_lower_bl_H_0 : 0.00334905 + s_lower_bl_ret_0 : 0.0031001 + s_upper_bl_H_31 : 0.00290788 + s_upper_bl_ret_0 : 0.00288019 +Epoch: 563 | Train Loss: 1.01849 | Test Loss: 1.01969 | analysis_confidence: 0.141538 | CL: 0.0313405 | ln_CD: 0.0605262 | CM: 0.00545964 | Top_Xtr: 0.0332456 | Bot_Xtr: 0.0397682 +Loss contributors: + s_ln_CD : 0.231851 + s_CL : 0.210928 + s_analysis_confidence : 0.206655 + s_CM : 0.103008 + s_Bot_Xtr : 0.0303124 + s_Top_Xtr : 0.0223062 + s_lower_bl_H_0 : 0.00335506 + s_lower_bl_ret_0 : 0.0030998 + s_upper_bl_H_31 : 0.00291308 + s_upper_bl_ret_0 : 0.00288161 +Epoch: 564 | Train Loss: 1.01842 | Test Loss: 1.02133 | analysis_confidence: 0.140275 | CL: 0.0314066 | ln_CD: 0.0606041 | CM: 0.00547521 | Top_Xtr: 0.0333741 | Bot_Xtr: 0.0399755 +Loss contributors: + s_ln_CD : 0.232861 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s_Bot_Xtr : 0.0302497 + s_Top_Xtr : 0.0222239 + s_lower_bl_H_0 : 0.00337121 + s_lower_bl_ret_0 : 0.0030944 + s_upper_bl_H_31 : 0.00290964 + s_upper_bl_ret_0 : 0.00287989 +Epoch: 567 | Train Loss: 1.01812 | Test Loss: 1.02116 | analysis_confidence: 0.141284 | CL: 0.0316212 | ln_CD: 0.0605436 | CM: 0.00547147 | Top_Xtr: 0.0333617 | Bot_Xtr: 0.0398151 +Loss contributors: + s_ln_CD : 0.231493 + s_CL : 0.212695 + s_analysis_confidence : 0.206691 + s_CM : 0.103239 + s_Bot_Xtr : 0.0303186 + s_Top_Xtr : 0.0223376 + s_lower_bl_H_0 : 0.00335393 + s_lower_bl_ret_0 : 0.003101 + s_upper_bl_H_31 : 0.00289408 + s_upper_bl_ret_0 : 0.00287441 +Epoch: 568 | Train Loss: 1.01789 | Test Loss: 1.02224 | analysis_confidence: 0.142098 | CL: 0.0313362 | ln_CD: 0.0611297 | CM: 0.00543585 | Top_Xtr: 0.0331585 | Bot_Xtr: 0.0397966 +Loss contributors: + s_ln_CD : 0.234482 + s_CL : 0.210917 + s_analysis_confidence : 0.207015 + s_CM : 0.102408 + s_Bot_Xtr : 0.0303424 + s_Top_Xtr : 0.0222323 + s_lower_bl_H_0 : 0.00335864 + s_lower_bl_ret_0 : 0.0030991 + s_upper_bl_H_31 : 0.00289816 + s_upper_bl_ret_0 : 0.00288112 +Epoch: 569 | Train Loss: 1.01782 | Test Loss: 1.02218 | analysis_confidence: 0.140799 | CL: 0.0315225 | ln_CD: 0.0608683 | CM: 0.00547689 | Top_Xtr: 0.0331733 | Bot_Xtr: 0.0396953 +Loss contributors: + s_ln_CD : 0.232788 + s_CL : 0.212384 + s_analysis_confidence : 0.206745 + s_CM : 0.103313 + s_Bot_Xtr : 0.03028 + s_Top_Xtr : 0.0222562 + s_lower_bl_H_0 : 0.00336744 + s_lower_bl_ret_0 : 0.00309987 + s_upper_bl_H_31 : 0.00290895 + s_upper_bl_ret_0 : 0.00287664 +Epoch: 570 | Train Loss: 1.01763 | Test Loss: 1.01632 | analysis_confidence: 0.140332 | CL: 0.0313108 | ln_CD: 0.0596361 | CM: 0.00546167 | Top_Xtr: 0.0332531 | Bot_Xtr: 0.0397309 +Loss contributors: + s_ln_CD : 0.22879 + s_CL : 0.211046 + s_analysis_confidence : 0.206605 + s_CM : 0.102993 + s_Bot_Xtr : 0.0302869 + s_Top_Xtr : 0.0222471 + s_lower_bl_H_0 : 0.00336427 + s_lower_bl_ret_0 : 0.00309298 + s_upper_bl_H_31 : 0.00292627 + s_upper_bl_ret_0 : 0.00287565 +Epoch: 571 | Train Loss: 1.01767 | Test Loss: 1.01792 | analysis_confidence: 0.140482 | CL: 0.0315356 | ln_CD: 0.0596109 | CM: 0.0054558 | Top_Xtr: 0.0335252 | Bot_Xtr: 0.0399281 +Loss contributors: + s_ln_CD : 0.229 + s_CL : 0.212101 + s_analysis_confidence : 0.206671 + s_CM : 0.102913 + s_Bot_Xtr : 0.0303358 + s_Top_Xtr : 0.0223756 + s_lower_bl_H_0 : 0.00335746 + s_lower_bl_ret_0 : 0.00309868 + s_upper_bl_H_31 : 0.00293123 + s_upper_bl_ret_0 : 0.00287199 +Epoch: 572 | Train Loss: 1.01742 | Test Loss: 1.0215 | analysis_confidence: 0.141334 | CL: 0.0315707 | ln_CD: 0.0603879 | CM: 0.00549431 | Top_Xtr: 0.0332312 | Bot_Xtr: 0.039688 +Loss contributors: + s_ln_CD : 0.231697 + s_CL : 0.212546 + s_analysis_confidence : 0.206797 + s_CM : 0.103706 + s_Bot_Xtr : 0.0301951 + s_Top_Xtr : 0.022258 + s_lower_bl_H_0 : 0.00335982 + s_lower_bl_ret_0 : 0.003098 + s_upper_bl_H_31 : 0.00290904 + s_upper_bl_ret_0 : 0.00287891 +Epoch: 573 | Train Loss: 1.01729 | Test Loss: 1.01838 | analysis_confidence: 0.140895 | CL: 0.0312956 | ln_CD: 0.0602019 | CM: 0.00543271 | Top_Xtr: 0.033701 | Bot_Xtr: 0.0403245 +Loss contributors: + s_ln_CD : 0.230559 + s_CL : 0.210971 + s_analysis_confidence : 0.206847 + s_CM : 0.102436 + s_Bot_Xtr : 0.0304867 + s_Top_Xtr : 0.0224689 + s_lower_bl_H_0 : 0.00336554 + s_lower_bl_ret_0 : 0.00311132 + s_upper_bl_H_31 : 0.00289891 + s_upper_bl_ret_0 : 0.00287748 +Epoch: 574 | Train Loss: 1.01728 | Test Loss: 1.01775 | analysis_confidence: 0.140879 | CL: 0.0313166 | ln_CD: 0.0600817 | CM: 0.00545797 | Top_Xtr: 0.0331594 | Bot_Xtr: 0.0397362 +Loss contributors: + s_ln_CD : 0.230132 + s_CL : 0.210983 + s_analysis_confidence : 0.206833 + s_CM : 0.102938 + s_Bot_Xtr : 0.0302335 + s_Top_Xtr : 0.0221745 + s_lower_bl_H_0 : 0.0033631 + s_lower_bl_ret_0 : 0.00309691 + s_upper_bl_H_31 : 0.00290329 + s_upper_bl_ret_0 : 0.00288035 +Epoch: 575 | Train Loss: 1.01704 | Test Loss: 1.01515 | analysis_confidence: 0.139986 | CL: 0.0312186 | ln_CD: 0.0597668 | CM: 0.00543839 | Top_Xtr: 0.0331419 | Bot_Xtr: 0.0397185 +Loss contributors: + s_ln_CD : 0.229076 + s_CL : 0.210283 + s_analysis_confidence : 0.206636 + s_CM : 0.1025 + s_Bot_Xtr : 0.0302777 + s_Top_Xtr : 0.0222057 + s_lower_bl_H_0 : 0.00336189 + s_lower_bl_ret_0 : 0.00310053 + s_upper_bl_H_31 : 0.00288524 + s_upper_bl_ret_0 : 0.00287847 +Epoch: 576 | Train Loss: 1.01695 | Test Loss: 1.01624 | analysis_confidence: 0.14081 | CL: 0.0312831 | ln_CD: 0.0601792 | CM: 0.00542658 | Top_Xtr: 0.0332101 | Bot_Xtr: 0.0397754 +Loss contributors: + s_ln_CD : 0.230425 + s_CL : 0.210322 + s_analysis_confidence : 0.206586 + s_CM : 0.102275 + s_Bot_Xtr : 0.0302252 + s_Top_Xtr : 0.0221835 + s_lower_bl_H_0 : 0.00337033 + s_lower_bl_ret_0 : 0.00309437 + s_upper_bl_H_31 : 0.00290139 + s_upper_bl_ret_0 : 0.00287943 +Epoch: 577 | Train Loss: 1.0169 | Test Loss: 1.02375 | analysis_confidence: 0.140767 | CL: 0.0320551 | ln_CD: 0.0605994 | CM: 0.00547551 | Top_Xtr: 0.033227 | Bot_Xtr: 0.0397088 +Loss contributors: + s_ln_CD : 0.231725 + s_CL : 0.215251 + s_analysis_confidence : 0.207079 + s_CM : 0.103329 + s_Bot_Xtr : 0.0302435 + s_Top_Xtr : 0.0221945 + s_lower_bl_H_0 : 0.00337318 + s_lower_bl_ret_0 : 0.00309769 + s_upper_bl_H_31 : 0.00289896 + s_upper_bl_ret_0 : 0.00288184 +Epoch: 578 | Train Loss: 1.01675 | Test Loss: 1.01482 | analysis_confidence: 0.140706 | CL: 0.0311921 | ln_CD: 0.0597522 | CM: 0.00545217 | Top_Xtr: 0.033221 | Bot_Xtr: 0.0397254 +Loss contributors: + s_ln_CD : 0.228892 + s_CL : 0.210005 + s_analysis_confidence : 0.206614 + s_CM : 0.102839 + s_Bot_Xtr : 0.0301584 + s_Top_Xtr : 0.0222008 + s_lower_bl_H_0 : 0.00335963 + s_lower_bl_ret_0 : 0.00309588 + s_upper_bl_H_31 : 0.00289779 + s_upper_bl_ret_0 : 0.00287862 +Epoch: 579 | Train Loss: 1.01668 | Test Loss: 1.02844 | analysis_confidence: 0.141034 | CL: 0.0312628 | ln_CD: 0.0636206 | CM: 0.00546337 | Top_Xtr: 0.0332278 | Bot_Xtr: 0.039621 +Loss contributors: + s_ln_CD : 0.241441 + s_CL : 0.21067 + s_analysis_confidence : 0.206559 + s_CM : 0.103019 + s_Bot_Xtr : 0.0301755 + s_Top_Xtr : 0.0222305 + s_lower_bl_H_0 : 0.00337616 + s_lower_bl_ret_0 : 0.00310305 + s_upper_bl_H_31 : 0.00291144 + s_upper_bl_ret_0 : 0.00287612 +Epoch: 580 | Train Loss: 1.01657 | Test Loss: 1.01716 | analysis_confidence: 0.139795 | CL: 0.0314235 | ln_CD: 0.0600734 | CM: 0.00544054 | Top_Xtr: 0.0331783 | Bot_Xtr: 0.0397341 +Loss contributors: + s_ln_CD : 0.230257 + s_CL : 0.211287 + s_analysis_confidence : 0.206518 + s_CM : 0.102562 + s_Bot_Xtr : 0.0301897 + s_Top_Xtr : 0.0222004 + s_lower_bl_H_0 : 0.00337556 + s_lower_bl_ret_0 : 0.00310253 + s_upper_bl_H_31 : 0.0028863 + s_upper_bl_ret_0 : 0.002882 +Epoch: 581 | Train Loss: 1.01642 | Test Loss: 1.01998 | analysis_confidence: 0.140394 | CL: 0.0315369 | ln_CD: 0.0600472 | CM: 0.00555245 | Top_Xtr: 0.0332343 | Bot_Xtr: 0.0396935 +Loss contributors: + s_ln_CD : 0.230444 + s_CL : 0.211692 + s_analysis_confidence : 0.206614 + s_CM : 0.104716 + s_Bot_Xtr : 0.0301833 + s_Top_Xtr : 0.022217 + s_lower_bl_H_0 : 0.00336973 + s_lower_bl_ret_0 : 0.0030981 + s_upper_bl_H_31 : 0.00290682 + s_upper_bl_ret_0 : 0.0028777 +Epoch: 582 | Train Loss: 1.01623 | Test Loss: 1.01587 | analysis_confidence: 0.140416 | CL: 0.0311844 | ln_CD: 0.0600714 | CM: 0.00544117 | Top_Xtr: 0.0331884 | Bot_Xtr: 0.0395791 +Loss contributors: + s_ln_CD : 0.230497 + s_CL : 0.209958 + s_analysis_confidence : 0.206709 + s_CM : 0.102605 + s_Bot_Xtr : 0.0301017 + s_Top_Xtr : 0.0221473 + s_lower_bl_H_0 : 0.0033701 + s_lower_bl_ret_0 : 0.00309435 + s_upper_bl_H_31 : 0.00288789 + s_upper_bl_ret_0 : 0.00287264 +Epoch: 583 | Train Loss: 1.01615 | Test Loss: 1.01882 | analysis_confidence: 0.142236 | CL: 0.0316187 | ln_CD: 0.0596921 | CM: 0.00551922 | Top_Xtr: 0.0331271 | Bot_Xtr: 0.0396404 +Loss contributors: + s_ln_CD : 0.228723 + s_CL : 0.212675 + s_analysis_confidence : 0.206855 + s_CM : 0.104243 + s_Bot_Xtr : 0.03013 + s_Top_Xtr : 0.0221851 + s_lower_bl_H_0 : 0.00337265 + s_lower_bl_ret_0 : 0.00309874 + s_upper_bl_ret_0 : 0.00288419 + s_upper_bl_H_31 : 0.00288095 +Epoch: 584 | Train Loss: 1.01611 | Test Loss: 1.01642 | analysis_confidence: 0.14125 | CL: 0.0312042 | ln_CD: 0.0598018 | CM: 0.00548408 | Top_Xtr: 0.0333415 | Bot_Xtr: 0.0399549 +Loss contributors: + s_ln_CD : 0.229602 + s_CL : 0.209919 + s_analysis_confidence : 0.206598 + s_CM : 0.10347 + s_Bot_Xtr : 0.0303028 + s_Top_Xtr : 0.0222433 + s_lower_bl_H_0 : 0.00337801 + s_lower_bl_ret_0 : 0.00309591 + s_upper_bl_H_31 : 0.0028935 + s_upper_bl_ret_0 : 0.00288008 +Epoch: 585 | Train Loss: 1.01589 | Test Loss: 1.02325 | analysis_confidence: 0.142845 | CL: 0.0312972 | ln_CD: 0.0619186 | CM: 0.00545242 | Top_Xtr: 0.0331686 | Bot_Xtr: 0.039718 +Loss contributors: + s_ln_CD : 0.236635 + s_CL : 0.21062 + s_analysis_confidence : 0.206944 + s_CM : 0.102841 + s_Bot_Xtr : 0.0301992 + s_Top_Xtr : 0.0221759 + s_lower_bl_H_0 : 0.00337451 + s_lower_bl_ret_0 : 0.00309569 + s_upper_bl_H_31 : 0.0028798 + s_upper_bl_ret_0 : 0.00287535 +Epoch: 586 | Train Loss: 1.01587 | Test Loss: 1.01744 | analysis_confidence: 0.139702 | CL: 0.0312783 | ln_CD: 0.0605177 | CM: 0.00547269 | Top_Xtr: 0.0331508 | Bot_Xtr: 0.039562 +Loss contributors: + s_ln_CD : 0.231189 + s_CL : 0.210109 + s_analysis_confidence : 0.206917 + s_CM : 0.103173 + s_Bot_Xtr : 0.0301129 + s_Top_Xtr : 0.0221453 + s_lower_bl_H_0 : 0.00337891 + s_lower_bl_ret_0 : 0.00310226 + s_upper_bl_H_31 : 0.00288779 + s_upper_bl_ret_0 : 0.00287898 +Epoch: 587 | Train Loss: 1.01561 | Test Loss: 1.01863 | analysis_confidence: 0.14135 | CL: 0.0314783 | ln_CD: 0.0601235 | CM: 0.00548394 | Top_Xtr: 0.0331271 | Bot_Xtr: 0.0396812 +Loss contributors: + s_ln_CD : 0.230489 + s_CL : 0.211613 + s_analysis_confidence : 0.206637 + s_CM : 0.103354 + s_Bot_Xtr : 0.0301756 + s_Top_Xtr : 0.0221474 + s_lower_bl_H_0 : 0.00336865 + s_lower_bl_ret_0 : 0.00309528 + s_upper_bl_H_31 : 0.00289773 + s_upper_bl_ret_0 : 0.00287851 +Epoch: 588 | Train Loss: 1.01552 | Test Loss: 1.01935 | analysis_confidence: 0.139999 | CL: 0.0313114 | ln_CD: 0.0603295 | CM: 0.00546925 | Top_Xtr: 0.0333395 | Bot_Xtr: 0.0397431 +Loss contributors: + s_ln_CD : 0.232291 + s_CL : 0.210876 + s_analysis_confidence : 0.206606 + s_CM : 0.103214 + s_Bot_Xtr : 0.0302317 + s_Top_Xtr : 0.0223729 + s_lower_bl_H_0 : 0.00335754 + s_lower_bl_ret_0 : 0.00309745 + s_upper_bl_H_31 : 0.00290225 + s_upper_bl_ret_0 : 0.00287915 +Epoch: 589 | Train Loss: 1.01537 | Test Loss: 1.01537 | analysis_confidence: 0.141225 | CL: 0.0311957 | ln_CD: 0.060081 | CM: 0.00544223 | Top_Xtr: 0.0332549 | Bot_Xtr: 0.0396833 +Loss contributors: + s_ln_CD : 0.230135 + s_CL : 0.209746 + s_analysis_confidence : 0.206571 + s_CM : 0.102584 + s_Bot_Xtr : 0.0301396 + s_Top_Xtr : 0.0222134 + s_lower_bl_H_0 : 0.00338683 + s_lower_bl_ret_0 : 0.0030989 + s_upper_bl_ret_0 : 0.00288634 + s_upper_bl_H_31 : 0.00287607 +Epoch: 590 | Train Loss: 1.01537 | Test Loss: 1.01627 | analysis_confidence: 0.140321 | CL: 0.0316247 | ln_CD: 0.0595321 | CM: 0.00545783 | Top_Xtr: 0.0331726 | Bot_Xtr: 0.039638 +Loss contributors: + s_ln_CD : 0.22826 + s_CL : 0.212308 + s_analysis_confidence : 0.206477 + s_CM : 0.102912 + s_Bot_Xtr : 0.0301298 + s_Top_Xtr : 0.0221363 + s_lower_bl_H_0 : 0.00337621 + s_lower_bl_ret_0 : 0.00309954 + s_upper_bl_ret_0 : 0.00289147 + s_upper_bl_H_31 : 0.0028881 +Epoch: 591 | Train Loss: 1.01518 | Test Loss: 1.01951 | analysis_confidence: 0.141681 | CL: 0.0315433 | ln_CD: 0.0604041 | CM: 0.00549161 | Top_Xtr: 0.0331235 | Bot_Xtr: 0.039592 +Loss contributors: + s_ln_CD : 0.230918 + s_CL : 0.212046 + s_analysis_confidence : 0.206647 + s_CM : 0.103526 + s_Bot_Xtr : 0.0300791 + s_Top_Xtr : 0.0221301 + s_lower_bl_H_0 : 0.00337932 + s_lower_bl_ret_0 : 0.00310246 + s_upper_bl_H_31 : 0.00289738 + s_upper_bl_ret_0 : 0.00288409 +Epoch: 592 | Train Loss: 1.01508 | Test Loss: 1.01524 | analysis_confidence: 0.139727 | CL: 0.0312469 | ln_CD: 0.0597313 | CM: 0.00549014 | Top_Xtr: 0.0331247 | Bot_Xtr: 0.0395164 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s_analysis_confidence : 0.206678 + s_CM : 0.104572 + s_Bot_Xtr : 0.0300751 + s_Top_Xtr : 0.0221618 + s_lower_bl_H_0 : 0.00337366 + s_lower_bl_ret_0 : 0.0030984 + s_upper_bl_H_31 : 0.00289613 + s_upper_bl_ret_0 : 0.00287754 +Epoch: 595 | Train Loss: 1.01466 | Test Loss: 1.01919 | analysis_confidence: 0.141189 | CL: 0.0314227 | ln_CD: 0.0608094 | CM: 0.0054802 | Top_Xtr: 0.0331237 | Bot_Xtr: 0.0394989 +Loss contributors: + s_ln_CD : 0.232601 + s_CL : 0.211149 + s_analysis_confidence : 0.206491 + s_CM : 0.103433 + s_Bot_Xtr : 0.0300396 + s_Top_Xtr : 0.0221458 + s_lower_bl_H_0 : 0.00338795 + s_lower_bl_ret_0 : 0.00310965 + s_upper_bl_H_31 : 0.00289586 + s_upper_bl_ret_0 : 0.00287819 +Epoch: 596 | Train Loss: 1.01446 | Test Loss: 1.0161 | analysis_confidence: 0.14124 | CL: 0.0313485 | ln_CD: 0.0602576 | CM: 0.0054488 | Top_Xtr: 0.0331236 | Bot_Xtr: 0.0394663 +Loss contributors: + s_ln_CD : 0.23041 + s_CL : 0.210642 + s_analysis_confidence : 0.206543 + s_CM : 0.102746 + s_Bot_Xtr : 0.0299996 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: 0.00310351 + s_upper_bl_ret_0 : 0.00288022 + s_upper_bl_H_31 : 0.00286522 +Epoch: 599 | Train Loss: 1.01425 | Test Loss: 1.01425 | analysis_confidence: 0.139947 | CL: 0.031235 | ln_CD: 0.0599079 | CM: 0.00544196 | Top_Xtr: 0.0331911 | Bot_Xtr: 0.0395173 +Loss contributors: + s_ln_CD : 0.229553 + s_CL : 0.209942 + s_analysis_confidence : 0.206459 + s_CM : 0.102601 + s_Bot_Xtr : 0.0300389 + s_Top_Xtr : 0.0221499 + s_lower_bl_H_0 : 0.00336882 + s_lower_bl_ret_0 : 0.00309482 + s_upper_bl_H_31 : 0.00289641 + s_upper_bl_ret_0 : 0.00287192 +Epoch: 600 | Train Loss: 1.01404 | Test Loss: 1.01625 | analysis_confidence: 0.141185 | CL: 0.0316727 | ln_CD: 0.0594111 | CM: 0.00547904 | Top_Xtr: 0.0332513 | Bot_Xtr: 0.0396635 +Loss contributors: + s_ln_CD : 0.227945 + s_CL : 0.21247 + s_analysis_confidence : 0.206625 + s_CM : 0.103302 + s_Bot_Xtr : 0.0301037 + s_Top_Xtr : 0.0221772 + s_lower_bl_H_0 : 0.00338257 + s_lower_bl_ret_0 : 0.00309556 + s_upper_bl_H_31 : 0.00289425 + s_upper_bl_ret_0 : 0.00287147 +Epoch: 601 | Train Loss: 1.01405 | Test Loss: 1.01951 | analysis_confidence: 0.140228 | CL: 0.0313057 | ln_CD: 0.0609457 | CM: 0.00550474 | Top_Xtr: 0.0330955 | Bot_Xtr: 0.0394606 +Loss contributors: + s_ln_CD : 0.232849 + s_CL : 0.210439 + s_analysis_confidence : 0.206579 + s_CM : 0.103868 + s_Bot_Xtr : 0.030045 + s_Top_Xtr : 0.0221941 + s_lower_bl_H_0 : 0.00338345 + s_lower_bl_ret_0 : 0.00309788 + s_upper_bl_H_31 : 0.0028799 + s_upper_bl_ret_0 : 0.00287348 +Epoch: 602 | Train Loss: 1.01385 | Test Loss: 1.01278 | analysis_confidence: 0.141022 | CL: 0.0312544 | ln_CD: 0.0594001 | CM: 0.0054605 | Top_Xtr: 0.0330708 | Bot_Xtr: 0.039404 +Loss contributors: + s_ln_CD : 0.227448 + s_CL : 0.210314 + s_analysis_confidence : 0.206549 + s_CM : 0.10299 + s_Bot_Xtr : 0.0299813 + s_Top_Xtr : 0.0221118 + s_lower_bl_H_0 : 0.0033845 + s_lower_bl_ret_0 : 0.00310131 + s_upper_bl_H_31 : 0.00289096 + s_upper_bl_ret_0 : 0.00287294 +Epoch: 603 | Train Loss: 1.0136 | Test Loss: 1.01506 | analysis_confidence: 0.141461 | CL: 0.0314018 | ln_CD: 0.059522 | CM: 0.00546254 | Top_Xtr: 0.0333063 | Bot_Xtr: 0.0396875 +Loss contributors: + s_ln_CD : 0.2283 + s_CL : 0.211604 + s_analysis_confidence : 0.206582 + s_CM : 0.103044 + s_Bot_Xtr : 0.030103 + s_Top_Xtr : 0.0222103 + s_lower_bl_H_0 : 0.00337979 + s_lower_bl_ret_0 : 0.00309479 + s_upper_bl_ret_0 : 0.00287734 + s_upper_bl_H_31 : 0.00287363 +Epoch: 604 | Train Loss: 1.0136 | Test Loss: 1.0126 | analysis_confidence: 0.140633 | CL: 0.031181 | ln_CD: 0.0595119 | CM: 0.00544829 | Top_Xtr: 0.0329764 | Bot_Xtr: 0.0394624 +Loss contributors: + s_ln_CD : 0.227784 + s_CL : 0.209695 + s_analysis_confidence : 0.206743 + s_CM : 0.102703 + s_Bot_Xtr : 0.0300119 + s_Top_Xtr : 0.0220698 + s_lower_bl_H_0 : 0.00337872 + s_lower_bl_ret_0 : 0.00309905 + s_upper_bl_H_31 : 0.00289277 + s_upper_bl_ret_0 : 0.00287708 +Epoch: 605 | Train Loss: 1.01346 | Test Loss: 1.01857 | analysis_confidence: 0.140144 | CL: 0.0317781 | ln_CD: 0.0601993 | CM: 0.00543707 | Top_Xtr: 0.0331158 | Bot_Xtr: 0.0395366 +Loss contributors: + s_ln_CD : 0.230191 + s_CL : 0.213706 + s_analysis_confidence : 0.206533 + s_CM : 0.102469 + s_Bot_Xtr : 0.0300202 + s_Top_Xtr : 0.0220846 + s_lower_bl_H_0 : 0.0033797 + s_lower_bl_ret_0 : 0.00310068 + s_upper_bl_H_31 : 0.00290074 + s_upper_bl_ret_0 : 0.00287627 +Epoch: 606 | Train Loss: 1.01344 | Test Loss: 1.01675 | analysis_confidence: 0.14168 | CL: 0.0312857 | ln_CD: 0.0602541 | CM: 0.00549316 | Top_Xtr: 0.0329837 | Bot_Xtr: 0.0394074 +Loss contributors: + s_ln_CD : 0.230655 + s_CL : 0.210492 + s_analysis_confidence : 0.206623 + s_CM : 0.103682 + s_Bot_Xtr : 0.0299435 + s_Top_Xtr : 0.0220778 + s_lower_bl_H_0 : 0.00337613 + s_lower_bl_ret_0 : 0.00310563 + s_upper_bl_H_31 : 0.00288227 + s_upper_bl_ret_0 : 0.00287519 +Epoch: 607 | Train Loss: 1.01317 | Test Loss: 1.01501 | analysis_confidence: 0.139332 | CL: 0.031311 | ln_CD: 0.0601037 | CM: 0.00543737 | Top_Xtr: 0.0331328 | Bot_Xtr: 0.0395232 +Loss 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s_lower_bl_ret_0 : 0.00310215 + s_upper_bl_H_31 : 0.00289998 + s_upper_bl_ret_0 : 0.00287573 +Epoch: 614 | Train Loss: 1.01244 | Test Loss: 1.02261 | analysis_confidence: 0.139983 | CL: 0.0313481 | ln_CD: 0.0619115 | CM: 0.00547395 | Top_Xtr: 0.0330404 | Bot_Xtr: 0.0395064 +Loss contributors: + s_ln_CD : 0.236822 + s_CL : 0.210315 + s_analysis_confidence : 0.206564 + s_CM : 0.103166 + s_Bot_Xtr : 0.0299771 + s_Top_Xtr : 0.0220596 + s_lower_bl_H_0 : 0.0033821 + s_lower_bl_ret_0 : 0.00310761 + s_upper_bl_H_31 : 0.00288504 + s_upper_bl_ret_0 : 0.00287463 +Epoch: 615 | Train Loss: 1.01228 | Test Loss: 1.02102 | analysis_confidence: 0.142135 | CL: 0.0314153 | ln_CD: 0.0615476 | CM: 0.00545724 | Top_Xtr: 0.0331556 | Bot_Xtr: 0.0396252 +Loss contributors: + s_ln_CD : 0.235393 + s_CL : 0.210702 + s_analysis_confidence : 0.207264 + s_CM : 0.102852 + s_Bot_Xtr : 0.0299447 + s_Top_Xtr : 0.0220546 + s_lower_bl_H_0 : 0.00338264 + s_lower_bl_ret_0 : 0.00309482 + s_upper_bl_H_31 : 0.00288383 + s_upper_bl_ret_0 : 0.00287238 +Epoch: 616 | Train Loss: 1.01214 | Test Loss: 1.01289 | analysis_confidence: 0.141866 | CL: 0.031239 | ln_CD: 0.0594679 | CM: 0.00545229 | Top_Xtr: 0.0328923 | Bot_Xtr: 0.0393292 +Loss contributors: + s_ln_CD : 0.228255 + s_CL : 0.210318 + s_analysis_confidence : 0.206535 + s_CM : 0.102779 + s_Bot_Xtr : 0.029938 + s_Top_Xtr : 0.0219917 + s_lower_bl_H_0 : 0.00337782 + s_lower_bl_ret_0 : 0.00310937 + s_upper_bl_H_31 : 0.00287809 + s_upper_bl_ret_0 : 0.00287268 +Epoch: 617 | Train Loss: 1.01214 | Test Loss: 1.01216 | analysis_confidence: 0.140186 | CL: 0.03119 | ln_CD: 0.0592034 | CM: 0.00550175 | Top_Xtr: 0.032998 | Bot_Xtr: 0.039406 +Loss contributors: + s_ln_CD : 0.226653 + s_CL : 0.210111 + s_analysis_confidence : 0.206318 + s_CM : 0.103803 + s_Bot_Xtr : 0.0298656 + s_Top_Xtr : 0.0219446 + s_lower_bl_H_0 : 0.00337906 + s_lower_bl_ret_0 : 0.00310332 + s_upper_bl_H_31 : 0.00288245 + s_upper_bl_ret_0 : 0.00286974 +Epoch: 618 | Train Loss: 1.01191 | Test Loss: 1.01238 | analysis_confidence: 0.140745 | CL: 0.0311113 | ln_CD: 0.0599732 | CM: 0.00544439 | Top_Xtr: 0.0329596 | Bot_Xtr: 0.0393473 +Loss contributors: + s_ln_CD : 0.229369 + s_CL : 0.209074 + s_analysis_confidence : 0.206519 + s_CM : 0.102628 + s_Bot_Xtr : 0.0299027 + s_Top_Xtr : 0.021982 + s_lower_bl_H_0 : 0.00338464 + s_lower_bl_ret_0 : 0.00310888 + s_upper_bl_H_31 : 0.00288011 + s_upper_bl_ret_0 : 0.00286837 +Epoch: 619 | Train Loss: 1.01191 | Test Loss: 1.01694 | analysis_confidence: 0.141138 | CL: 0.03127 | ln_CD: 0.0610649 | CM: 0.00544152 | Top_Xtr: 0.0331655 | Bot_Xtr: 0.0395538 +Loss contributors: + s_ln_CD : 0.232985 + s_CL : 0.210066 + s_analysis_confidence : 0.206409 + s_CM : 0.102512 + s_Bot_Xtr : 0.0299545 + s_Top_Xtr : 0.0220852 + s_lower_bl_H_0 : 0.0033859 + s_lower_bl_ret_0 : 0.00310226 + s_upper_bl_ret_0 : 0.00287662 + s_upper_bl_H_31 : 0.00286476 +Epoch: 620 | Train Loss: 1.01175 | Test Loss: 1.00979 | analysis_confidence: 0.140627 | CL: 0.0311121 | ln_CD: 0.0592874 | CM: 0.00542585 | Top_Xtr: 0.0330779 | Bot_Xtr: 0.0394918 +Loss contributors: + s_ln_CD : 0.226876 + s_CL : 0.209192 + s_analysis_confidence : 0.206515 + s_CM : 0.102245 + s_Bot_Xtr : 0.0299151 + s_Top_Xtr : 0.0220521 + s_lower_bl_H_0 : 0.00338693 + s_lower_bl_ret_0 : 0.00310365 + s_upper_bl_ret_0 : 0.00287405 + s_upper_bl_H_31 : 0.00287024 +Epoch: 621 | Train Loss: 1.01163 | Test Loss: 1.01405 | analysis_confidence: 0.14133 | CL: 0.0314172 | ln_CD: 0.0598401 | CM: 0.00543778 | Top_Xtr: 0.0330093 | Bot_Xtr: 0.0393687 +Loss contributors: + s_ln_CD : 0.228944 + s_CL : 0.211092 + s_analysis_confidence : 0.206556 + s_CM : 0.102501 + s_Bot_Xtr : 0.0299182 + s_Top_Xtr : 0.022103 + s_lower_bl_H_0 : 0.0033823 + s_lower_bl_ret_0 : 0.00310386 + s_upper_bl_H_31 : 0.0028799 + s_upper_bl_ret_0 : 0.00287171 +Epoch: 622 | Train Loss: 1.01153 | Test Loss: 1.01283 | analysis_confidence: 0.141515 | CL: 0.0311385 | ln_CD: 0.0601346 | CM: 0.00544025 | Top_Xtr: 0.0329344 | Bot_Xtr: 0.0393453 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s_analysis_confidence : 0.206301 + s_CM : 0.102592 + s_Bot_Xtr : 0.0298482 + s_Top_Xtr : 0.0219102 + s_lower_bl_H_0 : 0.00338391 + s_lower_bl_ret_0 : 0.00310661 + s_upper_bl_ret_0 : 0.00286745 + s_upper_bl_H_31 : 0.00286733 +Epoch: 625 | Train Loss: 1.01122 | Test Loss: 1.01534 | analysis_confidence: 0.140958 | CL: 0.0310926 | ln_CD: 0.060865 | CM: 0.00548555 | Top_Xtr: 0.0332048 | Bot_Xtr: 0.0394248 +Loss contributors: + s_ln_CD : 0.231804 + s_CL : 0.208945 + s_analysis_confidence : 0.206458 + s_CM : 0.103355 + s_Bot_Xtr : 0.0299173 + s_Top_Xtr : 0.0221366 + s_lower_bl_H_0 : 0.00337837 + s_lower_bl_ret_0 : 0.00310249 + s_upper_bl_H_31 : 0.00287504 + s_upper_bl_ret_0 : 0.00286941 +Epoch: 626 | Train Loss: 1.01109 | Test Loss: 1.01285 | analysis_confidence: 0.141969 | CL: 0.0316703 | ln_CD: 0.0592434 | CM: 0.00544165 | Top_Xtr: 0.0329247 | Bot_Xtr: 0.0394496 +Loss contributors: + s_ln_CD : 0.226731 + s_CL : 0.212543 + s_analysis_confidence : 0.206425 + s_CM : 0.102522 + s_Bot_Xtr : 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s_lower_bl_ret_0 : 0.00309649 + s_upper_bl_H_31 : 0.00287532 + s_upper_bl_ret_0 : 0.0028664 +Epoch: 629 | Train Loss: 1.0108 | Test Loss: 1.00979 | analysis_confidence: 0.140437 | CL: 0.0313118 | ln_CD: 0.0590679 | CM: 0.00543671 | Top_Xtr: 0.0328714 | Bot_Xtr: 0.0392802 +Loss contributors: + s_ln_CD : 0.226334 + s_CL : 0.210243 + s_analysis_confidence : 0.206314 + s_CM : 0.102469 + s_Bot_Xtr : 0.0297827 + s_Top_Xtr : 0.0219667 + s_lower_bl_H_0 : 0.00337684 + s_lower_bl_ret_0 : 0.00309753 + s_upper_bl_H_31 : 0.00287879 + s_upper_bl_ret_0 : 0.00286775 +Epoch: 630 | Train Loss: 1.01059 | Test Loss: 1.00981 | analysis_confidence: 0.141298 | CL: 0.0311647 | ln_CD: 0.0590541 | CM: 0.00548115 | Top_Xtr: 0.0331103 | Bot_Xtr: 0.0392877 +Loss contributors: + s_ln_CD : 0.225976 + s_CL : 0.209574 + s_analysis_confidence : 0.206447 + s_CM : 0.103346 + s_Bot_Xtr : 0.0298358 + s_Top_Xtr : 0.0220727 + s_lower_bl_H_0 : 0.0033717 + s_lower_bl_ret_0 : 0.00310023 + s_upper_bl_H_31 : 0.00287424 + s_upper_bl_ret_0 : 0.00286793 +Epoch: 631 | Train Loss: 1.0105 | Test Loss: 1.01836 | analysis_confidence: 0.14074 | CL: 0.0312066 | ln_CD: 0.0611884 | CM: 0.00548831 | Top_Xtr: 0.0328578 | Bot_Xtr: 0.0392599 +Loss contributors: + s_ln_CD : 0.234066 + s_CL : 0.209573 + s_analysis_confidence : 0.206398 + s_CM : 0.103588 + s_Bot_Xtr : 0.0298167 + s_Top_Xtr : 0.0219153 + s_lower_bl_H_0 : 0.00336775 + s_lower_bl_ret_0 : 0.00309536 + s_upper_bl_H_31 : 0.00286634 + s_upper_bl_ret_0 : 0.00286489 +Epoch: 632 | Train Loss: 1.01052 | Test Loss: 1.02286 | analysis_confidence: 0.140613 | CL: 0.0315889 | ln_CD: 0.0619 | CM: 0.00541731 | Top_Xtr: 0.0330868 | Bot_Xtr: 0.0395752 +Loss contributors: + s_ln_CD : 0.236681 + s_CL : 0.212733 + s_analysis_confidence : 0.206501 + s_CM : 0.10205 + s_Bot_Xtr : 0.0299252 + s_Top_Xtr : 0.0220417 + s_lower_bl_H_0 : 0.00337846 + s_lower_bl_ret_0 : 0.00310311 + s_upper_bl_H_31 : 0.00287046 + s_upper_bl_ret_0 : 0.00286713 +Epoch: 633 | Train Loss: 1.0103 | Test Loss: 1.01586 | analysis_confidence: 0.140576 | CL: 0.0315187 | ln_CD: 0.0600579 | CM: 0.00548004 | Top_Xtr: 0.0328475 | Bot_Xtr: 0.0392318 +Loss contributors: + s_ln_CD : 0.229651 + s_CL : 0.211744 + s_analysis_confidence : 0.206485 + s_CM : 0.103415 + s_Bot_Xtr : 0.0297648 + s_Top_Xtr : 0.0219399 + s_lower_bl_H_0 : 0.00338648 + s_lower_bl_ret_0 : 0.00310687 + s_upper_bl_ret_0 : 0.00287294 + s_upper_bl_H_31 : 0.00286365 +Epoch: 634 | Train Loss: 1.01015 | Test Loss: 1.01407 | analysis_confidence: 0.141356 | CL: 0.0311385 | ln_CD: 0.0607511 | CM: 0.0054292 | Top_Xtr: 0.0328502 | Bot_Xtr: 0.0391698 +Loss contributors: + s_ln_CD : 0.231639 + s_CL : 0.209203 + s_analysis_confidence : 0.206404 + s_CM : 0.102252 + s_Bot_Xtr : 0.0297425 + s_Top_Xtr : 0.0219869 + s_lower_bl_H_0 : 0.00338555 + s_lower_bl_ret_0 : 0.00310808 + s_upper_bl_H_31 : 0.00288478 + s_upper_bl_ret_0 : 0.00286875 +Epoch: 635 | Train Loss: 1.01003 | Test Loss: 1.00966 | analysis_confidence: 0.141236 | CL: 0.0310619 | ln_CD: 0.0595799 | CM: 0.00543183 | Top_Xtr: 0.0327981 | Bot_Xtr: 0.0392151 +Loss contributors: + s_ln_CD : 0.227983 + s_CL : 0.208864 + s_analysis_confidence : 0.206215 + s_CM : 0.102341 + s_Bot_Xtr : 0.0297557 + s_Top_Xtr : 0.0219119 + s_lower_bl_H_0 : 0.00338656 + s_lower_bl_ret_0 : 0.00310758 + s_upper_bl_ret_0 : 0.00287495 + s_upper_bl_H_31 : 0.00286573 +Epoch: 636 | Train Loss: 1.01007 | Test Loss: 1.01072 | analysis_confidence: 0.141214 | CL: 0.0310962 | ln_CD: 0.0597316 | CM: 0.00543637 | Top_Xtr: 0.0328936 | Bot_Xtr: 0.0393021 +Loss contributors: + s_ln_CD : 0.22838 + s_CL : 0.208954 + s_analysis_confidence : 0.206297 + s_CM : 0.102434 + s_Bot_Xtr : 0.0298255 + s_Top_Xtr : 0.0219739 + s_lower_bl_H_0 : 0.00336934 + s_lower_bl_ret_0 : 0.00310511 + s_upper_bl_ret_0 : 0.00286307 + s_upper_bl_H_31 : 0.00286032 +Epoch: 637 | Train Loss: 1.00992 | Test Loss: 1.01387 | analysis_confidence: 0.141219 | CL: 0.031611 | ln_CD: 0.0596399 | CM: 0.00547222 | Top_Xtr: 0.0328595 | Bot_Xtr: 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s_lower_bl_ret_0 : 0.00310425 + s_upper_bl_ret_0 : 0.00286196 + s_upper_bl_H_31 : 0.00286147 +Epoch: 644 | Train Loss: 1.00925 | Test Loss: 1.00923 | analysis_confidence: 0.141112 | CL: 0.0312438 | ln_CD: 0.0591533 | CM: 0.00544823 | Top_Xtr: 0.0328871 | Bot_Xtr: 0.0393474 +Loss contributors: + s_ln_CD : 0.226227 + s_CL : 0.209759 + s_analysis_confidence : 0.206359 + s_CM : 0.102646 + s_Bot_Xtr : 0.0297768 + s_Top_Xtr : 0.0219159 + s_lower_bl_H_0 : 0.00338056 + s_lower_bl_ret_0 : 0.0031075 + s_upper_bl_ret_0 : 0.00286267 + s_upper_bl_H_31 : 0.00285421 +Epoch: 645 | Train Loss: 1.00913 | Test Loss: 1.00917 | analysis_confidence: 0.141417 | CL: 0.0310192 | ln_CD: 0.0596572 | CM: 0.00545971 | Top_Xtr: 0.0328347 | Bot_Xtr: 0.0392319 +Loss contributors: + s_ln_CD : 0.227556 + s_CL : 0.208508 + s_analysis_confidence : 0.2064 + s_CM : 0.102844 + s_Bot_Xtr : 0.0297387 + s_Top_Xtr : 0.0218694 + s_lower_bl_H_0 : 0.00336322 + s_lower_bl_ret_0 : 0.00309518 + s_upper_bl_ret_0 : 0.00286477 + s_upper_bl_H_31 : 0.00285274 +Epoch: 646 | Train Loss: 1.00893 | Test Loss: 1.01003 | analysis_confidence: 0.140563 | CL: 0.0312429 | ln_CD: 0.059266 | CM: 0.00543763 | Top_Xtr: 0.032649 | Bot_Xtr: 0.0391405 +Loss contributors: + s_ln_CD : 0.226931 + s_CL : 0.209921 + s_analysis_confidence : 0.20654 + s_CM : 0.102481 + s_Bot_Xtr : 0.0296641 + s_Top_Xtr : 0.0217799 + s_lower_bl_H_0 : 0.00337684 + s_lower_bl_ret_0 : 0.00309805 + s_upper_bl_H_31 : 0.00289096 + s_upper_bl_ret_0 : 0.00285945 +Epoch: 647 | Train Loss: 1.0088 | Test Loss: 1.01194 | analysis_confidence: 0.14097 | CL: 0.0311147 | ln_CD: 0.0606688 | CM: 0.0054158 | Top_Xtr: 0.0329813 | Bot_Xtr: 0.039247 +Loss contributors: + s_ln_CD : 0.231074 + s_CL : 0.208692 + s_analysis_confidence : 0.206437 + s_CM : 0.102017 + s_Bot_Xtr : 0.0296991 + s_Top_Xtr : 0.0219383 + s_lower_bl_H_0 : 0.00336445 + s_lower_bl_ret_0 : 0.00309279 + s_upper_bl_ret_0 : 0.00286453 + s_upper_bl_H_31 : 0.00285381 +Epoch: 648 | Train Loss: 1.00878 | Test Loss: 1.00729 | analysis_confidence: 0.141023 | CL: 0.0311294 | ln_CD: 0.0588949 | CM: 0.00543793 | Top_Xtr: 0.033042 | Bot_Xtr: 0.0394044 +Loss contributors: + s_ln_CD : 0.225323 + s_CL : 0.209312 + s_analysis_confidence : 0.206401 + s_CM : 0.102475 + s_Bot_Xtr : 0.0297381 + s_Top_Xtr : 0.0219944 + s_lower_bl_H_0 : 0.0033694 + s_lower_bl_ret_0 : 0.0030998 + s_upper_bl_ret_0 : 0.00286119 + s_upper_bl_H_31 : 0.0028434 +Epoch: 649 | Train Loss: 1.00865 | Test Loss: 1.00754 | analysis_confidence: 0.140756 | CL: 0.0310695 | ln_CD: 0.0592881 | CM: 0.00542187 | Top_Xtr: 0.0327428 | Bot_Xtr: 0.0391107 +Loss contributors: + s_ln_CD : 0.226525 + s_CL : 0.208743 + s_analysis_confidence : 0.206322 + s_CM : 0.102126 + s_Bot_Xtr : 0.0296524 + s_Top_Xtr : 0.0218402 + s_lower_bl_H_0 : 0.00337587 + s_lower_bl_ret_0 : 0.00310413 + s_upper_bl_ret_0 : 0.00285891 + s_upper_bl_H_31 : 0.00284687 +Epoch: 650 | Train Loss: 1.00853 | Test Loss: 1.01182 | analysis_confidence: 0.141213 | CL: 0.0312089 | ln_CD: 0.060025 | CM: 0.00546369 | Top_Xtr: 0.033118 | Bot_Xtr: 0.0393527 +Loss contributors: + s_ln_CD : 0.228938 + s_CL : 0.20958 + s_analysis_confidence : 0.206336 + s_CM : 0.103058 + s_Bot_Xtr : 0.0297901 + s_Top_Xtr : 0.0220375 + s_lower_bl_H_0 : 0.00337726 + s_lower_bl_ret_0 : 0.00310678 + s_upper_bl_ret_0 : 0.00286301 + s_upper_bl_H_31 : 0.00285971 +Epoch: 651 | Train Loss: 1.00848 | Test Loss: 1.0087 | analysis_confidence: 0.140882 | CL: 0.0312483 | ln_CD: 0.0591111 | CM: 0.00542275 | Top_Xtr: 0.0329408 | Bot_Xtr: 0.0392808 +Loss contributors: + s_ln_CD : 0.226181 + s_CL : 0.210029 + s_analysis_confidence : 0.206362 + s_CM : 0.102144 + s_Bot_Xtr : 0.029738 + s_Top_Xtr : 0.0219713 + s_lower_bl_H_0 : 0.00337519 + s_lower_bl_ret_0 : 0.00311056 + s_upper_bl_ret_0 : 0.00286492 + s_upper_bl_H_31 : 0.00285737 +Epoch: 652 | Train Loss: 1.00835 | Test Loss: 1.00688 | analysis_confidence: 0.139959 | CL: 0.0311778 | ln_CD: 0.058921 | CM: 0.0054289 | Top_Xtr: 0.0327582 | Bot_Xtr: 0.0391089 +Loss 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s_analysis_confidence : 0.206452 + s_CM : 0.104204 + s_Bot_Xtr : 0.0297213 + s_Top_Xtr : 0.0219234 + s_lower_bl_H_0 : 0.00337989 + s_lower_bl_ret_0 : 0.00310647 + s_upper_bl_ret_0 : 0.00286324 + s_upper_bl_H_31 : 0.00285547 +Epoch: 655 | Train Loss: 1.00812 | Test Loss: 1.00828 | analysis_confidence: 0.141075 | CL: 0.0310574 | ln_CD: 0.0595478 | CM: 0.00542833 | Top_Xtr: 0.0327168 | Bot_Xtr: 0.0391485 +Loss contributors: + s_ln_CD : 0.227251 + s_CL : 0.208568 + s_analysis_confidence : 0.206511 + s_CM : 0.102284 + s_Bot_Xtr : 0.0296766 + s_Top_Xtr : 0.0218049 + s_lower_bl_H_0 : 0.00337313 + s_lower_bl_ret_0 : 0.00310245 + s_upper_bl_ret_0 : 0.0028627 + s_upper_bl_H_31 : 0.00285755 +Epoch: 656 | Train Loss: 1.00789 | Test Loss: 1.00912 | analysis_confidence: 0.140777 | CL: 0.03105 | ln_CD: 0.0596724 | CM: 0.00541958 | Top_Xtr: 0.0330009 | Bot_Xtr: 0.0393952 +Loss contributors: + s_ln_CD : 0.228112 + s_CL : 0.208741 + s_analysis_confidence : 0.206326 + s_CM : 0.1021 + s_Bot_Xtr : 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s_lower_bl_ret_0 : 0.00309583 + s_upper_bl_ret_0 : 0.00286703 + s_lower_bl_H_1 : 0.00285501 +Epoch: 659 | Train Loss: 1.00761 | Test Loss: 1.01033 | analysis_confidence: 0.140924 | CL: 0.0314674 | ln_CD: 0.0595323 | CM: 0.00544128 | Top_Xtr: 0.0327345 | Bot_Xtr: 0.0392251 +Loss contributors: + s_ln_CD : 0.227431 + s_CL : 0.210553 + s_analysis_confidence : 0.206341 + s_CM : 0.102509 + s_Bot_Xtr : 0.0296811 + s_Top_Xtr : 0.0218409 + s_lower_bl_H_0 : 0.00337507 + s_lower_bl_ret_0 : 0.00310185 + s_upper_bl_H_31 : 0.00287545 + s_upper_bl_ret_0 : 0.00285513 +Epoch: 660 | Train Loss: 1.00758 | Test Loss: 1.00792 | analysis_confidence: 0.139725 | CL: 0.0311277 | ln_CD: 0.0594111 | CM: 0.00543329 | Top_Xtr: 0.0326902 | Bot_Xtr: 0.0390883 +Loss contributors: + s_ln_CD : 0.226919 + s_CL : 0.208975 + s_analysis_confidence : 0.206218 + s_CM : 0.102327 + s_Bot_Xtr : 0.0295745 + s_Top_Xtr : 0.0217938 + s_lower_bl_H_0 : 0.00335481 + s_lower_bl_ret_0 : 0.00309482 + s_upper_bl_ret_0 : 0.00286263 + s_upper_bl_H_31 : 0.00285578 +Epoch: 661 | Train Loss: 1.0075 | Test Loss: 1.00725 | analysis_confidence: 0.141345 | CL: 0.0310955 | ln_CD: 0.0591744 | CM: 0.00543289 | Top_Xtr: 0.0326458 | Bot_Xtr: 0.039138 +Loss contributors: + s_ln_CD : 0.22623 + s_CL : 0.209022 + s_analysis_confidence : 0.206422 + s_CM : 0.102378 + s_Bot_Xtr : 0.0296337 + s_Top_Xtr : 0.0217304 + s_lower_bl_H_0 : 0.00337533 + s_lower_bl_ret_0 : 0.00309989 + s_upper_bl_ret_0 : 0.0028623 + s_upper_bl_H_31 : 0.00285601 +Epoch: 662 | Train Loss: 1.00733 | Test Loss: 1.00957 | analysis_confidence: 0.140499 | CL: 0.031211 | ln_CD: 0.0594596 | CM: 0.00542485 | Top_Xtr: 0.0327576 | Bot_Xtr: 0.0393389 +Loss contributors: + s_ln_CD : 0.227131 + s_CL : 0.209948 + s_analysis_confidence : 0.20653 + s_CM : 0.102197 + s_Bot_Xtr : 0.0296867 + s_Top_Xtr : 0.0217655 + s_lower_bl_H_0 : 0.00337923 + s_lower_bl_ret_0 : 0.00310916 + s_upper_bl_ret_0 : 0.00285918 + s_upper_bl_H_31 : 0.00285853 +Epoch: 663 | Train Loss: 1.00721 | Test Loss: 1.00959 | analysis_confidence: 0.141973 | CL: 0.0311503 | ln_CD: 0.0595788 | CM: 0.00546021 | Top_Xtr: 0.0327035 | Bot_Xtr: 0.0391254 +Loss contributors: + s_ln_CD : 0.227404 + s_CL : 0.209502 + s_analysis_confidence : 0.206452 + s_CM : 0.102954 + s_Bot_Xtr : 0.0295978 + s_Top_Xtr : 0.0218082 + s_lower_bl_H_0 : 0.00338621 + s_lower_bl_ret_0 : 0.00309696 + s_upper_bl_ret_0 : 0.00286289 + s_upper_bl_H_31 : 0.00285819 +Epoch: 664 | Train Loss: 1.00725 | Test Loss: 1.00871 | analysis_confidence: 0.14014 | CL: 0.0311766 | ln_CD: 0.0595715 | CM: 0.00544453 | Top_Xtr: 0.0326605 | Bot_Xtr: 0.0390605 +Loss contributors: + s_ln_CD : 0.227264 + s_CL : 0.209019 + s_analysis_confidence : 0.206549 + s_CM : 0.102609 + s_Bot_Xtr : 0.0295471 + s_Top_Xtr : 0.0217248 + s_lower_bl_H_0 : 0.00337452 + s_lower_bl_ret_0 : 0.00309932 + s_upper_bl_ret_0 : 0.00286807 + s_upper_bl_H_31 : 0.00285445 +Epoch: 665 | Train Loss: 1.00701 | Test Loss: 1.00822 | analysis_confidence: 0.140768 | CL: 0.0309253 | ln_CD: 0.0597158 | CM: 0.0053973 | Top_Xtr: 0.0327094 | Bot_Xtr: 0.0392051 +Loss contributors: + s_ln_CD : 0.228392 + s_CL : 0.208008 + s_analysis_confidence : 0.206537 + s_CM : 0.101612 + s_Bot_Xtr : 0.0296678 + s_Top_Xtr : 0.021789 + s_lower_bl_H_0 : 0.00336652 + s_lower_bl_ret_0 : 0.00310021 + s_upper_bl_ret_0 : 0.00286471 + s_upper_bl_H_31 : 0.00285445 +Epoch: 666 | Train Loss: 1.00704 | Test Loss: 1.00905 | analysis_confidence: 0.140622 | CL: 0.0312403 | ln_CD: 0.0594037 | CM: 0.00545195 | Top_Xtr: 0.0326779 | Bot_Xtr: 0.0389942 +Loss contributors: + s_ln_CD : 0.227198 + s_CL : 0.209442 + s_analysis_confidence : 0.206394 + s_CM : 0.102778 + s_Bot_Xtr : 0.0295169 + s_Top_Xtr : 0.0217736 + s_lower_bl_H_0 : 0.00337442 + s_lower_bl_ret_0 : 0.00309549 + s_upper_bl_H_31 : 0.00286763 + s_upper_bl_ret_0 : 0.00285897 +Epoch: 667 | Train Loss: 1.00687 | Test Loss: 1.00474 | analysis_confidence: 0.141281 | CL: 0.0308954 | ln_CD: 0.0590247 | CM: 0.00541594 | Top_Xtr: 0.0326588 | Bot_Xtr: 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s_lower_bl_ret_0 : 0.00309581 + s_upper_bl_H_31 : 0.00287383 + s_upper_bl_ret_0 : 0.00285853 +Epoch: 674 | Train Loss: 1.00617 | Test Loss: 1.00865 | analysis_confidence: 0.141691 | CL: 0.0313867 | ln_CD: 0.0590453 | CM: 0.00543819 | Top_Xtr: 0.032661 | Bot_Xtr: 0.0390275 +Loss contributors: + s_ln_CD : 0.225556 + s_CL : 0.211153 + s_analysis_confidence : 0.20659 + s_CM : 0.102426 + s_Bot_Xtr : 0.0294936 + s_Top_Xtr : 0.0217108 + s_lower_bl_H_0 : 0.00337254 + s_lower_bl_ret_0 : 0.00309641 + s_upper_bl_ret_0 : 0.00285577 + s_upper_bl_H_31 : 0.00284135 +Epoch: 675 | Train Loss: 1.00617 | Test Loss: 1.00633 | analysis_confidence: 0.141245 | CL: 0.0310903 | ln_CD: 0.0591422 | CM: 0.00542794 | Top_Xtr: 0.0326149 | Bot_Xtr: 0.0390901 +Loss contributors: + s_ln_CD : 0.225683 + s_CL : 0.209049 + s_analysis_confidence : 0.206295 + s_CM : 0.102246 + s_Bot_Xtr : 0.0295491 + s_Top_Xtr : 0.0217063 + s_lower_bl_H_0 : 0.00336962 + s_lower_bl_ret_0 : 0.00309709 + s_upper_bl_H_31 : 0.00287135 + s_upper_bl_ret_0 : 0.00285522 +Epoch: 676 | Train Loss: 1.00608 | Test Loss: 1.00574 | analysis_confidence: 0.140249 | CL: 0.0310074 | ln_CD: 0.0589605 | CM: 0.00543785 | Top_Xtr: 0.0326261 | Bot_Xtr: 0.039039 +Loss contributors: + s_ln_CD : 0.225413 + s_CL : 0.208424 + s_analysis_confidence : 0.206376 + s_CM : 0.102512 + s_Bot_Xtr : 0.0295804 + s_Top_Xtr : 0.0217587 + s_lower_bl_H_0 : 0.00337729 + s_lower_bl_ret_0 : 0.00310125 + s_upper_bl_H_31 : 0.00287972 + s_upper_bl_ret_0 : 0.00284613 +Epoch: 677 | Train Loss: 1.00587 | Test Loss: 1.01011 | analysis_confidence: 0.141827 | CL: 0.0310434 | ln_CD: 0.0602837 | CM: 0.00541776 | Top_Xtr: 0.0327991 | Bot_Xtr: 0.0390592 +Loss contributors: + s_ln_CD : 0.229664 + s_CL : 0.208655 + s_analysis_confidence : 0.206533 + s_CM : 0.102055 + s_Bot_Xtr : 0.0295704 + s_Top_Xtr : 0.0219171 + s_lower_bl_H_0 : 0.00336968 + s_lower_bl_ret_0 : 0.00310107 + s_upper_bl_ret_0 : 0.00285017 + s_upper_bl_H_31 : 0.00284854 +Epoch: 678 | Train Loss: 1.00587 | Test Loss: 1.01307 | analysis_confidence: 0.14152 | CL: 0.0312164 | ln_CD: 0.0606759 | CM: 0.00545966 | Top_Xtr: 0.0327573 | Bot_Xtr: 0.0390847 +Loss contributors: + s_ln_CD : 0.230914 + s_CL : 0.20952 + s_analysis_confidence : 0.206438 + s_CM : 0.102843 + s_Bot_Xtr : 0.0295508 + s_Top_Xtr : 0.0217659 + s_lower_bl_H_0 : 0.00335828 + s_lower_bl_ret_0 : 0.0030932 + s_upper_bl_H_31 : 0.00285522 + s_upper_bl_ret_0 : 0.00285207 +Epoch: 679 | Train Loss: 1.00574 | Test Loss: 1.00805 | analysis_confidence: 0.141163 | CL: 0.0312148 | ln_CD: 0.059133 | CM: 0.00547687 | Top_Xtr: 0.0326235 | Bot_Xtr: 0.0390479 +Loss contributors: + s_ln_CD : 0.225932 + s_CL : 0.209695 + s_analysis_confidence : 0.206217 + s_CM : 0.10328 + s_Bot_Xtr : 0.029489 + s_Top_Xtr : 0.0216732 + s_lower_bl_H_0 : 0.00336814 + s_lower_bl_ret_0 : 0.00308528 + s_upper_bl_ret_0 : 0.0028612 + s_upper_bl_H_31 : 0.0028434 +Epoch: 680 | Train Loss: 1.00563 | Test Loss: 1.00823 | analysis_confidence: 0.14315 | CL: 0.0311341 | ln_CD: 0.0594527 | CM: 0.00543537 | Top_Xtr: 0.032568 | Bot_Xtr: 0.0390145 +Loss contributors: + s_ln_CD : 0.226948 + s_CL : 0.209122 + s_analysis_confidence : 0.206628 + s_CM : 0.102411 + s_Bot_Xtr : 0.0294781 + s_Top_Xtr : 0.0216594 + s_lower_bl_H_0 : 0.00336411 + s_lower_bl_ret_0 : 0.00309201 + s_upper_bl_ret_0 : 0.00285249 + s_upper_bl_H_31 : 0.00284553 +Epoch: 681 | Train Loss: 1.00559 | Test Loss: 1.00361 | analysis_confidence: 0.14188 | CL: 0.0308937 | ln_CD: 0.0590416 | CM: 0.00540086 | Top_Xtr: 0.0326959 | Bot_Xtr: 0.0390969 +Loss contributors: + s_ln_CD : 0.225274 + s_CL : 0.207439 + s_analysis_confidence : 0.206431 + s_CM : 0.101618 + s_Bot_Xtr : 0.0295908 + s_Top_Xtr : 0.0217517 + s_lower_bl_H_0 : 0.00336306 + s_lower_bl_ret_0 : 0.00309238 + s_upper_bl_ret_0 : 0.00285595 + s_lower_bl_H_1 : 0.00284283 +Epoch: 682 | Train Loss: 1.00555 | Test Loss: 1.01091 | analysis_confidence: 0.14176 | CL: 0.0316987 | ln_CD: 0.0589963 | CM: 0.00544747 | Top_Xtr: 0.0326222 | Bot_Xtr: 0.0390106 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s_analysis_confidence : 0.206162 + s_CM : 0.102978 + s_Bot_Xtr : 0.0295124 + s_Top_Xtr : 0.0217353 + s_lower_bl_H_0 : 0.00336702 + s_lower_bl_ret_0 : 0.00308953 + s_upper_bl_H_31 : 0.00287378 + s_upper_bl_ret_0 : 0.0028491 +Epoch: 685 | Train Loss: 1.00525 | Test Loss: 1.00714 | analysis_confidence: 0.141762 | CL: 0.031103 | ln_CD: 0.0595265 | CM: 0.00542386 | Top_Xtr: 0.0325923 | Bot_Xtr: 0.0390315 +Loss contributors: + s_ln_CD : 0.226921 + s_CL : 0.20891 + s_analysis_confidence : 0.206601 + s_CM : 0.102161 + s_Bot_Xtr : 0.0295554 + s_Top_Xtr : 0.0216802 + s_lower_bl_H_0 : 0.00335759 + s_lower_bl_ret_0 : 0.00309743 + s_upper_bl_ret_0 : 0.00284759 + s_lower_bl_H_1 : 0.00283879 +Epoch: 686 | Train Loss: 1.0051 | Test Loss: 1.01242 | analysis_confidence: 0.139602 | CL: 0.0312384 | ln_CD: 0.0599051 | CM: 0.00552265 | Top_Xtr: 0.0325548 | Bot_Xtr: 0.0389717 +Loss contributors: + s_ln_CD : 0.228203 + s_CL : 0.210135 + s_analysis_confidence : 0.206851 + s_CM : 0.104202 + s_Bot_Xtr : 0.0294361 + s_Top_Xtr : 0.0216784 + s_lower_bl_H_0 : 0.00338075 + s_lower_bl_ret_0 : 0.003094 + s_upper_bl_H_31 : 0.00286264 + s_upper_bl_ret_0 : 0.00284721 +Epoch: 687 | Train Loss: 1.00498 | Test Loss: 1.0032 | analysis_confidence: 0.140776 | CL: 0.0309522 | ln_CD: 0.0589297 | CM: 0.00540633 | Top_Xtr: 0.032553 | Bot_Xtr: 0.0389626 +Loss contributors: + s_ln_CD : 0.224989 + s_CL : 0.207466 + s_analysis_confidence : 0.206225 + s_CM : 0.101816 + s_Bot_Xtr : 0.0294702 + s_Top_Xtr : 0.0216259 + s_lower_bl_H_0 : 0.00336449 + s_lower_bl_ret_0 : 0.00308773 + s_lower_bl_H_1 : 0.0028508 + s_upper_bl_ret_0 : 0.00284453 +Epoch: 688 | Train Loss: 1.00485 | Test Loss: 1.01311 | analysis_confidence: 0.141104 | CL: 0.0320008 | ln_CD: 0.0595093 | CM: 0.0054357 | Top_Xtr: 0.033093 | Bot_Xtr: 0.0394404 +Loss contributors: + s_ln_CD : 0.226937 + s_CL : 0.214392 + s_analysis_confidence : 0.206267 + s_CM : 0.102415 + s_Bot_Xtr : 0.0296302 + s_Top_Xtr : 0.0218724 + s_lower_bl_H_0 : 0.00336774 + s_lower_bl_ret_0 : 0.00308558 + s_upper_bl_ret_0 : 0.00285636 + s_upper_bl_H_31 : 0.0028469 +Epoch: 689 | Train Loss: 1.00471 | Test Loss: 1.01304 | analysis_confidence: 0.139776 | CL: 0.0310221 | ln_CD: 0.0614111 | CM: 0.00543764 | Top_Xtr: 0.0326592 | Bot_Xtr: 0.0390735 +Loss contributors: + s_ln_CD : 0.232998 + s_CL : 0.2086 + s_analysis_confidence : 0.206251 + s_CM : 0.102463 + s_Bot_Xtr : 0.0294889 + s_Top_Xtr : 0.0217339 + s_lower_bl_H_0 : 0.00336604 + s_lower_bl_ret_0 : 0.00309374 + s_upper_bl_H_31 : 0.00285092 + s_upper_bl_ret_0 : 0.00284457 +Epoch: 690 | Train Loss: 1.00475 | Test Loss: 1.00468 | analysis_confidence: 0.140481 | CL: 0.030893 | ln_CD: 0.0592448 | CM: 0.00543671 | Top_Xtr: 0.0324971 | Bot_Xtr: 0.0390368 +Loss contributors: + s_ln_CD : 0.22593 + s_CL : 0.207484 + s_analysis_confidence : 0.206414 + s_CM : 0.102436 + s_Bot_Xtr : 0.0294509 + s_Top_Xtr : 0.0215808 + s_lower_bl_H_0 : 0.00337915 + s_lower_bl_ret_0 : 0.00308687 + s_upper_bl_ret_0 : 0.00285126 + s_upper_bl_H_31 : 0.0028354 +Epoch: 691 | Train Loss: 1.00465 | Test Loss: 1.00809 | analysis_confidence: 0.14026 | CL: 0.0309336 | ln_CD: 0.0600922 | CM: 0.00542522 | Top_Xtr: 0.0325718 | Bot_Xtr: 0.0389603 +Loss contributors: + s_ln_CD : 0.229272 + s_CL : 0.207891 + s_analysis_confidence : 0.206165 + s_CM : 0.102241 + s_Bot_Xtr : 0.0294303 + s_Top_Xtr : 0.0216624 + s_lower_bl_H_0 : 0.00337354 + s_lower_bl_ret_0 : 0.00308748 + s_upper_bl_H_31 : 0.00285617 + s_lower_bl_H_1 : 0.00284721 +Epoch: 692 | Train Loss: 1.00452 | Test Loss: 1.00205 | analysis_confidence: 0.14113 | CL: 0.0308167 | ln_CD: 0.0587944 | CM: 0.00541376 | Top_Xtr: 0.0329051 | Bot_Xtr: 0.0393599 +Loss contributors: + s_ln_CD : 0.224438 + s_CL : 0.2068 + s_analysis_confidence : 0.206286 + s_CM : 0.101905 + s_Bot_Xtr : 0.0295549 + s_Top_Xtr : 0.0218118 + s_lower_bl_H_0 : 0.0033787 + s_lower_bl_ret_0 : 0.00308898 + s_upper_bl_ret_0 : 0.00285056 + s_lower_bl_H_1 : 0.00283931 +Epoch: 693 | Train Loss: 1.00445 | Test Loss: 1.00477 | analysis_confidence: 0.140819 | CL: 0.0309062 | ln_CD: 0.0594495 | CM: 0.00539272 | Top_Xtr: 0.0325867 | Bot_Xtr: 0.0389465 +Loss contributors: + s_ln_CD : 0.227213 + s_CL : 0.207166 + s_analysis_confidence : 0.20629 + s_CM : 0.101466 + s_Bot_Xtr : 0.0293886 + s_Top_Xtr : 0.0216732 + s_lower_bl_H_0 : 0.0033782 + s_lower_bl_ret_0 : 0.00309498 + s_upper_bl_ret_0 : 0.00284569 + s_upper_bl_H_31 : 0.00284404 +Epoch: 694 | Train Loss: 1.00443 | Test Loss: 1.00832 | analysis_confidence: 0.142083 | CL: 0.0310075 | ln_CD: 0.0598896 | CM: 0.00545523 | Top_Xtr: 0.0324757 | Bot_Xtr: 0.038849 +Loss contributors: + s_ln_CD : 0.228312 + s_CL : 0.20836 + s_analysis_confidence : 0.206449 + s_CM : 0.102791 + s_Bot_Xtr : 0.0293434 + s_Top_Xtr : 0.0215609 + s_lower_bl_H_0 : 0.00338009 + s_lower_bl_ret_0 : 0.00309341 + s_upper_bl_H_31 : 0.00285136 + s_lower_bl_H_1 : 0.00284522 +Epoch: 695 | Train Loss: 1.00437 | Test Loss: 1.00698 | analysis_confidence: 0.140468 | CL: 0.0313388 | ln_CD: 0.0588383 | CM: 0.0054645 | Top_Xtr: 0.0324478 | Bot_Xtr: 0.0388821 +Loss contributors: + s_ln_CD : 0.224783 + s_CL : 0.210449 + s_analysis_confidence : 0.206527 + s_CM : 0.102977 + s_Bot_Xtr : 0.0293739 + s_Top_Xtr : 0.0215863 + s_lower_bl_H_0 : 0.00335954 + s_lower_bl_ret_0 : 0.00308842 + s_upper_bl_H_31 : 0.00284714 + s_upper_bl_ret_0 : 0.00284195 +Epoch: 696 | Train Loss: 1.00433 | Test Loss: 1.00493 | analysis_confidence: 0.140844 | CL: 0.0308842 | ln_CD: 0.0594077 | CM: 0.00542686 | Top_Xtr: 0.0326325 | Bot_Xtr: 0.0390804 +Loss contributors: + s_ln_CD : 0.226797 + s_CL : 0.207236 + s_analysis_confidence : 0.206305 + s_CM : 0.102185 + s_Bot_Xtr : 0.029483 + s_Top_Xtr : 0.0216777 + s_lower_bl_H_0 : 0.0033738 + s_lower_bl_ret_0 : 0.00308239 + s_upper_bl_H_31 : 0.00284568 + s_upper_bl_ret_0 : 0.00284143 +Epoch: 697 | Train Loss: 1.00418 | Test Loss: 1.00254 | analysis_confidence: 0.141854 | CL: 0.0308524 | ln_CD: 0.0589189 | CM: 0.00539352 | Top_Xtr: 0.0325728 | Bot_Xtr: 0.0389707 +Loss contributors: + s_ln_CD : 0.225357 + s_CL : 0.20704 + s_analysis_confidence : 0.206455 + s_CM : 0.101523 + s_Bot_Xtr : 0.0294086 + s_Top_Xtr : 0.0215963 + s_lower_bl_H_0 : 0.00335862 + s_lower_bl_ret_0 : 0.00308083 + s_upper_bl_ret_0 : 0.00284714 + s_upper_bl_H_31 : 0.00284421 +Epoch: 698 | Train Loss: 1.00403 | Test Loss: 1.00551 | analysis_confidence: 0.140429 | CL: 0.0311586 | ln_CD: 0.0588671 | CM: 0.00545968 | Top_Xtr: 0.0326018 | Bot_Xtr: 0.038946 +Loss contributors: + s_ln_CD : 0.224544 + s_CL : 0.209681 + s_analysis_confidence : 0.206093 + s_CM : 0.102916 + s_Bot_Xtr : 0.0294249 + s_Top_Xtr : 0.0216971 + s_lower_bl_H_0 : 0.00336188 + s_lower_bl_ret_0 : 0.00308987 + s_upper_bl_ret_0 : 0.00284175 + s_lower_bl_H_1 : 0.002838 +Epoch: 699 | Train Loss: 1.00392 | Test Loss: 1.00366 | analysis_confidence: 0.140219 | CL: 0.0309436 | ln_CD: 0.0589676 | CM: 0.00542487 | Top_Xtr: 0.0325123 | Bot_Xtr: 0.0389384 +Loss contributors: + s_ln_CD : 0.225217 + s_CL : 0.207729 + s_analysis_confidence : 0.206334 + s_CM : 0.102194 + s_Bot_Xtr : 0.0293722 + s_Top_Xtr : 0.0216031 + s_lower_bl_H_0 : 0.00336563 + s_lower_bl_ret_0 : 0.00308731 + s_upper_bl_H_31 : 0.00285193 + s_lower_bl_H_1 : 0.00284371 +Epoch: 700 | Train Loss: 1.00389 | Test Loss: 1.00968 | analysis_confidence: 0.141143 | CL: 0.0314625 | ln_CD: 0.0593803 | CM: 0.00544127 | Top_Xtr: 0.0325542 | Bot_Xtr: 0.0389699 +Loss contributors: + s_ln_CD : 0.226601 + s_CL : 0.211484 + s_analysis_confidence : 0.206516 + s_CM : 0.102576 + s_Bot_Xtr : 0.029388 + s_Top_Xtr : 0.0216336 + s_lower_bl_H_0 : 0.00336491 + s_lower_bl_ret_0 : 0.00308934 + s_upper_bl_H_31 : 0.00285102 + s_upper_bl_ret_0 : 0.00284132 +Epoch: 701 | Train Loss: 1.0038 | Test Loss: 1.00428 | analysis_confidence: 0.141393 | CL: 0.0309797 | ln_CD: 0.0591965 | CM: 0.00542383 | Top_Xtr: 0.0325416 | Bot_Xtr: 0.038948 +Loss contributors: + s_ln_CD : 0.225522 + s_CL : 0.207841 + s_analysis_confidence : 0.206415 + s_CM : 0.102183 + s_Bot_Xtr : 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s_lower_bl_ret_0 : 0.00309814 + s_lower_bl_H_1 : 0.00284597 + s_upper_bl_ret_0 : 0.00284525 +Epoch: 704 | Train Loss: 1.0035 | Test Loss: 1.0104 | analysis_confidence: 0.140915 | CL: 0.0309947 | ln_CD: 0.0609125 | CM: 0.00543986 | Top_Xtr: 0.0324646 | Bot_Xtr: 0.0389053 +Loss contributors: + s_ln_CD : 0.231474 + s_CL : 0.208198 + s_analysis_confidence : 0.206318 + s_CM : 0.102509 + s_Bot_Xtr : 0.0293523 + s_Top_Xtr : 0.0215729 + s_lower_bl_H_0 : 0.00335695 + s_lower_bl_ret_0 : 0.00307878 + s_upper_bl_ret_0 : 0.00284282 + s_upper_bl_H_31 : 0.00284185 +Epoch: 705 | Train Loss: 1.00349 | Test Loss: 1.00691 | analysis_confidence: 0.141509 | CL: 0.0309509 | ln_CD: 0.0601725 | CM: 0.00540418 | Top_Xtr: 0.0325235 | Bot_Xtr: 0.0388613 +Loss contributors: + s_ln_CD : 0.229105 + s_CL : 0.207822 + s_analysis_confidence : 0.206261 + s_CM : 0.101706 + s_Bot_Xtr : 0.0293266 + s_Top_Xtr : 0.0215821 + s_lower_bl_H_0 : 0.00338044 + s_lower_bl_ret_0 : 0.00309382 + s_upper_bl_ret_0 : 0.00284901 + 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0.00307715 + s_upper_bl_H_31 : 0.0028361 + s_lower_bl_H_1 : 0.00283198 +Epoch: 719 | Train Loss: 1.00217 | Test Loss: 1.00347 | analysis_confidence: 0.141551 | CL: 0.0309695 | ln_CD: 0.0588301 | CM: 0.00542467 | Top_Xtr: 0.0325171 | Bot_Xtr: 0.0390196 +Loss contributors: + s_ln_CD : 0.2244 + s_CL : 0.208129 + s_analysis_confidence : 0.206457 + s_CM : 0.102176 + s_Bot_Xtr : 0.0294703 + s_Top_Xtr : 0.0215946 + s_lower_bl_H_0 : 0.00337237 + s_lower_bl_ret_0 : 0.00308409 + s_upper_bl_ret_0 : 0.00284969 + s_lower_bl_H_1 : 0.00283708 +Epoch: 720 | Train Loss: 1.00212 | Test Loss: 1.00727 | analysis_confidence: 0.141016 | CL: 0.0310266 | ln_CD: 0.0603598 | CM: 0.005398 | Top_Xtr: 0.0323496 | Bot_Xtr: 0.038693 +Loss contributors: + s_ln_CD : 0.230135 + s_CL : 0.207951 + s_analysis_confidence : 0.206243 + s_CM : 0.101637 + s_Bot_Xtr : 0.0292069 + s_Top_Xtr : 0.0214222 + s_lower_bl_H_0 : 0.00335451 + s_lower_bl_ret_0 : 0.00307133 + s_upper_bl_ret_0 : 0.00284377 + s_lower_bl_H_1 : 0.00283523 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analysis_confidence: 0.141337 | CL: 0.0307673 | ln_CD: 0.0589368 | CM: 0.00539798 | Top_Xtr: 0.0324767 | Bot_Xtr: 0.0388234 +Loss contributors: + s_ln_CD : 0.225103 + s_CL : 0.206454 + s_analysis_confidence : 0.206391 + s_CM : 0.101586 + s_Bot_Xtr : 0.0292764 + s_Top_Xtr : 0.0215959 + s_lower_bl_H_0 : 0.00337236 + s_lower_bl_ret_0 : 0.00307764 + s_lower_bl_H_1 : 0.00284431 + s_upper_bl_ret_0 : 0.00284071 +Epoch: 724 | Train Loss: 1.00184 | Test Loss: 1.00023 | analysis_confidence: 0.140076 | CL: 0.0308553 | ln_CD: 0.0586362 | CM: 0.00539492 | Top_Xtr: 0.0324003 | Bot_Xtr: 0.0387801 +Loss contributors: + s_ln_CD : 0.224084 + s_CL : 0.207037 + s_analysis_confidence : 0.206189 + s_CM : 0.101585 + s_Bot_Xtr : 0.0292086 + s_Top_Xtr : 0.0214618 + s_lower_bl_H_0 : 0.00337042 + s_lower_bl_ret_0 : 0.0030783 + s_upper_bl_H_31 : 0.0028444 + s_lower_bl_H_1 : 0.00283973 +Epoch: 725 | Train Loss: 1.00171 | Test Loss: 1.00589 | analysis_confidence: 0.14154 | CL: 0.0309306 | ln_CD: 0.0602535 | CM: 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s_CM : 0.101337 + s_Bot_Xtr : 0.029256 + s_Top_Xtr : 0.021447 + s_lower_bl_H_0 : 0.00335619 + s_lower_bl_ret_0 : 0.00307607 + s_upper_bl_ret_0 : 0.00284766 + s_lower_bl_H_1 : 0.00283983 +Epoch: 730 | Train Loss: 1.00142 | Test Loss: 0.998906 | analysis_confidence: 0.140011 | CL: 0.0308149 | ln_CD: 0.0585604 | CM: 0.00538297 | Top_Xtr: 0.0324322 | Bot_Xtr: 0.0389192 +Loss contributors: + s_ln_CD : 0.223562 + s_CL : 0.206694 + s_analysis_confidence : 0.206221 + s_CM : 0.101249 + s_Bot_Xtr : 0.0293093 + s_Top_Xtr : 0.0214749 + s_lower_bl_H_0 : 0.00336913 + s_lower_bl_ret_0 : 0.0030655 + s_lower_bl_H_1 : 0.00284002 + s_upper_bl_ret_0 : 0.00283663 +Epoch: 731 | Train Loss: 1.00123 | Test Loss: 1.00315 | analysis_confidence: 0.138797 | CL: 0.0308804 | ln_CD: 0.0596187 | CM: 0.00542744 | Top_Xtr: 0.0323974 | Bot_Xtr: 0.0387641 +Loss contributors: + s_ln_CD : 0.226588 + s_CL : 0.206895 + s_analysis_confidence : 0.20636 + s_CM : 0.102218 + s_Bot_Xtr : 0.0291698 + s_Top_Xtr : 0.0214845 + 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s_lower_bl_H_1 : 0.00283064 + s_upper_bl_ret_0 : 0.00277867 +Epoch: 914 | Train Loss: 0.988936 | Test Loss: 0.989858 | analysis_confidence: 0.140584 | CL: 0.0305341 | ln_CD: 0.0588952 | CM: 0.00535522 | Top_Xtr: 0.0314871 | Bot_Xtr: 0.0377459 +Loss contributors: + s_ln_CD : 0.222973 + s_analysis_confidence : 0.206064 + s_CL : 0.204279 + s_CM : 0.100651 + s_Bot_Xtr : 0.0282642 + s_Top_Xtr : 0.0206851 + s_lower_bl_H_0 : 0.00336193 + s_lower_bl_ret_0 : 0.00303336 + s_lower_bl_H_1 : 0.00284199 + s_upper_bl_ret_0 : 0.00279031 +Epoch: 915 | Train Loss: 0.988859 | Test Loss: 0.98803 | analysis_confidence: 0.140864 | CL: 0.0305832 | ln_CD: 0.0582293 | CM: 0.0053318 | Top_Xtr: 0.031454 | Bot_Xtr: 0.0375863 +Loss contributors: + s_ln_CD : 0.221492 + s_analysis_confidence : 0.206243 + s_CL : 0.204169 + s_CM : 0.100061 + s_Bot_Xtr : 0.0281348 + s_Top_Xtr : 0.0206625 + s_lower_bl_H_0 : 0.00336368 + s_lower_bl_ret_0 : 0.00303849 + s_lower_bl_H_1 : 0.00284303 + s_upper_bl_ret_0 : 0.00278608 +Epoch: 916 | Train Loss: 0.988716 | Test Loss: 0.9893 | analysis_confidence: 0.141913 | CL: 0.0304396 | ln_CD: 0.0588717 | CM: 0.00531729 | Top_Xtr: 0.0315627 | Bot_Xtr: 0.0376398 +Loss contributors: + s_ln_CD : 0.223597 + s_analysis_confidence : 0.206194 + s_CL : 0.203711 + s_CM : 0.0997873 + s_Bot_Xtr : 0.0281084 + s_Top_Xtr : 0.020696 + s_lower_bl_H_0 : 0.00336177 + s_lower_bl_ret_0 : 0.00303528 + s_lower_bl_H_1 : 0.00285105 + s_upper_bl_ret_0 : 0.00277587 +Epoch: 917 | Train Loss: 0.988651 | Test Loss: 0.988214 | analysis_confidence: 0.139899 | CL: 0.0304768 | ln_CD: 0.0584513 | CM: 0.00533806 | Top_Xtr: 0.0313309 | Bot_Xtr: 0.0375234 +Loss contributors: + s_ln_CD : 0.222099 + s_analysis_confidence : 0.206076 + s_CL : 0.204069 + s_CM : 0.100192 + s_Bot_Xtr : 0.0281469 + s_Top_Xtr : 0.020566 + s_lower_bl_H_0 : 0.00335482 + s_lower_bl_ret_0 : 0.0030373 + s_lower_bl_H_1 : 0.0028273 + s_upper_bl_ret_0 : 0.00278401 +Epoch: 918 | Train Loss: 0.988613 | Test Loss: 0.997427 | analysis_confidence: 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CM: 0.00543236 | Top_Xtr: 0.0310797 | Bot_Xtr: 0.0373165 +Loss contributors: + s_ln_CD : 0.220395 + s_analysis_confidence : 0.20618 + s_CL : 0.202997 + s_CM : 0.102167 + s_Bot_Xtr : 0.0279174 + s_Top_Xtr : 0.020347 + s_lower_bl_H_0 : 0.00339624 + s_lower_bl_ret_0 : 0.00303234 + s_lower_bl_H_1 : 0.00286927 + s_upper_bl_ret_0 : 0.00277927 +Epoch: 981 | Train Loss: 0.985123 | Test Loss: 0.985065 | analysis_confidence: 0.14043 | CL: 0.0305979 | ln_CD: 0.0578932 | CM: 0.00535777 | Top_Xtr: 0.0309762 | Bot_Xtr: 0.0372037 +Loss contributors: + s_ln_CD : 0.219826 + s_analysis_confidence : 0.205948 + s_CL : 0.20417 + s_CM : 0.100505 + s_Bot_Xtr : 0.0278483 + s_Top_Xtr : 0.0202907 + s_lower_bl_H_0 : 0.00340099 + s_lower_bl_ret_0 : 0.00304513 + s_lower_bl_H_1 : 0.00287386 + s_upper_bl_ret_0 : 0.00277598 +Epoch: 982 | Train Loss: 0.985066 | Test Loss: 0.985845 | analysis_confidence: 0.140742 | CL: 0.0307212 | ln_CD: 0.0580524 | CM: 0.00535616 | Top_Xtr: 0.0310767 | Bot_Xtr: 0.0372261 +Loss 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Test Loss: 0.983178 | analysis_confidence: 0.139863 | CL: 0.030332 | ln_CD: 0.0580979 | CM: 0.0052964 | Top_Xtr: 0.0312006 | Bot_Xtr: 0.0372291 +Loss contributors: + s_ln_CD : 0.22054 + s_analysis_confidence : 0.206423 + s_CL : 0.202691 + s_CM : 0.0992893 + s_Bot_Xtr : 0.0277801 + s_Top_Xtr : 0.0203538 + s_lower_bl_H_0 : 0.00340699 + s_lower_bl_ret_0 : 0.00304318 + s_lower_bl_H_1 : 0.0028937 + s_upper_bl_ret_0 : 0.00276719 +Epoch: 994 | Train Loss: 0.984332 | Test Loss: 0.983957 | analysis_confidence: 0.14222 | CL: 0.0303755 | ln_CD: 0.0582066 | CM: 0.00530082 | Top_Xtr: 0.0310114 | Bot_Xtr: 0.0371322 +Loss contributors: + s_ln_CD : 0.22088 + s_analysis_confidence : 0.206168 + s_CL : 0.203081 + s_CM : 0.0994131 + s_Bot_Xtr : 0.0277206 + s_Top_Xtr : 0.0202464 + s_lower_bl_H_0 : 0.00339277 + s_lower_bl_ret_0 : 0.00304065 + s_lower_bl_H_1 : 0.00288575 + s_upper_bl_ret_0 : 0.00276789 +Epoch: 995 | Train Loss: 0.984211 | Test Loss: 0.986504 | analysis_confidence: 0.141238 | CL: 0.030474 | ln_CD: 0.0588282 | CM: 0.00530613 | Top_Xtr: 0.0312033 | Bot_Xtr: 0.0372799 +Loss contributors: + s_ln_CD : 0.22307 + s_analysis_confidence : 0.205942 + s_CL : 0.203313 + s_CM : 0.0995498 + s_Bot_Xtr : 0.027821 + s_Top_Xtr : 0.0203786 + s_lower_bl_H_0 : 0.00340487 + s_lower_bl_ret_0 : 0.0030416 + s_lower_bl_H_1 : 0.00288946 + s_upper_bl_ret_0 : 0.00277821 +Epoch: 996 | Train Loss: 0.984154 | Test Loss: 0.981778 | analysis_confidence: 0.140009 | CL: 0.0303429 | ln_CD: 0.0577854 | CM: 0.0053028 | Top_Xtr: 0.0311225 | Bot_Xtr: 0.0372417 +Loss contributors: + s_ln_CD : 0.219395 + s_analysis_confidence : 0.205994 + s_CL : 0.202555 + s_CM : 0.099433 + s_Bot_Xtr : 0.0277745 + s_Top_Xtr : 0.0203516 + s_lower_bl_H_0 : 0.00340887 + s_lower_bl_ret_0 : 0.00303744 + s_lower_bl_H_1 : 0.00288762 + s_upper_bl_ret_0 : 0.00277188 +Epoch: 997 | Train Loss: 0.98417 | Test Loss: 0.982297 | analysis_confidence: 0.141376 | CL: 0.0302997 | ln_CD: 0.0578156 | CM: 0.00530418 | Top_Xtr: 0.0311787 | Bot_Xtr: 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s_analysis_confidence : 0.205907 + s_CL : 0.203407 + s_CM : 0.100573 + s_Bot_Xtr : 0.0277372 + s_Top_Xtr : 0.0203345 + s_lower_bl_H_0 : 0.00340053 + s_lower_bl_ret_0 : 0.00304284 + s_lower_bl_H_1 : 0.00288182 + s_upper_bl_ret_0 : 0.00276709 +Epoch: 1000 | Train Loss: 0.983983 | Test Loss: 0.985465 | analysis_confidence: 0.138664 | CL: 0.0302823 | ln_CD: 0.0591091 | CM: 0.00529436 | Top_Xtr: 0.0311142 | Bot_Xtr: 0.0370969 +Loss contributors: + s_ln_CD : 0.223879 + s_analysis_confidence : 0.205971 + s_CL : 0.20237 + s_CM : 0.0992745 + s_Bot_Xtr : 0.0276528 + s_Top_Xtr : 0.0203426 + s_lower_bl_H_0 : 0.0034023 + s_lower_bl_ret_0 : 0.00304204 + s_lower_bl_H_1 : 0.00288078 + s_upper_bl_ret_0 : 0.00277417 +Epoch: 1001 | Train Loss: 0.983906 | Test Loss: 0.986014 | analysis_confidence: 0.141118 | CL: 0.0304593 | ln_CD: 0.05874 | CM: 0.00535553 | Top_Xtr: 0.0311279 | Bot_Xtr: 0.0370643 +Loss contributors: + s_ln_CD : 0.222208 + s_analysis_confidence : 0.206032 + s_CL : 0.203203 + s_CM : 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s_lower_bl_H_0 : 0.00340371 + s_lower_bl_ret_0 : 0.00303274 + s_lower_bl_H_1 : 0.00289053 + s_upper_bl_ret_0 : 0.00276467 +Epoch: 1004 | Train Loss: 0.98359 | Test Loss: 0.98456 | analysis_confidence: 0.141044 | CL: 0.0304306 | ln_CD: 0.0580658 | CM: 0.00536432 | Top_Xtr: 0.0310619 | Bot_Xtr: 0.0370626 +Loss contributors: + s_ln_CD : 0.220342 + s_analysis_confidence : 0.206079 + s_CL : 0.203109 + s_CM : 0.100717 + s_Bot_Xtr : 0.0276565 + s_Top_Xtr : 0.0203131 + s_lower_bl_H_0 : 0.00340887 + s_lower_bl_ret_0 : 0.00304104 + s_lower_bl_H_1 : 0.00289722 + s_upper_bl_ret_0 : 0.00277167 +Epoch: 1005 | Train Loss: 0.983584 | Test Loss: 0.99251 | analysis_confidence: 0.140416 | CL: 0.0305334 | ln_CD: 0.0599994 | CM: 0.00533796 | Top_Xtr: 0.0310341 | Bot_Xtr: 0.0369778 +Loss contributors: + s_ln_CD : 0.226979 + s_analysis_confidence : 0.206207 + s_CL : 0.204821 + s_CM : 0.100227 + s_Bot_Xtr : 0.0276001 + s_Top_Xtr : 0.0202768 + s_lower_bl_H_0 : 0.00340696 + s_lower_bl_ret_0 : 0.00304126 + s_lower_bl_H_1 : 0.00289808 + s_upper_bl_ret_0 : 0.00276804 +Epoch: 1006 | Train Loss: 0.983626 | Test Loss: 0.985591 | analysis_confidence: 0.14002 | CL: 0.0307146 | ln_CD: 0.0580605 | CM: 0.00534151 | Top_Xtr: 0.0311781 | Bot_Xtr: 0.0371162 +Loss contributors: + s_ln_CD : 0.220454 + s_analysis_confidence : 0.20581 + s_CL : 0.204782 + s_CM : 0.100186 + s_Bot_Xtr : 0.0276774 + s_Top_Xtr : 0.020328 + s_lower_bl_H_0 : 0.00340427 + s_lower_bl_ret_0 : 0.00303556 + s_lower_bl_H_1 : 0.00289852 + s_upper_bl_ret_0 : 0.00276303 +Epoch: 1007 | Train Loss: 0.983461 | Test Loss: 0.988708 | analysis_confidence: 0.141411 | CL: 0.0303025 | ln_CD: 0.0599351 | CM: 0.0053172 | Top_Xtr: 0.0311862 | Bot_Xtr: 0.0370868 +Loss contributors: + s_ln_CD : 0.226178 + s_analysis_confidence : 0.206085 + s_CL : 0.202332 + s_CM : 0.0997024 + s_Bot_Xtr : 0.027617 + s_Top_Xtr : 0.0203408 + s_lower_bl_H_0 : 0.00339616 + s_lower_bl_ret_0 : 0.00304313 + s_lower_bl_H_1 : 0.00290953 + s_upper_bl_ret_0 : 0.00276392 +Epoch: 1008 | Train Loss: 0.983409 | Test Loss: 0.986608 | analysis_confidence: 0.140233 | CL: 0.0302729 | ln_CD: 0.0591107 | CM: 0.00532396 | Top_Xtr: 0.0311761 | Bot_Xtr: 0.0372844 +Loss contributors: + s_ln_CD : 0.22417 + s_analysis_confidence : 0.205915 + s_CL : 0.202166 + s_CM : 0.0998351 + s_Bot_Xtr : 0.0278091 + s_Top_Xtr : 0.0203794 + s_lower_bl_H_0 : 0.00341071 + s_lower_bl_ret_0 : 0.00303714 + s_lower_bl_H_1 : 0.00288883 + s_upper_bl_ret_0 : 0.00276535 +Epoch: 1009 | Train Loss: 0.983345 | Test Loss: 0.984485 | analysis_confidence: 0.141251 | CL: 0.0302936 | ln_CD: 0.0586316 | CM: 0.00530656 | Top_Xtr: 0.0309666 | Bot_Xtr: 0.0369754 +Loss contributors: + s_ln_CD : 0.222644 + s_analysis_confidence : 0.205934 + s_CL : 0.202609 + s_CM : 0.0995372 + s_Bot_Xtr : 0.0275645 + s_Top_Xtr : 0.0202187 + s_lower_bl_H_0 : 0.00340611 + s_lower_bl_ret_0 : 0.00304052 + s_lower_bl_H_1 : 0.00289946 + s_upper_bl_ret_0 : 0.00276074 +Epoch: 1010 | Train Loss: 0.983233 | Test Loss: 0.9831 | analysis_confidence: 0.139981 | CL: 0.0302395 | ln_CD: 0.0585284 | CM: 0.0052937 | Top_Xtr: 0.0310787 | Bot_Xtr: 0.037084 +Loss contributors: + s_ln_CD : 0.222152 + s_analysis_confidence : 0.205976 + s_CL : 0.201977 + s_CM : 0.0992675 + s_Bot_Xtr : 0.0275595 + s_Top_Xtr : 0.0202572 + s_lower_bl_H_0 : 0.00340657 + s_lower_bl_ret_0 : 0.00303603 + s_lower_bl_H_1 : 0.00289593 + s_upper_bl_ret_0 : 0.00275955 +Epoch: 1011 | Train Loss: 0.983297 | Test Loss: 0.984752 | analysis_confidence: 0.141264 | CL: 0.030327 | ln_CD: 0.0587146 | CM: 0.00531873 | Top_Xtr: 0.0310919 | Bot_Xtr: 0.0371163 +Loss contributors: + s_ln_CD : 0.222731 + s_analysis_confidence : 0.206011 + s_CL : 0.202344 + s_CM : 0.099742 + s_Bot_Xtr : 0.027672 + s_Top_Xtr : 0.0202596 + s_lower_bl_H_0 : 0.00340528 + s_lower_bl_ret_0 : 0.00303744 + s_lower_bl_H_1 : 0.00289447 + s_upper_bl_ret_0 : 0.00276324 +Epoch: 1012 | Train Loss: 0.983194 | Test Loss: 0.985482 | analysis_confidence: 0.140181 | CL: 0.0305569 | ln_CD: 0.05876 | CM: 0.00530632 | Top_Xtr: 0.0311114 | Bot_Xtr: 0.037118 +Loss contributors: + s_ln_CD : 0.222856 + s_analysis_confidence : 0.205832 + s_CL : 0.203496 + s_CM : 0.0994955 + s_Bot_Xtr : 0.027703 + s_Top_Xtr : 0.0203029 + s_lower_bl_H_0 : 0.00341395 + s_lower_bl_ret_0 : 0.00304127 + s_lower_bl_H_1 : 0.00289388 + s_upper_bl_ret_0 : 0.00276299 +Epoch: 1013 | Train Loss: 0.983099 | Test Loss: 0.988874 | analysis_confidence: 0.139755 | CL: 0.0306614 | ln_CD: 0.0590798 | CM: 0.00534461 | Top_Xtr: 0.0310071 | Bot_Xtr: 0.0370414 +Loss contributors: + s_ln_CD : 0.224257 + s_analysis_confidence : 0.205837 + s_CL : 0.204307 + s_CM : 0.100277 + s_Bot_Xtr : 0.0276295 + s_Top_Xtr : 0.0202523 + s_lower_bl_H_0 : 0.00341515 + s_lower_bl_ret_0 : 0.00304534 + s_lower_bl_H_1 : 0.00290807 + s_upper_bl_ret_0 : 0.00276458 +Epoch: 1014 | Train Loss: 0.983035 | Test Loss: 0.981791 | analysis_confidence: 0.140169 | CL: 0.0303712 | ln_CD: 0.0578667 | CM: 0.00531487 | Top_Xtr: 0.0309816 | Bot_Xtr: 0.0369478 +Loss 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s_lower_bl_H_1 : 0.00293442 + s_upper_bl_ret_0 : 0.00274217 +Epoch: 1102 | Train Loss: 0.978859 | Test Loss: 0.979962 | analysis_confidence: 0.139936 | CL: 0.0301318 | ln_CD: 0.0584762 | CM: 0.00530759 | Top_Xtr: 0.0307697 | Bot_Xtr: 0.0365511 +Loss contributors: + s_ln_CD : 0.220762 + s_analysis_confidence : 0.206223 + s_CL : 0.200986 + s_CM : 0.0994841 + s_Bot_Xtr : 0.0271458 + s_Top_Xtr : 0.0199654 + s_lower_bl_H_0 : 0.00344444 + s_lower_bl_ret_0 : 0.00301878 + s_lower_bl_H_1 : 0.00293878 + s_upper_bl_ret_0 : 0.00274198 +Epoch: 1103 | Train Loss: 0.978877 | Test Loss: 0.982104 | analysis_confidence: 0.141849 | CL: 0.0304342 | ln_CD: 0.0583179 | CM: 0.0053411 | Top_Xtr: 0.0307455 | Bot_Xtr: 0.0365455 +Loss contributors: + s_ln_CD : 0.220474 + s_analysis_confidence : 0.206141 + s_CL : 0.202908 + s_CM : 0.10022 + s_Bot_Xtr : 0.0271665 + s_Top_Xtr : 0.0199923 + s_lower_bl_H_0 : 0.00345475 + s_lower_bl_ret_0 : 0.00302129 + s_lower_bl_H_1 : 0.00294217 + s_upper_bl_ret_0 : 0.00274632 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0.00301725 + s_lower_bl_H_1 : 0.00295281 + s_upper_bl_ret_0 : 0.0027469 +Epoch: 1117 | Train Loss: 0.978244 | Test Loss: 0.97758 | analysis_confidence: 0.139564 | CL: 0.0300963 | ln_CD: 0.0581027 | CM: 0.00527974 | Top_Xtr: 0.0306218 | Bot_Xtr: 0.0364885 +Loss contributors: + s_ln_CD : 0.219796 + s_analysis_confidence : 0.205813 + s_CL : 0.200606 + s_CM : 0.0989159 + s_Bot_Xtr : 0.0270842 + s_Top_Xtr : 0.0198639 + s_lower_bl_H_0 : 0.00345725 + s_lower_bl_ret_0 : 0.0030161 + s_lower_bl_H_1 : 0.00294195 + s_upper_bl_ret_0 : 0.00274806 +Epoch: 1118 | Train Loss: 0.978117 | Test Loss: 0.980533 | analysis_confidence: 0.14108 | CL: 0.0302957 | ln_CD: 0.0578682 | CM: 0.00532596 | Top_Xtr: 0.0307374 | Bot_Xtr: 0.036497 +Loss contributors: + s_ln_CD : 0.2197 + s_analysis_confidence : 0.206472 + s_CL : 0.202274 + s_CM : 0.099878 + s_Bot_Xtr : 0.0270476 + s_Top_Xtr : 0.0199573 + s_lower_bl_H_0 : 0.00346296 + s_lower_bl_ret_0 : 0.00301693 + s_lower_bl_H_1 : 0.00294631 + s_upper_bl_ret_0 : 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s_lower_bl_ret_0 : 0.00300923 + s_lower_bl_H_1 : 0.00294034 + s_upper_bl_ret_0 : 0.00275035 +Epoch: 1164 | Train Loss: 0.976158 | Test Loss: 0.978766 | analysis_confidence: 0.140545 | CL: 0.0300782 | ln_CD: 0.0584622 | CM: 0.00530944 | Top_Xtr: 0.0305249 | Bot_Xtr: 0.0362478 +Loss contributors: + s_ln_CD : 0.220785 + s_analysis_confidence : 0.205884 + s_CL : 0.200714 + s_CM : 0.0995057 + s_Bot_Xtr : 0.0268285 + s_Top_Xtr : 0.0198012 + s_lower_bl_H_0 : 0.00346359 + s_lower_bl_ret_0 : 0.0030033 + s_lower_bl_H_1 : 0.00294583 + s_upper_bl_ret_0 : 0.00274424 +Epoch: 1165 | Train Loss: 0.976214 | Test Loss: 0.977489 | analysis_confidence: 0.140658 | CL: 0.0302202 | ln_CD: 0.0576265 | CM: 0.00529531 | Top_Xtr: 0.030722 | Bot_Xtr: 0.0364464 +Loss contributors: + s_ln_CD : 0.218287 + s_analysis_confidence : 0.206044 + s_CL : 0.201755 + s_CM : 0.099249 + s_Bot_Xtr : 0.0269605 + s_Top_Xtr : 0.0199186 + s_lower_bl_H_0 : 0.00346128 + s_lower_bl_ret_0 : 0.00301462 + s_lower_bl_H_1 : 0.00295111 + s_upper_bl_ret_0 : 0.002757 +Epoch: 1166 | Train Loss: 0.97616 | Test Loss: 0.97871 | analysis_confidence: 0.141155 | CL: 0.0300798 | ln_CD: 0.0584948 | CM: 0.00528574 | Top_Xtr: 0.0306956 | Bot_Xtr: 0.0364551 +Loss contributors: + s_ln_CD : 0.221245 + s_analysis_confidence : 0.206278 + s_CL : 0.200525 + s_CM : 0.0990445 + s_Bot_Xtr : 0.0269778 + s_Top_Xtr : 0.0198822 + s_lower_bl_H_0 : 0.00347031 + s_lower_bl_ret_0 : 0.00302199 + s_lower_bl_H_1 : 0.00295415 + s_upper_bl_ret_0 : 0.00275648 +Epoch: 1167 | Train Loss: 0.976113 | Test Loss: 0.977657 | analysis_confidence: 0.140698 | CL: 0.0301629 | ln_CD: 0.0579897 | CM: 0.00531789 | Top_Xtr: 0.0306296 | Bot_Xtr: 0.0363498 +Loss contributors: + s_ln_CD : 0.21942 + s_analysis_confidence : 0.205925 + s_CL : 0.200909 + s_CM : 0.0996873 + s_Bot_Xtr : 0.0269393 + s_Top_Xtr : 0.0198553 + s_lower_bl_H_0 : 0.00346178 + s_lower_bl_ret_0 : 0.00300947 + s_lower_bl_H_1 : 0.00294768 + s_upper_bl_ret_0 : 0.00274266 +Epoch: 1168 | Train Loss: 0.976084 | Test Loss: 0.978054 | analysis_confidence: 0.141059 | CL: 0.0300624 | ln_CD: 0.0582259 | CM: 0.00530483 | Top_Xtr: 0.0306058 | Bot_Xtr: 0.0362719 +Loss contributors: + s_ln_CD : 0.220739 + s_analysis_confidence : 0.205993 + s_CL : 0.199965 + s_CM : 0.0994343 + s_Bot_Xtr : 0.0269157 + s_Top_Xtr : 0.0199037 + s_lower_bl_H_0 : 0.00346332 + s_lower_bl_ret_0 : 0.00300711 + s_lower_bl_H_1 : 0.00294799 + s_upper_bl_ret_0 : 0.00274889 +Epoch: 1169 | Train Loss: 0.975937 | Test Loss: 0.97612 | analysis_confidence: 0.140927 | CL: 0.0299237 | ln_CD: 0.0579887 | CM: 0.00530684 | Top_Xtr: 0.0306294 | Bot_Xtr: 0.0363314 +Loss contributors: + s_ln_CD : 0.219535 + s_analysis_confidence : 0.205911 + s_CL : 0.199393 + s_CM : 0.0994502 + s_Bot_Xtr : 0.0268807 + s_Top_Xtr : 0.0198653 + s_lower_bl_H_0 : 0.00346398 + s_lower_bl_ret_0 : 0.00300717 + s_lower_bl_H_1 : 0.00295 + s_upper_bl_ret_0 : 0.00274796 +Epoch: 1170 | Train Loss: 0.976007 | Test Loss: 0.976963 | analysis_confidence: 0.140415 | CL: 0.0301226 | ln_CD: 0.0577485 | CM: 0.00528519 | Top_Xtr: 0.0304932 | Bot_Xtr: 0.0362326 +Loss contributors: + s_ln_CD : 0.219122 + s_analysis_confidence : 0.206216 + s_CL : 0.200534 + s_CM : 0.0990095 + s_Bot_Xtr : 0.0269144 + s_Top_Xtr : 0.0198051 + s_lower_bl_H_0 : 0.00347291 + s_lower_bl_ret_0 : 0.00301111 + s_lower_bl_H_1 : 0.00295361 + s_upper_bl_ret_0 : 0.00274967 +Epoch: 1171 | Train Loss: 0.975868 | Test Loss: 0.975687 | analysis_confidence: 0.140466 | CL: 0.0299766 | ln_CD: 0.0576738 | CM: 0.00532353 | Top_Xtr: 0.0306832 | Bot_Xtr: 0.0363798 +Loss contributors: + s_ln_CD : 0.218313 + s_analysis_confidence : 0.205949 + s_CL : 0.199833 + s_CM : 0.099803 + s_Bot_Xtr : 0.0269097 + s_Top_Xtr : 0.0199066 + s_lower_bl_H_0 : 0.00346499 + s_lower_bl_ret_0 : 0.00300807 + s_lower_bl_H_1 : 0.00295463 + s_upper_bl_ret_0 : 0.00274552 +Epoch: 1172 | Train Loss: 0.975854 | Test Loss: 0.974324 | analysis_confidence: 0.140054 | CL: 0.0299878 | ln_CD: 0.0576337 | CM: 0.00528433 | Top_Xtr: 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s_lower_bl_H_1 : 0.00294879 + s_upper_bl_ret_0 : 0.00275514 +Epoch: 1181 | Train Loss: 0.975557 | Test Loss: 0.987 | analysis_confidence: 0.141387 | CL: 0.0299785 | ln_CD: 0.0609069 | CM: 0.00527894 | Top_Xtr: 0.030743 | Bot_Xtr: 0.0363235 +Loss contributors: + s_ln_CD : 0.229661 + s_analysis_confidence : 0.206184 + s_CL : 0.200017 + s_CM : 0.0988765 + s_Bot_Xtr : 0.0269198 + s_Top_Xtr : 0.0199053 + s_lower_bl_H_0 : 0.0034704 + s_lower_bl_ret_0 : 0.00300501 + s_lower_bl_H_1 : 0.00295569 + s_upper_bl_ret_0 : 0.00275155 +Epoch: 1182 | Train Loss: 0.975554 | Test Loss: 0.982485 | analysis_confidence: 0.140414 | CL: 0.0300421 | ln_CD: 0.0598421 | CM: 0.00530683 | Top_Xtr: 0.0305242 | Bot_Xtr: 0.0362212 +Loss contributors: + s_ln_CD : 0.225603 + s_analysis_confidence : 0.206226 + s_CL : 0.199846 + s_CM : 0.0993556 + s_Bot_Xtr : 0.0268183 + s_Top_Xtr : 0.0198025 + s_lower_bl_H_0 : 0.00346339 + s_lower_bl_ret_0 : 0.00300947 + s_lower_bl_H_1 : 0.00295171 + s_upper_bl_ret_0 : 0.00275983 +Epoch: 1183 | Train Loss: 0.975422 | Test Loss: 0.976905 | analysis_confidence: 0.140838 | CL: 0.0299712 | ln_CD: 0.0585292 | CM: 0.00529808 | Top_Xtr: 0.0305283 | Bot_Xtr: 0.0361696 +Loss contributors: + s_ln_CD : 0.220431 + s_analysis_confidence : 0.205949 + s_CL : 0.199746 + s_CM : 0.0993084 + s_Bot_Xtr : 0.0268191 + s_Top_Xtr : 0.0198258 + s_lower_bl_H_0 : 0.00346328 + s_lower_bl_ret_0 : 0.00300612 + s_lower_bl_H_1 : 0.00295476 + s_upper_bl_ret_0 : 0.00274751 +Epoch: 1184 | Train Loss: 0.975424 | Test Loss: 0.981895 | analysis_confidence: 0.141324 | CL: 0.0305614 | ln_CD: 0.0583621 | CM: 0.00529059 | Top_Xtr: 0.0304275 | Bot_Xtr: 0.0362099 +Loss contributors: + s_ln_CD : 0.221345 + s_analysis_confidence : 0.206223 + s_CL : 0.203496 + s_CM : 0.0991148 + s_Bot_Xtr : 0.0268142 + s_Top_Xtr : 0.0197228 + s_lower_bl_H_0 : 0.00348835 + s_lower_bl_ret_0 : 0.00300711 + s_lower_bl_H_1 : 0.00296364 + s_upper_bl_ret_0 : 0.00275123 +Epoch: 1185 | Train Loss: 0.975313 | Test Loss: 0.973472 | 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s_lower_bl_ret_0 : 0.00299655 + s_lower_bl_H_1 : 0.00295451 + s_upper_bl_ret_0 : 0.00275054 +Epoch: 1196 | Train Loss: 0.974931 | Test Loss: 0.973615 | analysis_confidence: 0.140472 | CL: 0.0298544 | ln_CD: 0.0578782 | CM: 0.00527329 | Top_Xtr: 0.0306206 | Bot_Xtr: 0.0362169 +Loss contributors: + s_ln_CD : 0.218523 + s_analysis_confidence : 0.206047 + s_CL : 0.198883 + s_CM : 0.0987198 + s_Bot_Xtr : 0.0268187 + s_Top_Xtr : 0.0198345 + s_lower_bl_H_0 : 0.00347011 + s_lower_bl_ret_0 : 0.00300702 + s_lower_bl_H_1 : 0.00296192 + s_upper_bl_ret_0 : 0.00275575 +Epoch: 1197 | Train Loss: 0.974959 | Test Loss: 0.97653 | analysis_confidence: 0.142274 | CL: 0.0299646 | ln_CD: 0.0582363 | CM: 0.00526534 | Top_Xtr: 0.0306541 | Bot_Xtr: 0.0362715 +Loss contributors: + s_ln_CD : 0.220103 + s_analysis_confidence : 0.20657 + s_CL : 0.199595 + s_CM : 0.0985925 + s_Bot_Xtr : 0.0268343 + s_Top_Xtr : 0.0198716 + s_lower_bl_H_0 : 0.00346812 + s_lower_bl_ret_0 : 0.00299731 + s_lower_bl_H_1 : 0.00296298 + s_upper_bl_ret_0 : 0.00275869 +Epoch: 1198 | Train Loss: 0.974798 | Test Loss: 0.979032 | analysis_confidence: 0.140038 | CL: 0.0304045 | ln_CD: 0.0576399 | CM: 0.00538974 | Top_Xtr: 0.0305123 | Bot_Xtr: 0.0362079 +Loss contributors: + s_ln_CD : 0.218137 + s_analysis_confidence : 0.206182 + s_CL : 0.202169 + s_CM : 0.101064 + s_Bot_Xtr : 0.026847 + s_Top_Xtr : 0.0197909 + s_lower_bl_H_0 : 0.00346451 + s_lower_bl_ret_0 : 0.0029948 + s_lower_bl_H_1 : 0.00296402 + s_upper_bl_ret_0 : 0.00275968 +Epoch: 1199 | Train Loss: 0.974853 | Test Loss: 0.976355 | analysis_confidence: 0.14 | CL: 0.0299397 | ln_CD: 0.0582526 | CM: 0.00527446 | Top_Xtr: 0.0306684 | Bot_Xtr: 0.0362674 +Loss contributors: + s_ln_CD : 0.22041 + s_analysis_confidence : 0.20614 + s_CL : 0.199477 + s_CM : 0.0987865 + s_Bot_Xtr : 0.0268422 + s_Top_Xtr : 0.0198848 + s_lower_bl_H_0 : 0.00346761 + s_lower_bl_ret_0 : 0.0030013 + s_lower_bl_H_1 : 0.00295519 + s_upper_bl_ret_0 : 0.00275669 +Epoch: 1200 | Train Loss: 0.974767 | Test Loss: 0.979423 | analysis_confidence: 0.141036 | CL: 0.0304019 | ln_CD: 0.0583872 | CM: 0.00530397 | Top_Xtr: 0.0307985 | Bot_Xtr: 0.0363441 +Loss contributors: + s_ln_CD : 0.220463 + s_analysis_confidence : 0.206169 + s_CL : 0.201791 + s_CM : 0.0993752 + s_Bot_Xtr : 0.0268242 + s_Top_Xtr : 0.0198547 + s_lower_bl_H_0 : 0.00348793 + s_lower_bl_ret_0 : 0.00300282 + s_lower_bl_H_1 : 0.00296175 + s_upper_bl_ret_0 : 0.0027605 +Epoch: 1201 | Train Loss: 0.974683 | Test Loss: 0.97426 | analysis_confidence: 0.140591 | CL: 0.030036 | ln_CD: 0.0576061 | CM: 0.00528455 | Top_Xtr: 0.0305124 | Bot_Xtr: 0.036114 +Loss contributors: + s_ln_CD : 0.217992 + s_analysis_confidence : 0.206092 + s_CL : 0.199716 + s_CM : 0.0989857 + s_Bot_Xtr : 0.0267427 + s_Top_Xtr : 0.0198014 + s_lower_bl_H_0 : 0.00346117 + s_lower_bl_ret_0 : 0.00299799 + s_lower_bl_H_1 : 0.00295438 + s_upper_bl_ret_0 : 0.00275478 +Epoch: 1202 | Train Loss: 0.974725 | Test Loss: 0.983104 | analysis_confidence: 0.141574 | CL: 0.0303592 | ln_CD: 0.0590497 | CM: 0.00531485 | Top_Xtr: 0.0305497 | Bot_Xtr: 0.036258 +Loss contributors: + s_ln_CD : 0.22267 + s_analysis_confidence : 0.206311 + s_CL : 0.202831 + s_CM : 0.099662 + s_Bot_Xtr : 0.0268138 + s_Top_Xtr : 0.0197592 + s_lower_bl_H_0 : 0.00347302 + s_lower_bl_ret_0 : 0.00299992 + s_lower_bl_H_1 : 0.00296958 + s_upper_bl_ret_0 : 0.00275792 +Epoch: 1203 | Train Loss: 0.974676 | Test Loss: 0.974319 | analysis_confidence: 0.141413 | CL: 0.0301059 | ln_CD: 0.0573481 | CM: 0.00527964 | Top_Xtr: 0.0305784 | Bot_Xtr: 0.0361859 +Loss contributors: + s_ln_CD : 0.217039 + s_analysis_confidence : 0.206071 + s_CL : 0.20084 + s_CM : 0.0988979 + s_Bot_Xtr : 0.0267575 + s_Top_Xtr : 0.019828 + s_lower_bl_H_0 : 0.00346904 + s_lower_bl_ret_0 : 0.00301008 + s_lower_bl_H_1 : 0.00296173 + s_upper_bl_ret_0 : 0.00276365 +Epoch: 1204 | Train Loss: 0.974666 | Test Loss: 0.97442 | analysis_confidence: 0.141246 | CL: 0.0299345 | ln_CD: 0.0575586 | CM: 0.00528223 | Top_Xtr: 0.0307459 | Bot_Xtr: 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s_lower_bl_H_1 : 0.00294709 + s_upper_bl_ret_0 : 0.00275498 +Epoch: 1213 | Train Loss: 0.97431 | Test Loss: 0.972646 | analysis_confidence: 0.142292 | CL: 0.0298671 | ln_CD: 0.0575907 | CM: 0.00526275 | Top_Xtr: 0.0304849 | Bot_Xtr: 0.0361286 +Loss contributors: + s_ln_CD : 0.217643 + s_analysis_confidence : 0.206418 + s_CL : 0.198937 + s_CM : 0.0985284 + s_Bot_Xtr : 0.0267052 + s_Top_Xtr : 0.01975 + s_lower_bl_H_0 : 0.00347296 + s_lower_bl_ret_0 : 0.00300537 + s_lower_bl_H_1 : 0.00296002 + s_upper_bl_ret_0 : 0.00276246 +Epoch: 1214 | Train Loss: 0.974284 | Test Loss: 0.975012 | analysis_confidence: 0.141708 | CL: 0.0300033 | ln_CD: 0.0578002 | CM: 0.00528943 | Top_Xtr: 0.0304957 | Bot_Xtr: 0.0362608 +Loss contributors: + s_ln_CD : 0.218458 + s_analysis_confidence : 0.206276 + s_CL : 0.199842 + s_CM : 0.0990535 + s_Bot_Xtr : 0.0267772 + s_Top_Xtr : 0.0197431 + s_lower_bl_H_0 : 0.00346782 + s_lower_bl_ret_0 : 0.00300386 + s_lower_bl_H_1 : 0.00296454 + s_upper_bl_ret_0 : 0.00275631 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s_lower_bl_ret_0 : 0.00299276 + s_lower_bl_H_1 : 0.00295991 + s_upper_bl_ret_0 : 0.00275693 +Epoch: 1228 | Train Loss: 0.973773 | Test Loss: 0.971731 | analysis_confidence: 0.139809 | CL: 0.0298286 | ln_CD: 0.0574787 | CM: 0.00525461 | Top_Xtr: 0.0306602 | Bot_Xtr: 0.0364465 +Loss contributors: + s_ln_CD : 0.217169 + s_analysis_confidence : 0.206084 + s_CL : 0.198706 + s_CM : 0.0983677 + s_Bot_Xtr : 0.0268485 + s_Top_Xtr : 0.0197828 + s_lower_bl_H_0 : 0.00345251 + s_lower_bl_ret_0 : 0.00299376 + s_lower_bl_H_1 : 0.00295822 + s_upper_bl_ret_0 : 0.00276593 +Epoch: 1229 | Train Loss: 0.973563 | Test Loss: 0.971698 | analysis_confidence: 0.141943 | CL: 0.0298655 | ln_CD: 0.0572161 | CM: 0.00527614 | Top_Xtr: 0.0304879 | Bot_Xtr: 0.0362489 +Loss contributors: + s_ln_CD : 0.216588 + s_analysis_confidence : 0.206203 + s_CL : 0.198772 + s_CM : 0.0987464 + s_Bot_Xtr : 0.0267928 + s_Top_Xtr : 0.0197439 + s_lower_bl_H_0 : 0.00346932 + s_lower_bl_ret_0 : 0.00300042 + s_lower_bl_H_1 : 0.00296612 + s_upper_bl_ret_0 : 0.00275999 +Epoch: 1230 | Train Loss: 0.973643 | Test Loss: 0.981681 | analysis_confidence: 0.139876 | CL: 0.029854 | ln_CD: 0.0601155 | CM: 0.00527553 | Top_Xtr: 0.0304806 | Bot_Xtr: 0.0360879 +Loss contributors: + s_ln_CD : 0.226436 + s_analysis_confidence : 0.206364 + s_CL : 0.199053 + s_CM : 0.098766 + s_Bot_Xtr : 0.0267128 + s_Top_Xtr : 0.0197426 + s_lower_bl_H_0 : 0.00347616 + s_lower_bl_ret_0 : 0.00299363 + s_lower_bl_H_1 : 0.00297071 + s_upper_bl_ret_0 : 0.00276357 +Epoch: 1231 | Train Loss: 0.973568 | Test Loss: 0.983654 | analysis_confidence: 0.140045 | CL: 0.0300106 | ln_CD: 0.0603208 | CM: 0.00530997 | Top_Xtr: 0.0305784 | Bot_Xtr: 0.0361205 +Loss contributors: + s_ln_CD : 0.226868 + s_analysis_confidence : 0.206036 + s_CL : 0.200048 + s_CM : 0.0995796 + s_Bot_Xtr : 0.0267242 + s_Top_Xtr : 0.0198559 + s_lower_bl_H_0 : 0.00348032 + s_lower_bl_ret_0 : 0.00299397 + s_lower_bl_H_1 : 0.00296952 + s_upper_bl_ret_0 : 0.00276123 +Epoch: 1232 | Train Loss: 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s_lower_bl_H_1 : 0.00295429 + s_upper_bl_ret_0 : 0.00276492 +Epoch: 1245 | Train Loss: 0.97306 | Test Loss: 0.984464 | analysis_confidence: 0.141356 | CL: 0.029855 | ln_CD: 0.0607826 | CM: 0.00528009 | Top_Xtr: 0.0306538 | Bot_Xtr: 0.0361885 +Loss contributors: + s_ln_CD : 0.229137 + s_analysis_confidence : 0.206142 + s_CL : 0.199178 + s_CM : 0.0989103 + s_Bot_Xtr : 0.0267256 + s_Top_Xtr : 0.0198163 + s_lower_bl_H_0 : 0.0034572 + s_lower_bl_ret_0 : 0.00299253 + s_lower_bl_H_1 : 0.00296066 + s_upper_bl_ret_0 : 0.00276439 +Epoch: 1246 | Train Loss: 0.973093 | Test Loss: 0.972254 | analysis_confidence: 0.139425 | CL: 0.0300234 | ln_CD: 0.0573195 | CM: 0.00526765 | Top_Xtr: 0.0306008 | Bot_Xtr: 0.0361022 +Loss contributors: + s_ln_CD : 0.216896 + s_analysis_confidence : 0.206306 + s_CL : 0.199556 + s_CM : 0.0986239 + s_Bot_Xtr : 0.0266497 + s_Top_Xtr : 0.0197733 + s_lower_bl_H_0 : 0.00348036 + s_lower_bl_ret_0 : 0.00299191 + s_lower_bl_H_1 : 0.00297066 + s_upper_bl_ret_0 : 0.0027619 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CM: 0.00524902 | Top_Xtr: 0.0304578 | Bot_Xtr: 0.0360539 +Loss contributors: + s_ln_CD : 0.219243 + s_analysis_confidence : 0.206133 + s_CL : 0.198564 + s_CM : 0.0982356 + s_Bot_Xtr : 0.0266329 + s_Top_Xtr : 0.0197129 + s_lower_bl_H_0 : 0.00345412 + s_lower_bl_ret_0 : 0.00297664 + s_lower_bl_H_1 : 0.00296562 + s_upper_bl_ret_0 : 0.0027689 +Epoch: 1267 | Train Loss: 0.972224 | Test Loss: 0.973809 | analysis_confidence: 0.140779 | CL: 0.0298606 | ln_CD: 0.0581454 | CM: 0.0052877 | Top_Xtr: 0.0303708 | Bot_Xtr: 0.036062 +Loss contributors: + s_ln_CD : 0.219245 + s_analysis_confidence : 0.206115 + s_CL : 0.198808 + s_CM : 0.0990624 + s_Bot_Xtr : 0.0266502 + s_Top_Xtr : 0.0196519 + s_lower_bl_H_0 : 0.00345655 + s_lower_bl_ret_0 : 0.00298277 + s_lower_bl_H_1 : 0.00296387 + s_upper_bl_ret_0 : 0.00276439 +Epoch: 1268 | Train Loss: 0.972149 | Test Loss: 0.974505 | analysis_confidence: 0.140385 | CL: 0.0301551 | ln_CD: 0.0574684 | CM: 0.00533894 | Top_Xtr: 0.0305036 | Bot_Xtr: 0.0360945 +Loss 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s_lower_bl_ret_0 : 0.00297356 + s_upper_bl_ret_0 : 0.00276915 +Epoch: 1292 | Train Loss: 0.971423 | Test Loss: 0.970841 | analysis_confidence: 0.140736 | CL: 0.0298847 | ln_CD: 0.0574057 | CM: 0.00526602 | Top_Xtr: 0.0303626 | Bot_Xtr: 0.0359593 +Loss contributors: + s_ln_CD : 0.216602 + s_analysis_confidence : 0.20605 + s_CL : 0.199194 + s_CM : 0.0985558 + s_Bot_Xtr : 0.0266493 + s_Top_Xtr : 0.019687 + s_lower_bl_H_0 : 0.00344806 + s_lower_bl_ret_0 : 0.00297025 + s_lower_bl_H_1 : 0.00296738 + s_upper_bl_ret_0 : 0.00276342 +Epoch: 1293 | Train Loss: 0.971377 | Test Loss: 0.973279 | analysis_confidence: 0.139768 | CL: 0.0299806 | ln_CD: 0.0578036 | CM: 0.00528459 | Top_Xtr: 0.0303275 | Bot_Xtr: 0.0360124 +Loss contributors: + s_ln_CD : 0.218184 + s_analysis_confidence : 0.206302 + s_CL : 0.199314 + s_CM : 0.0989859 + s_Bot_Xtr : 0.0266447 + s_Top_Xtr : 0.019615 + s_lower_bl_H_0 : 0.00347177 + s_lower_bl_H_1 : 0.00298302 + s_lower_bl_ret_0 : 0.00297063 + s_upper_bl_ret_0 : 0.00277075 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Test Loss: 0.96948 | analysis_confidence: 0.142048 | CL: 0.0298976 | ln_CD: 0.0573036 | CM: 0.00524941 | Top_Xtr: 0.0305329 | Bot_Xtr: 0.0360583 +Loss contributors: + s_ln_CD : 0.216331 + s_analysis_confidence : 0.206372 + s_CL : 0.198592 + s_CM : 0.0982006 + s_Bot_Xtr : 0.02659 + s_Top_Xtr : 0.0196079 + s_lower_bl_H_0 : 0.00345146 + s_lower_bl_H_1 : 0.00296932 + s_lower_bl_ret_0 : 0.00296052 + s_upper_bl_ret_0 : 0.00277222 +Epoch: 1312 | Train Loss: 0.970696 | Test Loss: 0.97024 | analysis_confidence: 0.140331 | CL: 0.0297664 | ln_CD: 0.05731 | CM: 0.00525151 | Top_Xtr: 0.0303976 | Bot_Xtr: 0.0359887 +Loss contributors: + s_ln_CD : 0.217288 + s_analysis_confidence : 0.206086 + s_CL : 0.198446 + s_CM : 0.0982831 + s_Bot_Xtr : 0.0265898 + s_Top_Xtr : 0.0195633 + s_lower_bl_H_0 : 0.00345131 + s_lower_bl_H_1 : 0.00297701 + s_lower_bl_ret_0 : 0.00295451 + s_upper_bl_ret_0 : 0.00276896 +Epoch: 1313 | Train Loss: 0.97069 | Test Loss: 0.968769 | analysis_confidence: 0.142139 | CL: 0.0297618 | ln_CD: 0.0573261 | CM: 0.00524541 | Top_Xtr: 0.0302295 | Bot_Xtr: 0.0359399 +Loss contributors: + s_ln_CD : 0.216328 + s_analysis_confidence : 0.206172 + s_CL : 0.198282 + s_CM : 0.098157 + s_Bot_Xtr : 0.0265456 + s_Top_Xtr : 0.0195348 + s_lower_bl_H_0 : 0.00344867 + s_lower_bl_H_1 : 0.00297098 + s_lower_bl_ret_0 : 0.00295725 + s_upper_bl_ret_0 : 0.00276649 +Epoch: 1314 | Train Loss: 0.970583 | Test Loss: 0.970358 | analysis_confidence: 0.141455 | CL: 0.0298471 | ln_CD: 0.057462 | CM: 0.0052793 | Top_Xtr: 0.0303996 | Bot_Xtr: 0.0361268 +Loss contributors: + s_ln_CD : 0.216691 + s_analysis_confidence : 0.20614 + s_CL : 0.198592 + s_CM : 0.0988642 + s_Bot_Xtr : 0.0265797 + s_Top_Xtr : 0.0196101 + s_lower_bl_H_0 : 0.00343859 + s_lower_bl_H_1 : 0.00297613 + s_lower_bl_ret_0 : 0.00295729 + s_upper_bl_ret_0 : 0.00277053 +Epoch: 1315 | Train Loss: 0.970527 | Test Loss: 0.978649 | analysis_confidence: 0.141007 | CL: 0.0299218 | ln_CD: 0.0600189 | CM: 0.00525485 | Top_Xtr: 0.0303215 | Bot_Xtr: 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s_analysis_confidence : 0.206295 + s_CL : 0.199244 + s_CM : 0.0986888 + s_Bot_Xtr : 0.0264764 + s_Top_Xtr : 0.019571 + s_lower_bl_H_0 : 0.00344859 + s_lower_bl_H_1 : 0.00296679 + s_lower_bl_ret_0 : 0.00295836 + s_upper_bl_ret_0 : 0.00276256 +Epoch: 1318 | Train Loss: 0.970486 | Test Loss: 0.973471 | analysis_confidence: 0.141626 | CL: 0.0298977 | ln_CD: 0.0583252 | CM: 0.00526196 | Top_Xtr: 0.0305426 | Bot_Xtr: 0.0362434 +Loss contributors: + s_ln_CD : 0.219503 + s_analysis_confidence : 0.206466 + s_CL : 0.198899 + s_CM : 0.0985289 + s_Bot_Xtr : 0.0266858 + s_Top_Xtr : 0.0197135 + s_lower_bl_H_0 : 0.00345725 + s_lower_bl_H_1 : 0.00297408 + s_lower_bl_ret_0 : 0.00295867 + s_upper_bl_ret_0 : 0.00276337 +Epoch: 1319 | Train Loss: 0.970354 | Test Loss: 0.971918 | analysis_confidence: 0.139732 | CL: 0.0299159 | ln_CD: 0.0571732 | CM: 0.00534774 | Top_Xtr: 0.0302972 | Bot_Xtr: 0.0359212 +Loss contributors: + s_ln_CD : 0.216171 + s_analysis_confidence : 0.206552 + s_CL : 0.19923 + s_CM : 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s_lower_bl_H_0 : 0.00345149 + s_lower_bl_H_1 : 0.00296362 + s_lower_bl_ret_0 : 0.00295281 + s_upper_bl_ret_0 : 0.00277101 +Epoch: 1322 | Train Loss: 0.970232 | Test Loss: 0.974896 | analysis_confidence: 0.140352 | CL: 0.0298835 | ln_CD: 0.0585853 | CM: 0.00527782 | Top_Xtr: 0.0305272 | Bot_Xtr: 0.0362694 +Loss contributors: + s_ln_CD : 0.2207 + s_analysis_confidence : 0.206323 + s_CL : 0.199034 + s_CM : 0.0988571 + s_Bot_Xtr : 0.0265904 + s_Top_Xtr : 0.0196693 + s_lower_bl_H_0 : 0.00345202 + s_lower_bl_H_1 : 0.00296709 + s_lower_bl_ret_0 : 0.00295406 + s_upper_bl_ret_0 : 0.00276991 +Epoch: 1323 | Train Loss: 0.970242 | Test Loss: 0.971519 | analysis_confidence: 0.141586 | CL: 0.0297963 | ln_CD: 0.0577228 | CM: 0.00526777 | Top_Xtr: 0.0303848 | Bot_Xtr: 0.036048 +Loss contributors: + s_ln_CD : 0.218023 + s_analysis_confidence : 0.206283 + s_CL : 0.198579 + s_CM : 0.0986763 + s_Bot_Xtr : 0.0265595 + s_Top_Xtr : 0.0196199 + s_lower_bl_H_0 : 0.00345838 + s_lower_bl_H_1 : 0.0029676 + s_lower_bl_ret_0 : 0.00295 + s_upper_bl_ret_0 : 0.0027651 +Epoch: 1324 | Train Loss: 0.970284 | Test Loss: 0.974564 | analysis_confidence: 0.140586 | CL: 0.0298493 | ln_CD: 0.0583254 | CM: 0.00531278 | Top_Xtr: 0.0303374 | Bot_Xtr: 0.0358519 +Loss contributors: + s_ln_CD : 0.220222 + s_analysis_confidence : 0.206226 + s_CL : 0.19878 + s_CM : 0.09956 + s_Bot_Xtr : 0.0264796 + s_Top_Xtr : 0.0195684 + s_lower_bl_H_0 : 0.003453 + s_lower_bl_H_1 : 0.00297222 + s_lower_bl_ret_0 : 0.00295205 + s_upper_bl_ret_0 : 0.00277158 +Epoch: 1325 | Train Loss: 0.970212 | Test Loss: 0.97248 | analysis_confidence: 0.141095 | CL: 0.0298107 | ln_CD: 0.0585176 | CM: 0.00527231 | Top_Xtr: 0.0303929 | Bot_Xtr: 0.0359958 +Loss contributors: + s_ln_CD : 0.219849 + s_analysis_confidence : 0.206043 + s_CL : 0.198219 + s_CM : 0.0987083 + s_Bot_Xtr : 0.0265536 + s_Top_Xtr : 0.0196064 + s_lower_bl_H_0 : 0.00343055 + s_lower_bl_H_1 : 0.00296079 + s_lower_bl_ret_0 : 0.0029452 + s_upper_bl_ret_0 : 0.00276888 +Epoch: 1326 | Train Loss: 0.970137 | Test Loss: 0.971334 | analysis_confidence: 0.141605 | CL: 0.0298023 | ln_CD: 0.0572743 | CM: 0.00531965 | Top_Xtr: 0.0303383 | Bot_Xtr: 0.0360309 +Loss contributors: + s_ln_CD : 0.216571 + s_analysis_confidence : 0.206469 + s_CL : 0.198711 + s_CM : 0.0996826 + s_Bot_Xtr : 0.026557 + s_Top_Xtr : 0.0195684 + s_lower_bl_H_0 : 0.00344777 + s_lower_bl_H_1 : 0.00297203 + s_lower_bl_ret_0 : 0.00294746 + s_upper_bl_ret_0 : 0.00277734 +Epoch: 1327 | Train Loss: 0.970009 | Test Loss: 0.969062 | analysis_confidence: 0.141902 | CL: 0.0297176 | ln_CD: 0.05721 | CM: 0.0053116 | Top_Xtr: 0.0302312 | Bot_Xtr: 0.035908 +Loss contributors: + s_ln_CD : 0.215913 + s_analysis_confidence : 0.20619 + s_CL : 0.197852 + s_CM : 0.099425 + s_Bot_Xtr : 0.0265506 + s_Top_Xtr : 0.0195349 + s_lower_bl_H_0 : 0.0034335 + s_lower_bl_H_1 : 0.00297282 + s_lower_bl_ret_0 : 0.00294455 + s_upper_bl_ret_0 : 0.00276771 +Epoch: 1328 | Train Loss: 0.970127 | Test Loss: 0.970782 | analysis_confidence: 0.140861 | CL: 0.0299208 | ln_CD: 0.0573908 | CM: 0.00526635 | Top_Xtr: 0.030255 | Bot_Xtr: 0.0359209 +Loss contributors: + s_ln_CD : 0.21716 + s_analysis_confidence : 0.206102 + s_CL : 0.199007 + s_CM : 0.0985948 + s_Bot_Xtr : 0.0265598 + s_Top_Xtr : 0.0195346 + s_lower_bl_H_0 : 0.00345166 + s_lower_bl_H_1 : 0.00296885 + s_lower_bl_ret_0 : 0.00295207 + s_upper_bl_ret_0 : 0.00276591 +Epoch: 1329 | Train Loss: 0.969997 | Test Loss: 0.974023 | analysis_confidence: 0.140619 | CL: 0.0299477 | ln_CD: 0.0583234 | CM: 0.00529124 | Top_Xtr: 0.030282 | Bot_Xtr: 0.0359205 +Loss contributors: + s_ln_CD : 0.219656 + s_analysis_confidence : 0.206081 + s_CL : 0.19932 + s_CM : 0.0990878 + s_Bot_Xtr : 0.0264927 + s_Top_Xtr : 0.0195438 + s_lower_bl_H_0 : 0.00345436 + s_lower_bl_H_1 : 0.0029728 + s_lower_bl_ret_0 : 0.00294565 + s_upper_bl_ret_0 : 0.0027697 +Epoch: 1330 | Train Loss: 0.970009 | Test Loss: 0.976636 | analysis_confidence: 0.139078 | CL: 0.0307388 | ln_CD: 0.0574115 | CM: 0.00534346 | Top_Xtr: 0.0304591 | Bot_Xtr: 0.0360309 +Loss contributors: + s_ln_CD : 0.216602 + s_analysis_confidence : 0.206362 + s_CL : 0.203393 + s_CM : 0.100102 + s_Bot_Xtr : 0.0266188 + s_Top_Xtr : 0.0196658 + s_lower_bl_H_0 : 0.00346125 + s_lower_bl_H_1 : 0.00298132 + s_lower_bl_ret_0 : 0.00295452 + s_upper_bl_ret_0 : 0.00276487 +Epoch: 1331 | Train Loss: 0.969943 | Test Loss: 0.976163 | analysis_confidence: 0.140645 | CL: 0.030351 | ln_CD: 0.0577561 | CM: 0.00538687 | Top_Xtr: 0.0302202 | Bot_Xtr: 0.0359637 +Loss contributors: + s_ln_CD : 0.21773 + s_analysis_confidence : 0.206071 + s_CL : 0.201379 + s_CM : 0.101002 + s_Bot_Xtr : 0.0265492 + s_Top_Xtr : 0.019509 + s_lower_bl_H_0 : 0.00342897 + s_lower_bl_H_1 : 0.00297774 + s_lower_bl_ret_0 : 0.00294138 + s_upper_bl_ret_0 : 0.0027693 +Epoch: 1332 | Train Loss: 0.96998 | Test Loss: 0.969183 | analysis_confidence: 0.140907 | CL: 0.0298273 | ln_CD: 0.0571242 | CM: 0.0052938 | Top_Xtr: 0.0302905 | Bot_Xtr: 0.0358642 +Loss 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s_lower_bl_H_1 : 0.00297427 + s_lower_bl_ret_0 : 0.00294456 + s_upper_bl_ret_0 : 0.00276999 +Epoch: 1339 | Train Loss: 0.969617 | Test Loss: 0.969312 | analysis_confidence: 0.141071 | CL: 0.0297411 | ln_CD: 0.0575215 | CM: 0.00527366 | Top_Xtr: 0.0303167 | Bot_Xtr: 0.0360162 +Loss contributors: + s_ln_CD : 0.217278 + s_analysis_confidence : 0.206147 + s_CL : 0.197717 + s_CM : 0.0986613 + s_Bot_Xtr : 0.0266159 + s_Top_Xtr : 0.0195572 + s_lower_bl_H_0 : 0.00343324 + s_lower_bl_H_1 : 0.00297092 + s_lower_bl_ret_0 : 0.00294708 + s_upper_bl_ret_0 : 0.00276656 +Epoch: 1340 | Train Loss: 0.96964 | Test Loss: 0.970096 | analysis_confidence: 0.14115 | CL: 0.0297551 | ln_CD: 0.0576832 | CM: 0.00526038 | Top_Xtr: 0.0302171 | Bot_Xtr: 0.035864 +Loss contributors: + s_ln_CD : 0.217585 + s_analysis_confidence : 0.20623 + s_CL : 0.198226 + s_CM : 0.0984459 + s_Bot_Xtr : 0.0264576 + s_Top_Xtr : 0.0194518 + s_lower_bl_H_0 : 0.003454 + s_lower_bl_H_1 : 0.00297489 + s_lower_bl_ret_0 : 0.00295202 + s_upper_bl_ret_0 : 0.00276168 +Epoch: 1341 | Train Loss: 0.969769 | Test Loss: 0.974883 | analysis_confidence: 0.140579 | CL: 0.0299821 | ln_CD: 0.0579444 | CM: 0.00536436 | Top_Xtr: 0.0304356 | Bot_Xtr: 0.0361039 +Loss contributors: + s_ln_CD : 0.218319 + s_analysis_confidence : 0.206102 + s_CL : 0.199937 + s_CM : 0.10049 + s_Bot_Xtr : 0.0266473 + s_Top_Xtr : 0.0196372 + s_lower_bl_H_0 : 0.00344554 + s_lower_bl_H_1 : 0.00297564 + s_lower_bl_ret_0 : 0.00294553 + s_upper_bl_ret_0 : 0.00277171 +Epoch: 1342 | Train Loss: 0.969576 | Test Loss: 0.974505 | analysis_confidence: 0.139895 | CL: 0.0301605 | ln_CD: 0.0576297 | CM: 0.00538626 | Top_Xtr: 0.0302955 | Bot_Xtr: 0.0360347 +Loss contributors: + s_ln_CD : 0.217435 + s_analysis_confidence : 0.206224 + s_CL : 0.2001 + s_CM : 0.101121 + s_Bot_Xtr : 0.0265279 + s_Top_Xtr : 0.0195775 + s_lower_bl_H_0 : 0.00342303 + s_lower_bl_H_1 : 0.00297019 + s_lower_bl_ret_0 : 0.002944 + s_upper_bl_ret_0 : 0.00276687 +Epoch: 1343 | Train Loss: 0.969602 | Test Loss: 0.97235 | analysis_confidence: 0.141627 | CL: 0.0297977 | ln_CD: 0.0579605 | CM: 0.00533741 | Top_Xtr: 0.0301684 | Bot_Xtr: 0.0358751 +Loss contributors: + s_ln_CD : 0.21809 + s_analysis_confidence : 0.20631 + s_CL : 0.198608 + s_CM : 0.0999381 + s_Bot_Xtr : 0.0265045 + s_Top_Xtr : 0.0194621 + s_lower_bl_H_0 : 0.00344417 + s_lower_bl_H_1 : 0.00297058 + s_lower_bl_ret_0 : 0.00294062 + s_upper_bl_ret_0 : 0.00276534 +Epoch: 1344 | Train Loss: 0.969543 | Test Loss: 0.972534 | analysis_confidence: 0.140025 | CL: 0.0298283 | ln_CD: 0.0582713 | CM: 0.00527505 | Top_Xtr: 0.0302035 | Bot_Xtr: 0.0359233 +Loss contributors: + s_ln_CD : 0.219409 + s_analysis_confidence : 0.206291 + s_CL : 0.198541 + s_CM : 0.0987602 + s_Bot_Xtr : 0.0265795 + s_Top_Xtr : 0.0195002 + s_lower_bl_H_0 : 0.00344016 + s_lower_bl_H_1 : 0.00297276 + s_lower_bl_ret_0 : 0.00294181 + s_upper_bl_ret_0 : 0.00276471 +Epoch: 1345 | Train Loss: 0.969445 | Test Loss: 0.971002 | analysis_confidence: 0.141317 | CL: 0.0298284 | ln_CD: 0.0578179 | CM: 0.00526413 | Top_Xtr: 0.0305101 | Bot_Xtr: 0.0361457 +Loss contributors: + s_ln_CD : 0.217782 + s_analysis_confidence : 0.206253 + s_CL : 0.198546 + s_CM : 0.0985532 + s_Bot_Xtr : 0.0265715 + s_Top_Xtr : 0.0196806 + s_lower_bl_H_0 : 0.00343163 + s_lower_bl_H_1 : 0.00296596 + s_lower_bl_ret_0 : 0.00293987 + s_upper_bl_ret_0 : 0.00277357 +Epoch: 1346 | Train Loss: 0.969464 | Test Loss: 0.972049 | analysis_confidence: 0.140156 | CL: 0.0297866 | ln_CD: 0.0576695 | CM: 0.00532098 | Top_Xtr: 0.0302628 | Bot_Xtr: 0.0359523 +Loss contributors: + s_ln_CD : 0.217894 + s_analysis_confidence : 0.206218 + s_CL : 0.198335 + s_CM : 0.0996146 + s_Bot_Xtr : 0.026575 + s_Top_Xtr : 0.0195675 + s_lower_bl_H_0 : 0.00343034 + s_lower_bl_H_1 : 0.0029744 + s_lower_bl_ret_0 : 0.00293986 + s_upper_bl_ret_0 : 0.00277213 +Epoch: 1347 | Train Loss: 0.969517 | Test Loss: 0.976628 | analysis_confidence: 0.140494 | CL: 0.0300613 | ln_CD: 0.0589685 | CM: 0.00532166 | Top_Xtr: 0.0302193 | Bot_Xtr: 0.0359681 +Loss contributors: + s_ln_CD : 0.22138 + s_analysis_confidence : 0.206161 + s_CL : 0.199628 + s_CM : 0.0996326 + s_Bot_Xtr : 0.0265215 + s_Top_Xtr : 0.0195251 + s_lower_bl_H_0 : 0.00344635 + s_lower_bl_H_1 : 0.00296366 + s_lower_bl_ret_0 : 0.00293814 + s_upper_bl_ret_0 : 0.00276465 +Epoch: 1348 | Train Loss: 0.96944 | Test Loss: 0.972676 | analysis_confidence: 0.140364 | CL: 0.0301675 | ln_CD: 0.0579708 | CM: 0.00526109 | Top_Xtr: 0.0302977 | Bot_Xtr: 0.03597 +Loss contributors: + s_ln_CD : 0.217947 + s_analysis_confidence : 0.206267 + s_CL : 0.200657 + s_CM : 0.0984172 + s_Bot_Xtr : 0.0265035 + s_Top_Xtr : 0.0195389 + s_lower_bl_H_0 : 0.00344493 + s_lower_bl_H_1 : 0.002973 + s_lower_bl_ret_0 : 0.00293504 + s_upper_bl_ret_0 : 0.00276611 +Epoch: 1349 | Train Loss: 0.969299 | Test Loss: 0.969707 | analysis_confidence: 0.140301 | CL: 0.0299024 | ln_CD: 0.057362 | CM: 0.00527728 | Top_Xtr: 0.0302738 | Bot_Xtr: 0.035932 +Loss contributors: + s_ln_CD : 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s_CM : 0.0984541 + s_Bot_Xtr : 0.026466 + s_Top_Xtr : 0.0195543 + s_lower_bl_H_0 : 0.00343932 + s_lower_bl_H_1 : 0.00296958 + s_lower_bl_ret_0 : 0.00294208 + s_upper_bl_ret_0 : 0.00277259 +Epoch: 1352 | Train Loss: 0.96929 | Test Loss: 0.972606 | analysis_confidence: 0.140978 | CL: 0.0297346 | ln_CD: 0.0586766 | CM: 0.00525451 | Top_Xtr: 0.030123 | Bot_Xtr: 0.0358039 +Loss contributors: + s_ln_CD : 0.221036 + s_analysis_confidence : 0.206131 + s_CL : 0.197853 + s_CM : 0.0983362 + s_Bot_Xtr : 0.0264194 + s_Top_Xtr : 0.0194512 + s_lower_bl_H_0 : 0.0034422 + s_lower_bl_H_1 : 0.00297257 + s_lower_bl_ret_0 : 0.00292845 + s_upper_bl_ret_0 : 0.00276804 +Epoch: 1353 | Train Loss: 0.969279 | Test Loss: 0.982373 | analysis_confidence: 0.140338 | CL: 0.0303748 | ln_CD: 0.0601523 | CM: 0.00526176 | Top_Xtr: 0.0303768 | Bot_Xtr: 0.0360761 +Loss contributors: + s_ln_CD : 0.225923 + s_analysis_confidence : 0.206135 + s_CL : 0.202046 + s_CM : 0.0984507 + s_Bot_Xtr : 0.0265401 + s_Top_Xtr : 0.0196055 + s_lower_bl_H_0 : 0.00343691 + s_lower_bl_H_1 : 0.00297722 + s_lower_bl_ret_0 : 0.00293989 + s_upper_bl_ret_0 : 0.00277081 +Epoch: 1354 | Train Loss: 0.969182 | Test Loss: 0.97649 | analysis_confidence: 0.139714 | CL: 0.0302975 | ln_CD: 0.0581352 | CM: 0.00533285 | Top_Xtr: 0.0304191 | Bot_Xtr: 0.0358898 +Loss contributors: + s_ln_CD : 0.219414 + s_analysis_confidence : 0.206073 + s_CL : 0.201138 + s_CM : 0.0998913 + s_Bot_Xtr : 0.0264863 + s_Top_Xtr : 0.0195398 + s_lower_bl_H_0 : 0.00344195 + s_lower_bl_H_1 : 0.00297272 + s_lower_bl_ret_0 : 0.00293428 + s_upper_bl_ret_0 : 0.00276445 +Epoch: 1355 | Train Loss: 0.969182 | Test Loss: 0.968727 | analysis_confidence: 0.140635 | CL: 0.0297764 | ln_CD: 0.057405 | CM: 0.0052397 | Top_Xtr: 0.0301689 | Bot_Xtr: 0.0358351 +Loss contributors: + s_ln_CD : 0.216695 + s_analysis_confidence : 0.206367 + s_CL : 0.198314 + s_CM : 0.0979961 + s_Bot_Xtr : 0.0264864 + s_Top_Xtr : 0.0194678 + s_lower_bl_H_0 : 0.0034423 + s_lower_bl_H_1 : 0.00297672 + s_lower_bl_ret_0 : 0.00293745 + s_upper_bl_ret_0 : 0.00275991 +Epoch: 1356 | Train Loss: 0.969102 | Test Loss: 0.968778 | analysis_confidence: 0.140554 | CL: 0.029726 | ln_CD: 0.057479 | CM: 0.00526322 | Top_Xtr: 0.0303822 | Bot_Xtr: 0.0359504 +Loss contributors: + s_ln_CD : 0.216939 + s_analysis_confidence : 0.206092 + s_CL : 0.197866 + s_CM : 0.0984993 + s_Bot_Xtr : 0.0265268 + s_Top_Xtr : 0.0195801 + s_lower_bl_H_0 : 0.0034341 + s_lower_bl_H_1 : 0.00297482 + s_lower_bl_ret_0 : 0.00293487 + s_upper_bl_ret_0 : 0.00276894 +Epoch: 1357 | Train Loss: 0.969051 | Test Loss: 0.970576 | analysis_confidence: 0.141466 | CL: 0.0298102 | ln_CD: 0.0577532 | CM: 0.0052436 | Top_Xtr: 0.0302225 | Bot_Xtr: 0.0359549 +Loss contributors: + s_ln_CD : 0.217747 + s_analysis_confidence : 0.206321 + s_CL : 0.198631 + s_CM : 0.0981025 + s_Bot_Xtr : 0.0264657 + s_Top_Xtr : 0.0194611 + s_lower_bl_H_0 : 0.00344702 + s_lower_bl_H_1 : 0.00298394 + s_lower_bl_ret_0 : 0.00294717 + s_upper_bl_ret_0 : 0.00276766 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analysis_confidence: 0.140218 | CL: 0.0297283 | ln_CD: 0.0572817 | CM: 0.00525165 | Top_Xtr: 0.030198 | Bot_Xtr: 0.0358314 +Loss contributors: + s_ln_CD : 0.215986 + s_analysis_confidence : 0.20603 + s_CL : 0.19792 + s_CM : 0.0982504 + s_Bot_Xtr : 0.0264386 + s_Top_Xtr : 0.0194629 + s_lower_bl_H_0 : 0.00343688 + s_lower_bl_H_1 : 0.00297534 + s_lower_bl_ret_0 : 0.00293122 + s_upper_bl_ret_0 : 0.00276083 +Epoch: 1361 | Train Loss: 0.968925 | Test Loss: 0.966047 | analysis_confidence: 0.140424 | CL: 0.0296269 | ln_CD: 0.0570103 | CM: 0.00525331 | Top_Xtr: 0.0301907 | Bot_Xtr: 0.0358699 +Loss contributors: + s_ln_CD : 0.215104 + s_analysis_confidence : 0.206056 + s_CL : 0.197321 + s_CM : 0.0983104 + s_Bot_Xtr : 0.0264954 + s_Top_Xtr : 0.0194845 + s_lower_bl_H_0 : 0.00344629 + s_lower_bl_H_1 : 0.00297394 + s_lower_bl_ret_0 : 0.00293298 + s_upper_bl_ret_0 : 0.00276178 +Epoch: 1362 | Train Loss: 0.968902 | Test Loss: 0.970221 | analysis_confidence: 0.140123 | CL: 0.0298602 | ln_CD: 0.0574269 | CM: 0.00529023 | Top_Xtr: 0.0303406 | Bot_Xtr: 0.0360121 +Loss contributors: + s_ln_CD : 0.216966 + s_analysis_confidence : 0.206178 + s_CL : 0.198538 + s_CM : 0.0990263 + s_Bot_Xtr : 0.0265714 + s_Top_Xtr : 0.0196016 + s_lower_bl_H_0 : 0.00342914 + s_lower_bl_H_1 : 0.00297339 + s_lower_bl_ret_0 : 0.00293113 + s_upper_bl_ret_0 : 0.0027661 +Epoch: 1363 | Train Loss: 0.96886 | Test Loss: 0.968928 | analysis_confidence: 0.140169 | CL: 0.0297545 | ln_CD: 0.0572887 | CM: 0.00526999 | Top_Xtr: 0.0303743 | Bot_Xtr: 0.0360425 +Loss contributors: + s_ln_CD : 0.216376 + s_analysis_confidence : 0.206055 + s_CL : 0.19813 + s_CM : 0.0986248 + s_Bot_Xtr : 0.0266131 + s_Top_Xtr : 0.0196224 + s_lower_bl_H_0 : 0.00342937 + s_lower_bl_H_1 : 0.00296846 + s_lower_bl_ret_0 : 0.00293479 + s_upper_bl_ret_0 : 0.00277036 +Epoch: 1364 | Train Loss: 0.968849 | Test Loss: 0.969686 | analysis_confidence: 0.140972 | CL: 0.0299712 | ln_CD: 0.0574533 | CM: 0.0052573 | Top_Xtr: 0.0302815 | Bot_Xtr: 0.0359262 +Loss contributors: + s_ln_CD : 0.216734 + s_analysis_confidence : 0.206368 + s_CL : 0.198956 + s_CM : 0.0983658 + s_Bot_Xtr : 0.0265201 + s_Top_Xtr : 0.0195596 + s_lower_bl_H_0 : 0.00343828 + s_lower_bl_H_1 : 0.00297064 + s_lower_bl_ret_0 : 0.00293152 + s_upper_bl_ret_0 : 0.00277005 +Epoch: 1365 | Train Loss: 0.968902 | Test Loss: 0.96829 | analysis_confidence: 0.139436 | CL: 0.0297444 | ln_CD: 0.0573689 | CM: 0.00523962 | Top_Xtr: 0.0301795 | Bot_Xtr: 0.035812 +Loss contributors: + s_ln_CD : 0.21685 + s_analysis_confidence : 0.206173 + s_CL : 0.19801 + s_CM : 0.0980588 + s_Bot_Xtr : 0.0264446 + s_Top_Xtr : 0.0194333 + s_lower_bl_H_0 : 0.00343245 + s_lower_bl_H_1 : 0.00296369 + s_lower_bl_ret_0 : 0.00293178 + s_upper_bl_ret_0 : 0.00276619 +Epoch: 1366 | Train Loss: 0.968692 | Test Loss: 0.971716 | analysis_confidence: 0.14018 | CL: 0.0300196 | ln_CD: 0.0580131 | CM: 0.00525039 | Top_Xtr: 0.0302628 | Bot_Xtr: 0.0358732 +Loss contributors: + s_ln_CD : 0.218165 + s_analysis_confidence : 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s_lower_bl_H_1 : 0.00297747 + s_lower_bl_ret_0 : 0.00292667 + s_upper_bl_ret_0 : 0.00276138 +Epoch: 1371 | Train Loss: 0.96854 | Test Loss: 0.968213 | analysis_confidence: 0.140448 | CL: 0.0297022 | ln_CD: 0.0575304 | CM: 0.00527882 | Top_Xtr: 0.0301821 | Bot_Xtr: 0.0357897 +Loss contributors: + s_ln_CD : 0.216522 + s_analysis_confidence : 0.206179 + s_CL : 0.197607 + s_CM : 0.0988345 + s_Bot_Xtr : 0.0264279 + s_Top_Xtr : 0.0194418 + s_lower_bl_H_0 : 0.00342619 + s_lower_bl_H_1 : 0.00297237 + s_lower_bl_ret_0 : 0.00292217 + s_upper_bl_ret_0 : 0.00276208 +Epoch: 1372 | Train Loss: 0.968645 | Test Loss: 0.970707 | analysis_confidence: 0.140635 | CL: 0.0298847 | ln_CD: 0.0578106 | CM: 0.00524839 | Top_Xtr: 0.0302037 | Bot_Xtr: 0.0359298 +Loss contributors: + s_ln_CD : 0.21839 + s_analysis_confidence : 0.206208 + s_CL : 0.198575 + s_CM : 0.0982186 + s_Bot_Xtr : 0.0264447 + s_Top_Xtr : 0.0194837 + s_lower_bl_H_0 : 0.00344191 + s_lower_bl_H_1 : 0.00297014 + s_lower_bl_ret_0 : 0.00292559 + s_upper_bl_ret_0 : 0.00276265 +Epoch: 1373 | Train Loss: 0.968518 | Test Loss: 0.982839 | analysis_confidence: 0.140868 | CL: 0.0300993 | ln_CD: 0.0607179 | CM: 0.00525831 | Top_Xtr: 0.0304151 | Bot_Xtr: 0.0359683 +Loss contributors: + s_ln_CD : 0.228216 + s_analysis_confidence : 0.206366 + s_CL : 0.200194 + s_CM : 0.0983784 + s_Bot_Xtr : 0.0265342 + s_Top_Xtr : 0.0195757 + s_lower_bl_H_0 : 0.00344406 + s_lower_bl_H_1 : 0.00298068 + s_lower_bl_ret_0 : 0.00292717 + s_upper_bl_ret_0 : 0.00276871 +Epoch: 1374 | Train Loss: 0.9685 | Test Loss: 0.970369 | analysis_confidence: 0.141284 | CL: 0.0297897 | ln_CD: 0.0580536 | CM: 0.00524807 | Top_Xtr: 0.0301878 | Bot_Xtr: 0.0357972 +Loss contributors: + s_ln_CD : 0.21887 + s_analysis_confidence : 0.206126 + s_CL : 0.19806 + s_CM : 0.0981908 + s_Bot_Xtr : 0.0264637 + s_Top_Xtr : 0.0194621 + s_lower_bl_H_0 : 0.00342849 + s_lower_bl_H_1 : 0.00296806 + s_lower_bl_ret_0 : 0.00292637 + s_upper_bl_ret_0 : 0.00276381 +Epoch: 1375 | Train Loss: 0.968537 | Test Loss: 0.967188 | analysis_confidence: 0.141589 | CL: 0.0297967 | ln_CD: 0.0568721 | CM: 0.00526574 | Top_Xtr: 0.0302537 | Bot_Xtr: 0.0359965 +Loss contributors: + s_ln_CD : 0.214941 + s_analysis_confidence : 0.206268 + s_CL : 0.198255 + s_CM : 0.0985276 + s_Bot_Xtr : 0.0264509 + s_Top_Xtr : 0.0194779 + s_lower_bl_H_0 : 0.00342481 + s_lower_bl_H_1 : 0.00296605 + s_lower_bl_ret_0 : 0.00292557 + s_upper_bl_ret_0 : 0.00275961 +Epoch: 1376 | Train Loss: 0.968461 | Test Loss: 0.966744 | analysis_confidence: 0.140933 | CL: 0.0297242 | ln_CD: 0.0569631 | CM: 0.00525286 | Top_Xtr: 0.0302864 | Bot_Xtr: 0.0358247 +Loss contributors: + s_ln_CD : 0.215228 + s_analysis_confidence : 0.206241 + s_CL : 0.197718 + s_CM : 0.098311 + s_Bot_Xtr : 0.0263857 + s_Top_Xtr : 0.0194601 + s_lower_bl_H_0 : 0.00343559 + s_lower_bl_H_1 : 0.00297023 + s_lower_bl_ret_0 : 0.00292909 + s_upper_bl_ret_0 : 0.00276213 +Epoch: 1377 | Train Loss: 0.968363 | Test Loss: 0.973844 | analysis_confidence: 0.141003 | CL: 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0.0265451 + s_Top_Xtr : 0.019446 + s_lower_bl_H_0 : 0.00342258 + s_lower_bl_H_1 : 0.0029608 + s_lower_bl_ret_0 : 0.0029068 + s_upper_bl_ret_0 : 0.00275648 +slurmstepd-d-10-4-2: error: *** JOB 25362571 ON d-10-4-2 CANCELLED AT 2024-03-11T16:51:37 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25362572 b/training/gen2_architecture/log.log-25362572 new file mode 100644 index 0000000..b2458e4 --- /dev/null +++ b/training/gen2_architecture/log.log-25362572 @@ -0,0 +1,17071 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1e.csv... + 186284 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2299 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_913_292, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 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+└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-small.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 3.99037 | Test Loss: 2.46865 | analysis_confidence: 0.261667 | CL: 0.0695038 | ln_CD: 0.136713 | CM: 0.0123995 | Top_Xtr: 0.0889495 | Bot_Xtr: 0.102656 +Loss contributors: + s_ln_CD : 0.687546 + s_CL : 0.547403 + s_analysis_confidence : 0.354322 + s_CM : 0.261559 + s_Bot_Xtr : 0.0956719 + s_Top_Xtr : 0.0798195 + s_upper_bl_H_31 : 0.00642451 + s_upper_bl_H_30 : 0.0061286 + s_upper_bl_H_29 : 0.00599419 + s_upper_bl_H_28 : 0.00590751 +Epoch: 1 | Train Loss: 2.24807 | Test Loss: 2.09585 | 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s_analysis_confidence : 0.216494 + s_CM : 0.130785 + s_Bot_Xtr : 0.0355338 + s_Top_Xtr : 0.0273647 + s_upper_bl_H_31 : 0.00394432 + s_upper_bl_H_30 : 0.00365688 + s_upper_bl_H_29 : 0.0034243 + s_lower_bl_H_31 : 0.00334776 +Epoch: 34 | Train Loss: 1.21785 | Test Loss: 1.21898 | analysis_confidence: 0.145964 | CL: 0.0383198 | ln_CD: 0.0735441 | CM: 0.00664318 | Top_Xtr: 0.0388939 | Bot_Xtr: 0.0452671 +Loss contributors: + s_ln_CD : 0.299932 + s_CL : 0.270945 + s_analysis_confidence : 0.216303 + s_CM : 0.129788 + s_Bot_Xtr : 0.035383 + s_Top_Xtr : 0.0272708 + s_upper_bl_H_31 : 0.003934 + s_upper_bl_H_30 : 0.00364332 + s_upper_bl_H_29 : 0.00341059 + s_lower_bl_H_31 : 0.00333763 +Epoch: 35 | Train Loss: 1.21309 | Test Loss: 1.21474 | analysis_confidence: 0.148597 | CL: 0.0384608 | ln_CD: 0.0724463 | CM: 0.00665294 | Top_Xtr: 0.0387993 | Bot_Xtr: 0.045079 +Loss contributors: + s_ln_CD : 0.296208 + s_CL : 0.271453 + s_analysis_confidence : 0.216071 + s_CM : 0.129934 + s_Bot_Xtr : 0.0351685 + s_Top_Xtr : 0.027146 + s_upper_bl_H_31 : 0.00392043 + s_upper_bl_H_30 : 0.00364156 + s_upper_bl_H_29 : 0.00341491 + s_lower_bl_H_0 : 0.00334748 +Epoch: 36 | Train Loss: 1.20848 | Test Loss: 1.20668 | analysis_confidence: 0.147212 | CL: 0.037961 | ln_CD: 0.0721192 | CM: 0.00660143 | Top_Xtr: 0.0387412 | Bot_Xtr: 0.0451434 +Loss contributors: + s_ln_CD : 0.294193 + s_CL : 0.267957 + s_analysis_confidence : 0.215737 + s_CM : 0.128814 + s_Bot_Xtr : 0.0351707 + s_Top_Xtr : 0.027088 + s_upper_bl_H_31 : 0.00389106 + s_upper_bl_H_30 : 0.00361647 + s_upper_bl_H_29 : 0.00339169 + s_lower_bl_H_0 : 0.00334771 +Epoch: 37 | Train Loss: 1.20394 | Test Loss: 1.20535 | analysis_confidence: 0.146223 | CL: 0.0378852 | ln_CD: 0.0723787 | CM: 0.00658237 | Top_Xtr: 0.0385849 | Bot_Xtr: 0.0448178 +Loss contributors: + s_ln_CD : 0.295381 + s_CL : 0.267157 + s_analysis_confidence : 0.215367 + s_CM : 0.128409 + s_Bot_Xtr : 0.0348901 + s_Top_Xtr : 0.0269531 + s_upper_bl_H_31 : 0.003856 + s_upper_bl_H_30 : 0.00358192 + s_upper_bl_H_29 : 0.00336094 + s_lower_bl_H_0 : 0.00332753 +Epoch: 38 | Train Loss: 1.19949 | Test Loss: 1.2035 | analysis_confidence: 0.146899 | CL: 0.0381188 | ln_CD: 0.0722115 | CM: 0.00657051 | Top_Xtr: 0.0383112 | Bot_Xtr: 0.0444373 +Loss contributors: + s_ln_CD : 0.293537 + s_CL : 0.268929 + s_analysis_confidence : 0.215196 + s_CM : 0.128146 + s_Bot_Xtr : 0.0345824 + s_Top_Xtr : 0.0267109 + s_upper_bl_H_31 : 0.00385013 + s_upper_bl_H_30 : 0.00357676 + s_upper_bl_H_29 : 0.0033561 + s_lower_bl_H_0 : 0.00331917 +Epoch: 39 | Train Loss: 1.19548 | Test Loss: 1.19337 | analysis_confidence: 0.146697 | CL: 0.0377631 | ln_CD: 0.0707185 | CM: 0.00653335 | Top_Xtr: 0.0383626 | Bot_Xtr: 0.0445666 +Loss contributors: + s_ln_CD : 0.288082 + s_CL : 0.265716 + s_analysis_confidence : 0.215086 + s_CM : 0.127259 + s_Bot_Xtr : 0.0346978 + s_Top_Xtr : 0.0268137 + s_upper_bl_H_31 : 0.00386151 + s_upper_bl_H_30 : 0.00359753 + s_upper_bl_H_29 : 0.00338254 + s_lower_bl_H_0 : 0.00332625 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0.145592 | CL: 0.0372946 | ln_CD: 0.0714237 | CM: 0.00648299 | Top_Xtr: 0.0378218 | Bot_Xtr: 0.04408 +Loss contributors: + s_ln_CD : 0.289314 + s_CL : 0.262169 + s_analysis_confidence : 0.214472 + s_CM : 0.12615 + s_Bot_Xtr : 0.034214 + s_Top_Xtr : 0.0263149 + s_upper_bl_H_31 : 0.00380793 + s_upper_bl_H_30 : 0.00355157 + s_upper_bl_H_29 : 0.00333581 + s_lower_bl_H_0 : 0.00330993 +Epoch: 43 | Train Loss: 1.1801 | Test Loss: 1.19205 | analysis_confidence: 0.147166 | CL: 0.0379385 | ln_CD: 0.0719545 | CM: 0.00654755 | Top_Xtr: 0.0377875 | Bot_Xtr: 0.0438899 +Loss contributors: + s_ln_CD : 0.290717 + s_CL : 0.265901 + s_analysis_confidence : 0.214447 + s_CM : 0.127334 + s_Bot_Xtr : 0.0340459 + s_Top_Xtr : 0.0262251 + s_upper_bl_H_31 : 0.00377944 + s_upper_bl_H_30 : 0.00352412 + s_lower_bl_H_0 : 0.00331941 + s_upper_bl_H_29 : 0.00331493 +Epoch: 44 | Train Loss: 1.17649 | Test Loss: 1.18961 | analysis_confidence: 0.145162 | CL: 0.0382725 | ln_CD: 0.0708841 | CM: 0.0065379 | Top_Xtr: 0.037632 | Bot_Xtr: 0.0439238 +Loss contributors: + s_ln_CD : 0.286522 + s_CL : 0.268127 + s_analysis_confidence : 0.214042 + s_CM : 0.127269 + s_Bot_Xtr : 0.0340189 + s_Top_Xtr : 0.0260669 + s_upper_bl_H_31 : 0.00376974 + s_upper_bl_H_30 : 0.00351656 + s_lower_bl_H_0 : 0.00331131 + s_upper_bl_H_29 : 0.00331068 +Epoch: 45 | Train Loss: 1.17308 | Test Loss: 1.17481 | analysis_confidence: 0.146011 | CL: 0.0372936 | ln_CD: 0.0697362 | CM: 0.00640793 | Top_Xtr: 0.0374209 | Bot_Xtr: 0.0435894 +Loss contributors: + s_ln_CD : 0.282575 + s_CL : 0.261514 + s_analysis_confidence : 0.213993 + s_CM : 0.124477 + s_Bot_Xtr : 0.0336645 + s_Top_Xtr : 0.0258773 + s_upper_bl_H_31 : 0.00373701 + s_upper_bl_H_30 : 0.00348488 + s_lower_bl_H_0 : 0.00330816 + s_upper_bl_H_29 : 0.0032772 +Epoch: 46 | Train Loss: 1.16954 | Test Loss: 1.17553 | analysis_confidence: 0.146049 | CL: 0.0373843 | ln_CD: 0.0697083 | CM: 0.00644038 | Top_Xtr: 0.0374726 | Bot_Xtr: 0.043583 +Loss contributors: + s_ln_CD : 0.282255 + s_CL : 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0.0333965 + s_Top_Xtr : 0.025703 + s_upper_bl_H_31 : 0.00371187 + s_upper_bl_H_30 : 0.00346606 + s_lower_bl_H_0 : 0.00328798 + s_upper_bl_H_29 : 0.0032632 +Epoch: 49 | Train Loss: 1.15979 | Test Loss: 1.16333 | analysis_confidence: 0.146152 | CL: 0.0369716 | ln_CD: 0.0687226 | CM: 0.00637679 | Top_Xtr: 0.0371726 | Bot_Xtr: 0.0433738 +Loss contributors: + s_ln_CD : 0.277639 + s_CL : 0.258647 + s_analysis_confidence : 0.21344 + s_CM : 0.123689 + s_Bot_Xtr : 0.0334321 + s_Top_Xtr : 0.0256729 + s_upper_bl_H_31 : 0.00369441 + s_upper_bl_H_30 : 0.00344749 + s_lower_bl_H_0 : 0.00328916 + s_upper_bl_H_29 : 0.00324245 +Epoch: 50 | Train Loss: 1.1566 | Test Loss: 1.16248 | analysis_confidence: 0.145698 | CL: 0.0370672 | ln_CD: 0.0694618 | CM: 0.00633307 | Top_Xtr: 0.0371111 | Bot_Xtr: 0.0431158 +Loss contributors: + s_ln_CD : 0.279232 + s_CL : 0.258352 + s_analysis_confidence : 0.213394 + s_CM : 0.12274 + s_Bot_Xtr : 0.0332598 + s_Top_Xtr : 0.0256117 + s_upper_bl_H_31 : 0.00368357 + s_upper_bl_H_30 : 0.00344378 + s_lower_bl_H_0 : 0.00329013 + s_upper_bl_H_29 : 0.00324552 +Epoch: 51 | Train Loss: 1.15348 | Test Loss: 1.15158 | analysis_confidence: 0.14708 | CL: 0.0362671 | ln_CD: 0.0683549 | CM: 0.00629047 | Top_Xtr: 0.0368012 | Bot_Xtr: 0.0430251 +Loss contributors: + s_ln_CD : 0.275438 + s_CL : 0.253314 + s_analysis_confidence : 0.213191 + s_CM : 0.121814 + s_Bot_Xtr : 0.0331093 + s_Top_Xtr : 0.025283 + s_upper_bl_H_31 : 0.00366003 + s_upper_bl_H_30 : 0.00341684 + s_lower_bl_H_0 : 0.00327596 + s_upper_bl_H_29 : 0.00321688 +Epoch: 52 | Train Loss: 1.15061 | Test Loss: 1.15 | analysis_confidence: 0.145753 | CL: 0.0362437 | ln_CD: 0.0681802 | CM: 0.0062965 | Top_Xtr: 0.036683 | Bot_Xtr: 0.042964 +Loss contributors: + s_ln_CD : 0.274483 + s_CL : 0.253045 + s_analysis_confidence : 0.212995 + s_CM : 0.121891 + s_Bot_Xtr : 0.0330562 + s_Top_Xtr : 0.0252194 + s_upper_bl_H_31 : 0.00363955 + s_upper_bl_H_30 : 0.00340162 + s_lower_bl_H_0 : 0.00329402 + s_upper_bl_H_29 : 0.00320634 +Epoch: 53 | Train Loss: 1.1477 | Test Loss: 1.14839 | analysis_confidence: 0.144049 | CL: 0.036203 | ln_CD: 0.0682962 | CM: 0.00627902 | Top_Xtr: 0.0366913 | Bot_Xtr: 0.0427381 +Loss contributors: + s_ln_CD : 0.274956 + s_CL : 0.252696 + s_analysis_confidence : 0.212748 + s_CM : 0.121528 + s_Bot_Xtr : 0.0327919 + s_Top_Xtr : 0.0252123 + s_upper_bl_H_31 : 0.00364278 + s_upper_bl_H_30 : 0.00340526 + s_lower_bl_H_0 : 0.00329698 + s_upper_bl_H_29 : 0.0032087 +Epoch: 54 | Train Loss: 1.14481 | Test Loss: 1.1461 | analysis_confidence: 0.143823 | CL: 0.0359091 | ln_CD: 0.0687592 | CM: 0.00627119 | Top_Xtr: 0.0365209 | Bot_Xtr: 0.0427359 +Loss contributors: + s_ln_CD : 0.275567 + s_CL : 0.25046 + s_analysis_confidence : 0.212704 + s_CM : 0.121356 + s_Bot_Xtr : 0.0327664 + s_Top_Xtr : 0.0250114 + s_upper_bl_H_31 : 0.00363703 + s_upper_bl_H_30 : 0.00339175 + s_lower_bl_H_0 : 0.0032866 + s_upper_bl_H_29 : 0.00319321 +Epoch: 55 | Train Loss: 1.14206 | Test Loss: 1.15306 | analysis_confidence: 0.146793 | CL: 0.0371512 | ln_CD: 0.0681863 | CM: 0.00633302 | Top_Xtr: 0.036506 | Bot_Xtr: 0.0426566 +Loss contributors: + s_ln_CD : 0.273432 + s_CL : 0.25896 + s_analysis_confidence : 0.212695 + s_CM : 0.122632 + s_Bot_Xtr : 0.0327187 + s_Top_Xtr : 0.0250252 + s_upper_bl_H_31 : 0.00362067 + s_upper_bl_H_30 : 0.00338349 + s_lower_bl_H_0 : 0.00326996 + s_upper_bl_H_29 : 0.00319065 +Epoch: 56 | Train Loss: 1.13913 | Test Loss: 1.14085 | analysis_confidence: 0.146191 | CL: 0.0359131 | ln_CD: 0.0680811 | CM: 0.00623878 | Top_Xtr: 0.0362426 | Bot_Xtr: 0.0425962 +Loss contributors: + s_ln_CD : 0.272363 + s_CL : 0.250296 + s_analysis_confidence : 0.212761 + s_CM : 0.120638 + s_Bot_Xtr : 0.0326685 + s_Top_Xtr : 0.0247557 + s_upper_bl_H_31 : 0.00360545 + s_upper_bl_H_30 : 0.00337267 + s_lower_bl_H_0 : 0.0032717 + s_upper_bl_H_29 : 0.00318039 +Epoch: 57 | Train Loss: 1.13654 | Test Loss: 1.13809 | analysis_confidence: 0.144047 | CL: 0.036218 | ln_CD: 0.0671732 | CM: 0.00623269 | Top_Xtr: 0.0361377 | Bot_Xtr: 0.0423492 +Loss contributors: + s_ln_CD : 0.269332 + s_CL : 0.251903 + s_analysis_confidence : 0.212345 + s_CM : 0.120446 + s_Bot_Xtr : 0.0324408 + s_Top_Xtr : 0.0246823 + s_upper_bl_H_31 : 0.00358574 + s_upper_bl_H_30 : 0.00335555 + s_lower_bl_H_0 : 0.00329206 + s_upper_bl_H_29 : 0.00316483 +Epoch: 58 | Train Loss: 1.13402 | Test Loss: 1.13412 | analysis_confidence: 0.144866 | CL: 0.0356524 | ln_CD: 0.0677827 | CM: 0.00618794 | Top_Xtr: 0.0361691 | Bot_Xtr: 0.0423899 +Loss contributors: + s_ln_CD : 0.27091 + s_CL : 0.247774 + s_analysis_confidence : 0.212576 + s_CM : 0.119468 + s_Bot_Xtr : 0.0324399 + s_Top_Xtr : 0.0246718 + s_upper_bl_H_31 : 0.00358112 + s_upper_bl_H_30 : 0.00334898 + s_lower_bl_H_0 : 0.00328673 + s_upper_bl_H_29 : 0.00316011 +Epoch: 59 | Train Loss: 1.13143 | Test Loss: 1.13077 | analysis_confidence: 0.144917 | CL: 0.0357479 | ln_CD: 0.0669301 | CM: 0.00620006 | Top_Xtr: 0.0359062 | Bot_Xtr: 0.0422612 +Loss contributors: + 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CM: 0.00606489 | Top_Xtr: 0.0351037 | Bot_Xtr: 0.0413231 +Loss contributors: + s_ln_CD : 0.2624 + s_CL : 0.240439 + s_analysis_confidence : 0.211216 + s_CM : 0.116612 + s_Bot_Xtr : 0.0313837 + s_Top_Xtr : 0.0236452 + s_upper_bl_H_31 : 0.00348754 + s_lower_bl_H_0 : 0.00328204 + s_upper_bl_H_30 : 0.00325827 + s_lower_bl_H_31 : 0.00310098 +Epoch: 71 | Train Loss: 1.10497 | Test Loss: 1.10556 | analysis_confidence: 0.144513 | CL: 0.0347245 | ln_CD: 0.0655146 | CM: 0.00604991 | Top_Xtr: 0.0351184 | Bot_Xtr: 0.0413019 +Loss contributors: + s_ln_CD : 0.261187 + s_CL : 0.240399 + s_analysis_confidence : 0.211171 + s_CM : 0.11631 + s_Bot_Xtr : 0.0314064 + s_Top_Xtr : 0.0237372 + s_upper_bl_H_31 : 0.00349856 + s_lower_bl_H_0 : 0.00328069 + s_upper_bl_H_30 : 0.00326676 + s_lower_bl_H_31 : 0.00310473 +Epoch: 72 | Train Loss: 1.10307 | Test Loss: 1.10932 | analysis_confidence: 0.145156 | CL: 0.0350036 | ln_CD: 0.0660837 | CM: 0.00603652 | Top_Xtr: 0.0348288 | Bot_Xtr: 0.0412262 +Loss contributors: 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s_CM : 0.115868 + s_Bot_Xtr : 0.0312067 + s_Top_Xtr : 0.0233134 + s_upper_bl_H_31 : 0.00345197 + s_lower_bl_H_0 : 0.00326484 + s_upper_bl_H_30 : 0.00322171 + s_lower_bl_H_31 : 0.003087 +Epoch: 75 | Train Loss: 1.0979 | Test Loss: 1.10576 | analysis_confidence: 0.143516 | CL: 0.0345654 | ln_CD: 0.0672481 | CM: 0.00601972 | Top_Xtr: 0.0346529 | Bot_Xtr: 0.0409544 +Loss contributors: + s_ln_CD : 0.26599 + s_CL : 0.238889 + s_analysis_confidence : 0.210747 + s_CM : 0.115604 + s_Bot_Xtr : 0.0310763 + s_Top_Xtr : 0.0233606 + s_upper_bl_H_31 : 0.00345319 + s_lower_bl_H_0 : 0.00327544 + s_upper_bl_H_30 : 0.00322788 + s_lower_bl_H_31 : 0.00309933 +Epoch: 76 | Train Loss: 1.09617 | Test Loss: 1.10238 | analysis_confidence: 0.146526 | CL: 0.0345536 | ln_CD: 0.0668488 | CM: 0.00600353 | Top_Xtr: 0.0345873 | Bot_Xtr: 0.0410566 +Loss contributors: + s_ln_CD : 0.26345 + s_CL : 0.238189 + s_analysis_confidence : 0.211283 + s_CM : 0.115248 + s_Bot_Xtr : 0.0310307 + s_Top_Xtr : 0.023223 + s_upper_bl_H_31 : 0.00344399 + s_lower_bl_H_0 : 0.00328635 + s_upper_bl_H_30 : 0.00321364 + s_lower_bl_H_31 : 0.00309189 +Epoch: 77 | Train Loss: 1.0946 | Test Loss: 1.09727 | analysis_confidence: 0.145475 | CL: 0.0346293 | ln_CD: 0.0650301 | CM: 0.00599455 | Top_Xtr: 0.0345657 | Bot_Xtr: 0.0407978 +Loss contributors: + s_ln_CD : 0.25801 + s_CL : 0.239159 + s_analysis_confidence : 0.211022 + s_CM : 0.115058 + s_Bot_Xtr : 0.0309105 + s_Top_Xtr : 0.0231944 + s_upper_bl_H_31 : 0.00342865 + s_lower_bl_H_0 : 0.00328449 + s_upper_bl_H_30 : 0.00319964 + s_lower_bl_H_31 : 0.00309164 +Epoch: 78 | Train Loss: 1.09303 | Test Loss: 1.09563 | analysis_confidence: 0.14554 | CL: 0.034445 | ln_CD: 0.0654342 | CM: 0.005985 | Top_Xtr: 0.034423 | Bot_Xtr: 0.0406881 +Loss contributors: + s_ln_CD : 0.258815 + s_CL : 0.237719 + s_analysis_confidence : 0.211194 + s_CM : 0.114841 + s_Bot_Xtr : 0.0308515 + s_Top_Xtr : 0.0231173 + s_upper_bl_H_31 : 0.00342968 + s_lower_bl_H_0 : 0.00327985 + s_upper_bl_H_30 : 0.00320093 + s_lower_bl_H_31 : 0.00307705 +Epoch: 79 | Train Loss: 1.09137 | Test Loss: 1.0962 | analysis_confidence: 0.14357 | CL: 0.0345182 | ln_CD: 0.0655529 | CM: 0.00598184 | Top_Xtr: 0.0343077 | Bot_Xtr: 0.0407044 +Loss contributors: + s_ln_CD : 0.260163 + s_CL : 0.238002 + s_analysis_confidence : 0.21072 + s_CM : 0.114744 + s_Bot_Xtr : 0.0308599 + s_Top_Xtr : 0.0230287 + s_upper_bl_H_31 : 0.00340813 + s_lower_bl_H_0 : 0.00328415 + s_upper_bl_H_30 : 0.00318334 + s_lower_bl_H_31 : 0.00306638 +Epoch: 80 | Train Loss: 1.08981 | Test Loss: 1.09085 | analysis_confidence: 0.143647 | CL: 0.034388 | ln_CD: 0.0646003 | CM: 0.00598058 | Top_Xtr: 0.0341631 | Bot_Xtr: 0.0406558 +Loss contributors: + s_ln_CD : 0.256062 + s_CL : 0.237251 + s_analysis_confidence : 0.210747 + s_CM : 0.11473 + s_Bot_Xtr : 0.030801 + s_Top_Xtr : 0.0229102 + s_upper_bl_H_31 : 0.00339536 + s_lower_bl_H_0 : 0.00328831 + s_upper_bl_H_30 : 0.00316625 + s_lower_bl_H_31 : 0.00306866 +Epoch: 81 | Train Loss: 1.08842 | Test Loss: 1.09207 | analysis_confidence: 0.143813 | CL: 0.0345032 | ln_CD: 0.0644154 | CM: 0.00599852 | Top_Xtr: 0.0342394 | Bot_Xtr: 0.0407298 +Loss contributors: + s_ln_CD : 0.255754 + s_CL : 0.238165 + s_analysis_confidence : 0.210573 + s_CM : 0.115154 + s_Bot_Xtr : 0.0308574 + s_Top_Xtr : 0.0229824 + s_upper_bl_H_31 : 0.00340645 + s_lower_bl_H_0 : 0.00327101 + s_upper_bl_H_30 : 0.00317565 + s_lower_bl_H_31 : 0.00307246 +Epoch: 82 | Train Loss: 1.08687 | Test Loss: 1.08959 | analysis_confidence: 0.142334 | CL: 0.0341788 | ln_CD: 0.0651228 | CM: 0.00597421 | Top_Xtr: 0.0342138 | Bot_Xtr: 0.0407362 +Loss contributors: + s_ln_CD : 0.257544 + s_CL : 0.235567 + s_analysis_confidence : 0.210486 + s_CM : 0.114559 + s_Bot_Xtr : 0.0307727 + s_Top_Xtr : 0.022876 + s_upper_bl_H_31 : 0.00338942 + s_lower_bl_H_0 : 0.00327133 + s_upper_bl_H_30 : 0.00316125 + s_lower_bl_H_31 : 0.0030651 +Epoch: 83 | Train Loss: 1.08545 | Test Loss: 1.0867 | analysis_confidence: 0.145051 | CL: 0.0340803 | ln_CD: 0.0649324 | CM: 0.00594041 | Top_Xtr: 0.0341757 | Bot_Xtr: 0.0404819 +Loss contributors: + s_ln_CD : 0.256057 + s_CL : 0.234777 + s_analysis_confidence : 0.210777 + s_CM : 0.113833 + s_Bot_Xtr : 0.0306139 + s_Top_Xtr : 0.0229049 + s_upper_bl_H_31 : 0.00337148 + s_lower_bl_H_0 : 0.00328284 + s_upper_bl_H_30 : 0.00314316 + s_lower_bl_H_31 : 0.0030602 +Epoch: 84 | Train Loss: 1.08397 | Test Loss: 1.08586 | analysis_confidence: 0.142431 | CL: 0.0341751 | ln_CD: 0.0639905 | CM: 0.00595478 | Top_Xtr: 0.034602 | Bot_Xtr: 0.041003 +Loss contributors: + s_ln_CD : 0.253931 + s_CL : 0.235634 + s_analysis_confidence : 0.210598 + s_CM : 0.114183 + s_Bot_Xtr : 0.0308476 + s_Top_Xtr : 0.0230003 + s_upper_bl_H_31 : 0.0033727 + s_lower_bl_H_0 : 0.00327258 + s_upper_bl_H_30 : 0.0031432 + s_lower_bl_H_31 : 0.003062 +Epoch: 85 | Train Loss: 1.08272 | Test Loss: 1.08209 | analysis_confidence: 0.142757 | CL: 0.0340225 | ln_CD: 0.0642016 | CM: 0.00591626 | Top_Xtr: 0.0339585 | Bot_Xtr: 0.0403916 +Loss 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: 0.210157 + s_CM : 0.114216 + s_Bot_Xtr : 0.0305318 + s_Top_Xtr : 0.0226623 + s_upper_bl_H_31 : 0.00333573 + s_lower_bl_H_0 : 0.00327186 + s_upper_bl_H_30 : 0.00310857 + s_lower_bl_H_31 : 0.0030433 +Epoch: 88 | Train Loss: 1.07868 | Test Loss: 1.08497 | analysis_confidence: 0.144609 | CL: 0.0344348 | ln_CD: 0.0643155 | CM: 0.00599945 | Top_Xtr: 0.0338737 | Bot_Xtr: 0.0402437 +Loss contributors: + s_ln_CD : 0.254216 + s_CL : 0.236202 + s_analysis_confidence : 0.210301 + s_CM : 0.114951 + s_Bot_Xtr : 0.030374 + s_Top_Xtr : 0.0226233 + s_upper_bl_H_31 : 0.00333926 + s_lower_bl_H_0 : 0.00327064 + s_upper_bl_H_30 : 0.0031119 + s_lower_bl_H_31 : 0.00304114 +Epoch: 89 | Train Loss: 1.0773 | Test Loss: 1.0809 | analysis_confidence: 0.143045 | CL: 0.0341864 | ln_CD: 0.0643141 | CM: 0.00591038 | Top_Xtr: 0.0336864 | Bot_Xtr: 0.0401566 +Loss contributors: + s_ln_CD : 0.254315 + s_CL : 0.234437 + s_analysis_confidence : 0.210345 + s_CM : 0.113121 + s_Bot_Xtr : 0.0303302 + s_Top_Xtr : 0.0224805 + s_upper_bl_H_31 : 0.0033317 + s_lower_bl_H_0 : 0.00326161 + s_upper_bl_H_30 : 0.00310958 + s_lower_bl_H_31 : 0.00303403 +Epoch: 90 | Train Loss: 1.07607 | Test Loss: 1.0767 | analysis_confidence: 0.145284 | CL: 0.0339161 | ln_CD: 0.0636157 | CM: 0.00592039 | Top_Xtr: 0.0338586 | Bot_Xtr: 0.0402924 +Loss contributors: + s_ln_CD : 0.251222 + s_CL : 0.233151 + s_analysis_confidence : 0.210275 + s_CM : 0.113344 + s_Bot_Xtr : 0.0304158 + s_Top_Xtr : 0.0225705 + s_upper_bl_H_31 : 0.00334424 + s_lower_bl_H_0 : 0.00327291 + s_upper_bl_H_30 : 0.00311809 + s_lower_bl_H_31 : 0.0030324 +Epoch: 91 | Train Loss: 1.07481 | Test Loss: 1.07836 | analysis_confidence: 0.143196 | CL: 0.034015 | ln_CD: 0.0640702 | CM: 0.00589942 | Top_Xtr: 0.0336734 | Bot_Xtr: 0.040039 +Loss contributors: + s_ln_CD : 0.253191 + s_CL : 0.234106 + s_analysis_confidence : 0.210027 + s_CM : 0.112866 + s_Bot_Xtr : 0.0302184 + s_Top_Xtr : 0.0224361 + s_upper_bl_H_31 : 0.00332933 + s_lower_bl_H_0 : 0.00326943 + s_upper_bl_H_30 : 0.00310774 + s_lower_bl_H_31 : 0.00303567 +Epoch: 92 | Train Loss: 1.07363 | Test Loss: 1.07554 | analysis_confidence: 0.144578 | CL: 0.0338179 | ln_CD: 0.0638872 | CM: 0.00589744 | Top_Xtr: 0.0337239 | Bot_Xtr: 0.0400407 +Loss contributors: + s_ln_CD : 0.252033 + s_CL : 0.232736 + s_analysis_confidence : 0.20993 + s_CM : 0.11285 + s_Bot_Xtr : 0.030219 + s_Top_Xtr : 0.0225194 + s_upper_bl_H_31 : 0.00331438 + s_lower_bl_H_0 : 0.0032706 + s_upper_bl_H_30 : 0.00308646 + s_lower_bl_H_31 : 0.00303674 +Epoch: 93 | Train Loss: 1.07246 | Test Loss: 1.07349 | analysis_confidence: 0.143991 | CL: 0.0337122 | ln_CD: 0.063844 | CM: 0.00589542 | Top_Xtr: 0.0337929 | Bot_Xtr: 0.040093 +Loss contributors: + s_ln_CD : 0.251709 + s_CL : 0.231583 + s_analysis_confidence : 0.209824 + s_CM : 0.112737 + s_Bot_Xtr : 0.0302507 + s_Top_Xtr : 0.0225255 + s_upper_bl_H_31 : 0.00332166 + s_lower_bl_H_0 : 0.00326662 + s_upper_bl_H_30 : 0.00309678 + s_lower_bl_H_31 : 0.00302507 +Epoch: 94 | Train Loss: 1.07114 | Test Loss: 1.0715 | analysis_confidence: 0.145389 | CL: 0.0338107 | ln_CD: 0.0634219 | CM: 0.00587028 | Top_Xtr: 0.0338394 | Bot_Xtr: 0.0400539 +Loss contributors: + s_ln_CD : 0.250122 + s_CL : 0.232019 + s_analysis_confidence : 0.210006 + s_CM : 0.112241 + s_Bot_Xtr : 0.0302127 + s_Top_Xtr : 0.0225309 + s_upper_bl_H_31 : 0.00330439 + s_lower_bl_H_0 : 0.0032501 + s_upper_bl_H_30 : 0.00308318 + s_lower_bl_H_31 : 0.00301515 +Epoch: 95 | Train Loss: 1.07003 | Test Loss: 1.0802 | analysis_confidence: 0.142055 | CL: 0.0338654 | ln_CD: 0.0658983 | CM: 0.00585794 | Top_Xtr: 0.0336422 | Bot_Xtr: 0.0399488 +Loss contributors: + s_ln_CD : 0.2591 + s_CL : 0.232614 + s_analysis_confidence : 0.209622 + s_CM : 0.111982 + s_Bot_Xtr : 0.0301103 + s_Top_Xtr : 0.0224213 + s_upper_bl_H_31 : 0.00330731 + s_lower_bl_H_0 : 0.00327173 + s_upper_bl_H_30 : 0.00308543 + s_lower_bl_H_31 : 0.00300885 +Epoch: 96 | Train Loss: 1.06879 | Test Loss: 1.07625 | analysis_confidence: 0.145706 | CL: 0.0336315 | ln_CD: 0.065254 | CM: 0.00586759 | Top_Xtr: 0.0338568 | Bot_Xtr: 0.0400555 +Loss contributors: + s_ln_CD : 0.256015 + s_CL : 0.230923 + s_analysis_confidence : 0.210057 + s_CM : 0.112172 + s_Bot_Xtr : 0.030145 + s_Top_Xtr : 0.0225479 + s_upper_bl_H_31 : 0.0032842 + s_lower_bl_H_0 : 0.00325832 + s_upper_bl_H_30 : 0.0030652 + s_lower_bl_H_31 : 0.00300734 +Epoch: 97 | Train Loss: 1.06765 | Test Loss: 1.06891 | analysis_confidence: 0.14164 | CL: 0.0336621 | ln_CD: 0.0634503 | CM: 0.00584696 | Top_Xtr: 0.0333489 | Bot_Xtr: 0.0397775 +Loss contributors: + s_ln_CD : 0.250256 + s_CL : 0.231207 + s_analysis_confidence : 0.209617 + s_CM : 0.111657 + s_Bot_Xtr : 0.0300154 + s_Top_Xtr : 0.0221806 + s_upper_bl_H_31 : 0.00329536 + s_lower_bl_H_0 : 0.00325082 + s_upper_bl_H_30 : 0.00306856 + s_lower_bl_H_31 : 0.00301634 +Epoch: 98 | Train Loss: 1.06643 | Test Loss: 1.06912 | analysis_confidence: 0.141344 | CL: 0.0336314 | ln_CD: 0.0636842 | CM: 0.00585513 | Top_Xtr: 0.0337014 | Bot_Xtr: 0.0400084 +Loss 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: 0.209225 + s_CM : 0.112664 + s_Bot_Xtr : 0.0299146 + s_Top_Xtr : 0.0220922 + s_upper_bl_H_31 : 0.00326169 + s_lower_bl_H_0 : 0.00325066 + s_upper_bl_H_30 : 0.0030403 + s_lower_bl_H_31 : 0.00299025 +Epoch: 101 | Train Loss: 1.06305 | Test Loss: 1.0659 | analysis_confidence: 0.142074 | CL: 0.0337804 | ln_CD: 0.0633011 | CM: 0.00583739 | Top_Xtr: 0.0332598 | Bot_Xtr: 0.0397475 +Loss contributors: + s_ln_CD : 0.249231 + s_CL : 0.231152 + s_analysis_confidence : 0.209412 + s_CM : 0.111452 + s_Bot_Xtr : 0.0299655 + s_Top_Xtr : 0.0220796 + s_upper_bl_H_31 : 0.00325948 + s_lower_bl_H_0 : 0.00324293 + s_upper_bl_H_30 : 0.00303658 + s_lower_bl_H_31 : 0.00298189 +Epoch: 102 | Train Loss: 1.06192 | Test Loss: 1.0651 | analysis_confidence: 0.143194 | CL: 0.0337032 | ln_CD: 0.063373 | CM: 0.00580236 | Top_Xtr: 0.0334345 | Bot_Xtr: 0.0397242 +Loss contributors: + s_ln_CD : 0.249551 + s_CL : 0.230856 + s_analysis_confidence : 0.209282 + s_CM : 0.110744 + s_Bot_Xtr : 0.0299305 + s_Top_Xtr : 0.0222611 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: 0.00301706 + s_lower_bl_H_31 : 0.00297388 +Epoch: 105 | Train Loss: 1.05861 | Test Loss: 1.06483 | analysis_confidence: 0.14361 | CL: 0.0337948 | ln_CD: 0.0639518 | CM: 0.00582413 | Top_Xtr: 0.0330556 | Bot_Xtr: 0.039398 +Loss contributors: + s_ln_CD : 0.2508 + s_CL : 0.230942 + s_analysis_confidence : 0.208999 + s_CM : 0.111128 + s_Bot_Xtr : 0.0296142 + s_Top_Xtr : 0.021887 + s_lower_bl_H_0 : 0.00324501 + s_upper_bl_H_31 : 0.0032449 + s_upper_bl_H_30 : 0.00301943 + s_lower_bl_H_31 : 0.00297979 +Epoch: 106 | Train Loss: 1.05764 | Test Loss: 1.06044 | analysis_confidence: 0.142954 | CL: 0.0334441 | ln_CD: 0.0633818 | CM: 0.00578086 | Top_Xtr: 0.0330744 | Bot_Xtr: 0.0394663 +Loss contributors: + s_ln_CD : 0.248973 + s_CL : 0.229242 + s_analysis_confidence : 0.209091 + s_CM : 0.110238 + s_Bot_Xtr : 0.0297051 + s_Top_Xtr : 0.0219464 + s_upper_bl_H_31 : 0.00324084 + s_lower_bl_H_0 : 0.00323637 + s_upper_bl_H_30 : 0.00301963 + s_lower_bl_H_31 : 0.00296449 +Epoch: 107 | Train Loss: 1.05651 | Test Loss: 1.06079 | analysis_confidence: 0.142591 | CL: 0.0336528 | ln_CD: 0.0628173 | CM: 0.00585488 | Top_Xtr: 0.0330372 | Bot_Xtr: 0.0394249 +Loss contributors: + s_ln_CD : 0.246761 + s_CL : 0.229967 + s_analysis_confidence : 0.209664 + s_CM : 0.111689 + s_Bot_Xtr : 0.0296122 + s_Top_Xtr : 0.0218616 + s_lower_bl_H_0 : 0.00324408 + s_upper_bl_H_31 : 0.00324062 + s_upper_bl_H_30 : 0.00302467 + s_lower_bl_H_31 : 0.00296407 +Epoch: 108 | Train Loss: 1.05538 | Test Loss: 1.06004 | analysis_confidence: 0.142644 | CL: 0.0333617 | ln_CD: 0.0636152 | CM: 0.00577128 | Top_Xtr: 0.0330443 | Bot_Xtr: 0.039464 +Loss contributors: + s_ln_CD : 0.249945 + s_CL : 0.228363 + s_analysis_confidence : 0.209325 + s_CM : 0.110057 + s_Bot_Xtr : 0.0296828 + s_Top_Xtr : 0.0218799 + s_lower_bl_H_0 : 0.00324091 + s_upper_bl_H_31 : 0.00320444 + s_upper_bl_H_30 : 0.00298832 + s_lower_bl_H_31 : 0.00294783 +Epoch: 109 | Train Loss: 1.05441 | Test Loss: 1.05677 | analysis_confidence: 0.143478 | CL: 0.0333874 | ln_CD: 0.0634172 | CM: 0.00574756 | Top_Xtr: 0.0330391 | Bot_Xtr: 0.0393708 +Loss contributors: + s_ln_CD : 0.247926 + s_CL : 0.228622 + s_analysis_confidence : 0.208878 + s_CM : 0.109532 + s_Bot_Xtr : 0.029578 + s_Top_Xtr : 0.0218711 + s_lower_bl_H_0 : 0.00323995 + s_upper_bl_H_31 : 0.00321049 + s_upper_bl_H_30 : 0.00299322 + s_lower_bl_H_31 : 0.00294643 +Epoch: 110 | Train Loss: 1.05326 | Test Loss: 1.05815 | analysis_confidence: 0.143476 | CL: 0.0336032 | ln_CD: 0.0632219 | CM: 0.00575576 | Top_Xtr: 0.0328927 | Bot_Xtr: 0.0393458 +Loss contributors: + s_ln_CD : 0.248206 + s_CL : 0.229672 + s_analysis_confidence : 0.208902 + s_CM : 0.10967 + s_Bot_Xtr : 0.0295854 + s_Top_Xtr : 0.0217459 + s_lower_bl_H_0 : 0.00323233 + s_upper_bl_H_31 : 0.00320037 + s_upper_bl_H_30 : 0.00299132 + s_lower_bl_H_31 : 0.00294525 +Epoch: 111 | Train Loss: 1.0522 | Test Loss: 1.05513 | analysis_confidence: 0.141978 | CL: 0.0332346 | ln_CD: 0.0628883 | CM: 0.00574096 | Top_Xtr: 0.0330266 | Bot_Xtr: 0.0394187 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s_analysis_confidence : 0.208926 + s_CM : 0.109551 + s_Bot_Xtr : 0.02951 + s_Top_Xtr : 0.0216837 + s_lower_bl_H_0 : 0.00323948 + s_upper_bl_H_31 : 0.00317559 + s_upper_bl_H_30 : 0.0029685 + s_lower_bl_H_31 : 0.00292771 +Epoch: 114 | Train Loss: 1.04929 | Test Loss: 1.05096 | analysis_confidence: 0.142548 | CL: 0.0331133 | ln_CD: 0.062651 | CM: 0.00576 | Top_Xtr: 0.0328597 | Bot_Xtr: 0.039192 +Loss contributors: + s_ln_CD : 0.245803 + s_CL : 0.22614 + s_analysis_confidence : 0.208619 + s_CM : 0.109729 + s_Bot_Xtr : 0.0294471 + s_Top_Xtr : 0.0217533 + s_lower_bl_H_0 : 0.00321826 + s_upper_bl_H_31 : 0.00316757 + s_upper_bl_H_30 : 0.00296239 + s_lower_bl_H_31 : 0.00292843 +Epoch: 115 | Train Loss: 1.04822 | Test Loss: 1.04948 | analysis_confidence: 0.143051 | CL: 0.033034 | ln_CD: 0.0624151 | CM: 0.00571946 | Top_Xtr: 0.033093 | Bot_Xtr: 0.0397593 +Loss contributors: + s_ln_CD : 0.24526 + s_CL : 0.225986 + s_analysis_confidence : 0.208592 + s_CM : 0.108836 + s_Bot_Xtr : 0.0296097 + s_Top_Xtr : 0.0217435 + s_lower_bl_H_0 : 0.003245 + s_upper_bl_H_31 : 0.00319026 + s_upper_bl_H_30 : 0.00297759 + s_lower_bl_H_31 : 0.00293015 +Epoch: 116 | Train Loss: 1.04722 | Test Loss: 1.05147 | analysis_confidence: 0.14058 | CL: 0.033191 | ln_CD: 0.0625522 | CM: 0.00576656 | Top_Xtr: 0.0328113 | Bot_Xtr: 0.0390827 +Loss contributors: + s_ln_CD : 0.245985 + s_CL : 0.227075 + s_analysis_confidence : 0.208475 + s_CM : 0.109903 + s_Bot_Xtr : 0.0292877 + s_Top_Xtr : 0.0216443 + s_lower_bl_H_0 : 0.0032075 + s_upper_bl_H_31 : 0.00317229 + s_upper_bl_H_30 : 0.00296405 + s_lower_bl_H_31 : 0.00291287 +Epoch: 117 | Train Loss: 1.04612 | Test Loss: 1.04653 | analysis_confidence: 0.143567 | CL: 0.0330038 | ln_CD: 0.0623707 | CM: 0.00570251 | Top_Xtr: 0.0326109 | Bot_Xtr: 0.0389711 +Loss contributors: + s_ln_CD : 0.244667 + s_CL : 0.225724 + s_analysis_confidence : 0.208368 + s_CM : 0.108519 + s_Bot_Xtr : 0.0292265 + s_Top_Xtr : 0.0214932 + s_lower_bl_H_0 : 0.00321336 + s_upper_bl_H_31 : 0.00317294 + s_upper_bl_H_30 : 0.00296337 + s_lower_bl_ret_0 : 0.00291089 +Epoch: 118 | Train Loss: 1.04517 | Test Loss: 1.04987 | analysis_confidence: 0.141773 | CL: 0.0329182 | ln_CD: 0.0639713 | CM: 0.00568627 | Top_Xtr: 0.0326252 | Bot_Xtr: 0.0389427 +Loss contributors: + s_ln_CD : 0.249367 + s_CL : 0.224839 + s_analysis_confidence : 0.20837 + s_CM : 0.108149 + s_Bot_Xtr : 0.0292262 + s_Top_Xtr : 0.0215142 + s_lower_bl_H_0 : 0.00322047 + s_upper_bl_H_31 : 0.00315315 + s_upper_bl_H_30 : 0.00294994 + s_lower_bl_H_31 : 0.00290612 +Epoch: 119 | Train Loss: 1.04414 | Test Loss: 1.05077 | analysis_confidence: 0.140372 | CL: 0.0337995 | ln_CD: 0.0624261 | CM: 0.00572167 | Top_Xtr: 0.0327143 | Bot_Xtr: 0.0390225 +Loss contributors: + s_ln_CD : 0.244523 + s_CL : 0.230077 + s_analysis_confidence : 0.208292 + s_CM : 0.108858 + s_Bot_Xtr : 0.0292578 + s_Top_Xtr : 0.021571 + s_lower_bl_H_0 : 0.00320591 + s_upper_bl_H_31 : 0.00314914 + s_upper_bl_H_30 : 0.00294134 + s_lower_bl_ret_0 : 0.00290215 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0.141632 | CL: 0.0329248 | ln_CD: 0.0649087 | CM: 0.00575001 | Top_Xtr: 0.0326326 | Bot_Xtr: 0.0388861 +Loss contributors: + s_ln_CD : 0.253776 + s_CL : 0.22461 + s_analysis_confidence : 0.208268 + s_CM : 0.109438 + s_Bot_Xtr : 0.0290955 + s_Top_Xtr : 0.021453 + s_lower_bl_H_0 : 0.00320452 + s_upper_bl_H_31 : 0.00313531 + s_upper_bl_H_30 : 0.00293286 + s_lower_bl_H_31 : 0.00289278 +Epoch: 123 | Train Loss: 1.04032 | Test Loss: 1.04842 | analysis_confidence: 0.140554 | CL: 0.0333242 | ln_CD: 0.0627825 | CM: 0.00571572 | Top_Xtr: 0.0325473 | Bot_Xtr: 0.0388093 +Loss contributors: + s_ln_CD : 0.245821 + s_CL : 0.227982 + s_analysis_confidence : 0.208042 + s_CM : 0.108767 + s_Bot_Xtr : 0.0290361 + s_Top_Xtr : 0.0214197 + s_lower_bl_H_0 : 0.00319943 + s_upper_bl_H_31 : 0.00312257 + s_upper_bl_H_30 : 0.00291824 + s_lower_bl_ret_0 : 0.00289104 +Epoch: 124 | Train Loss: 1.03933 | Test Loss: 1.04936 | analysis_confidence: 0.140676 | CL: 0.0329044 | ln_CD: 0.0634006 | CM: 0.00569612 | Top_Xtr: 0.0323507 | Bot_Xtr: 0.0388126 +Loss contributors: + s_ln_CD : 0.249596 + s_CL : 0.224865 + s_analysis_confidence : 0.208371 + s_CM : 0.108292 + s_Bot_Xtr : 0.0290907 + s_Top_Xtr : 0.0212979 + s_lower_bl_H_0 : 0.00319061 + s_upper_bl_H_31 : 0.00314906 + s_upper_bl_H_30 : 0.0029454 + s_lower_bl_H_31 : 0.0028861 +Epoch: 125 | Train Loss: 1.03844 | Test Loss: 1.05132 | analysis_confidence: 0.14158 | CL: 0.033383 | ln_CD: 0.063683 | CM: 0.00577037 | Top_Xtr: 0.03275 | Bot_Xtr: 0.0390715 +Loss contributors: + s_ln_CD : 0.248137 + s_CL : 0.227445 + s_analysis_confidence : 0.20789 + s_CM : 0.109783 + s_Bot_Xtr : 0.029117 + s_Top_Xtr : 0.0214416 + s_lower_bl_H_0 : 0.00320055 + s_upper_bl_H_31 : 0.0031004 + s_upper_bl_H_30 : 0.00290169 + s_lower_bl_ret_0 : 0.00288286 +Epoch: 126 | Train Loss: 1.03746 | Test Loss: 1.04216 | analysis_confidence: 0.143966 | CL: 0.0328536 | ln_CD: 0.0628666 | CM: 0.00566056 | Top_Xtr: 0.0326053 | Bot_Xtr: 0.0389741 +Loss contributors: + s_ln_CD : 0.245157 + s_CL : 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0.0614339 | CM: 0.00559601 | Top_Xtr: 0.0319395 | Bot_Xtr: 0.0383049 +Loss contributors: + s_ln_CD : 0.240144 + s_CL : 0.221696 + s_analysis_confidence : 0.20737 + s_CM : 0.106072 + s_Bot_Xtr : 0.0286227 + s_Top_Xtr : 0.0209167 + s_lower_bl_H_0 : 0.00313744 + s_upper_bl_H_31 : 0.00301558 + s_lower_bl_ret_0 : 0.00283262 + s_upper_bl_H_30 : 0.00283063 +Epoch: 138 | Train Loss: 1.02684 | Test Loss: 1.02722 | analysis_confidence: 0.141921 | CL: 0.0324664 | ln_CD: 0.0613019 | CM: 0.00558324 | Top_Xtr: 0.031956 | Bot_Xtr: 0.0382548 +Loss contributors: + s_ln_CD : 0.239176 + s_CL : 0.220922 + s_analysis_confidence : 0.207334 + s_CM : 0.105822 + s_Bot_Xtr : 0.0285632 + s_Top_Xtr : 0.0208998 + s_lower_bl_H_0 : 0.00312847 + s_upper_bl_H_31 : 0.00302823 + s_upper_bl_H_30 : 0.00284088 + s_lower_bl_ret_0 : 0.00282525 +Epoch: 139 | Train Loss: 1.02596 | Test Loss: 1.02742 | analysis_confidence: 0.140905 | CL: 0.0323878 | ln_CD: 0.0616848 | CM: 0.00556774 | Top_Xtr: 0.0319373 | Bot_Xtr: 0.0383426 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0.00296966 + s_lower_bl_ret_0 : 0.00279376 + s_upper_bl_H_30 : 0.00279133 +Epoch: 146 | Train Loss: 1.02051 | Test Loss: 1.02658 | analysis_confidence: 0.141137 | CL: 0.0325804 | ln_CD: 0.0617645 | CM: 0.0055403 | Top_Xtr: 0.0317536 | Bot_Xtr: 0.0380279 +Loss contributors: + s_ln_CD : 0.240691 + s_CL : 0.221237 + s_analysis_confidence : 0.20701 + s_CM : 0.104871 + s_Bot_Xtr : 0.0283969 + s_Top_Xtr : 0.0207896 + s_lower_bl_H_0 : 0.00310079 + s_upper_bl_H_31 : 0.00296724 + s_lower_bl_ret_0 : 0.0027992 + s_upper_bl_H_30 : 0.00278164 +Epoch: 147 | Train Loss: 1.01972 | Test Loss: 1.02189 | analysis_confidence: 0.143044 | CL: 0.0323301 | ln_CD: 0.0611913 | CM: 0.00555387 | Top_Xtr: 0.0318403 | Bot_Xtr: 0.0379628 +Loss contributors: + s_ln_CD : 0.238049 + s_CL : 0.219538 + s_analysis_confidence : 0.207138 + s_CM : 0.105123 + s_Bot_Xtr : 0.0283199 + s_Top_Xtr : 0.0208505 + s_lower_bl_H_0 : 0.00307565 + s_upper_bl_H_31 : 0.00295031 + s_lower_bl_ret_0 : 0.00279209 + s_upper_bl_H_30 : 0.00276833 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0.00554589 | Top_Xtr: 0.0315843 | Bot_Xtr: 0.0378884 +Loss contributors: + s_ln_CD : 0.236871 + s_CL : 0.217521 + s_analysis_confidence : 0.206998 + s_CM : 0.104998 + s_Bot_Xtr : 0.0282021 + s_Top_Xtr : 0.0205817 + s_lower_bl_H_0 : 0.00305353 + s_upper_bl_H_31 : 0.00293809 + s_lower_bl_ret_0 : 0.00278085 + s_upper_bl_H_30 : 0.00275748 +Epoch: 153 | Train Loss: 1.0153 | Test Loss: 1.02482 | analysis_confidence: 0.140298 | CL: 0.0320406 | ln_CD: 0.0631637 | CM: 0.00550776 | Top_Xtr: 0.0316844 | Bot_Xtr: 0.0379818 +Loss contributors: + s_ln_CD : 0.245203 + s_CL : 0.217649 + s_analysis_confidence : 0.206756 + s_CM : 0.104115 + s_Bot_Xtr : 0.0282582 + s_Top_Xtr : 0.0206229 + s_lower_bl_H_0 : 0.00305842 + s_upper_bl_H_31 : 0.00290942 + s_lower_bl_ret_0 : 0.00277701 + s_upper_bl_H_30 : 0.00273599 +Epoch: 154 | Train Loss: 1.0145 | Test Loss: 1.0239 | analysis_confidence: 0.140873 | CL: 0.032682 | ln_CD: 0.0615699 | CM: 0.00561243 | Top_Xtr: 0.03157 | Bot_Xtr: 0.037787 +Loss contributors: + 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s_CM : 0.104525 + s_Bot_Xtr : 0.0281273 + s_Top_Xtr : 0.0205543 + s_lower_bl_H_0 : 0.003022 + s_upper_bl_H_31 : 0.00291064 + s_lower_bl_ret_0 : 0.00276227 + s_upper_bl_H_30 : 0.00273918 +Epoch: 157 | Train Loss: 1.01238 | Test Loss: 1.01476 | analysis_confidence: 0.141004 | CL: 0.0321151 | ln_CD: 0.0608661 | CM: 0.00552838 | Top_Xtr: 0.0313804 | Bot_Xtr: 0.0376847 +Loss contributors: + s_ln_CD : 0.235989 + s_CL : 0.218081 + s_analysis_confidence : 0.206534 + s_CM : 0.104576 + s_Bot_Xtr : 0.0280938 + s_Top_Xtr : 0.0204651 + s_lower_bl_H_0 : 0.00301441 + s_upper_bl_H_31 : 0.00290238 + s_lower_bl_ret_0 : 0.00275952 + s_upper_bl_H_30 : 0.00272394 +Epoch: 158 | Train Loss: 1.01175 | Test Loss: 1.01637 | analysis_confidence: 0.139129 | CL: 0.0319296 | ln_CD: 0.0612381 | CM: 0.00550503 | Top_Xtr: 0.0315439 | Bot_Xtr: 0.0378083 +Loss contributors: + s_ln_CD : 0.238044 + s_CL : 0.216922 + s_analysis_confidence : 0.207325 + s_CM : 0.104077 + s_Bot_Xtr : 0.0281146 + s_Top_Xtr : 0.0205362 + 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| Train Loss: 1.00828 | Test Loss: 1.01492 | analysis_confidence: 0.139501 | CL: 0.0320019 | ln_CD: 0.0615163 | CM: 0.00550491 | Top_Xtr: 0.031443 | Bot_Xtr: 0.0377067 +Loss contributors: + s_ln_CD : 0.238179 + s_CL : 0.217153 + s_analysis_confidence : 0.20663 + s_CM : 0.104017 + s_Bot_Xtr : 0.028017 + s_Top_Xtr : 0.0204605 + s_lower_bl_H_0 : 0.00298159 + s_upper_bl_H_31 : 0.00286933 + s_lower_bl_ret_0 : 0.0027472 + s_upper_bl_H_30 : 0.00269868 +Epoch: 164 | Train Loss: 1.00758 | Test Loss: 1.00808 | analysis_confidence: 0.141128 | CL: 0.03186 | ln_CD: 0.0600587 | CM: 0.00550087 | Top_Xtr: 0.0313228 | Bot_Xtr: 0.0375684 +Loss contributors: + s_ln_CD : 0.233437 + s_CL : 0.216029 + s_analysis_confidence : 0.206371 + s_CM : 0.103885 + s_Bot_Xtr : 0.0279584 + s_Top_Xtr : 0.0203873 + s_lower_bl_H_0 : 0.00298149 + s_upper_bl_H_31 : 0.00286062 + s_lower_bl_ret_0 : 0.00273658 + s_lower_bl_H_31 : 0.00269141 +Epoch: 165 | Train Loss: 1.00701 | Test Loss: 1.01397 | analysis_confidence: 0.140357 | CL: 0.0319404 | ln_CD: 0.0616595 | CM: 0.00548007 | Top_Xtr: 0.0313225 | Bot_Xtr: 0.0376436 +Loss contributors: + s_ln_CD : 0.23884 + s_CL : 0.21659 + s_analysis_confidence : 0.206514 + s_CM : 0.103479 + s_Bot_Xtr : 0.0279635 + s_Top_Xtr : 0.0203494 + s_lower_bl_H_0 : 0.00297224 + s_upper_bl_H_31 : 0.00285543 + s_lower_bl_ret_0 : 0.00274446 + s_lower_bl_H_31 : 0.00268967 +Epoch: 166 | Train Loss: 1.00635 | Test Loss: 1.01025 | analysis_confidence: 0.142079 | CL: 0.0321297 | ln_CD: 0.0605787 | CM: 0.0055063 | Top_Xtr: 0.0311488 | Bot_Xtr: 0.0375022 +Loss contributors: + s_ln_CD : 0.234289 + s_CL : 0.217179 + s_analysis_confidence : 0.206529 + s_CM : 0.103999 + s_Bot_Xtr : 0.0278899 + s_Top_Xtr : 0.0202402 + s_lower_bl_H_0 : 0.00294249 + s_upper_bl_H_31 : 0.00285316 + s_lower_bl_ret_0 : 0.00273855 + s_lower_bl_H_31 : 0.00269122 +Epoch: 167 | Train Loss: 1.00578 | Test Loss: 1.01402 | analysis_confidence: 0.140428 | CL: 0.0322506 | ln_CD: 0.0612105 | CM: 0.00552592 | Top_Xtr: 0.031303 | 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s_upper_bl_H_31 : 0.00282837 + s_lower_bl_ret_0 : 0.00273413 + s_lower_bl_H_31 : 0.00266712 +Epoch: 174 | Train Loss: 1.00129 | Test Loss: 1.00624 | analysis_confidence: 0.139579 | CL: 0.0318054 | ln_CD: 0.0605849 | CM: 0.00547454 | Top_Xtr: 0.0311649 | Bot_Xtr: 0.0373822 +Loss contributors: + s_ln_CD : 0.234333 + s_CL : 0.215277 + s_analysis_confidence : 0.206405 + s_CM : 0.103412 + s_Bot_Xtr : 0.0277678 + s_Top_Xtr : 0.0202619 + s_lower_bl_H_0 : 0.00292298 + s_upper_bl_H_31 : 0.0028276 + s_lower_bl_ret_0 : 0.00272253 + s_lower_bl_H_1 : 0.0026641 +Epoch: 175 | Train Loss: 1.00071 | Test Loss: 1.00872 | analysis_confidence: 0.13851 | CL: 0.032019 | ln_CD: 0.0603732 | CM: 0.00553259 | Top_Xtr: 0.0310202 | Bot_Xtr: 0.0372748 +Loss contributors: + s_ln_CD : 0.234227 + s_CL : 0.21707 + s_analysis_confidence : 0.20624 + s_CM : 0.104608 + s_Bot_Xtr : 0.0276927 + s_Top_Xtr : 0.0201485 + s_lower_bl_H_0 : 0.00290412 + s_upper_bl_H_31 : 0.00281241 + s_lower_bl_ret_0 : 0.00272119 + s_lower_bl_H_31 : 0.00265308 +Epoch: 176 | Train Loss: 1.00004 | Test Loss: 1.00556 | analysis_confidence: 0.141386 | CL: 0.0318003 | ln_CD: 0.0604626 | CM: 0.00543686 | Top_Xtr: 0.0310781 | Bot_Xtr: 0.0373313 +Loss contributors: + s_ln_CD : 0.234726 + s_CL : 0.215324 + s_analysis_confidence : 0.206379 + s_CM : 0.102546 + s_Bot_Xtr : 0.0277418 + s_Top_Xtr : 0.0201745 + s_lower_bl_H_0 : 0.00290059 + s_upper_bl_H_31 : 0.00282382 + s_lower_bl_ret_0 : 0.00271734 + s_lower_bl_H_31 : 0.00266809 +Epoch: 177 | Train Loss: 0.99961 | Test Loss: 1.00069 | analysis_confidence: 0.139584 | CL: 0.0316596 | ln_CD: 0.0595213 | CM: 0.00544757 | Top_Xtr: 0.0311596 | Bot_Xtr: 0.0374209 +Loss contributors: + s_ln_CD : 0.230772 + s_CL : 0.214575 + s_analysis_confidence : 0.206266 + s_CM : 0.102756 + s_Bot_Xtr : 0.0277281 + s_Top_Xtr : 0.0201862 + s_lower_bl_H_0 : 0.002895 + s_upper_bl_H_31 : 0.0028154 + s_lower_bl_ret_0 : 0.00271827 + s_lower_bl_H_31 : 0.0026578 +Epoch: 178 | Train Loss: 0.998904 | Test Loss: 1.00614 | analysis_confidence: 0.141435 | CL: 0.0322357 | ln_CD: 0.0598389 | CM: 0.00550189 | Top_Xtr: 0.031061 | Bot_Xtr: 0.0373109 +Loss contributors: + s_ln_CD : 0.231316 + s_CL : 0.218376 + s_analysis_confidence : 0.206417 + s_CM : 0.103918 + s_Bot_Xtr : 0.02767 + s_Top_Xtr : 0.0201259 + s_lower_bl_H_0 : 0.00288378 + s_upper_bl_H_31 : 0.00281368 + s_lower_bl_ret_0 : 0.00271642 + s_lower_bl_H_31 : 0.00264821 +Epoch: 179 | Train Loss: 0.998368 | Test Loss: 1.00143 | analysis_confidence: 0.140392 | CL: 0.0316605 | ln_CD: 0.0599851 | CM: 0.0054467 | Top_Xtr: 0.0310055 | Bot_Xtr: 0.0373036 +Loss contributors: + s_ln_CD : 0.231699 + s_CL : 0.214429 + s_analysis_confidence : 0.206523 + s_CM : 0.102782 + s_Bot_Xtr : 0.0276743 + s_Top_Xtr : 0.0200751 + s_lower_bl_H_0 : 0.0028802 + s_upper_bl_H_31 : 0.00281833 + s_lower_bl_ret_0 : 0.00271518 + s_lower_bl_H_31 : 0.00265299 +Epoch: 180 | Train Loss: 0.997756 | Test Loss: 0.997868 | analysis_confidence: 0.139002 | CL: 0.0314417 | ln_CD: 0.0594597 | CM: 0.00545288 | Top_Xtr: 0.0309251 | Bot_Xtr: 0.0373377 +Loss contributors: + s_ln_CD : 0.230065 + s_CL : 0.212853 + s_analysis_confidence : 0.206136 + s_CM : 0.102903 + s_Bot_Xtr : 0.0276597 + s_Top_Xtr : 0.0199958 + s_lower_bl_H_0 : 0.00289166 + s_upper_bl_H_31 : 0.00281075 + s_lower_bl_ret_0 : 0.00271648 + s_lower_bl_H_31 : 0.00264984 +Epoch: 181 | Train Loss: 0.997137 | Test Loss: 1.00521 | analysis_confidence: 0.140865 | CL: 0.0321354 | ln_CD: 0.0601395 | CM: 0.00554003 | Top_Xtr: 0.0310122 | Bot_Xtr: 0.0372796 +Loss contributors: + s_ln_CD : 0.231974 + s_CL : 0.216452 + s_analysis_confidence : 0.206076 + s_CM : 0.104709 + s_Bot_Xtr : 0.0276925 + s_Top_Xtr : 0.0201084 + s_lower_bl_H_0 : 0.00286373 + s_upper_bl_H_31 : 0.00279835 + s_lower_bl_ret_0 : 0.00271433 + s_lower_bl_H_31 : 0.0026456 +Epoch: 182 | Train Loss: 0.996696 | Test Loss: 1.0036 | analysis_confidence: 0.139721 | CL: 0.0321062 | ln_CD: 0.0600868 | CM: 0.0054604 | Top_Xtr: 0.0310216 | Bot_Xtr: 0.0372817 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s_analysis_confidence : 0.206648 + s_CM : 0.102612 + s_Bot_Xtr : 0.0275822 + s_Top_Xtr : 0.0200119 + s_lower_bl_H_0 : 0.00285593 + s_upper_bl_H_31 : 0.00278773 + s_lower_bl_ret_0 : 0.00271249 + s_lower_bl_H_31 : 0.00263825 +Epoch: 185 | Train Loss: 0.994995 | Test Loss: 0.999694 | analysis_confidence: 0.141494 | CL: 0.031468 | ln_CD: 0.0603623 | CM: 0.00543638 | Top_Xtr: 0.0309214 | Bot_Xtr: 0.037164 +Loss contributors: + s_ln_CD : 0.233029 + s_CL : 0.212952 + s_analysis_confidence : 0.206262 + s_CM : 0.102493 + s_Bot_Xtr : 0.0275843 + s_Top_Xtr : 0.020054 + s_lower_bl_H_0 : 0.00284616 + s_upper_bl_H_31 : 0.00278323 + s_lower_bl_ret_0 : 0.00271442 + s_lower_bl_H_31 : 0.00262417 +Epoch: 186 | Train Loss: 0.994346 | Test Loss: 0.997561 | analysis_confidence: 0.140889 | CL: 0.0314059 | ln_CD: 0.060231 | CM: 0.00543263 | Top_Xtr: 0.0308275 | Bot_Xtr: 0.0370777 +Loss contributors: + s_ln_CD : 0.231953 + s_CL : 0.21262 + s_analysis_confidence : 0.205885 + s_CM : 0.102453 + s_Bot_Xtr : 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s_upper_bl_H_31 : 0.00276961 + s_lower_bl_ret_0 : 0.00270793 + s_lower_bl_H_31 : 0.00262172 +Epoch: 189 | Train Loss: 0.992805 | Test Loss: 0.994821 | analysis_confidence: 0.142359 | CL: 0.0314562 | ln_CD: 0.0595227 | CM: 0.00542565 | Top_Xtr: 0.0310476 | Bot_Xtr: 0.037382 +Loss contributors: + s_ln_CD : 0.229314 + s_CL : 0.212853 + s_analysis_confidence : 0.206018 + s_CM : 0.102281 + s_Bot_Xtr : 0.0276347 + s_Top_Xtr : 0.0200963 + s_lower_bl_H_0 : 0.00283917 + s_upper_bl_H_31 : 0.00275776 + s_lower_bl_ret_0 : 0.00271395 + s_lower_bl_H_1 : 0.00262564 +Epoch: 190 | Train Loss: 0.99227 | Test Loss: 0.99129 | analysis_confidence: 0.141478 | CL: 0.0313532 | ln_CD: 0.0589223 | CM: 0.00540247 | Top_Xtr: 0.0307734 | Bot_Xtr: 0.0370249 +Loss contributors: + s_ln_CD : 0.227691 + s_CL : 0.212014 + s_analysis_confidence : 0.205731 + s_CM : 0.101803 + s_Bot_Xtr : 0.0274773 + s_Top_Xtr : 0.0199306 + s_lower_bl_H_0 : 0.00283144 + s_upper_bl_H_31 : 0.00276572 + s_lower_bl_ret_0 : 0.00270625 + s_lower_bl_H_1 : 0.00261642 +Epoch: 191 | Train Loss: 0.991691 | Test Loss: 0.998643 | analysis_confidence: 0.139771 | CL: 0.0314865 | ln_CD: 0.0607545 | CM: 0.0054307 | Top_Xtr: 0.0309254 | Bot_Xtr: 0.0372337 +Loss contributors: + s_ln_CD : 0.233874 + s_CL : 0.212533 + s_analysis_confidence : 0.205765 + s_CM : 0.102374 + s_Bot_Xtr : 0.0275706 + s_Top_Xtr : 0.019991 + s_lower_bl_H_0 : 0.00282899 + s_upper_bl_H_31 : 0.00277163 + s_lower_bl_ret_0 : 0.00270789 + s_lower_bl_H_31 : 0.00262355 +Epoch: 192 | Train Loss: 0.991154 | Test Loss: 1.00141 | analysis_confidence: 0.139497 | CL: 0.0314811 | ln_CD: 0.0615567 | CM: 0.00542216 | Top_Xtr: 0.0310274 | Bot_Xtr: 0.0370944 +Loss contributors: + s_ln_CD : 0.236641 + s_CL : 0.21281 + s_analysis_confidence : 0.205587 + s_CM : 0.102198 + s_Bot_Xtr : 0.0275199 + s_Top_Xtr : 0.0200813 + s_lower_bl_H_0 : 0.00283516 + s_upper_bl_H_31 : 0.00276549 + s_lower_bl_ret_0 : 0.00270593 + s_lower_bl_H_1 : 0.00261562 +Epoch: 193 | Train Loss: 0.99065 | Test Loss: 0.993318 | analysis_confidence: 0.140582 | CL: 0.0314525 | ln_CD: 0.0593979 | CM: 0.00540126 | Top_Xtr: 0.0308096 | Bot_Xtr: 0.0369947 +Loss contributors: + s_ln_CD : 0.229496 + s_CL : 0.212783 + s_analysis_confidence : 0.20559 + s_CM : 0.101786 + s_Bot_Xtr : 0.0274005 + s_Top_Xtr : 0.019928 + s_lower_bl_H_0 : 0.00282215 + s_upper_bl_H_31 : 0.00276387 + s_lower_bl_ret_0 : 0.00270171 + s_lower_bl_H_31 : 0.00262089 +Epoch: 194 | Train Loss: 0.990119 | Test Loss: 0.995369 | analysis_confidence: 0.140954 | CL: 0.0318327 | ln_CD: 0.0590895 | CM: 0.00545374 | Top_Xtr: 0.0306862 | Bot_Xtr: 0.0369949 +Loss contributors: + s_ln_CD : 0.228027 + s_CL : 0.214999 + s_analysis_confidence : 0.20602 + s_CM : 0.102756 + s_Bot_Xtr : 0.0274748 + s_Top_Xtr : 0.0198999 + s_lower_bl_H_0 : 0.00281806 + s_upper_bl_H_31 : 0.00274921 + s_lower_bl_ret_0 : 0.0027053 + s_lower_bl_H_1 : 0.00262111 +Epoch: 195 | Train Loss: 0.989656 | Test Loss: 0.993906 | analysis_confidence: 0.139971 | CL: 0.0312553 | ln_CD: 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s_upper_bl_H_31 : 0.00273534 + s_lower_bl_ret_0 : 0.00270038 + s_lower_bl_H_1 : 0.00259729 +Epoch: 204 | Train Loss: 0.985114 | Test Loss: 0.990246 | analysis_confidence: 0.140984 | CL: 0.0311863 | ln_CD: 0.0601217 | CM: 0.00539461 | Top_Xtr: 0.0305191 | Bot_Xtr: 0.0367259 +Loss contributors: + s_ln_CD : 0.230855 + s_CL : 0.210254 + s_analysis_confidence : 0.205531 + s_CM : 0.101603 + s_Bot_Xtr : 0.0271811 + s_Top_Xtr : 0.0196985 + s_lower_bl_H_0 : 0.00277929 + s_upper_bl_H_31 : 0.00273257 + s_lower_bl_ret_0 : 0.00269528 + s_lower_bl_H_1 : 0.00260134 +Epoch: 205 | Train Loss: 0.984663 | Test Loss: 0.985154 | analysis_confidence: 0.140805 | CL: 0.031176 | ln_CD: 0.0588177 | CM: 0.00536684 | Top_Xtr: 0.0306327 | Bot_Xtr: 0.0368406 +Loss contributors: + s_ln_CD : 0.226211 + s_CL : 0.210498 + s_analysis_confidence : 0.205499 + s_CM : 0.101047 + s_Bot_Xtr : 0.027224 + s_Top_Xtr : 0.0197411 + s_lower_bl_H_0 : 0.00279001 + s_upper_bl_H_31 : 0.00273504 + s_lower_bl_ret_0 : 0.00269459 + s_upper_bl_ret_0 : 0.00260016 +Epoch: 206 | Train Loss: 0.984203 | Test Loss: 0.986578 | analysis_confidence: 0.138813 | CL: 0.0310501 | ln_CD: 0.0596478 | CM: 0.00537155 | Top_Xtr: 0.0304675 | Bot_Xtr: 0.0366771 +Loss contributors: + s_ln_CD : 0.22859 + s_CL : 0.209765 + s_analysis_confidence : 0.205544 + s_CM : 0.101137 + s_Bot_Xtr : 0.0271685 + s_Top_Xtr : 0.0196593 + s_lower_bl_H_0 : 0.00277273 + s_upper_bl_H_31 : 0.00272174 + s_lower_bl_ret_0 : 0.0026924 + s_lower_bl_H_1 : 0.0025938 +Epoch: 207 | Train Loss: 0.983673 | Test Loss: 0.988709 | analysis_confidence: 0.139679 | CL: 0.0314753 | ln_CD: 0.0594138 | CM: 0.00535888 | Top_Xtr: 0.0304589 | Bot_Xtr: 0.0366697 +Loss contributors: + s_ln_CD : 0.228711 + s_CL : 0.212315 + s_analysis_confidence : 0.205183 + s_CM : 0.100859 + s_Bot_Xtr : 0.0271768 + s_Top_Xtr : 0.0196565 + s_lower_bl_H_0 : 0.00277188 + s_upper_bl_H_31 : 0.00270606 + s_lower_bl_ret_0 : 0.00270408 + s_upper_bl_ret_0 : 0.00260112 +Epoch: 208 | Train Loss: 0.983267 | Test Loss: 0.983749 | analysis_confidence: 0.139762 | CL: 0.0309747 | ln_CD: 0.0590412 | CM: 0.00536703 | Top_Xtr: 0.0304757 | Bot_Xtr: 0.036735 +Loss contributors: + s_ln_CD : 0.226634 + s_CL : 0.20894 + s_analysis_confidence : 0.205593 + s_CM : 0.101058 + s_Bot_Xtr : 0.0272054 + s_Top_Xtr : 0.0196782 + s_lower_bl_H_0 : 0.00277613 + s_upper_bl_H_31 : 0.00271887 + s_lower_bl_ret_0 : 0.00269613 + s_upper_bl_ret_0 : 0.00259566 +Epoch: 209 | Train Loss: 0.982715 | Test Loss: 0.984523 | analysis_confidence: 0.141588 | CL: 0.0311318 | ln_CD: 0.058746 | CM: 0.00537955 | Top_Xtr: 0.0305615 | Bot_Xtr: 0.0366696 +Loss contributors: + s_ln_CD : 0.226285 + s_CL : 0.210267 + s_analysis_confidence : 0.205496 + s_CM : 0.101288 + s_Bot_Xtr : 0.0271162 + s_Top_Xtr : 0.0197593 + s_lower_bl_H_0 : 0.00277516 + s_upper_bl_H_31 : 0.00273485 + s_lower_bl_ret_0 : 0.00269452 + s_upper_bl_ret_0 : 0.00259712 +Epoch: 210 | Train Loss: 0.982282 | Test Loss: 0.987177 | analysis_confidence: 0.141042 | CL: 0.0311942 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s_analysis_confidence : 0.205559 + s_CM : 0.102097 + s_Bot_Xtr : 0.0270424 + s_Top_Xtr : 0.0195836 + s_lower_bl_H_0 : 0.00276256 + s_upper_bl_H_31 : 0.00268931 + s_lower_bl_ret_0 : 0.00268784 + s_upper_bl_ret_0 : 0.00259469 +Epoch: 215 | Train Loss: 0.979978 | Test Loss: 0.98042 | analysis_confidence: 0.140939 | CL: 0.0309196 | ln_CD: 0.0584736 | CM: 0.00535651 | Top_Xtr: 0.0303901 | Bot_Xtr: 0.03675 +Loss contributors: + s_ln_CD : 0.225151 + s_CL : 0.208665 + s_analysis_confidence : 0.205326 + s_CM : 0.100795 + s_Bot_Xtr : 0.0270618 + s_Top_Xtr : 0.0195431 + s_lower_bl_H_0 : 0.00277204 + s_upper_bl_H_31 : 0.00273147 + s_lower_bl_ret_0 : 0.00268779 + s_lower_bl_H_31 : 0.00259494 +Epoch: 216 | Train Loss: 0.979575 | Test Loss: 0.982775 | analysis_confidence: 0.140002 | CL: 0.0310335 | ln_CD: 0.0585875 | CM: 0.0054245 | Top_Xtr: 0.0303981 | Bot_Xtr: 0.0365187 +Loss contributors: + s_ln_CD : 0.225356 + s_CL : 0.209316 + s_analysis_confidence : 0.205402 + s_CM : 0.102216 + s_Bot_Xtr : 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s_upper_bl_H_31 : 0.00269503 + s_lower_bl_ret_0 : 0.00268809 + s_upper_bl_ret_0 : 0.00259141 +Epoch: 219 | Train Loss: 0.978139 | Test Loss: 0.98388 | analysis_confidence: 0.139256 | CL: 0.0309665 | ln_CD: 0.0595325 | CM: 0.00538135 | Top_Xtr: 0.0301825 | Bot_Xtr: 0.0363666 +Loss contributors: + s_ln_CD : 0.228751 + s_CL : 0.20881 + s_analysis_confidence : 0.205186 + s_CM : 0.101287 + s_Bot_Xtr : 0.0268341 + s_Top_Xtr : 0.0194124 + s_lower_bl_H_0 : 0.00275024 + s_upper_bl_H_31 : 0.00272113 + s_lower_bl_ret_0 : 0.00268781 + s_upper_bl_ret_0 : 0.00259395 +Epoch: 220 | Train Loss: 0.977893 | Test Loss: 0.985465 | analysis_confidence: 0.139574 | CL: 0.0316923 | ln_CD: 0.0585296 | CM: 0.0054749 | Top_Xtr: 0.0303293 | Bot_Xtr: 0.036393 +Loss contributors: + s_ln_CD : 0.224815 + s_CL : 0.212484 + s_analysis_confidence : 0.204998 + s_CM : 0.103079 + s_Bot_Xtr : 0.0269176 + s_Top_Xtr : 0.0195045 + s_lower_bl_H_0 : 0.0027612 + s_upper_bl_H_31 : 0.0027165 + s_lower_bl_ret_0 : 0.00268525 + s_upper_bl_ret_0 : 0.00259413 +Epoch: 221 | Train Loss: 0.977289 | Test Loss: 0.980136 | analysis_confidence: 0.140375 | CL: 0.0308702 | ln_CD: 0.0589863 | CM: 0.00535291 | Top_Xtr: 0.030137 | Bot_Xtr: 0.036412 +Loss contributors: + s_ln_CD : 0.226499 + s_CL : 0.208217 + s_analysis_confidence : 0.205063 + s_CM : 0.100704 + s_Bot_Xtr : 0.0268794 + s_Top_Xtr : 0.0193804 + s_lower_bl_H_0 : 0.00273772 + s_upper_bl_H_31 : 0.0027085 + s_lower_bl_ret_0 : 0.00268306 + s_upper_bl_ret_0 : 0.0025858 +Epoch: 222 | Train Loss: 0.976844 | Test Loss: 0.979624 | analysis_confidence: 0.139424 | CL: 0.0309954 | ln_CD: 0.0585708 | CM: 0.00533606 | Top_Xtr: 0.0303487 | Bot_Xtr: 0.0364604 +Loss contributors: + s_ln_CD : 0.225507 + s_CL : 0.208974 + s_analysis_confidence : 0.205289 + s_CM : 0.100349 + s_Bot_Xtr : 0.0269286 + s_Top_Xtr : 0.0195073 + s_lower_bl_H_0 : 0.00274211 + s_lower_bl_ret_0 : 0.00268372 + s_upper_bl_H_31 : 0.00268324 + s_upper_bl_ret_0 : 0.00259412 +Epoch: 223 | Train Loss: 0.976449 | Test Loss: 0.981463 | analysis_confidence: 0.139856 | CL: 0.0308451 | ln_CD: 0.0596696 | CM: 0.00533476 | Top_Xtr: 0.0306743 | Bot_Xtr: 0.0366524 +Loss contributors: + s_ln_CD : 0.228632 + s_CL : 0.207717 + s_analysis_confidence : 0.205134 + s_CM : 0.100337 + s_Bot_Xtr : 0.0270185 + s_Top_Xtr : 0.0197139 + s_lower_bl_H_0 : 0.0027456 + s_upper_bl_H_31 : 0.00271368 + s_lower_bl_ret_0 : 0.00268856 + s_upper_bl_ret_0 : 0.00259491 +Epoch: 224 | Train Loss: 0.976067 | Test Loss: 0.978564 | analysis_confidence: 0.139615 | CL: 0.0308289 | ln_CD: 0.0589185 | CM: 0.0053432 | Top_Xtr: 0.0302741 | Bot_Xtr: 0.0363612 +Loss contributors: + s_ln_CD : 0.22602 + s_CL : 0.207835 + s_analysis_confidence : 0.204922 + s_CM : 0.100574 + s_Bot_Xtr : 0.0268775 + s_Top_Xtr : 0.0194795 + s_lower_bl_H_0 : 0.00274387 + s_upper_bl_H_31 : 0.00269823 + s_lower_bl_ret_0 : 0.00268068 + s_upper_bl_ret_0 : 0.00258844 +Epoch: 225 | Train Loss: 0.975623 | Test Loss: 0.985882 | analysis_confidence: 0.142915 | CL: 0.0322547 | ln_CD: 0.058178 | CM: 0.0053609 | Top_Xtr: 0.0301898 | Bot_Xtr: 0.036338 +Loss contributors: + s_ln_CD : 0.223625 + s_CL : 0.216558 + s_analysis_confidence : 0.205937 + s_CM : 0.100791 + s_Bot_Xtr : 0.0268131 + s_Top_Xtr : 0.0194218 + s_lower_bl_H_0 : 0.002739 + s_upper_bl_H_31 : 0.00269497 + s_lower_bl_ret_0 : 0.00268763 + s_upper_bl_ret_0 : 0.00259683 +Epoch: 226 | Train Loss: 0.975218 | Test Loss: 0.979882 | analysis_confidence: 0.141714 | CL: 0.0308379 | ln_CD: 0.0594292 | CM: 0.00533186 | Top_Xtr: 0.0302394 | Bot_Xtr: 0.0362817 +Loss contributors: + s_ln_CD : 0.227178 + s_CL : 0.207846 + s_analysis_confidence : 0.205399 + s_CM : 0.100289 + s_Bot_Xtr : 0.0268445 + s_Top_Xtr : 0.0194683 + s_lower_bl_H_0 : 0.00273315 + s_upper_bl_H_31 : 0.00270575 + s_lower_bl_ret_0 : 0.00268176 + s_upper_bl_ret_0 : 0.00258664 +Epoch: 227 | Train Loss: 0.974708 | Test Loss: 0.983954 | analysis_confidence: 0.141286 | CL: 0.0312471 | ln_CD: 0.0594518 | CM: 0.00542888 | Top_Xtr: 0.0302488 | Bot_Xtr: 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0.00272328 + s_upper_bl_H_31 : 0.0026936 + s_lower_bl_ret_0 : 0.00268119 + s_upper_bl_ret_0 : 0.00258774 +Epoch: 234 | Train Loss: 0.971894 | Test Loss: 0.979841 | analysis_confidence: 0.138867 | CL: 0.0307047 | ln_CD: 0.0601635 | CM: 0.00530588 | Top_Xtr: 0.030015 | Bot_Xtr: 0.036114 +Loss contributors: + s_ln_CD : 0.230387 + s_CL : 0.206821 + s_analysis_confidence : 0.205033 + s_CM : 0.0997109 + s_Bot_Xtr : 0.0266491 + s_Top_Xtr : 0.0192734 + s_lower_bl_H_0 : 0.00272012 + s_upper_bl_H_31 : 0.00267673 + s_lower_bl_ret_0 : 0.00267569 + s_upper_bl_ret_0 : 0.0025864 +Epoch: 235 | Train Loss: 0.971416 | Test Loss: 0.975341 | analysis_confidence: 0.139899 | CL: 0.030723 | ln_CD: 0.0590544 | CM: 0.00529869 | Top_Xtr: 0.0300499 | Bot_Xtr: 0.036053 +Loss contributors: + s_ln_CD : 0.225612 + s_CL : 0.206912 + s_analysis_confidence : 0.205143 + s_CM : 0.0995955 + s_Bot_Xtr : 0.0266397 + s_Top_Xtr : 0.0193051 + s_lower_bl_H_0 : 0.00272349 + s_lower_bl_ret_0 : 0.00267752 + s_upper_bl_H_31 : 0.00267178 + s_upper_bl_ret_0 : 0.00258066 +Epoch: 236 | Train Loss: 0.971163 | Test Loss: 0.976666 | analysis_confidence: 0.140324 | CL: 0.0308429 | ln_CD: 0.0593299 | CM: 0.00531532 | Top_Xtr: 0.0300649 | Bot_Xtr: 0.036184 +Loss contributors: + s_ln_CD : 0.225795 + s_CL : 0.207487 + s_analysis_confidence : 0.205454 + s_CM : 0.0999285 + s_Bot_Xtr : 0.0266601 + s_Top_Xtr : 0.0193074 + s_lower_bl_H_0 : 0.00272874 + s_lower_bl_ret_0 : 0.00268031 + s_upper_bl_H_31 : 0.00266349 + s_upper_bl_ret_0 : 0.00258964 +Epoch: 237 | Train Loss: 0.970849 | Test Loss: 0.976748 | analysis_confidence: 0.138491 | CL: 0.0309696 | ln_CD: 0.0593479 | CM: 0.00533781 | Top_Xtr: 0.0299936 | Bot_Xtr: 0.0361172 +Loss contributors: + s_ln_CD : 0.226064 + s_CL : 0.208116 + s_analysis_confidence : 0.204537 + s_CM : 0.100379 + s_Bot_Xtr : 0.0266146 + s_Top_Xtr : 0.0192567 + s_lower_bl_H_0 : 0.00272572 + s_lower_bl_ret_0 : 0.00267962 + s_upper_bl_H_31 : 0.00267947 + s_lower_bl_H_1 : 0.00257688 +Epoch: 238 | Train Loss: 0.970369 | Test Loss: 0.9777 | analysis_confidence: 0.139777 | CL: 0.0307865 | ln_CD: 0.0601898 | CM: 0.00528888 | Top_Xtr: 0.0298593 | Bot_Xtr: 0.0359765 +Loss contributors: + s_ln_CD : 0.228861 + s_CL : 0.207377 + s_analysis_confidence : 0.204715 + s_CM : 0.0993343 + s_Bot_Xtr : 0.0265479 + s_Top_Xtr : 0.0191795 + s_lower_bl_H_0 : 0.00272954 + s_lower_bl_ret_0 : 0.00268002 + s_upper_bl_H_31 : 0.00267468 + s_upper_bl_ret_0 : 0.00258276 +Epoch: 239 | Train Loss: 0.96989 | Test Loss: 0.974056 | analysis_confidence: 0.141086 | CL: 0.0310035 | ln_CD: 0.0584749 | CM: 0.00531574 | Top_Xtr: 0.0300318 | Bot_Xtr: 0.0360726 +Loss contributors: + s_ln_CD : 0.223338 + s_CL : 0.208269 + s_analysis_confidence : 0.204823 + s_CM : 0.099909 + s_Bot_Xtr : 0.0266407 + s_Top_Xtr : 0.0192863 + s_lower_bl_H_0 : 0.00271332 + s_lower_bl_ret_0 : 0.00267756 + s_upper_bl_H_31 : 0.00265999 + s_upper_bl_ret_0 : 0.00258138 +Epoch: 240 | Train Loss: 0.969559 | Test Loss: 0.973834 | analysis_confidence: 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Top_Xtr: 0.0298845 | Bot_Xtr: 0.0360708 +Loss contributors: + s_ln_CD : 0.222304 + s_CL : 0.206957 + s_analysis_confidence : 0.204691 + s_CM : 0.100184 + s_Bot_Xtr : 0.0265609 + s_Top_Xtr : 0.0191842 + s_lower_bl_H_0 : 0.00272507 + s_lower_bl_ret_0 : 0.0026742 + s_upper_bl_H_31 : 0.00267079 + s_upper_bl_ret_0 : 0.00258138 +Epoch: 243 | Train Loss: 0.968464 | Test Loss: 0.974381 | analysis_confidence: 0.138069 | CL: 0.0310626 | ln_CD: 0.0582469 | CM: 0.0053839 | Top_Xtr: 0.0298168 | Bot_Xtr: 0.0358092 +Loss contributors: + s_ln_CD : 0.223031 + s_CL : 0.209075 + s_analysis_confidence : 0.204395 + s_CM : 0.101274 + s_Bot_Xtr : 0.0264133 + s_Top_Xtr : 0.0191221 + s_lower_bl_H_0 : 0.00271225 + s_lower_bl_ret_0 : 0.00267393 + s_upper_bl_H_31 : 0.00266892 + s_upper_bl_ret_0 : 0.0025786 +Epoch: 244 | Train Loss: 0.967989 | Test Loss: 0.979627 | analysis_confidence: 0.140112 | CL: 0.0309592 | ln_CD: 0.0606047 | CM: 0.00529639 | Top_Xtr: 0.0300807 | Bot_Xtr: 0.0359966 +Loss contributors: + 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0.0026689 + s_upper_bl_H_31 : 0.00262782 + s_lower_bl_H_1 : 0.00256977 +Epoch: 266 | Train Loss: 0.960014 | Test Loss: 0.964151 | analysis_confidence: 0.13953 | CL: 0.0306282 | ln_CD: 0.0578835 | CM: 0.0052569 | Top_Xtr: 0.0296067 | Bot_Xtr: 0.0355547 +Loss contributors: + s_ln_CD : 0.221058 + s_CL : 0.20609 + s_analysis_confidence : 0.203522 + s_CM : 0.0985847 + s_Bot_Xtr : 0.0260915 + s_Top_Xtr : 0.018917 + s_lower_bl_H_0 : 0.00270951 + s_lower_bl_ret_0 : 0.00266644 + s_upper_bl_H_31 : 0.00260991 + s_lower_bl_H_1 : 0.00257462 +Epoch: 267 | Train Loss: 0.959657 | Test Loss: 0.966094 | analysis_confidence: 0.142649 | CL: 0.0304967 | ln_CD: 0.0585074 | CM: 0.00527214 | Top_Xtr: 0.0295439 | Bot_Xtr: 0.0354599 +Loss contributors: + s_ln_CD : 0.223829 + s_CL : 0.204954 + s_analysis_confidence : 0.204138 + s_CM : 0.0989404 + s_Bot_Xtr : 0.0259931 + s_Top_Xtr : 0.018841 + s_lower_bl_H_0 : 0.00271452 + s_lower_bl_ret_0 : 0.00266927 + s_upper_bl_H_31 : 0.00263028 + s_lower_bl_H_1 : 0.00256951 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analysis_confidence: 0.140408 | CL: 0.0305315 | ln_CD: 0.0585312 | CM: 0.00530449 | Top_Xtr: 0.029414 | Bot_Xtr: 0.03528 +Loss contributors: + s_ln_CD : 0.222192 + s_CL : 0.204755 + s_analysis_confidence : 0.203409 + s_CM : 0.0996074 + s_Bot_Xtr : 0.025885 + s_Top_Xtr : 0.0187394 + s_lower_bl_H_0 : 0.00270801 + s_lower_bl_ret_0 : 0.00266526 + s_upper_bl_H_31 : 0.00263129 + s_lower_bl_H_1 : 0.00257658 +Epoch: 271 | Train Loss: 0.958321 | Test Loss: 0.96213 | analysis_confidence: 0.140595 | CL: 0.0305263 | ln_CD: 0.0577692 | CM: 0.00527126 | Top_Xtr: 0.0294092 | Bot_Xtr: 0.0352324 +Loss contributors: + s_ln_CD : 0.220977 + s_CL : 0.204831 + s_analysis_confidence : 0.203595 + s_CM : 0.0989304 + s_Bot_Xtr : 0.0258593 + s_Top_Xtr : 0.0187546 + s_lower_bl_H_0 : 0.00268893 + s_lower_bl_ret_0 : 0.00265983 + s_upper_bl_H_31 : 0.00263469 + s_lower_bl_H_1 : 0.0025753 +Epoch: 272 | Train Loss: 0.957972 | Test Loss: 0.960475 | analysis_confidence: 0.139277 | CL: 0.0302055 | ln_CD: 0.058431 | CM: 0.00524348 | Top_Xtr: 0.0292441 | Bot_Xtr: 0.0351657 +Loss contributors: + s_ln_CD : 0.222362 + s_analysis_confidence : 0.203507 + s_CL : 0.202897 + s_CM : 0.0983239 + s_Bot_Xtr : 0.0258073 + s_Top_Xtr : 0.018658 + s_lower_bl_H_0 : 0.0027087 + s_lower_bl_ret_0 : 0.00266172 + s_upper_bl_H_31 : 0.00262208 + s_lower_bl_H_1 : 0.00257258 +Epoch: 273 | Train Loss: 0.957735 | Test Loss: 0.963878 | analysis_confidence: 0.13924 | CL: 0.0306741 | ln_CD: 0.0580415 | CM: 0.00529034 | Top_Xtr: 0.0293786 | Bot_Xtr: 0.0352714 +Loss contributors: + s_ln_CD : 0.221841 + s_CL : 0.205444 + s_analysis_confidence : 0.203914 + s_CM : 0.0992421 + s_Bot_Xtr : 0.0258742 + s_Top_Xtr : 0.0187583 + s_lower_bl_H_0 : 0.00270783 + s_lower_bl_ret_0 : 0.0026704 + s_upper_bl_H_31 : 0.00260664 + s_lower_bl_H_1 : 0.00258354 +Epoch: 274 | Train Loss: 0.957397 | Test Loss: 0.956796 | analysis_confidence: 0.137432 | CL: 0.0303088 | ln_CD: 0.0571636 | CM: 0.00522463 | Top_Xtr: 0.0292789 | Bot_Xtr: 0.035202 +Loss 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s_lower_bl_ret_0 : 0.00265856 + s_upper_bl_H_31 : 0.00261298 + s_lower_bl_H_1 : 0.0025783 +Epoch: 281 | Train Loss: 0.955089 | Test Loss: 0.957445 | analysis_confidence: 0.137515 | CL: 0.0303201 | ln_CD: 0.0576641 | CM: 0.00526742 | Top_Xtr: 0.0292788 | Bot_Xtr: 0.0350968 +Loss contributors: + s_ln_CD : 0.219453 + s_CL : 0.203325 + s_analysis_confidence : 0.203173 + s_CM : 0.0987494 + s_Bot_Xtr : 0.0257139 + s_Top_Xtr : 0.0186683 + s_lower_bl_H_0 : 0.00270582 + s_lower_bl_ret_0 : 0.00265651 + s_upper_bl_H_31 : 0.00261072 + s_lower_bl_H_1 : 0.00258193 +Epoch: 282 | Train Loss: 0.95486 | Test Loss: 0.966653 | analysis_confidence: 0.138383 | CL: 0.0309416 | ln_CD: 0.0591675 | CM: 0.00530908 | Top_Xtr: 0.0291787 | Bot_Xtr: 0.0350739 +Loss contributors: + s_ln_CD : 0.223798 + s_CL : 0.207045 + s_analysis_confidence : 0.203356 + s_CM : 0.0996854 + s_Bot_Xtr : 0.0257331 + s_Top_Xtr : 0.0185867 + s_lower_bl_H_0 : 0.00271452 + s_lower_bl_ret_0 : 0.00265799 + s_upper_bl_H_31 : 0.00263701 + s_lower_bl_H_1 : 0.00257523 +Epoch: 283 | Train Loss: 0.954484 | Test Loss: 0.964837 | analysis_confidence: 0.138552 | CL: 0.0314804 | ln_CD: 0.0572906 | CM: 0.0052765 | Top_Xtr: 0.0291775 | Bot_Xtr: 0.035075 +Loss contributors: + s_ln_CD : 0.21896 + s_CL : 0.210787 + s_analysis_confidence : 0.203307 + s_CM : 0.0990395 + s_Bot_Xtr : 0.0256819 + s_Top_Xtr : 0.0185483 + s_lower_bl_H_0 : 0.00271116 + s_lower_bl_ret_0 : 0.00265405 + s_upper_bl_H_31 : 0.00262413 + s_lower_bl_H_1 : 0.00257463 +Epoch: 284 | Train Loss: 0.954201 | Test Loss: 0.955754 | analysis_confidence: 0.138444 | CL: 0.0304268 | ln_CD: 0.0573535 | CM: 0.00522493 | Top_Xtr: 0.0293953 | Bot_Xtr: 0.0352049 +Loss contributors: + s_ln_CD : 0.219111 + s_CL : 0.203454 + s_analysis_confidence : 0.202899 + s_CM : 0.0979321 + s_Bot_Xtr : 0.0257193 + s_Top_Xtr : 0.0186643 + s_lower_bl_H_0 : 0.00270596 + s_lower_bl_ret_0 : 0.00265506 + s_upper_bl_H_31 : 0.00260751 + s_lower_bl_H_1 : 0.00257974 +Epoch: 285 | Train Loss: 0.953816 | Test Loss: 0.955641 | analysis_confidence: 0.138211 | CL: 0.0303106 | ln_CD: 0.0573189 | CM: 0.00524409 | Top_Xtr: 0.029146 | Bot_Xtr: 0.0350391 +Loss contributors: + s_ln_CD : 0.218629 + s_CL : 0.203143 + s_analysis_confidence : 0.203143 + s_CM : 0.0982971 + s_Bot_Xtr : 0.0256887 + s_Top_Xtr : 0.0185599 + s_lower_bl_H_0 : 0.00268979 + s_lower_bl_ret_0 : 0.00265876 + s_upper_bl_H_31 : 0.00261515 + s_lower_bl_H_1 : 0.00256718 +Epoch: 286 | Train Loss: 0.953552 | Test Loss: 0.954499 | analysis_confidence: 0.14046 | CL: 0.0303529 | ln_CD: 0.0569327 | CM: 0.0052418 | Top_Xtr: 0.0292718 | Bot_Xtr: 0.0351778 +Loss contributors: + s_ln_CD : 0.217416 + s_CL : 0.203414 + s_analysis_confidence : 0.203153 + s_CM : 0.0982847 + s_Bot_Xtr : 0.025699 + s_Top_Xtr : 0.0185935 + s_lower_bl_H_0 : 0.00270099 + s_lower_bl_ret_0 : 0.00265195 + s_upper_bl_H_31 : 0.00259448 + s_lower_bl_H_1 : 0.00258122 +Epoch: 287 | Train Loss: 0.953163 | Test Loss: 0.961937 | analysis_confidence: 0.138753 | CL: 0.0304792 | 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ln_CD: 0.0560293 | CM: 0.00513461 | Top_Xtr: 0.0288599 | Bot_Xtr: 0.0345402 +Loss contributors: + s_ln_CD : 0.212253 + s_analysis_confidence : 0.202215 + s_CL : 0.198968 + s_CM : 0.09589 + s_Bot_Xtr : 0.0250636 + s_Top_Xtr : 0.0181875 + s_lower_bl_H_0 : 0.00269367 + s_lower_bl_ret_0 : 0.00261925 + s_lower_bl_H_1 : 0.00257337 + s_upper_bl_H_31 : 0.00256399 +Epoch: 363 | Train Loss: 0.933046 | Test Loss: 0.938396 | analysis_confidence: 0.136709 | CL: 0.029803 | ln_CD: 0.0569095 | CM: 0.00511493 | Top_Xtr: 0.0286227 | Bot_Xtr: 0.03442 +Loss contributors: + s_ln_CD : 0.21459 + s_analysis_confidence : 0.202023 + s_CL : 0.199108 + s_CM : 0.095486 + s_Bot_Xtr : 0.0249901 + s_Top_Xtr : 0.0180359 + s_lower_bl_H_0 : 0.0026953 + s_lower_bl_ret_0 : 0.00262734 + s_lower_bl_H_1 : 0.00257439 + s_upper_bl_H_31 : 0.00255272 +Epoch: 364 | Train Loss: 0.932796 | Test Loss: 0.935868 | analysis_confidence: 0.137602 | CL: 0.0298038 | ln_CD: 0.0559439 | CM: 0.00514087 | Top_Xtr: 0.0285962 | Bot_Xtr: 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Test Loss: 0.931451 | analysis_confidence: 0.137146 | CL: 0.029653 | ln_CD: 0.0556892 | CM: 0.00509398 | Top_Xtr: 0.0284901 | Bot_Xtr: 0.0341067 +Loss contributors: + s_ln_CD : 0.210527 + s_analysis_confidence : 0.201926 + s_CL : 0.197522 + s_CM : 0.0950556 + s_Bot_Xtr : 0.0248496 + s_Top_Xtr : 0.0179641 + s_lower_bl_H_0 : 0.00269868 + s_lower_bl_ret_0 : 0.00262534 + s_lower_bl_H_1 : 0.00258647 + s_upper_bl_H_31 : 0.00255863 +Epoch: 376 | Train Loss: 0.930125 | Test Loss: 0.934139 | analysis_confidence: 0.138397 | CL: 0.0299964 | ln_CD: 0.0557018 | CM: 0.00511568 | Top_Xtr: 0.02858 | Bot_Xtr: 0.0342192 +Loss contributors: + s_ln_CD : 0.210612 + s_analysis_confidence : 0.201886 + s_CL : 0.199913 + s_CM : 0.0955098 + s_Bot_Xtr : 0.0248437 + s_Top_Xtr : 0.0179546 + s_lower_bl_H_0 : 0.00270271 + s_lower_bl_ret_0 : 0.0026277 + s_lower_bl_H_1 : 0.00257877 + s_upper_bl_H_31 : 0.00254905 +Epoch: 377 | Train Loss: 0.929727 | Test Loss: 0.934756 | analysis_confidence: 0.138068 | CL: 0.0296186 | ln_CD: 0.0564719 | CM: 0.00514485 | Top_Xtr: 0.0284362 | Bot_Xtr: 0.0341718 +Loss contributors: + s_ln_CD : 0.213145 + s_analysis_confidence : 0.201865 + s_CL : 0.197254 + s_CM : 0.0960448 + s_Bot_Xtr : 0.0248454 + s_Top_Xtr : 0.0179154 + s_lower_bl_H_0 : 0.00270482 + s_lower_bl_ret_0 : 0.00262466 + s_lower_bl_H_1 : 0.00257283 + s_upper_bl_H_31 : 0.00253805 +Epoch: 378 | Train Loss: 0.929553 | Test Loss: 0.933977 | analysis_confidence: 0.138437 | CL: 0.0299229 | ln_CD: 0.0556918 | CM: 0.00511639 | Top_Xtr: 0.028571 | Bot_Xtr: 0.0341264 +Loss contributors: + s_ln_CD : 0.210822 + s_analysis_confidence : 0.201772 + s_CL : 0.199608 + s_CM : 0.0955074 + s_Bot_Xtr : 0.0248414 + s_Top_Xtr : 0.0180053 + s_lower_bl_H_0 : 0.00269708 + s_lower_bl_ret_0 : 0.00264128 + s_lower_bl_H_1 : 0.00257232 + s_upper_bl_H_31 : 0.00255277 +Epoch: 379 | Train Loss: 0.929299 | Test Loss: 0.931614 | analysis_confidence: 0.137556 | CL: 0.0295097 | ln_CD: 0.0557833 | CM: 0.00515364 | Top_Xtr: 0.0284837 | Bot_Xtr: 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0.00254913 +Epoch: 465 | Train Loss: 0.910073 | Test Loss: 0.913537 | analysis_confidence: 0.136543 | CL: 0.0288836 | ln_CD: 0.0548762 | CM: 0.00500565 | Top_Xtr: 0.0280577 | Bot_Xtr: 0.0333443 +Loss contributors: + s_ln_CD : 0.205932 + s_analysis_confidence : 0.201163 + s_CL : 0.191895 + s_CM : 0.0930611 + s_Bot_Xtr : 0.0240927 + s_Top_Xtr : 0.0175208 + s_lower_bl_H_0 : 0.00273936 + s_lower_bl_ret_0 : 0.00262754 + s_lower_bl_H_1 : 0.00257007 + s_upper_bl_H_31 : 0.00254474 +Epoch: 466 | Train Loss: 0.909869 | Test Loss: 0.913982 | analysis_confidence: 0.137705 | CL: 0.0292554 | ln_CD: 0.0541652 | CM: 0.00504509 | Top_Xtr: 0.0281473 | Bot_Xtr: 0.0334812 +Loss contributors: + s_ln_CD : 0.202804 + s_analysis_confidence : 0.20114 + s_CL : 0.194713 + s_CM : 0.0938852 + s_Bot_Xtr : 0.0241493 + s_Top_Xtr : 0.0175371 + s_lower_bl_H_0 : 0.00274535 + s_lower_bl_ret_0 : 0.00263178 + s_lower_bl_H_1 : 0.00256954 + s_upper_bl_H_31 : 0.00255964 +Epoch: 467 | Train Loss: 0.909616 | Test Loss: 0.912872 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CM: 0.00505031 | Top_Xtr: 0.0281696 | Bot_Xtr: 0.0335912 +Loss contributors: + s_ln_CD : 0.20333 + s_analysis_confidence : 0.201002 + s_CL : 0.194698 + s_CM : 0.094017 + s_Bot_Xtr : 0.024125 + s_Top_Xtr : 0.0175045 + s_lower_bl_H_0 : 0.00275269 + s_lower_bl_ret_0 : 0.00263807 + s_lower_bl_H_1 : 0.00257029 + s_upper_bl_H_31 : 0.00252688 +Epoch: 470 | Train Loss: 0.909142 | Test Loss: 0.910876 | analysis_confidence: 0.13543 | CL: 0.0288647 | ln_CD: 0.0544818 | CM: 0.00502323 | Top_Xtr: 0.0279595 | Bot_Xtr: 0.033337 +Loss contributors: + s_ln_CD : 0.203703 + s_analysis_confidence : 0.201219 + s_CL : 0.191568 + s_CM : 0.0933439 + s_Bot_Xtr : 0.0240445 + s_Top_Xtr : 0.017411 + s_lower_bl_H_0 : 0.0027294 + s_lower_bl_ret_0 : 0.00263724 + s_lower_bl_H_1 : 0.00256017 + s_upper_bl_H_31 : 0.00254041 +Epoch: 471 | Train Loss: 0.908795 | Test Loss: 0.911729 | analysis_confidence: 0.138983 | CL: 0.0292498 | ln_CD: 0.0542715 | CM: 0.00502412 | Top_Xtr: 0.0280067 | Bot_Xtr: 0.0333063 +Loss 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s_Top_Xtr : 0.0174544 + s_lower_bl_H_0 : 0.00274677 + s_lower_bl_ret_0 : 0.0026325 + s_lower_bl_H_1 : 0.00256785 + s_upper_bl_H_31 : 0.00254453 +Epoch: 476 | Train Loss: 0.907796 | Test Loss: 0.912504 | analysis_confidence: 0.13806 | CL: 0.029071 | ln_CD: 0.0550666 | CM: 0.00503863 | Top_Xtr: 0.0278769 | Bot_Xtr: 0.033271 +Loss contributors: + s_ln_CD : 0.204723 + s_analysis_confidence : 0.200774 + s_CL : 0.192537 + s_CM : 0.0936185 + s_Bot_Xtr : 0.0240096 + s_Top_Xtr : 0.0173999 + s_lower_bl_H_0 : 0.00275114 + s_lower_bl_ret_0 : 0.00263284 + s_lower_bl_H_1 : 0.00256598 + s_upper_bl_H_31 : 0.0025316 +Epoch: 477 | Train Loss: 0.907664 | Test Loss: 0.909822 | analysis_confidence: 0.13651 | CL: 0.0289038 | ln_CD: 0.0542327 | CM: 0.00501721 | Top_Xtr: 0.0278964 | Bot_Xtr: 0.0332851 +Loss contributors: + s_ln_CD : 0.202815 + s_analysis_confidence : 0.200735 + s_CL : 0.191746 + s_CM : 0.0932766 + s_Bot_Xtr : 0.0239746 + s_Top_Xtr : 0.0173641 + s_lower_bl_H_0 : 0.0027481 + s_lower_bl_ret_0 : 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0.00252687 +Epoch: 495 | Train Loss: 0.904246 | Test Loss: 0.916788 | analysis_confidence: 0.136752 | CL: 0.0291987 | ln_CD: 0.0560681 | CM: 0.00503018 | Top_Xtr: 0.0277459 | Bot_Xtr: 0.0329945 +Loss contributors: + s_ln_CD : 0.208909 + s_analysis_confidence : 0.200972 + s_CL : 0.193315 + s_CM : 0.093517 + s_Bot_Xtr : 0.0237087 + s_Top_Xtr : 0.0172269 + s_lower_bl_H_0 : 0.0027519 + s_lower_bl_ret_0 : 0.00264038 + s_lower_bl_H_1 : 0.00255648 + s_upper_bl_H_31 : 0.00253968 +Epoch: 496 | Train Loss: 0.904129 | Test Loss: 0.906887 | analysis_confidence: 0.136328 | CL: 0.0287714 | ln_CD: 0.0542313 | CM: 0.00497433 | Top_Xtr: 0.0277906 | Bot_Xtr: 0.0330783 +Loss contributors: + s_ln_CD : 0.202485 + s_analysis_confidence : 0.200882 + s_CL : 0.191189 + s_CM : 0.0924011 + s_Bot_Xtr : 0.0237649 + s_Top_Xtr : 0.0172664 + s_lower_bl_H_0 : 0.00275045 + s_lower_bl_ret_0 : 0.00263882 + s_lower_bl_H_1 : 0.00255569 + s_upper_bl_H_31 : 0.00251065 +Epoch: 497 | Train Loss: 0.904003 | Test Loss: 0.908781 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CM: 0.00496179 | Top_Xtr: 0.0279014 | Bot_Xtr: 0.0330252 +Loss contributors: + s_ln_CD : 0.203521 + s_analysis_confidence : 0.200746 + s_CL : 0.190665 + s_CM : 0.0921132 + s_Bot_Xtr : 0.0237656 + s_Top_Xtr : 0.0173588 + s_lower_bl_H_0 : 0.00275079 + s_lower_bl_ret_0 : 0.00263618 + s_lower_bl_H_1 : 0.00256475 + s_upper_bl_H_31 : 0.00251723 +Epoch: 500 | Train Loss: 0.903375 | Test Loss: 0.906035 | analysis_confidence: 0.136373 | CL: 0.0287313 | ln_CD: 0.0548104 | CM: 0.00496901 | Top_Xtr: 0.0277574 | Bot_Xtr: 0.0329708 +Loss contributors: + s_ln_CD : 0.203245 + s_analysis_confidence : 0.201054 + s_CL : 0.190056 + s_CM : 0.0922245 + s_Bot_Xtr : 0.0237016 + s_Top_Xtr : 0.0172497 + s_lower_bl_H_0 : 0.00276373 + s_lower_bl_ret_0 : 0.0026374 + s_lower_bl_H_1 : 0.00256338 + s_upper_bl_H_31 : 0.00253279 +Epoch: 501 | Train Loss: 0.903217 | Test Loss: 0.905117 | analysis_confidence: 0.137348 | CL: 0.0285723 | ln_CD: 0.0542557 | CM: 0.00503486 | Top_Xtr: 0.0278148 | Bot_Xtr: 0.0330223 +Loss 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s_lower_bl_ret_0 : 0.00264156 + s_lower_bl_H_1 : 0.00256548 + s_upper_bl_H_31 : 0.00251535 +Epoch: 508 | Train Loss: 0.902028 | Test Loss: 0.901869 | analysis_confidence: 0.13683 | CL: 0.0285692 | ln_CD: 0.0540418 | CM: 0.0049659 | Top_Xtr: 0.0278411 | Bot_Xtr: 0.0330904 +Loss contributors: + s_ln_CD : 0.200998 + s_analysis_confidence : 0.200682 + s_CL : 0.188969 + s_CM : 0.0921524 + s_Bot_Xtr : 0.0236754 + s_Top_Xtr : 0.0172513 + s_lower_bl_H_0 : 0.00275342 + s_lower_bl_ret_0 : 0.00264365 + s_lower_bl_H_1 : 0.00256043 + s_upper_bl_H_31 : 0.00251946 +Epoch: 509 | Train Loss: 0.901805 | Test Loss: 0.905895 | analysis_confidence: 0.137584 | CL: 0.0286325 | ln_CD: 0.054388 | CM: 0.00499792 | Top_Xtr: 0.0278248 | Bot_Xtr: 0.0329967 +Loss contributors: + s_ln_CD : 0.202959 + s_analysis_confidence : 0.200618 + s_CL : 0.189948 + s_CM : 0.0928313 + s_Bot_Xtr : 0.0236344 + s_Top_Xtr : 0.0172158 + s_lower_bl_H_0 : 0.00275972 + s_lower_bl_ret_0 : 0.00263987 + s_lower_bl_H_1 : 0.00257203 + 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647 | Train Loss: 0.879911 | Test Loss: 0.8855 | analysis_confidence: 0.135956 | CL: 0.0284077 | ln_CD: 0.0532762 | CM: 0.00480782 | Top_Xtr: 0.0278675 | Bot_Xtr: 0.0328244 +Loss contributors: + s_analysis_confidence : 0.199695 + s_ln_CD : 0.19606 + s_CL : 0.185796 + s_CM : 0.0886558 + s_Bot_Xtr : 0.0229657 + s_Top_Xtr : 0.0171095 + s_lower_bl_H_0 : 0.00292139 + s_lower_bl_ret_0 : 0.00267903 + s_lower_bl_H_1 : 0.0025409 + s_upper_bl_H_31 : 0.00246035 +Epoch: 648 | Train Loss: 0.879883 | Test Loss: 0.882611 | analysis_confidence: 0.136159 | CL: 0.0279079 | ln_CD: 0.0531906 | CM: 0.00484342 | Top_Xtr: 0.0274189 | Bot_Xtr: 0.032065 +Loss contributors: + s_analysis_confidence : 0.199596 + s_ln_CD : 0.195804 + s_CL : 0.182956 + s_CM : 0.0893065 + s_Bot_Xtr : 0.0227652 + s_Top_Xtr : 0.0169697 + s_lower_bl_H_0 : 0.00294724 + s_lower_bl_ret_0 : 0.00267608 + s_lower_bl_H_1 : 0.00255544 + s_upper_bl_ret_0 : 0.00245049 +Epoch: 649 | Train Loss: 0.879682 | Test Loss: 0.879287 | 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CM: 0.00479761 | Top_Xtr: 0.0275547 | Bot_Xtr: 0.0321283 +Loss contributors: + s_analysis_confidence : 0.199103 + s_ln_CD : 0.195403 + s_CL : 0.182861 + s_CM : 0.0885339 + s_Bot_Xtr : 0.0227666 + s_Top_Xtr : 0.0170461 + s_lower_bl_H_0 : 0.00292956 + s_lower_bl_ret_0 : 0.00267351 + s_lower_bl_H_1 : 0.00254027 + s_upper_bl_ret_0 : 0.002459 +Epoch: 652 | Train Loss: 0.879521 | Test Loss: 0.881374 | analysis_confidence: 0.13602 | CL: 0.0281075 | ln_CD: 0.0525574 | CM: 0.0048541 | Top_Xtr: 0.0274371 | Bot_Xtr: 0.0320651 +Loss contributors: + s_analysis_confidence : 0.199173 + s_ln_CD : 0.193993 + s_CL : 0.183673 + s_CM : 0.0894441 + s_Bot_Xtr : 0.0226992 + s_Top_Xtr : 0.0169217 + s_lower_bl_H_0 : 0.0029567 + s_lower_bl_ret_0 : 0.00267942 + s_lower_bl_H_1 : 0.00255734 + s_upper_bl_ret_0 : 0.00245867 +Epoch: 653 | Train Loss: 0.879188 | Test Loss: 0.880329 | analysis_confidence: 0.136539 | CL: 0.0276736 | ln_CD: 0.0532745 | CM: 0.00481541 | Top_Xtr: 0.027457 | Bot_Xtr: 0.0320297 +Loss 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s_lower_bl_ret_0 : 0.00268176 + s_lower_bl_H_1 : 0.00255708 + s_upper_bl_H_31 : 0.00246799 +Epoch: 660 | Train Loss: 0.878547 | Test Loss: 0.879978 | analysis_confidence: 0.13561 | CL: 0.0275862 | ln_CD: 0.0532603 | CM: 0.00479959 | Top_Xtr: 0.027371 | Bot_Xtr: 0.0319601 +Loss contributors: + s_analysis_confidence : 0.199303 + s_ln_CD : 0.196017 + s_CL : 0.181317 + s_CM : 0.0885202 + s_Bot_Xtr : 0.0226856 + s_Top_Xtr : 0.0168957 + s_lower_bl_H_0 : 0.00294153 + s_lower_bl_ret_0 : 0.00267949 + s_lower_bl_H_1 : 0.00254552 + s_upper_bl_ret_0 : 0.00245991 +Epoch: 661 | Train Loss: 0.878317 | Test Loss: 0.879674 | analysis_confidence: 0.136938 | CL: 0.0276207 | ln_CD: 0.0527794 | CM: 0.0047888 | Top_Xtr: 0.0273523 | Bot_Xtr: 0.0318485 +Loss contributors: + s_analysis_confidence : 0.199865 + s_ln_CD : 0.194957 + s_CL : 0.1818 + s_CM : 0.0883061 + s_Bot_Xtr : 0.0225911 + s_Top_Xtr : 0.0169102 + s_lower_bl_H_0 : 0.00295405 + s_lower_bl_ret_0 : 0.00268255 + s_lower_bl_H_1 : 0.00254377 + 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0.00269268 + s_lower_bl_H_1 : 0.00254982 + s_upper_bl_ret_0 : 0.0024638 +Epoch: 692 | Train Loss: 0.875402 | Test Loss: 0.872692 | analysis_confidence: 0.135788 | CL: 0.0274304 | ln_CD: 0.0520428 | CM: 0.00476245 | Top_Xtr: 0.0273658 | Bot_Xtr: 0.0319411 +Loss contributors: + s_analysis_confidence : 0.198903 + s_ln_CD : 0.191564 + s_CL : 0.180641 + s_CM : 0.0877851 + s_Bot_Xtr : 0.0225499 + s_Top_Xtr : 0.0168515 + s_lower_bl_H_0 : 0.00295724 + s_lower_bl_ret_0 : 0.00268974 + s_lower_bl_H_1 : 0.00255449 + s_upper_bl_ret_0 : 0.00246094 +Epoch: 693 | Train Loss: 0.875363 | Test Loss: 0.877665 | analysis_confidence: 0.135085 | CL: 0.0276623 | ln_CD: 0.0527016 | CM: 0.00483049 | Top_Xtr: 0.027341 | Bot_Xtr: 0.0318001 +Loss contributors: + s_analysis_confidence : 0.198882 + s_ln_CD : 0.193688 + s_CL : 0.182022 + s_CM : 0.0891114 + s_Bot_Xtr : 0.0225298 + s_Top_Xtr : 0.0168854 + s_lower_bl_H_0 : 0.00295232 + s_lower_bl_ret_0 : 0.00268654 + s_lower_bl_H_1 : 0.00254492 + s_upper_bl_ret_0 : 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s_lower_bl_ret_0 : 0.00269936 + s_lower_bl_H_1 : 0.00253087 + s_upper_bl_ret_0 : 0.00246835 +Epoch: 722 | Train Loss: 0.872942 | Test Loss: 0.872788 | analysis_confidence: 0.136878 | CL: 0.0276796 | ln_CD: 0.0523932 | CM: 0.00474903 | Top_Xtr: 0.0273831 | Bot_Xtr: 0.0319006 +Loss contributors: + s_analysis_confidence : 0.199009 + s_ln_CD : 0.191799 + s_CL : 0.181139 + s_CM : 0.0873953 + s_Bot_Xtr : 0.0225059 + s_Top_Xtr : 0.0168454 + s_lower_bl_H_0 : 0.0029716 + s_lower_bl_ret_0 : 0.00270012 + s_lower_bl_H_1 : 0.00254793 + s_upper_bl_ret_0 : 0.00246359 +Epoch: 723 | Train Loss: 0.872897 | Test Loss: 0.876564 | analysis_confidence: 0.137019 | CL: 0.0275151 | ln_CD: 0.0530367 | CM: 0.00479841 | Top_Xtr: 0.0272314 | Bot_Xtr: 0.0317975 +Loss contributors: + s_analysis_confidence : 0.199147 + s_ln_CD : 0.19453 + s_CL : 0.180936 + s_CM : 0.0883882 + s_Bot_Xtr : 0.0225069 + s_Top_Xtr : 0.0167711 + s_lower_bl_H_0 : 0.00295596 + s_lower_bl_ret_0 : 0.00270112 + s_lower_bl_H_1 : 0.00253429 + s_upper_bl_ret_0 : 0.00246899 +Epoch: 724 | Train Loss: 0.87283 | Test Loss: 0.872094 | analysis_confidence: 0.134231 | CL: 0.0276389 | ln_CD: 0.0522086 | CM: 0.00476038 | Top_Xtr: 0.027288 | Bot_Xtr: 0.0317807 +Loss contributors: + s_analysis_confidence : 0.198672 + s_ln_CD : 0.191804 + s_CL : 0.180663 + s_CM : 0.0875953 + s_Bot_Xtr : 0.0224468 + s_Top_Xtr : 0.0168291 + s_lower_bl_H_0 : 0.00294749 + s_lower_bl_ret_0 : 0.00270886 + s_lower_bl_H_1 : 0.00254203 + s_upper_bl_ret_0 : 0.00246484 +Epoch: 725 | Train Loss: 0.872765 | Test Loss: 0.873877 | analysis_confidence: 0.136124 | CL: 0.0273778 | ln_CD: 0.0526664 | CM: 0.00475954 | Top_Xtr: 0.0273467 | Bot_Xtr: 0.0317748 +Loss contributors: + s_analysis_confidence : 0.198825 + s_ln_CD : 0.193921 + s_CL : 0.180054 + s_CM : 0.0875132 + s_Bot_Xtr : 0.0224942 + s_Top_Xtr : 0.0168705 + s_lower_bl_H_0 : 0.00295044 + s_lower_bl_ret_0 : 0.00270507 + s_lower_bl_H_1 : 0.00254403 + s_upper_bl_ret_0 : 0.00246446 +Epoch: 726 | Train Loss: 0.872622 | Test Loss: 0.875405 | analysis_confidence: 0.133623 | CL: 0.0275177 | ln_CD: 0.0528699 | CM: 0.00476441 | Top_Xtr: 0.027225 | Bot_Xtr: 0.0317378 +Loss contributors: + s_analysis_confidence : 0.199058 + s_ln_CD : 0.194304 + s_CL : 0.180957 + s_CM : 0.0877467 + s_Bot_Xtr : 0.0224435 + s_Top_Xtr : 0.0167757 + s_lower_bl_H_0 : 0.00297018 + s_lower_bl_ret_0 : 0.00270079 + s_lower_bl_H_1 : 0.00253804 + s_upper_bl_ret_0 : 0.0024667 +Epoch: 727 | Train Loss: 0.872629 | Test Loss: 0.8734 | analysis_confidence: 0.135777 | CL: 0.0274485 | ln_CD: 0.0529261 | CM: 0.00475204 | Top_Xtr: 0.0272535 | Bot_Xtr: 0.0317873 +Loss contributors: + s_analysis_confidence : 0.198811 + s_ln_CD : 0.193665 + s_CL : 0.18015 + s_CM : 0.0874684 + s_Bot_Xtr : 0.0224975 + s_Top_Xtr : 0.0167991 + s_lower_bl_H_0 : 0.0029486 + s_lower_bl_ret_0 : 0.00270732 + s_lower_bl_H_1 : 0.0025438 + s_upper_bl_ret_0 : 0.00246482 +Epoch: 728 | Train Loss: 0.872505 | Test Loss: 0.872318 | analysis_confidence: 0.134096 | CL: 0.0275075 | 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Test Loss: 0.870019 | analysis_confidence: 0.135998 | CL: 0.0273008 | ln_CD: 0.0524644 | CM: 0.00471977 | Top_Xtr: 0.0274448 | Bot_Xtr: 0.0318633 +Loss contributors: + s_analysis_confidence : 0.198451 + s_ln_CD : 0.192958 + s_CL : 0.178917 + s_CM : 0.0868208 + s_Bot_Xtr : 0.0225264 + s_Top_Xtr : 0.0169681 + s_lower_bl_H_0 : 0.00292644 + s_lower_bl_ret_0 : 0.00270619 + s_lower_bl_H_1 : 0.00251799 + s_upper_bl_ret_0 : 0.00247065 +Epoch: 774 | Train Loss: 0.869273 | Test Loss: 0.871073 | analysis_confidence: 0.136616 | CL: 0.0274727 | ln_CD: 0.052393 | CM: 0.00472707 | Top_Xtr: 0.0274083 | Bot_Xtr: 0.031792 +Loss contributors: + s_analysis_confidence : 0.198865 + s_ln_CD : 0.192585 + s_CL : 0.17971 + s_CM : 0.0869052 + s_Bot_Xtr : 0.0224046 + s_Top_Xtr : 0.0168409 + s_lower_bl_H_0 : 0.0029353 + s_lower_bl_ret_0 : 0.00271355 + s_lower_bl_H_1 : 0.0025412 + s_upper_bl_ret_0 : 0.00246971 +Epoch: 775 | Train Loss: 0.869255 | Test Loss: 0.87376 | analysis_confidence: 0.135635 | CL: 0.0276674 | ln_CD: 0.0528334 | CM: 0.00476716 | Top_Xtr: 0.0272793 | Bot_Xtr: 0.0317444 +Loss contributors: + s_analysis_confidence : 0.198616 + s_ln_CD : 0.193502 + s_CL : 0.181465 + s_CM : 0.0876528 + s_Bot_Xtr : 0.0224275 + s_Top_Xtr : 0.0167886 + s_lower_bl_H_0 : 0.0029327 + s_lower_bl_ret_0 : 0.00271944 + s_lower_bl_H_1 : 0.00252834 + s_upper_bl_ret_0 : 0.00246776 +Epoch: 776 | Train Loss: 0.869234 | Test Loss: 0.879845 | analysis_confidence: 0.133899 | CL: 0.0279303 | ln_CD: 0.0533085 | CM: 0.00492458 | Top_Xtr: 0.0272283 | Bot_Xtr: 0.0316294 +Loss contributors: + s_analysis_confidence : 0.198965 + s_ln_CD : 0.194522 + s_CL : 0.183026 + s_CM : 0.0909931 + s_Bot_Xtr : 0.0223519 + s_Top_Xtr : 0.0167524 + s_lower_bl_H_0 : 0.00291931 + s_lower_bl_ret_0 : 0.00271588 + s_lower_bl_H_1 : 0.00251855 + s_upper_bl_ret_0 : 0.00246379 +Epoch: 777 | Train Loss: 0.86913 | Test Loss: 0.872076 | analysis_confidence: 0.136618 | CL: 0.0274615 | ln_CD: 0.0530137 | CM: 0.00476272 | Top_Xtr: 0.0273337 | Bot_Xtr: 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0.00291657 + s_lower_bl_ret_0 : 0.00271568 + s_lower_bl_H_1 : 0.0025169 + s_upper_bl_ret_0 : 0.00246883 +Epoch: 784 | Train Loss: 0.868616 | Test Loss: 0.870899 | analysis_confidence: 0.133592 | CL: 0.0275535 | ln_CD: 0.0522348 | CM: 0.00472635 | Top_Xtr: 0.0272546 | Bot_Xtr: 0.0317482 +Loss contributors: + s_analysis_confidence : 0.198715 + s_ln_CD : 0.191811 + s_CL : 0.180913 + s_CM : 0.0869493 + s_Bot_Xtr : 0.0223512 + s_Top_Xtr : 0.0167171 + s_lower_bl_H_0 : 0.00291822 + s_lower_bl_ret_0 : 0.00271504 + s_lower_bl_H_1 : 0.00252517 + s_upper_bl_ret_0 : 0.00246792 +Epoch: 785 | Train Loss: 0.868627 | Test Loss: 0.869177 | analysis_confidence: 0.135186 | CL: 0.0273005 | ln_CD: 0.0526689 | CM: 0.00471368 | Top_Xtr: 0.0272444 | Bot_Xtr: 0.0316258 +Loss contributors: + s_analysis_confidence : 0.198586 + s_ln_CD : 0.192665 + s_CL : 0.179147 + s_CM : 0.0866692 + s_Bot_Xtr : 0.0223132 + s_Top_Xtr : 0.016762 + s_lower_bl_H_0 : 0.00290524 + s_lower_bl_ret_0 : 0.00271449 + s_lower_bl_H_1 : 0.00251528 + s_upper_bl_ret_0 : 0.002472 +Epoch: 786 | Train Loss: 0.868575 | Test Loss: 0.868965 | analysis_confidence: 0.136165 | CL: 0.0273568 | ln_CD: 0.0518856 | CM: 0.0047336 | Top_Xtr: 0.0271967 | Bot_Xtr: 0.0316126 +Loss contributors: + s_analysis_confidence : 0.198633 + s_ln_CD : 0.191175 + s_CL : 0.179759 + s_CM : 0.0871286 + s_Bot_Xtr : 0.0223167 + s_Top_Xtr : 0.0167548 + s_lower_bl_H_0 : 0.00290212 + s_lower_bl_ret_0 : 0.00271203 + s_lower_bl_H_1 : 0.00251841 + s_upper_bl_ret_0 : 0.00247707 +Epoch: 787 | Train Loss: 0.868394 | Test Loss: 0.865957 | analysis_confidence: 0.136446 | CL: 0.0273243 | ln_CD: 0.0516741 | CM: 0.00471298 | Top_Xtr: 0.0274269 | Bot_Xtr: 0.0318264 +Loss contributors: + s_analysis_confidence : 0.198558 + s_ln_CD : 0.189726 + s_CL : 0.178786 + s_CM : 0.0866227 + s_Bot_Xtr : 0.0223891 + s_Top_Xtr : 0.0168499 + s_lower_bl_H_0 : 0.00291183 + s_lower_bl_ret_0 : 0.00272192 + s_lower_bl_H_1 : 0.00252148 + s_upper_bl_ret_0 : 0.00247572 +Epoch: 788 | Train Loss: 0.868469 | Test Loss: 0.871246 | analysis_confidence: 0.135312 | CL: 0.0276153 | ln_CD: 0.0524383 | CM: 0.00475228 | Top_Xtr: 0.0273762 | Bot_Xtr: 0.0316909 +Loss contributors: + s_analysis_confidence : 0.198437 + s_ln_CD : 0.192507 + s_CL : 0.180658 + s_CM : 0.087426 + s_Bot_Xtr : 0.022325 + s_Top_Xtr : 0.0168573 + s_lower_bl_H_0 : 0.00291254 + s_lower_bl_ret_0 : 0.00272024 + s_lower_bl_H_1 : 0.00252049 + s_upper_bl_ret_0 : 0.00247796 +Epoch: 789 | Train Loss: 0.868301 | Test Loss: 0.871377 | analysis_confidence: 0.133222 | CL: 0.0274258 | ln_CD: 0.0527724 | CM: 0.00476282 | Top_Xtr: 0.0275662 | Bot_Xtr: 0.0321986 +Loss contributors: + s_analysis_confidence : 0.198628 + s_ln_CD : 0.192891 + s_CL : 0.179635 + s_CM : 0.0876364 + s_Bot_Xtr : 0.0225639 + s_Top_Xtr : 0.0169145 + s_lower_bl_H_0 : 0.00289397 + s_lower_bl_ret_0 : 0.00271478 + s_lower_bl_H_1 : 0.00251878 + s_upper_bl_ret_0 : 0.00247088 +Epoch: 790 | Train Loss: 0.86831 | Test Loss: 0.872104 | analysis_confidence: 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Top_Xtr: 0.0273071 | Bot_Xtr: 0.0317398 +Loss contributors: + s_analysis_confidence : 0.198821 + s_ln_CD : 0.192834 + s_CL : 0.181307 + s_CM : 0.0869353 + s_Bot_Xtr : 0.022345 + s_Top_Xtr : 0.0167589 + s_lower_bl_H_0 : 0.00291012 + s_lower_bl_ret_0 : 0.00271057 + s_lower_bl_H_1 : 0.00251788 + s_upper_bl_ret_0 : 0.00247971 +Epoch: 793 | Train Loss: 0.868013 | Test Loss: 0.868286 | analysis_confidence: 0.136207 | CL: 0.0274369 | ln_CD: 0.052268 | CM: 0.00471916 | Top_Xtr: 0.0272875 | Bot_Xtr: 0.031607 +Loss contributors: + s_analysis_confidence : 0.198616 + s_ln_CD : 0.191144 + s_CL : 0.179459 + s_CM : 0.0867708 + s_Bot_Xtr : 0.0222955 + s_Top_Xtr : 0.0167914 + s_lower_bl_H_0 : 0.00290639 + s_lower_bl_ret_0 : 0.00271399 + s_lower_bl_H_1 : 0.00252048 + s_upper_bl_ret_0 : 0.00246857 +Epoch: 794 | Train Loss: 0.867922 | Test Loss: 0.868741 | analysis_confidence: 0.135193 | CL: 0.0274691 | ln_CD: 0.0520887 | CM: 0.00472958 | Top_Xtr: 0.0275012 | Bot_Xtr: 0.0318914 +Loss contributors: + s_analysis_confidence : 0.198578 + s_ln_CD : 0.191178 + s_CL : 0.179727 + s_CM : 0.086905 + s_Bot_Xtr : 0.0224294 + s_Top_Xtr : 0.0168794 + s_lower_bl_H_0 : 0.00290457 + s_lower_bl_ret_0 : 0.00271904 + s_lower_bl_H_1 : 0.00252063 + s_upper_bl_ret_0 : 0.00248528 +Epoch: 795 | Train Loss: 0.867879 | Test Loss: 0.878471 | analysis_confidence: 0.136227 | CL: 0.0280239 | ln_CD: 0.0534497 | CM: 0.00477139 | Top_Xtr: 0.0271979 | Bot_Xtr: 0.0315952 +Loss contributors: + s_analysis_confidence : 0.19874 + s_ln_CD : 0.196226 + s_CL : 0.183196 + s_CM : 0.087731 + s_Bot_Xtr : 0.0223008 + s_Top_Xtr : 0.0167314 + s_lower_bl_H_0 : 0.0028929 + s_lower_bl_ret_0 : 0.00271731 + s_lower_bl_H_1 : 0.00250898 + s_upper_bl_ret_0 : 0.00248247 +Epoch: 796 | Train Loss: 0.867809 | Test Loss: 0.870699 | analysis_confidence: 0.13537 | CL: 0.0274131 | ln_CD: 0.0528924 | CM: 0.00470322 | Top_Xtr: 0.0272448 | Bot_Xtr: 0.0316483 +Loss contributors: + s_analysis_confidence : 0.198677 + s_ln_CD : 0.193724 + s_CL : 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Test Loss: 0.868824 | analysis_confidence: 0.136332 | CL: 0.0275605 | ln_CD: 0.0521183 | CM: 0.00475183 | Top_Xtr: 0.0275769 | Bot_Xtr: 0.0321377 +Loss contributors: + s_analysis_confidence : 0.198544 + s_ln_CD : 0.190817 + s_CL : 0.180233 + s_CM : 0.0873728 + s_Bot_Xtr : 0.0224595 + s_Top_Xtr : 0.0168375 + s_lower_bl_H_0 : 0.00288458 + s_lower_bl_ret_0 : 0.00271209 + s_lower_bl_H_1 : 0.00250957 + s_upper_bl_ret_0 : 0.00247034 +Epoch: 821 | Train Loss: 0.866025 | Test Loss: 0.86543 | analysis_confidence: 0.135621 | CL: 0.0272765 | ln_CD: 0.0516108 | CM: 0.00472006 | Top_Xtr: 0.0272365 | Bot_Xtr: 0.0316176 +Loss contributors: + s_analysis_confidence : 0.198546 + s_ln_CD : 0.18962 + s_CL : 0.17903 + s_CM : 0.0868216 + s_Bot_Xtr : 0.022285 + s_Top_Xtr : 0.0167079 + s_lower_bl_H_0 : 0.00287658 + s_lower_bl_ret_0 : 0.00270367 + s_lower_bl_H_1 : 0.00251289 + s_upper_bl_ret_0 : 0.00247279 +Epoch: 822 | Train Loss: 0.866141 | Test Loss: 0.870392 | analysis_confidence: 0.136233 | CL: 0.0275042 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Test Loss: 0.859854 | analysis_confidence: 0.135428 | CL: 0.0274493 | ln_CD: 0.051566 | CM: 0.00468887 | Top_Xtr: 0.0266369 | Bot_Xtr: 0.0310077 +Loss contributors: + s_analysis_confidence : 0.198124 + s_ln_CD : 0.18835 + s_CL : 0.178763 + s_CM : 0.0861268 + s_Bot_Xtr : 0.0215382 + s_Top_Xtr : 0.0160507 + s_lower_bl_H_0 : 0.00283788 + s_lower_bl_ret_0 : 0.00269553 + s_lower_bl_H_1 : 0.00248659 + s_upper_bl_ret_0 : 0.0024854 +Epoch: 913 | Train Loss: 0.85909 | Test Loss: 0.864271 | analysis_confidence: 0.134771 | CL: 0.0278429 | ln_CD: 0.051642 | CM: 0.00476259 | Top_Xtr: 0.0267332 | Bot_Xtr: 0.0309771 +Loss contributors: + s_analysis_confidence : 0.198199 + s_ln_CD : 0.188447 + s_CL : 0.181408 + s_CM : 0.0874468 + s_Bot_Xtr : 0.0215206 + s_Top_Xtr : 0.0161161 + s_lower_bl_H_0 : 0.00280744 + s_lower_bl_ret_0 : 0.00270548 + s_upper_bl_ret_0 : 0.0024908 + s_lower_bl_H_1 : 0.00247945 +Epoch: 914 | Train Loss: 0.859064 | Test Loss: 0.864567 | analysis_confidence: 0.135492 | CL: 0.0271601 | 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s_upper_bl_ret_0 : 0.00250268 + s_lower_bl_H_1 : 0.00246687 +Epoch: 1109 | Train Loss: 0.847085 | Test Loss: 0.855542 | analysis_confidence: 0.133606 | CL: 0.0278209 | ln_CD: 0.0510395 | CM: 0.0047642 | Top_Xtr: 0.0257156 | Bot_Xtr: 0.0299513 +Loss contributors: + s_analysis_confidence : 0.197475 + s_ln_CD : 0.185375 + s_CL : 0.181135 + s_CM : 0.087487 + s_Bot_Xtr : 0.0205164 + s_Top_Xtr : 0.0151964 + s_lower_bl_H_0 : 0.00282092 + s_lower_bl_ret_0 : 0.00269011 + s_upper_bl_ret_0 : 0.00250269 + s_lower_bl_H_1 : 0.00248242 +Epoch: 1110 | Train Loss: 0.846936 | Test Loss: 0.84802 | analysis_confidence: 0.13369 | CL: 0.0270442 | ln_CD: 0.0508913 | CM: 0.00465793 | Top_Xtr: 0.0257122 | Bot_Xtr: 0.0297225 +Loss contributors: + s_analysis_confidence : 0.197302 + s_ln_CD : 0.185501 + s_CL : 0.176107 + s_CM : 0.0853518 + s_Bot_Xtr : 0.0204554 + s_Top_Xtr : 0.0152762 + s_lower_bl_H_0 : 0.00283236 + s_lower_bl_ret_0 : 0.00269001 + s_upper_bl_ret_0 : 0.00250135 + s_lower_bl_H_1 : 0.00248025 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CM: 0.00464686 | Top_Xtr: 0.0258084 | Bot_Xtr: 0.0298712 +Loss contributors: + s_analysis_confidence : 0.197525 + s_ln_CD : 0.187964 + s_CL : 0.17678 + s_CM : 0.0851257 + s_Bot_Xtr : 0.0205036 + s_Top_Xtr : 0.015342 + s_lower_bl_H_0 : 0.0028356 + s_lower_bl_ret_0 : 0.00270101 + s_upper_bl_ret_0 : 0.00250756 + s_lower_bl_H_1 : 0.00246877 +Epoch: 1116 | Train Loss: 0.846722 | Test Loss: 0.846707 | analysis_confidence: 0.132963 | CL: 0.0268053 | ln_CD: 0.0512792 | CM: 0.00462695 | Top_Xtr: 0.0256686 | Bot_Xtr: 0.0297441 +Loss contributors: + s_analysis_confidence : 0.197569 + s_ln_CD : 0.186155 + s_CL : 0.17467 + s_CM : 0.0846768 + s_Bot_Xtr : 0.0204237 + s_Top_Xtr : 0.0152168 + s_lower_bl_H_0 : 0.00281418 + s_lower_bl_ret_0 : 0.0026948 + s_upper_bl_ret_0 : 0.0025051 + s_lower_bl_H_1 : 0.00247419 +Epoch: 1117 | Train Loss: 0.846696 | Test Loss: 0.845154 | analysis_confidence: 0.13551 | CL: 0.0269833 | ln_CD: 0.0503757 | CM: 0.00464272 | Top_Xtr: 0.0256573 | Bot_Xtr: 0.0297351 +Loss 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Loss: 0.845393 | Test Loss: 0.843279 | analysis_confidence: 0.135581 | CL: 0.0269452 | ln_CD: 0.0502223 | CM: 0.00460593 | Top_Xtr: 0.0256077 | Bot_Xtr: 0.0296829 +Loss contributors: + s_analysis_confidence : 0.197519 + s_ln_CD : 0.183003 + s_CL : 0.175258 + s_CM : 0.0843208 + s_Bot_Xtr : 0.020404 + s_Top_Xtr : 0.0152234 + s_lower_bl_H_0 : 0.00282109 + s_lower_bl_ret_0 : 0.00269238 + s_upper_bl_ret_0 : 0.00250717 + s_lower_bl_H_1 : 0.00247384 +Epoch: 1144 | Train Loss: 0.845456 | Test Loss: 0.850897 | analysis_confidence: 0.135919 | CL: 0.0270296 | ln_CD: 0.0515724 | CM: 0.00470687 | Top_Xtr: 0.0256999 | Bot_Xtr: 0.0297542 +Loss contributors: + s_analysis_confidence : 0.197498 + s_ln_CD : 0.18733 + s_CL : 0.176356 + s_CM : 0.0863245 + s_Bot_Xtr : 0.0203941 + s_Top_Xtr : 0.0152527 + s_lower_bl_H_0 : 0.00281876 + s_lower_bl_ret_0 : 0.00270376 + s_upper_bl_ret_0 : 0.00250597 + s_lower_bl_H_1 : 0.00247212 +Epoch: 1145 | Train Loss: 0.845464 | Test Loss: 0.847844 | analysis_confidence: 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ln_CD: 0.0504996 | CM: 0.00462663 | Top_Xtr: 0.025477 | Bot_Xtr: 0.029504 +Loss contributors: + s_analysis_confidence : 0.197755 + s_ln_CD : 0.183613 + s_CL : 0.173702 + s_CM : 0.0846862 + s_Bot_Xtr : 0.0202752 + s_Top_Xtr : 0.0151175 + s_lower_bl_H_0 : 0.00282865 + s_lower_bl_ret_0 : 0.00270097 + s_upper_bl_ret_0 : 0.00250851 + s_lower_bl_H_1 : 0.00247017 +Epoch: 1163 | Train Loss: 0.844639 | Test Loss: 0.847389 | analysis_confidence: 0.136035 | CL: 0.0268989 | ln_CD: 0.0514389 | CM: 0.00463508 | Top_Xtr: 0.0257919 | Bot_Xtr: 0.0299932 +Loss contributors: + s_analysis_confidence : 0.197664 + s_ln_CD : 0.186026 + s_CL : 0.175337 + s_CM : 0.084922 + s_Bot_Xtr : 0.0204754 + s_Top_Xtr : 0.0152641 + s_lower_bl_H_0 : 0.00283113 + s_lower_bl_ret_0 : 0.00270401 + s_upper_bl_ret_0 : 0.00250798 + s_lower_bl_H_1 : 0.00246825 +Epoch: 1164 | Train Loss: 0.844747 | Test Loss: 0.850063 | analysis_confidence: 0.133555 | CL: 0.0275033 | ln_CD: 0.050877 | CM: 0.00464263 | Top_Xtr: 0.0255406 | Bot_Xtr: 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s_Bot_Xtr : 0.0203906 + s_Top_Xtr : 0.015237 + s_lower_bl_H_0 : 0.00282779 + s_lower_bl_ret_0 : 0.00270201 + s_upper_bl_ret_0 : 0.00250539 + s_lower_bl_H_1 : 0.00247416 +Epoch: 1169 | Train Loss: 0.844523 | Test Loss: 0.844968 | analysis_confidence: 0.136859 | CL: 0.0266872 | ln_CD: 0.0514777 | CM: 0.00459381 | Top_Xtr: 0.0256855 | Bot_Xtr: 0.0299087 +Loss contributors: + s_analysis_confidence : 0.197479 + s_ln_CD : 0.186444 + s_CL : 0.173861 + s_CM : 0.0840311 + s_Bot_Xtr : 0.0203967 + s_Top_Xtr : 0.0152087 + s_lower_bl_H_0 : 0.00283204 + s_lower_bl_ret_0 : 0.002709 + s_upper_bl_ret_0 : 0.002508 + s_lower_bl_H_1 : 0.002489 +Epoch: 1170 | Train Loss: 0.844481 | Test Loss: 0.841172 | analysis_confidence: 0.134656 | CL: 0.0267221 | ln_CD: 0.0499941 | CM: 0.00459772 | Top_Xtr: 0.0255698 | Bot_Xtr: 0.0297487 +Loss contributors: + s_analysis_confidence : 0.197659 + s_ln_CD : 0.18235 + s_CL : 0.173642 + s_CM : 0.0841303 + s_Bot_Xtr : 0.0203925 + s_Top_Xtr : 0.0151465 + s_lower_bl_H_0 : 0.00282186 + s_lower_bl_ret_0 : 0.00270811 + s_upper_bl_ret_0 : 0.00251054 + s_lower_bl_H_1 : 0.00247055 +Epoch: 1171 | Train Loss: 0.844427 | Test Loss: 0.848564 | analysis_confidence: 0.13421 | CL: 0.0266644 | ln_CD: 0.0525868 | CM: 0.00462107 | Top_Xtr: 0.0255017 | Bot_Xtr: 0.0295299 +Loss contributors: + s_analysis_confidence : 0.197249 + s_ln_CD : 0.189844 + s_CL : 0.173729 + s_CM : 0.0845113 + s_Bot_Xtr : 0.0203031 + s_Top_Xtr : 0.0151169 + s_lower_bl_H_0 : 0.00282998 + s_lower_bl_ret_0 : 0.00270213 + s_upper_bl_ret_0 : 0.00250766 + s_lower_bl_H_1 : 0.00247481 +Epoch: 1172 | Train Loss: 0.844417 | Test Loss: 0.845852 | analysis_confidence: 0.136091 | CL: 0.0268173 | ln_CD: 0.0512753 | CM: 0.00465661 | Top_Xtr: 0.0256854 | Bot_Xtr: 0.0297498 +Loss contributors: + s_analysis_confidence : 0.197556 + s_ln_CD : 0.185691 + s_CL : 0.174475 + s_CM : 0.0852024 + s_Bot_Xtr : 0.0202753 + s_Top_Xtr : 0.015145 + s_lower_bl_H_0 : 0.00282152 + s_lower_bl_ret_0 : 0.00270807 + s_upper_bl_ret_0 : 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Loss: 0.844173 | Test Loss: 0.844513 | analysis_confidence: 0.135084 | CL: 0.0268539 | ln_CD: 0.0507505 | CM: 0.00464171 | Top_Xtr: 0.025461 | Bot_Xtr: 0.0294812 +Loss contributors: + s_analysis_confidence : 0.197236 + s_ln_CD : 0.184513 + s_CL : 0.174885 + s_CM : 0.0849995 + s_Bot_Xtr : 0.0202334 + s_Top_Xtr : 0.0150852 + s_lower_bl_H_0 : 0.00282813 + s_lower_bl_ret_0 : 0.00270016 + s_upper_bl_ret_0 : 0.00251565 + s_lower_bl_H_1 : 0.00246449 +Epoch: 1176 | Train Loss: 0.844301 | Test Loss: 0.844552 | analysis_confidence: 0.133784 | CL: 0.0267574 | ln_CD: 0.0507048 | CM: 0.00471179 | Top_Xtr: 0.025415 | Bot_Xtr: 0.029525 +Loss contributors: + s_analysis_confidence : 0.197385 + s_ln_CD : 0.183618 + s_CL : 0.174346 + s_CM : 0.0863571 + s_Bot_Xtr : 0.0202539 + s_Top_Xtr : 0.0150524 + s_lower_bl_H_0 : 0.00282219 + s_lower_bl_ret_0 : 0.00270378 + s_upper_bl_ret_0 : 0.00251241 + s_lower_bl_H_1 : 0.00247044 +Epoch: 1177 | Train Loss: 0.844314 | Test Loss: 0.846253 | analysis_confidence: 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Top_Xtr: 0.0256244 | Bot_Xtr: 0.0297744 +Loss contributors: + s_analysis_confidence : 0.197297 + s_ln_CD : 0.186716 + s_CL : 0.173954 + s_CM : 0.0844802 + s_Bot_Xtr : 0.020361 + s_Top_Xtr : 0.0151682 + s_lower_bl_H_0 : 0.00282238 + s_lower_bl_ret_0 : 0.00270421 + s_upper_bl_ret_0 : 0.00251027 + s_lower_bl_H_1 : 0.00248055 +Epoch: 1180 | Train Loss: 0.844179 | Test Loss: 0.841366 | analysis_confidence: 0.133567 | CL: 0.0266866 | ln_CD: 0.0501116 | CM: 0.00461537 | Top_Xtr: 0.0254402 | Bot_Xtr: 0.0295465 +Loss contributors: + s_analysis_confidence : 0.197274 + s_ln_CD : 0.182803 + s_CL : 0.173861 + s_CM : 0.0844474 + s_Bot_Xtr : 0.0202752 + s_Top_Xtr : 0.0150685 + s_lower_bl_H_0 : 0.00283259 + s_lower_bl_ret_0 : 0.00270189 + s_upper_bl_ret_0 : 0.00250421 + s_lower_bl_H_1 : 0.0024652 +Epoch: 1181 | Train Loss: 0.844122 | Test Loss: 0.843647 | analysis_confidence: 0.134125 | CL: 0.0267328 | ln_CD: 0.0504282 | CM: 0.00471059 | Top_Xtr: 0.0254366 | Bot_Xtr: 0.0295234 +Loss contributors: + 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0.0274263 | ln_CD: 0.0503352 | CM: 0.00472505 | Top_Xtr: 0.0254131 | Bot_Xtr: 0.0294977 +Loss contributors: + s_analysis_confidence : 0.197063 + s_ln_CD : 0.183076 + s_CL : 0.177782 + s_CM : 0.0865525 + s_Bot_Xtr : 0.0201344 + s_Top_Xtr : 0.0150446 + s_lower_bl_H_0 : 0.00284135 + s_lower_bl_ret_0 : 0.00268477 + s_upper_bl_ret_0 : 0.00247866 + s_lower_bl_H_1 : 0.00246987 +Epoch: 1415 | Train Loss: 0.837476 | Test Loss: 0.83759 | analysis_confidence: 0.134112 | CL: 0.0265172 | ln_CD: 0.050258 | CM: 0.004555 | Top_Xtr: 0.0254172 | Bot_Xtr: 0.0295392 +Loss contributors: + s_analysis_confidence : 0.197281 + s_ln_CD : 0.182908 + s_CL : 0.172614 + s_CM : 0.0830898 + s_Bot_Xtr : 0.0201539 + s_Top_Xtr : 0.015018 + s_lower_bl_H_0 : 0.00285261 + s_lower_bl_ret_0 : 0.00269052 + s_upper_bl_ret_0 : 0.00247767 + s_lower_bl_H_1 : 0.00245899 +Epoch: 1416 | Train Loss: 0.837629 | Test Loss: 0.836874 | analysis_confidence: 0.133742 | CL: 0.0268093 | ln_CD: 0.0500864 | CM: 0.00453948 | Top_Xtr: 0.0254432 | Bot_Xtr: 0.029493 +Loss contributors: + s_analysis_confidence : 0.196745 + s_ln_CD : 0.182124 + s_CL : 0.173663 + s_CM : 0.0828883 + s_Bot_Xtr : 0.0200751 + s_Top_Xtr : 0.0150211 + s_lower_bl_H_0 : 0.00284909 + s_lower_bl_ret_0 : 0.00268451 + s_upper_bl_ret_0 : 0.00247824 + s_lower_bl_H_1 : 0.00246123 +slurmstepd-d-10-8-1: error: *** JOB 25362572 ON d-10-8-1 CANCELLED AT 2024-03-11T16:51:37 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in + net.train() + File "/state/partition1/llgrid/pkg/anaconda/anaconda3-2023a-pytorch/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 634, in __next__ diff --git a/training/gen2_architecture/log.log-25362575 b/training/gen2_architecture/log.log-25362575 new file mode 100644 index 0000000..396c8f7 --- /dev/null +++ b/training/gen2_architecture/log.log-25362575 @@ -0,0 +1,16137 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1e.csv... + 186284 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2299 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_913_292, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-medium.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 3.73083 | Test Loss: 2.30234 | analysis_confidence: 0.26521 | CL: 0.0642543 | ln_CD: 0.121788 | CM: 0.012083 | Top_Xtr: 0.0893785 | Bot_Xtr: 0.103608 +Loss contributors: + s_ln_CD : 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0.00568602 | Top_Xtr: 0.0317474 | Bot_Xtr: 0.0378204 +Loss contributors: + s_ln_CD : 0.23661 + s_analysis_confidence : 0.214936 + s_CL : 0.213097 + s_CM : 0.107889 + s_Bot_Xtr : 0.0275642 + s_Top_Xtr : 0.0203396 + s_lower_bl_H_0 : 0.00334888 + s_upper_bl_H_31 : 0.00310226 + s_lower_bl_ret_0 : 0.00282715 + s_upper_bl_H_30 : 0.00280781 +Epoch: 25 | Train Loss: 1.0197 | Test Loss: 1.01729 | analysis_confidence: 0.146801 | CL: 0.0311784 | ln_CD: 0.0611065 | CM: 0.00557725 | Top_Xtr: 0.0310643 | Bot_Xtr: 0.0372915 +Loss contributors: + s_ln_CD : 0.234095 + s_analysis_confidence : 0.21416 + s_CL : 0.209935 + s_CM : 0.10552 + s_Bot_Xtr : 0.0271093 + s_Top_Xtr : 0.0198515 + s_lower_bl_H_0 : 0.00336482 + s_upper_bl_H_31 : 0.00308225 + s_lower_bl_ret_0 : 0.00283693 + s_upper_bl_H_30 : 0.00279269 +Epoch: 26 | Train Loss: 1.01158 | Test Loss: 1.00918 | analysis_confidence: 0.146025 | CL: 0.0311559 | ln_CD: 0.0594675 | CM: 0.00558644 | Top_Xtr: 0.0305639 | Bot_Xtr: 0.0366663 +Loss contributors: + 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s_CM : 0.102275 + s_Bot_Xtr : 0.0260768 + s_Top_Xtr : 0.0192322 + s_lower_bl_H_0 : 0.00336363 + s_upper_bl_H_31 : 0.00296552 + s_lower_bl_ret_0 : 0.0028549 + s_lower_bl_H_31 : 0.00270395 +Epoch: 29 | Train Loss: 0.990405 | Test Loss: 0.985855 | analysis_confidence: 0.143903 | CL: 0.0303909 | ln_CD: 0.0585981 | CM: 0.00536868 | Top_Xtr: 0.0300776 | Bot_Xtr: 0.0357255 +Loss contributors: + s_ln_CD : 0.22377 + s_analysis_confidence : 0.211833 + s_CL : 0.20322 + s_CM : 0.100938 + s_Bot_Xtr : 0.0258153 + s_Top_Xtr : 0.0190384 + s_lower_bl_H_0 : 0.00335011 + s_upper_bl_H_31 : 0.00293603 + s_lower_bl_ret_0 : 0.00285742 + s_upper_bl_ret_0 : 0.00267925 +Epoch: 30 | Train Loss: 0.983838 | Test Loss: 0.993116 | analysis_confidence: 0.1453 | CL: 0.0301724 | ln_CD: 0.0618384 | CM: 0.00536606 | Top_Xtr: 0.0298617 | Bot_Xtr: 0.0354118 +Loss contributors: + s_ln_CD : 0.234236 + s_analysis_confidence : 0.211143 + s_CL : 0.201872 + s_CM : 0.100867 + s_Bot_Xtr : 0.025527 + s_Top_Xtr : 0.0188851 + s_lower_bl_H_0 : 0.00337112 + s_upper_bl_H_31 : 0.00294027 + s_lower_bl_ret_0 : 0.00285684 + s_upper_bl_ret_0 : 0.0026773 +Epoch: 31 | Train Loss: 0.977937 | Test Loss: 0.985159 | analysis_confidence: 0.142445 | CL: 0.0306787 | ln_CD: 0.059124 | CM: 0.00533675 | Top_Xtr: 0.0297024 | Bot_Xtr: 0.0352535 +Loss contributors: + s_ln_CD : 0.225436 + s_analysis_confidence : 0.21082 + s_CL : 0.204655 + s_CM : 0.10022 + s_Bot_Xtr : 0.0253415 + s_Top_Xtr : 0.0187147 + s_lower_bl_H_0 : 0.00334664 + s_upper_bl_H_31 : 0.00287961 + s_lower_bl_ret_0 : 0.00287123 + s_upper_bl_ret_0 : 0.00267636 +Epoch: 32 | Train Loss: 0.971974 | Test Loss: 0.969389 | analysis_confidence: 0.141987 | CL: 0.0298506 | ln_CD: 0.057451 | CM: 0.00531376 | Top_Xtr: 0.0294035 | Bot_Xtr: 0.0349386 +Loss contributors: + s_ln_CD : 0.21895 + s_analysis_confidence : 0.210285 + s_CL : 0.199175 + s_CM : 0.0996956 + s_Bot_Xtr : 0.0250479 + s_Top_Xtr : 0.0184691 + s_lower_bl_H_0 : 0.00333262 + s_upper_bl_H_31 : 0.00285957 + s_lower_bl_ret_0 : 0.00285399 + s_upper_bl_ret_0 : 0.0026754 +Epoch: 33 | Train Loss: 0.966572 | Test Loss: 0.963707 | analysis_confidence: 0.143254 | CL: 0.0298806 | ln_CD: 0.0569905 | CM: 0.00522588 | Top_Xtr: 0.0292632 | Bot_Xtr: 0.0346164 +Loss contributors: + s_ln_CD : 0.21704 + s_analysis_confidence : 0.210148 + s_CL : 0.198677 + s_CM : 0.0977721 + s_Bot_Xtr : 0.0248023 + s_Top_Xtr : 0.0183584 + s_lower_bl_H_0 : 0.00333137 + s_lower_bl_ret_0 : 0.00285128 + s_upper_bl_H_31 : 0.00281004 + s_upper_bl_ret_0 : 0.00266769 +Epoch: 34 | Train Loss: 0.961332 | Test Loss: 0.967588 | analysis_confidence: 0.141371 | CL: 0.0304165 | ln_CD: 0.0571267 | CM: 0.0052589 | Top_Xtr: 0.0291591 | Bot_Xtr: 0.0345387 +Loss contributors: + s_ln_CD : 0.217306 + s_analysis_confidence : 0.209838 + s_CL : 0.203062 + s_CM : 0.0984157 + s_Bot_Xtr : 0.024663 + s_Top_Xtr : 0.0182861 + s_lower_bl_H_0 : 0.00332226 + s_lower_bl_ret_0 : 0.00284692 + s_upper_bl_H_31 : 0.00282712 + s_upper_bl_ret_0 : 0.00266623 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analysis_confidence: 0.141471 | CL: 0.0293946 | ln_CD: 0.0564516 | CM: 0.00513371 | Top_Xtr: 0.0286011 | Bot_Xtr: 0.0338165 +Loss contributors: + s_ln_CD : 0.213037 + s_analysis_confidence : 0.208957 + s_CL : 0.194739 + s_CM : 0.0957131 + s_Bot_Xtr : 0.0240644 + s_Top_Xtr : 0.0178318 + s_lower_bl_H_0 : 0.00330745 + s_lower_bl_ret_0 : 0.00282713 + s_upper_bl_H_31 : 0.00274615 + s_upper_bl_ret_0 : 0.00265137 +Epoch: 38 | Train Loss: 0.942282 | Test Loss: 0.9461 | analysis_confidence: 0.141465 | CL: 0.0297865 | ln_CD: 0.055842 | CM: 0.00515235 | Top_Xtr: 0.0286854 | Bot_Xtr: 0.0336016 +Loss contributors: + s_ln_CD : 0.211132 + s_analysis_confidence : 0.208926 + s_CL : 0.196639 + s_CM : 0.0961043 + s_Bot_Xtr : 0.0239003 + s_Top_Xtr : 0.017831 + s_lower_bl_H_0 : 0.00328006 + s_lower_bl_ret_0 : 0.00281526 + s_upper_bl_H_31 : 0.00274632 + s_upper_bl_ret_0 : 0.0026398 +Epoch: 39 | Train Loss: 0.938269 | Test Loss: 0.936254 | analysis_confidence: 0.140178 | CL: 0.0289932 | ln_CD: 0.0557277 | CM: 0.00506904 | Top_Xtr: 0.028558 | Bot_Xtr: 0.033413 +Loss contributors: + s_ln_CD : 0.209621 + s_analysis_confidence : 0.208595 + s_CL : 0.191908 + s_CM : 0.0943138 + s_Bot_Xtr : 0.0238012 + s_Top_Xtr : 0.0178115 + s_lower_bl_H_0 : 0.00328538 + s_lower_bl_ret_0 : 0.00281928 + s_upper_bl_H_31 : 0.00272634 + s_upper_bl_ret_0 : 0.00263559 +Epoch: 40 | Train Loss: 0.934058 | Test Loss: 0.932806 | analysis_confidence: 0.140344 | CL: 0.0287656 | ln_CD: 0.0554578 | CM: 0.00506991 | Top_Xtr: 0.0284561 | Bot_Xtr: 0.0338639 +Loss contributors: + s_ln_CD : 0.20906 + s_analysis_confidence : 0.20864 + s_CL : 0.190146 + s_CM : 0.0942602 + s_Bot_Xtr : 0.0238918 + s_Top_Xtr : 0.0176503 + s_lower_bl_H_0 : 0.00327411 + s_lower_bl_ret_0 : 0.00280573 + s_upper_bl_H_31 : 0.00270812 + s_upper_bl_ret_0 : 0.00263073 +Epoch: 41 | Train Loss: 0.93012 | Test Loss: 0.929287 | analysis_confidence: 0.140728 | CL: 0.0288817 | ln_CD: 0.054805 | CM: 0.00511992 | Top_Xtr: 0.0282186 | Bot_Xtr: 0.0331343 +Loss 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s_Top_Xtr : 0.0170632 + s_lower_bl_H_0 : 0.00324894 + s_lower_bl_ret_0 : 0.00279611 + s_upper_bl_H_31 : 0.00261277 + s_upper_bl_ret_0 : 0.002602 +Epoch: 46 | Train Loss: 0.912688 | Test Loss: 0.916972 | analysis_confidence: 0.140237 | CL: 0.0285777 | ln_CD: 0.0540794 | CM: 0.00512061 | Top_Xtr: 0.0275229 | Bot_Xtr: 0.0322275 +Loss contributors: + s_analysis_confidence : 0.207144 + s_ln_CD : 0.202864 + s_CL : 0.187662 + s_CM : 0.0950796 + s_Bot_Xtr : 0.0227648 + s_Top_Xtr : 0.0169503 + s_lower_bl_H_0 : 0.00325338 + s_lower_bl_ret_0 : 0.00280009 + s_upper_bl_ret_0 : 0.00259768 + s_lower_bl_H_1 : 0.00258145 +Epoch: 47 | Train Loss: 0.909521 | Test Loss: 0.908101 | analysis_confidence: 0.143861 | CL: 0.0278809 | ln_CD: 0.0548182 | CM: 0.00488754 | Top_Xtr: 0.0275341 | Bot_Xtr: 0.0322437 +Loss contributors: + s_analysis_confidence : 0.207765 + s_ln_CD : 0.204253 + s_CL : 0.182852 + s_CM : 0.090307 + s_Bot_Xtr : 0.0227064 + s_Top_Xtr : 0.0169041 + s_lower_bl_H_0 : 0.00324388 + 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0.00232656 +Epoch: 95 | Train Loss: 0.818763 | Test Loss: 0.81779 | analysis_confidence: 0.136875 | CL: 0.0252448 | ln_CD: 0.0495452 | CM: 0.00439848 | Top_Xtr: 0.023978 | Bot_Xtr: 0.0277412 +Loss contributors: + s_analysis_confidence : 0.202439 + s_ln_CD : 0.178837 + s_CL : 0.161847 + s_CM : 0.0795165 + s_Bot_Xtr : 0.0188163 + s_Top_Xtr : 0.01397 + s_lower_bl_H_0 : 0.00304963 + s_lower_bl_ret_0 : 0.00277875 + s_upper_bl_ret_0 : 0.00256828 + s_lower_bl_H_1 : 0.00232581 +Epoch: 96 | Train Loss: 0.817539 | Test Loss: 0.81566 | analysis_confidence: 0.137101 | CL: 0.0253036 | ln_CD: 0.0486661 | CM: 0.00441542 | Top_Xtr: 0.0239739 | Bot_Xtr: 0.027863 +Loss contributors: + s_analysis_confidence : 0.201961 + s_ln_CD : 0.176845 + s_CL : 0.161953 + s_CM : 0.0797861 + s_Bot_Xtr : 0.0187993 + s_Top_Xtr : 0.0138484 + s_lower_bl_H_0 : 0.00305587 + s_lower_bl_ret_0 : 0.0027864 + s_upper_bl_ret_0 : 0.0025596 + s_lower_bl_H_1 : 0.00230518 +Epoch: 97 | Train Loss: 0.816561 | Test Loss: 0.818261 | 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187 | Train Loss: 0.75892 | Test Loss: 0.760669 | analysis_confidence: 0.132455 | CL: 0.0238854 | ln_CD: 0.0459049 | CM: 0.00412206 | Top_Xtr: 0.0214376 | Bot_Xtr: 0.0248535 +Loss contributors: + s_analysis_confidence : 0.195812 + s_ln_CD : 0.162903 + s_CL : 0.151344 + s_CM : 0.0734251 + s_Bot_Xtr : 0.0161768 + s_Top_Xtr : 0.0118881 + s_lower_bl_H_0 : 0.00294779 + s_lower_bl_ret_0 : 0.00265627 + s_upper_bl_ret_0 : 0.00249839 + s_lower_bl_H_1 : 0.0022775 +Epoch: 188 | Train Loss: 0.758788 | Test Loss: 0.756907 | analysis_confidence: 0.13342 | CL: 0.0235889 | ln_CD: 0.0458278 | CM: 0.00403999 | Top_Xtr: 0.0214682 | Bot_Xtr: 0.0249523 +Loss contributors: + s_analysis_confidence : 0.196056 + s_ln_CD : 0.163239 + s_CL : 0.148842 + s_CM : 0.0718636 + s_Bot_Xtr : 0.0162047 + s_Top_Xtr : 0.0118549 + s_lower_bl_H_0 : 0.0029549 + s_lower_bl_ret_0 : 0.00264684 + s_upper_bl_ret_0 : 0.00249083 + s_lower_bl_H_1 : 0.00227306 +Epoch: 189 | Train Loss: 0.758292 | Test Loss: 0.764535 | 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CM: 0.00404429 | Top_Xtr: 0.0213072 | Bot_Xtr: 0.0248338 +Loss contributors: + s_analysis_confidence : 0.195749 + s_ln_CD : 0.160283 + s_CL : 0.149538 + s_CM : 0.0718962 + s_Bot_Xtr : 0.016174 + s_Top_Xtr : 0.0118181 + s_lower_bl_H_0 : 0.00294996 + s_lower_bl_ret_0 : 0.00264331 + s_upper_bl_ret_0 : 0.00249112 + s_lower_bl_H_1 : 0.00227287 +Epoch: 192 | Train Loss: 0.757264 | Test Loss: 0.757773 | analysis_confidence: 0.131526 | CL: 0.0235664 | ln_CD: 0.0460482 | CM: 0.00411938 | Top_Xtr: 0.0211718 | Bot_Xtr: 0.0247683 +Loss contributors: + s_analysis_confidence : 0.195918 + s_ln_CD : 0.163245 + s_CL : 0.148594 + s_CM : 0.0733929 + s_Bot_Xtr : 0.0161542 + s_Top_Xtr : 0.0117412 + s_lower_bl_H_0 : 0.00294702 + s_lower_bl_ret_0 : 0.00264087 + s_upper_bl_ret_0 : 0.00249274 + s_lower_bl_H_1 : 0.00227506 +Epoch: 193 | Train Loss: 0.756941 | Test Loss: 0.763719 | analysis_confidence: 0.131885 | CL: 0.0240529 | ln_CD: 0.0466597 | CM: 0.00412046 | Top_Xtr: 0.021275 | Bot_Xtr: 0.024914 +Loss 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s_lower_bl_ret_0 : 0.00259243 + s_upper_bl_ret_0 : 0.00245918 + s_lower_bl_H_1 : 0.00222937 +Epoch: 247 | Train Loss: 0.741605 | Test Loss: 0.739204 | analysis_confidence: 0.132582 | CL: 0.0230844 | ln_CD: 0.0443711 | CM: 0.00397978 | Top_Xtr: 0.0208126 | Bot_Xtr: 0.0242626 +Loss contributors: + s_analysis_confidence : 0.194104 + s_ln_CD : 0.157485 + s_CL : 0.14469 + s_CM : 0.0704843 + s_Bot_Xtr : 0.0156588 + s_Top_Xtr : 0.0114331 + s_lower_bl_H_0 : 0.00292859 + s_lower_bl_ret_0 : 0.00259585 + s_upper_bl_ret_0 : 0.0024696 + s_lower_bl_H_1 : 0.00222784 +Epoch: 248 | Train Loss: 0.741421 | Test Loss: 0.741374 | analysis_confidence: 0.12921 | CL: 0.0233875 | ln_CD: 0.0446769 | CM: 0.00397258 | Top_Xtr: 0.0206931 | Bot_Xtr: 0.0241254 +Loss contributors: + s_analysis_confidence : 0.194938 + s_ln_CD : 0.157869 + s_CL : 0.146302 + s_CM : 0.0702964 + s_Bot_Xtr : 0.015479 + s_Top_Xtr : 0.0113004 + s_lower_bl_H_0 : 0.00295586 + s_lower_bl_ret_0 : 0.00259233 + s_upper_bl_ret_0 : 0.00246179 + 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Test Loss: 0.738131 | analysis_confidence: 0.131033 | CL: 0.0231107 | ln_CD: 0.04435 | CM: 0.00394163 | Top_Xtr: 0.0205948 | Bot_Xtr: 0.0240735 +Loss contributors: + s_analysis_confidence : 0.194208 + s_ln_CD : 0.157172 + s_CL : 0.145171 + s_CM : 0.0696914 + s_Bot_Xtr : 0.015469 + s_Top_Xtr : 0.0112567 + s_lower_bl_H_0 : 0.00293572 + s_lower_bl_ret_0 : 0.00259481 + s_upper_bl_ret_0 : 0.0024634 + s_lower_bl_H_1 : 0.00222229 +Epoch: 252 | Train Loss: 0.74047 | Test Loss: 0.745293 | analysis_confidence: 0.131022 | CL: 0.0234416 | ln_CD: 0.0451604 | CM: 0.00413 | Top_Xtr: 0.020643 | Bot_Xtr: 0.0242152 +Loss contributors: + s_analysis_confidence : 0.194508 + s_ln_CD : 0.158956 + s_CL : 0.146655 + s_CM : 0.0735222 + s_Bot_Xtr : 0.0154667 + s_Top_Xtr : 0.0112492 + s_lower_bl_H_0 : 0.00293671 + s_lower_bl_ret_0 : 0.00259175 + s_upper_bl_ret_0 : 0.00246044 + s_lower_bl_H_1 : 0.00223459 +Epoch: 253 | Train Loss: 0.740131 | Test Loss: 0.737734 | analysis_confidence: 0.129324 | CL: 0.0230991 | ln_CD: 0.0441562 | CM: 0.00396261 | Top_Xtr: 0.0207788 | Bot_Xtr: 0.0241391 +Loss contributors: + s_analysis_confidence : 0.194132 + s_ln_CD : 0.156658 + s_CL : 0.144486 + s_CM : 0.0700299 + s_Bot_Xtr : 0.0155772 + s_Top_Xtr : 0.0114034 + s_lower_bl_H_0 : 0.00292122 + s_lower_bl_ret_0 : 0.00258314 + s_upper_bl_ret_0 : 0.0024587 + s_lower_bl_H_1 : 0.00221309 +Epoch: 254 | Train Loss: 0.739937 | Test Loss: 0.73611 | analysis_confidence: 0.132823 | CL: 0.0228272 | ln_CD: 0.0441562 | CM: 0.00397019 | Top_Xtr: 0.0206747 | Bot_Xtr: 0.0242145 +Loss contributors: + s_analysis_confidence : 0.19431 + s_ln_CD : 0.156327 + s_CL : 0.143342 + s_CM : 0.0701935 + s_Bot_Xtr : 0.0155581 + s_Top_Xtr : 0.0113016 + s_lower_bl_H_0 : 0.00294383 + s_lower_bl_ret_0 : 0.002591 + s_upper_bl_ret_0 : 0.00246316 + s_lower_bl_H_1 : 0.00222181 +Epoch: 255 | Train Loss: 0.739786 | Test Loss: 0.746407 | analysis_confidence: 0.132141 | CL: 0.0229358 | ln_CD: 0.0473258 | CM: 0.00395811 | Top_Xtr: 0.0207423 | Bot_Xtr: 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s_lower_bl_ret_0 : 0.00258621 + s_upper_bl_ret_0 : 0.00245353 + s_lower_bl_H_1 : 0.00221518 +Epoch: 262 | Train Loss: 0.738287 | Test Loss: 0.742143 | analysis_confidence: 0.131819 | CL: 0.0228566 | ln_CD: 0.0474401 | CM: 0.00392099 | Top_Xtr: 0.0205558 | Bot_Xtr: 0.0239575 +Loss contributors: + s_analysis_confidence : 0.194077 + s_ln_CD : 0.164295 + s_CL : 0.143407 + s_CM : 0.0692387 + s_Bot_Xtr : 0.0153312 + s_Top_Xtr : 0.0111962 + s_lower_bl_H_0 : 0.00292081 + s_lower_bl_ret_0 : 0.00258094 + s_upper_bl_ret_0 : 0.00245664 + s_lower_bl_H_1 : 0.00221252 +Epoch: 263 | Train Loss: 0.738033 | Test Loss: 0.742185 | analysis_confidence: 0.130637 | CL: 0.0229532 | ln_CD: 0.0456908 | CM: 0.00398647 | Top_Xtr: 0.0208587 | Bot_Xtr: 0.0244324 +Loss contributors: + s_analysis_confidence : 0.193988 + s_ln_CD : 0.161539 + s_CL : 0.144521 + s_CM : 0.0705174 + s_Bot_Xtr : 0.0154897 + s_Top_Xtr : 0.0112723 + s_lower_bl_H_0 : 0.00293918 + s_lower_bl_ret_0 : 0.00258684 + s_upper_bl_ret_0 : 0.00245938 + 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Test Loss: 0.734968 | analysis_confidence: 0.130339 | CL: 0.0229052 | ln_CD: 0.0438168 | CM: 0.0039774 | Top_Xtr: 0.0206338 | Bot_Xtr: 0.0240088 +Loss contributors: + s_analysis_confidence : 0.194284 + s_ln_CD : 0.155557 + s_CL : 0.144101 + s_CM : 0.0703007 + s_Bot_Xtr : 0.0153338 + s_Top_Xtr : 0.0112094 + s_lower_bl_H_0 : 0.00292744 + s_lower_bl_ret_0 : 0.00257962 + s_upper_bl_ret_0 : 0.00245868 + s_lower_bl_H_1 : 0.00222295 +Epoch: 267 | Train Loss: 0.73711 | Test Loss: 0.737339 | analysis_confidence: 0.131988 | CL: 0.0231486 | ln_CD: 0.044151 | CM: 0.00399102 | Top_Xtr: 0.0206693 | Bot_Xtr: 0.0240196 +Loss contributors: + s_analysis_confidence : 0.193933 + s_ln_CD : 0.15641 + s_CL : 0.14543 + s_CM : 0.0705209 + s_Bot_Xtr : 0.0154182 + s_Top_Xtr : 0.011301 + s_lower_bl_H_0 : 0.00292224 + s_lower_bl_ret_0 : 0.00258381 + s_upper_bl_ret_0 : 0.00245644 + s_lower_bl_H_1 : 0.00219513 +Epoch: 268 | Train Loss: 0.736863 | Test Loss: 0.734554 | analysis_confidence: 0.129922 | CL: 0.0228779 | 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Test Loss: 0.729145 | analysis_confidence: 0.130703 | CL: 0.0226295 | ln_CD: 0.0436855 | CM: 0.00390346 | Top_Xtr: 0.0205489 | Bot_Xtr: 0.0239988 +Loss contributors: + s_analysis_confidence : 0.193457 + s_ln_CD : 0.154541 + s_CL : 0.142278 + s_CM : 0.0689413 + s_Bot_Xtr : 0.0153499 + s_Top_Xtr : 0.0111963 + s_lower_bl_H_0 : 0.00290127 + s_lower_bl_ret_0 : 0.00256731 + s_upper_bl_ret_0 : 0.00245389 + s_lower_bl_H_1 : 0.00220504 +Epoch: 282 | Train Loss: 0.734157 | Test Loss: 0.732448 | analysis_confidence: 0.129846 | CL: 0.0229244 | ln_CD: 0.0440076 | CM: 0.003919 | Top_Xtr: 0.0205346 | Bot_Xtr: 0.0238612 +Loss contributors: + s_analysis_confidence : 0.193647 + s_ln_CD : 0.155291 + s_CL : 0.143892 + s_CM : 0.0691888 + s_Bot_Xtr : 0.015264 + s_Top_Xtr : 0.0111329 + s_lower_bl_H_0 : 0.00290162 + s_lower_bl_ret_0 : 0.00257101 + s_upper_bl_ret_0 : 0.00245662 + s_lower_bl_H_1 : 0.00220768 +Epoch: 283 | Train Loss: 0.733877 | Test Loss: 0.742216 | analysis_confidence: 0.131676 | CL: 0.0230403 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s_lower_bl_ret_0 : 0.00256561 + s_upper_bl_ret_0 : 0.00244604 + s_lower_bl_H_1 : 0.00220383 +Epoch: 292 | Train Loss: 0.731908 | Test Loss: 0.72981 | analysis_confidence: 0.131806 | CL: 0.0226788 | ln_CD: 0.044102 | CM: 0.00390997 | Top_Xtr: 0.0206206 | Bot_Xtr: 0.0237431 +Loss contributors: + s_analysis_confidence : 0.193416 + s_ln_CD : 0.155258 + s_CL : 0.142239 + s_CM : 0.0689938 + s_Bot_Xtr : 0.015162 + s_Top_Xtr : 0.0111237 + s_lower_bl_H_0 : 0.00290069 + s_lower_bl_ret_0 : 0.00256742 + s_upper_bl_ret_0 : 0.00245096 + s_lower_bl_H_1 : 0.00219439 +Epoch: 293 | Train Loss: 0.732056 | Test Loss: 0.73505 | analysis_confidence: 0.128983 | CL: 0.0230644 | ln_CD: 0.0462319 | CM: 0.00388177 | Top_Xtr: 0.0202825 | Bot_Xtr: 0.0236773 +Loss contributors: + s_analysis_confidence : 0.193682 + s_ln_CD : 0.160299 + s_CL : 0.143224 + s_CM : 0.0685038 + s_Bot_Xtr : 0.0150928 + s_Top_Xtr : 0.0110255 + s_lower_bl_H_0 : 0.00289869 + s_lower_bl_ret_0 : 0.0025594 + s_upper_bl_ret_0 : 0.00245241 + 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Test Loss: 0.683001 | analysis_confidence: 0.13128 | CL: 0.0210684 | ln_CD: 0.0415726 | CM: 0.00368593 | Top_Xtr: 0.0189108 | Bot_Xtr: 0.0218294 +Loss contributors: + s_analysis_confidence : 0.191567 + s_ln_CD : 0.14405 + s_CL : 0.130464 + s_CM : 0.0639629 + s_Bot_Xtr : 0.013527 + s_Top_Xtr : 0.00996484 + s_lower_bl_ret_0 : 0.00251136 + s_upper_bl_ret_0 : 0.00237163 + s_lower_bl_H_0 : 0.00228125 + s_lower_bl_H_1 : 0.00198895 +Epoch: 960 | Train Loss: 0.680029 | Test Loss: 0.677587 | analysis_confidence: 0.130644 | CL: 0.0212537 | ln_CD: 0.0405667 | CM: 0.0035854 | Top_Xtr: 0.0188823 | Bot_Xtr: 0.022004 +Loss contributors: + s_analysis_confidence : 0.191082 + s_ln_CD : 0.140904 + s_CL : 0.130421 + s_CM : 0.0621288 + s_Bot_Xtr : 0.0135912 + s_Top_Xtr : 0.0099117 + s_lower_bl_ret_0 : 0.00251934 + s_upper_bl_ret_0 : 0.00237422 + s_lower_bl_H_0 : 0.00228412 + s_lower_bl_H_1 : 0.00199243 +Epoch: 961 | Train Loss: 0.680114 | Test Loss: 0.678622 | analysis_confidence: 0.127764 | CL: 0.0210606 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1253 | Train Loss: 0.660327 | Test Loss: 0.661172 | analysis_confidence: 0.128161 | CL: 0.0204081 | ln_CD: 0.0392368 | CM: 0.00348184 | Top_Xtr: 0.0184182 | Bot_Xtr: 0.0213066 +Loss contributors: + s_analysis_confidence : 0.190277 + s_ln_CD : 0.136289 + s_CL : 0.125899 + s_CM : 0.0601184 + s_Bot_Xtr : 0.0131455 + s_Top_Xtr : 0.00960512 + s_lower_bl_ret_0 : 0.00247963 + s_upper_bl_ret_0 : 0.00234984 + s_lower_bl_H_0 : 0.0022306 + s_lower_bl_H_1 : 0.00195991 +Epoch: 1254 | Train Loss: 0.660291 | Test Loss: 0.661265 | analysis_confidence: 0.128386 | CL: 0.0204157 | ln_CD: 0.0392182 | CM: 0.00348495 | Top_Xtr: 0.0183989 | Bot_Xtr: 0.0213089 +Loss contributors: + s_analysis_confidence : 0.190244 + s_ln_CD : 0.136273 + s_CL : 0.125972 + s_CM : 0.0601345 + s_Bot_Xtr : 0.0131615 + s_Top_Xtr : 0.0096017 + s_lower_bl_ret_0 : 0.00248021 + s_upper_bl_ret_0 : 0.00235131 + s_lower_bl_H_0 : 0.00223107 + s_lower_bl_H_1 : 0.00196544 +Epoch: 1255 | Train Loss: 0.6603 | Test Loss: 0.662131 | 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0.00234924 + s_lower_bl_H_0 : 0.00222251 + s_lower_bl_H_1 : 0.00195512 +Epoch: 1338 | Train Loss: 0.658023 | Test Loss: 0.659266 | analysis_confidence: 0.128553 | CL: 0.0203063 | ln_CD: 0.0390528 | CM: 0.00346627 | Top_Xtr: 0.0183535 | Bot_Xtr: 0.0212645 +Loss contributors: + s_analysis_confidence : 0.190199 + s_ln_CD : 0.13569 + s_CL : 0.125349 + s_CM : 0.0598113 + s_Bot_Xtr : 0.0131184 + s_Top_Xtr : 0.00957877 + s_lower_bl_ret_0 : 0.00248007 + s_upper_bl_ret_0 : 0.00234924 + s_lower_bl_H_0 : 0.0022225 + s_lower_bl_H_1 : 0.00195512 +slurmstepd-d-10-8-1: error: *** JOB 25362575 ON d-10-8-1 CANCELLED AT 2024-03-11T16:51:37 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in diff --git a/training/gen2_architecture/log.log-25362579 b/training/gen2_architecture/log.log-25362579 new file mode 100644 index 0000000..3003bb1 --- /dev/null +++ b/training/gen2_architecture/log.log-25362579 @@ -0,0 +1,15815 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1e.csv... + 186284 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2299 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_913_292, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-large.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 3.04081 | Test Loss: 1.85647 | analysis_confidence: 0.20693 | CL: 0.0562098 | ln_CD: 0.106105 | CM: 0.00973649 | Top_Xtr: 0.0618939 | Bot_Xtr: 0.0705494 +Loss contributors: + s_ln_CD : 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129 | Train Loss: 0.625872 | Test Loss: 0.631469 | analysis_confidence: 0.122698 | CL: 0.0201098 | ln_CD: 0.0386072 | CM: 0.00342419 | Top_Xtr: 0.0188065 | Bot_Xtr: 0.0219739 +Loss contributors: + s_analysis_confidence : 0.184588 + s_ln_CD : 0.130748 + s_CL : 0.122345 + s_CM : 0.0582215 + s_Bot_Xtr : 0.013316 + s_Top_Xtr : 0.00960931 + s_lower_bl_ret_0 : 0.00180531 + s_upper_bl_ret_0 : 0.00176394 + s_lower_bl_H_0 : 0.00172451 + s_lower_bl_H_1 : 0.00164887 +Epoch: 130 | Train Loss: 0.625089 | Test Loss: 0.624261 | analysis_confidence: 0.123036 | CL: 0.0201075 | ln_CD: 0.0372794 | CM: 0.00331678 | Top_Xtr: 0.0182122 | Bot_Xtr: 0.0213254 +Loss contributors: + s_analysis_confidence : 0.184746 + s_ln_CD : 0.12664 + s_CL : 0.122386 + s_CM : 0.0564537 + s_Bot_Xtr : 0.013044 + s_Top_Xtr : 0.00934712 + s_lower_bl_ret_0 : 0.00181806 + s_upper_bl_ret_0 : 0.00176976 + s_lower_bl_H_0 : 0.0017266 + s_lower_bl_H_1 : 0.00165427 +Epoch: 131 | Train Loss: 0.624624 | Test Loss: 0.627304 | 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ln_CD: 0.0300393 | CM: 0.00260377 | Top_Xtr: 0.0132291 | Bot_Xtr: 0.0154219 +Loss contributors: + s_analysis_confidence : 0.17868 + s_ln_CD : 0.0997312 + s_CL : 0.0962708 + s_CM : 0.0424306 + s_Bot_Xtr : 0.00870594 + s_Top_Xtr : 0.00616612 + s_lower_bl_ret_0 : 0.00143072 + s_upper_bl_ret_0 : 0.00138455 + s_lower_bl_H_0 : 0.001349 + s_lower_bl_H_2 : 0.00122552 +Epoch: 1118 | Train Loss: 0.509206 | Test Loss: 0.516023 | analysis_confidence: 0.121066 | CL: 0.0162532 | ln_CD: 0.0301405 | CM: 0.00260652 | Top_Xtr: 0.0131471 | Bot_Xtr: 0.0153758 +Loss contributors: + s_analysis_confidence : 0.178759 + s_ln_CD : 0.0996998 + s_CL : 0.0963455 + s_CM : 0.0424683 + s_Bot_Xtr : 0.00868682 + s_Top_Xtr : 0.00612364 + s_lower_bl_ret_0 : 0.00143177 + s_upper_bl_ret_0 : 0.00138762 + s_lower_bl_H_0 : 0.00134979 + s_lower_bl_H_2 : 0.00122075 +Epoch: 1119 | Train Loss: 0.509164 | Test Loss: 0.514797 | analysis_confidence: 0.1209 | CL: 0.0160795 | ln_CD: 0.0298663 | CM: 0.00260346 | Top_Xtr: 0.0131602 | 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ln_CD: 0.0301045 | CM: 0.00261831 | Top_Xtr: 0.0131573 | Bot_Xtr: 0.0153684 +Loss contributors: + s_analysis_confidence : 0.178732 + s_ln_CD : 0.0996397 + s_CL : 0.09569 + s_CM : 0.0425913 + s_Bot_Xtr : 0.00869105 + s_Top_Xtr : 0.00613652 + s_lower_bl_ret_0 : 0.00142531 + s_upper_bl_ret_0 : 0.00138282 + s_lower_bl_H_0 : 0.00134566 + s_lower_bl_H_2 : 0.00122305 +Epoch: 1137 | Train Loss: 0.508858 | Test Loss: 0.514968 | analysis_confidence: 0.12113 | CL: 0.0161092 | ln_CD: 0.0298672 | CM: 0.00261896 | Top_Xtr: 0.0131916 | Bot_Xtr: 0.0154228 +Loss contributors: + s_analysis_confidence : 0.178698 + s_ln_CD : 0.0991645 + s_CL : 0.0958912 + s_CM : 0.0426347 + s_Bot_Xtr : 0.00869505 + s_Top_Xtr : 0.00613819 + s_lower_bl_ret_0 : 0.00142631 + s_upper_bl_ret_0 : 0.00138421 + s_lower_bl_H_0 : 0.00134298 + s_lower_bl_H_2 : 0.00122172 +Epoch: 1138 | Train Loss: 0.508802 | Test Loss: 0.516095 | analysis_confidence: 0.120129 | CL: 0.0162324 | ln_CD: 0.0301057 | CM: 0.00263214 | Top_Xtr: 0.013232 | 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0.0014337 + s_upper_bl_ret_0 : 0.00138925 + s_lower_bl_H_0 : 0.00134893 + s_lower_bl_H_2 : 0.00121842 +Epoch: 1147 | Train Loss: 0.508673 | Test Loss: 0.514856 | analysis_confidence: 0.120077 | CL: 0.0161087 | ln_CD: 0.0300605 | CM: 0.00263278 | Top_Xtr: 0.0131903 | Bot_Xtr: 0.0153879 +Loss contributors: + s_analysis_confidence : 0.178595 + s_ln_CD : 0.0993396 + s_CL : 0.095701 + s_CM : 0.0427683 + s_Bot_Xtr : 0.00868081 + s_Top_Xtr : 0.00613533 + s_lower_bl_ret_0 : 0.0014253 + s_upper_bl_ret_0 : 0.00138339 + s_lower_bl_H_0 : 0.00134255 + s_lower_bl_H_2 : 0.00122406 +Epoch: 1148 | Train Loss: 0.50871 | Test Loss: 0.515008 | analysis_confidence: 0.119817 | CL: 0.0160853 | ln_CD: 0.030029 | CM: 0.00260634 | Top_Xtr: 0.0131508 | Bot_Xtr: 0.015339 +Loss contributors: + s_analysis_confidence : 0.178672 + s_ln_CD : 0.0994693 + s_CL : 0.0958398 + s_CM : 0.0424659 + s_Bot_Xtr : 0.00867253 + s_Top_Xtr : 0.00613089 + s_lower_bl_ret_0 : 0.00142696 + s_upper_bl_ret_0 : 0.00138312 + s_lower_bl_H_0 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| Train Loss: 0.508639 | Test Loss: 0.514796 | analysis_confidence: 0.120051 | CL: 0.0160723 | ln_CD: 0.0299746 | CM: 0.00261402 | Top_Xtr: 0.0131622 | Bot_Xtr: 0.0154073 +Loss contributors: + s_analysis_confidence : 0.178581 + s_ln_CD : 0.099249 + s_CL : 0.0958974 + s_CM : 0.0425314 + s_Bot_Xtr : 0.00867983 + s_Top_Xtr : 0.00612837 + s_lower_bl_ret_0 : 0.00142726 + s_upper_bl_ret_0 : 0.00138488 + s_lower_bl_H_0 : 0.00134657 + s_lower_bl_H_2 : 0.00122294 +Epoch: 1152 | Train Loss: 0.508598 | Test Loss: 0.514537 | analysis_confidence: 0.119257 | CL: 0.016109 | ln_CD: 0.0298692 | CM: 0.00260122 | Top_Xtr: 0.0131544 | Bot_Xtr: 0.0153984 +Loss contributors: + s_analysis_confidence : 0.178828 + s_ln_CD : 0.0991028 + s_CL : 0.0957553 + s_CM : 0.0423537 + s_Bot_Xtr : 0.00867591 + s_Top_Xtr : 0.00611871 + s_lower_bl_ret_0 : 0.00142872 + s_upper_bl_ret_0 : 0.0013862 + s_lower_bl_H_0 : 0.00134751 + s_lower_bl_H_2 : 0.00122555 +Epoch: 1153 | Train Loss: 0.50858 | Test Loss: 0.516168 | 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Loss: 0.515192 | analysis_confidence: 0.12042 | CL: 0.0160625 | ln_CD: 0.030645 | CM: 0.00261365 | Top_Xtr: 0.0131425 | Bot_Xtr: 0.0154096 +Loss contributors: + s_analysis_confidence : 0.178632 + s_ln_CD : 0.100127 + s_CL : 0.0955648 + s_CM : 0.0424964 + s_Bot_Xtr : 0.00867241 + s_Top_Xtr : 0.00611032 + s_lower_bl_ret_0 : 0.00143158 + s_upper_bl_ret_0 : 0.00138844 + s_lower_bl_H_0 : 0.00134569 + s_lower_bl_H_2 : 0.00122109 +Epoch: 1171 | Train Loss: 0.508395 | Test Loss: 0.514669 | analysis_confidence: 0.120243 | CL: 0.0161433 | ln_CD: 0.0298809 | CM: 0.00260685 | Top_Xtr: 0.0131384 | Bot_Xtr: 0.0153539 +Loss contributors: + s_analysis_confidence : 0.178639 + s_ln_CD : 0.0991635 + s_CL : 0.0959491 + s_CM : 0.0424665 + s_Bot_Xtr : 0.00867031 + s_Top_Xtr : 0.00612318 + s_lower_bl_ret_0 : 0.00142606 + s_upper_bl_ret_0 : 0.00138176 + s_lower_bl_H_0 : 0.001346 + s_lower_bl_H_2 : 0.00122138 +Epoch: 1172 | Train Loss: 0.508364 | Test Loss: 0.517623 | analysis_confidence: 0.12087 | CL: 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| Train Loss: 0.508147 | Test Loss: 0.514348 | analysis_confidence: 0.120535 | CL: 0.0160651 | ln_CD: 0.0301487 | CM: 0.00260947 | Top_Xtr: 0.0131679 | Bot_Xtr: 0.0153903 +Loss contributors: + s_analysis_confidence : 0.178698 + s_ln_CD : 0.0992849 + s_CL : 0.0955993 + s_CM : 0.0424206 + s_Bot_Xtr : 0.00867948 + s_Top_Xtr : 0.00612527 + s_lower_bl_ret_0 : 0.00142708 + s_upper_bl_ret_0 : 0.00138404 + s_lower_bl_H_0 : 0.00134476 + s_lower_bl_H_2 : 0.00122084 +Epoch: 1188 | Train Loss: 0.50818 | Test Loss: 0.514444 | analysis_confidence: 0.121372 | CL: 0.0160488 | ln_CD: 0.0300746 | CM: 0.00259626 | Top_Xtr: 0.0131224 | Bot_Xtr: 0.0153196 +Loss contributors: + s_analysis_confidence : 0.178737 + s_ln_CD : 0.0994323 + s_CL : 0.0956319 + s_CM : 0.0422796 + s_Bot_Xtr : 0.00866098 + s_Top_Xtr : 0.00611716 + s_lower_bl_ret_0 : 0.00142605 + s_upper_bl_ret_0 : 0.00138221 + s_lower_bl_H_0 : 0.00134254 + s_lower_bl_H_2 : 0.0012186 +Epoch: 1189 | Train Loss: 0.508147 | Test Loss: 0.513961 | 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s_lower_bl_H_0 : 0.00134009 + s_lower_bl_H_2 : 0.00121675 +Epoch: 1242 | Train Loss: 0.505445 | Test Loss: 0.512061 | analysis_confidence: 0.120187 | CL: 0.0159413 | ln_CD: 0.0296651 | CM: 0.00258086 | Top_Xtr: 0.0130807 | Bot_Xtr: 0.0152823 +Loss contributors: + s_analysis_confidence : 0.17852 + s_ln_CD : 0.09847 + s_CL : 0.0950612 + s_CM : 0.0420261 + s_Bot_Xtr : 0.00863195 + s_Top_Xtr : 0.00608923 + s_lower_bl_ret_0 : 0.00142457 + s_upper_bl_ret_0 : 0.00138018 + s_lower_bl_H_0 : 0.00134098 + s_lower_bl_H_2 : 0.00121635 +Epoch: 1243 | Train Loss: 0.505436 | Test Loss: 0.51192 | analysis_confidence: 0.12009 | CL: 0.0159375 | ln_CD: 0.0296227 | CM: 0.00258152 | Top_Xtr: 0.0130784 | Bot_Xtr: 0.0152845 +Loss contributors: + s_analysis_confidence : 0.178512 + s_ln_CD : 0.0983743 + s_CL : 0.0950259 + s_CM : 0.0420259 + s_Bot_Xtr : 0.00863282 + s_Top_Xtr : 0.00608966 + s_lower_bl_ret_0 : 0.00142465 + s_upper_bl_ret_0 : 0.00138052 + s_lower_bl_H_0 : 0.00134071 + s_lower_bl_H_2 : 0.00121564 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s_lower_bl_H_0 : 0.00134025 + s_lower_bl_H_2 : 0.00121648 +Epoch: 1263 | Train Loss: 0.505151 | Test Loss: 0.511813 | analysis_confidence: 0.120463 | CL: 0.0159288 | ln_CD: 0.0295933 | CM: 0.00257919 | Top_Xtr: 0.0130693 | Bot_Xtr: 0.0152804 +Loss contributors: + s_analysis_confidence : 0.178521 + s_ln_CD : 0.0983422 + s_CL : 0.0949923 + s_CM : 0.0420007 + s_Bot_Xtr : 0.00863061 + s_Top_Xtr : 0.00608574 + s_lower_bl_ret_0 : 0.00142472 + s_upper_bl_ret_0 : 0.00138051 + s_lower_bl_H_0 : 0.00134024 + s_lower_bl_H_2 : 0.00121666 +Epoch: 1264 | Train Loss: 0.505144 | Test Loss: 0.511823 | analysis_confidence: 0.120385 | CL: 0.0159344 | ln_CD: 0.0295962 | CM: 0.00257952 | Top_Xtr: 0.0130692 | Bot_Xtr: 0.0152818 +Loss contributors: + s_analysis_confidence : 0.178515 + s_ln_CD : 0.0983452 + s_CL : 0.0950029 + s_CM : 0.0420044 + s_Bot_Xtr : 0.00863056 + s_Top_Xtr : 0.00608553 + s_lower_bl_ret_0 : 0.00142446 + s_upper_bl_ret_0 : 0.00138032 + s_lower_bl_H_0 : 0.00134033 + s_lower_bl_H_2 : 0.00121633 +Epoch: 1265 | Train Loss: 0.505147 | Test Loss: 0.511814 | analysis_confidence: 0.120411 | CL: 0.0159319 | ln_CD: 0.0295923 | CM: 0.00257926 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.015281 +Loss contributors: + s_analysis_confidence : 0.178516 + s_ln_CD : 0.098341 + s_CL : 0.0949982 + s_CM : 0.042002 + s_Bot_Xtr : 0.00863087 + s_Top_Xtr : 0.00608606 + s_lower_bl_ret_0 : 0.00142463 + s_upper_bl_ret_0 : 0.00138033 + s_lower_bl_H_0 : 0.00134031 + s_lower_bl_H_2 : 0.0012164 +Epoch: 1266 | Train Loss: 0.505143 | Test Loss: 0.511831 | analysis_confidence: 0.120425 | CL: 0.0159291 | ln_CD: 0.0296094 | CM: 0.00257924 | Top_Xtr: 0.0130712 | Bot_Xtr: 0.0152798 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.098355 + s_CL : 0.0950005 + s_CM : 0.0420022 + s_Bot_Xtr : 0.00863121 + s_Top_Xtr : 0.00608665 + s_lower_bl_ret_0 : 0.00142447 + s_upper_bl_ret_0 : 0.00138028 + s_lower_bl_H_0 : 0.00134025 + s_lower_bl_H_2 : 0.00121619 +Epoch: 1267 | Train Loss: 0.505143 | Test Loss: 0.51183 | analysis_confidence: 0.120411 | CL: 0.0159295 | ln_CD: 0.0295968 | CM: 0.00257926 | Top_Xtr: 0.0130684 | Bot_Xtr: 0.0152811 +Loss contributors: + s_analysis_confidence : 0.178518 + s_ln_CD : 0.0983496 + s_CL : 0.0950029 + s_CM : 0.0420017 + s_Bot_Xtr : 0.00863072 + s_Top_Xtr : 0.00608515 + s_lower_bl_ret_0 : 0.00142472 + s_upper_bl_ret_0 : 0.00138066 + s_lower_bl_H_0 : 0.00134018 + s_lower_bl_H_2 : 0.00121632 +Epoch: 1268 | Train Loss: 0.505144 | Test Loss: 0.511824 | analysis_confidence: 0.120379 | CL: 0.0159297 | ln_CD: 0.0296046 | CM: 0.00257928 | Top_Xtr: 0.01307 | Bot_Xtr: 0.0152805 +Loss contributors: + s_analysis_confidence : 0.178516 + s_ln_CD : 0.0983531 + s_CL : 0.0949962 + s_CM : 0.0420017 + s_Bot_Xtr : 0.00863029 + s_Top_Xtr : 0.00608606 + s_lower_bl_ret_0 : 0.00142461 + s_upper_bl_ret_0 : 0.00138033 + s_lower_bl_H_0 : 0.00134015 + s_lower_bl_H_2 : 0.00121659 +Epoch: 1269 | Train Loss: 0.505144 | Test Loss: 0.511814 | analysis_confidence: 0.120415 | CL: 0.0159232 | ln_CD: 0.0295992 | CM: 0.00257896 | Top_Xtr: 0.0130696 | Bot_Xtr: 0.0152813 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983441 + s_CL : 0.094995 + s_CM : 0.0420018 + s_Bot_Xtr : 0.00863098 + s_Top_Xtr : 0.00608548 + s_lower_bl_ret_0 : 0.00142457 + s_upper_bl_ret_0 : 0.00138046 + s_lower_bl_H_0 : 0.00134018 + s_lower_bl_H_2 : 0.00121633 +Epoch: 1270 | Train Loss: 0.505143 | Test Loss: 0.511823 | analysis_confidence: 0.120468 | CL: 0.0159305 | ln_CD: 0.0296037 | CM: 0.00257952 | Top_Xtr: 0.0130705 | Bot_Xtr: 0.0152796 +Loss contributors: + s_analysis_confidence : 0.17852 + s_ln_CD : 0.0983509 + s_CL : 0.094993 + s_CM : 0.0420043 + s_Bot_Xtr : 0.00863027 + s_Top_Xtr : 0.00608606 + s_lower_bl_ret_0 : 0.00142459 + s_upper_bl_ret_0 : 0.0013804 + s_lower_bl_H_0 : 0.00134027 + s_lower_bl_H_2 : 0.00121661 +Epoch: 1271 | Train Loss: 0.505142 | Test Loss: 0.511826 | analysis_confidence: 0.120371 | CL: 0.015925 | ln_CD: 0.0296005 | CM: 0.00257919 | Top_Xtr: 0.0130688 | Bot_Xtr: 0.0152807 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983503 + s_CL : 0.0949978 + s_CM : 0.0420065 + s_Bot_Xtr : 0.00863044 + s_Top_Xtr : 0.00608552 + s_lower_bl_ret_0 : 0.00142475 + s_upper_bl_ret_0 : 0.00138052 + s_lower_bl_H_0 : 0.00134027 + s_lower_bl_H_2 : 0.00121627 +Epoch: 1272 | Train Loss: 0.505141 | Test Loss: 0.511815 | analysis_confidence: 0.12038 | CL: 0.0159238 | ln_CD: 0.029594 | CM: 0.00257932 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152797 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983451 + s_CL : 0.0949961 + s_CM : 0.042002 + s_Bot_Xtr : 0.00863048 + s_Top_Xtr : 0.00608609 + s_lower_bl_ret_0 : 0.00142454 + s_upper_bl_ret_0 : 0.0013804 + s_lower_bl_H_0 : 0.0013402 + s_lower_bl_H_2 : 0.00121642 +Epoch 01273: reducing learning rate of group 0 to 1.0000e-08. +Epoch: 1273 | Train Loss: 0.505113 | Test Loss: 0.511812 | analysis_confidence: 0.120407 | CL: 0.0159262 | ln_CD: 0.0295946 | CM: 0.00257902 | Top_Xtr: 0.0130698 | Bot_Xtr: 0.0152802 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983438 + s_CL : 0.0949947 + s_CM : 0.0420011 + s_Bot_Xtr : 0.00863046 + s_Top_Xtr : 0.00608601 + s_lower_bl_ret_0 : 0.00142457 + s_upper_bl_ret_0 : 0.00138041 + s_lower_bl_H_0 : 0.0013402 + s_lower_bl_H_2 : 0.00121648 +Epoch: 1274 | Train Loss: 0.50511 | Test Loss: 0.511812 | analysis_confidence: 0.120414 | CL: 0.0159263 | ln_CD: 0.0295946 | CM: 0.00257904 | Top_Xtr: 0.0130698 | Bot_Xtr: 0.0152805 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983438 + s_CL : 0.0949946 + s_CM : 0.0420011 + s_Bot_Xtr : 0.00863048 + s_Top_Xtr : 0.00608597 + s_lower_bl_ret_0 : 0.0014246 + s_upper_bl_ret_0 : 0.00138042 + s_lower_bl_H_0 : 0.00134019 + s_lower_bl_H_2 : 0.00121648 +Epoch: 1275 | Train Loss: 0.505111 | Test Loss: 0.511812 | analysis_confidence: 0.120419 | CL: 0.0159259 | ln_CD: 0.0295947 | CM: 0.00257898 | Top_Xtr: 0.0130698 | Bot_Xtr: 0.015281 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983438 + s_CL : 0.0949946 + s_CM : 0.0420011 + s_Bot_Xtr : 0.00863052 + s_Top_Xtr : 0.00608596 + s_lower_bl_ret_0 : 0.00142461 + s_upper_bl_ret_0 : 0.00138043 + s_lower_bl_H_0 : 0.0013402 + s_lower_bl_H_2 : 0.00121647 +Epoch: 1276 | Train Loss: 0.505114 | Test Loss: 0.511813 | analysis_confidence: 0.12042 | CL: 0.015927 | ln_CD: 0.0295947 | CM: 0.00257908 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152804 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983441 + s_CL : 0.0949949 + s_CM : 0.0420012 + s_Bot_Xtr : 0.00863049 + s_Top_Xtr : 0.00608592 + s_lower_bl_ret_0 : 0.0014246 + s_upper_bl_ret_0 : 0.00138041 + s_lower_bl_H_0 : 0.0013402 + s_lower_bl_H_2 : 0.00121648 +Epoch: 1277 | Train Loss: 0.505111 | Test Loss: 0.511811 | analysis_confidence: 0.120423 | CL: 0.0159264 | ln_CD: 0.0295948 | CM: 0.00257908 | Top_Xtr: 0.0130698 | Bot_Xtr: 0.0152802 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983436 + s_CL : 0.0949942 + s_CM : 0.042001 + s_Bot_Xtr : 0.00863047 + s_Top_Xtr : 0.006086 + s_lower_bl_ret_0 : 0.00142459 + s_upper_bl_ret_0 : 0.00138043 + s_lower_bl_H_0 : 0.00134019 + s_lower_bl_H_2 : 0.0012165 +Epoch: 1278 | Train Loss: 0.50511 | Test Loss: 0.511812 | analysis_confidence: 0.120425 | CL: 0.0159272 | ln_CD: 0.029595 | CM: 0.00257909 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152801 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.098344 + s_CL : 0.0949945 + s_CM : 0.0420009 + s_Bot_Xtr : 0.00863049 + s_Top_Xtr : 0.00608595 + s_lower_bl_ret_0 : 0.00142459 + s_upper_bl_ret_0 : 0.00138043 + s_lower_bl_H_0 : 0.00134019 + s_lower_bl_H_2 : 0.0012165 +Epoch: 1279 | Train Loss: 0.50511 | Test Loss: 0.511813 | analysis_confidence: 0.120424 | CL: 0.0159276 | ln_CD: 0.0295967 | CM: 0.00257908 | Top_Xtr: 0.0130698 | Bot_Xtr: 0.0152798 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983455 + s_CL : 0.0949945 + s_CM : 0.042001 + s_Bot_Xtr : 0.00863049 + s_Top_Xtr : 0.00608598 + s_lower_bl_ret_0 : 0.00142458 + s_upper_bl_ret_0 : 0.00138041 + s_lower_bl_H_0 : 0.00134019 + s_lower_bl_H_2 : 0.00121651 +Epoch: 1280 | Train Loss: 0.50511 | Test Loss: 0.511813 | analysis_confidence: 0.120428 | CL: 0.0159271 | ln_CD: 0.0295965 | CM: 0.00257906 | Top_Xtr: 0.0130698 | Bot_Xtr: 0.0152799 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983456 + s_CL : 0.0949945 + s_CM : 0.042001 + s_Bot_Xtr : 0.00863051 + s_Top_Xtr : 0.00608598 + s_lower_bl_ret_0 : 0.00142458 + s_upper_bl_ret_0 : 0.00138041 + s_lower_bl_H_0 : 0.00134019 + s_lower_bl_H_2 : 0.00121651 +Epoch: 1281 | Train Loss: 0.50511 | Test Loss: 0.511815 | analysis_confidence: 0.12043 | CL: 0.0159273 | ln_CD: 0.0295968 | CM: 0.00257896 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152805 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983464 + s_CL : 0.0949951 + s_CM : 0.0420011 + s_Bot_Xtr : 0.00863055 + s_Top_Xtr : 0.00608595 + s_lower_bl_ret_0 : 0.0014246 + s_upper_bl_ret_0 : 0.00138041 + s_lower_bl_H_0 : 0.00134018 + s_lower_bl_H_2 : 0.00121649 +Epoch: 1282 | Train Loss: 0.505109 | Test Loss: 0.511814 | analysis_confidence: 0.120433 | CL: 0.0159279 | ln_CD: 0.029596 | CM: 0.00257909 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152805 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983454 + s_CL : 0.0949946 + s_CM : 0.0420012 + s_Bot_Xtr : 0.00863057 + s_Top_Xtr : 0.00608596 + s_lower_bl_ret_0 : 0.00142458 + s_upper_bl_ret_0 : 0.00138043 + s_lower_bl_H_0 : 0.00134019 + s_lower_bl_H_2 : 0.00121649 +Epoch: 1283 | Train Loss: 0.505109 | Test Loss: 0.511813 | analysis_confidence: 0.120434 | CL: 0.0159266 | ln_CD: 0.0295957 | CM: 0.00257907 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152802 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983451 + s_CL : 0.0949944 + s_CM : 0.0420013 + s_Bot_Xtr : 0.00863055 + s_Top_Xtr : 0.00608596 + s_lower_bl_ret_0 : 0.00142459 + s_upper_bl_ret_0 : 0.00138042 + s_lower_bl_H_0 : 0.00134018 + s_lower_bl_H_2 : 0.00121649 +Epoch: 1284 | Train Loss: 0.505112 | Test Loss: 0.511814 | analysis_confidence: 0.120428 | CL: 0.0159282 | ln_CD: 0.0295966 | CM: 0.00257916 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152802 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983456 + s_CL : 0.0949948 + s_CM : 0.0420013 + s_Bot_Xtr : 0.00863053 + s_Top_Xtr : 0.00608596 + s_lower_bl_ret_0 : 0.00142459 + s_upper_bl_ret_0 : 0.00138039 + s_lower_bl_H_0 : 0.00134019 + s_lower_bl_H_2 : 0.0012165 +Epoch: 1285 | Train Loss: 0.505116 | Test Loss: 0.511814 | analysis_confidence: 0.12043 | CL: 0.0159263 | ln_CD: 0.0295966 | CM: 0.00257898 | Top_Xtr: 0.0130696 | Bot_Xtr: 0.0152803 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983464 + s_CL : 0.0949945 + s_CM : 0.0420013 + s_Bot_Xtr : 0.00863057 + s_Top_Xtr : 0.0060859 + s_lower_bl_ret_0 : 0.00142458 + s_upper_bl_ret_0 : 0.0013804 + s_lower_bl_H_0 : 0.00134018 + s_lower_bl_H_2 : 0.0012165 +Epoch: 1286 | Train Loss: 0.50511 | Test Loss: 0.511812 | analysis_confidence: 0.120431 | CL: 0.0159267 | ln_CD: 0.0295963 | CM: 0.00257902 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152798 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983452 + s_CL : 0.0949941 + s_CM : 0.0420009 + s_Bot_Xtr : 0.00863054 + s_Top_Xtr : 0.00608594 + s_lower_bl_ret_0 : 0.00142458 + s_upper_bl_ret_0 : 0.00138041 + s_lower_bl_H_0 : 0.00134019 + s_lower_bl_H_2 : 0.00121651 +Epoch: 1287 | Train Loss: 0.505109 | Test Loss: 0.511815 | analysis_confidence: 0.120431 | CL: 0.015927 | ln_CD: 0.0295976 | CM: 0.00257911 | Top_Xtr: 0.0130696 | Bot_Xtr: 0.0152799 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983473 + s_CL : 0.0949946 + s_CM : 0.0420012 + s_Bot_Xtr : 0.00863051 + s_Top_Xtr : 0.00608594 + s_lower_bl_ret_0 : 0.00142457 + s_upper_bl_ret_0 : 0.00138041 + s_lower_bl_H_0 : 0.00134018 + s_lower_bl_H_2 : 0.0012165 +Epoch: 1288 | Train Loss: 0.505109 | Test Loss: 0.511813 | analysis_confidence: 0.120435 | CL: 0.0159271 | ln_CD: 0.0295954 | CM: 0.00257906 | Top_Xtr: 0.0130696 | Bot_Xtr: 0.0152807 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983451 + s_CL : 0.0949947 + s_CM : 0.0420011 + s_Bot_Xtr : 0.00863059 + s_Top_Xtr : 0.00608591 + s_lower_bl_ret_0 : 0.00142458 + s_upper_bl_ret_0 : 0.00138044 + s_lower_bl_H_0 : 0.00134019 + s_lower_bl_H_2 : 0.0012165 +Epoch: 1289 | Train Loss: 0.505109 | Test Loss: 0.511815 | analysis_confidence: 0.120437 | CL: 0.0159273 | ln_CD: 0.0295972 | CM: 0.00257903 | Top_Xtr: 0.0130698 | Bot_Xtr: 0.0152798 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983466 + s_CL : 0.094995 + s_CM : 0.0420008 + s_Bot_Xtr : 0.00863054 + s_Top_Xtr : 0.00608598 + s_lower_bl_ret_0 : 0.00142458 + s_upper_bl_ret_0 : 0.00138041 + s_lower_bl_H_0 : 0.00134018 + s_lower_bl_H_2 : 0.0012165 +Epoch: 1290 | Train Loss: 0.505109 | Test Loss: 0.511813 | analysis_confidence: 0.12044 | CL: 0.0159262 | ln_CD: 0.0295957 | CM: 0.00257907 | Top_Xtr: 0.0130698 | Bot_Xtr: 0.01528 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983451 + s_CL : 0.0949943 + s_CM : 0.0420008 + s_Bot_Xtr : 0.00863052 + s_Top_Xtr : 0.006086 + s_lower_bl_ret_0 : 0.00142458 + s_upper_bl_ret_0 : 0.00138042 + s_lower_bl_H_0 : 0.00134018 + s_lower_bl_H_2 : 0.0012165 +Epoch: 1291 | Train Loss: 0.50511 | Test Loss: 0.511814 | analysis_confidence: 0.120439 | CL: 0.0159283 | ln_CD: 0.0295968 | CM: 0.00257909 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152802 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.098346 + s_CL : 0.0949948 + s_CM : 0.042001 + s_Bot_Xtr : 0.00863055 + s_Top_Xtr : 0.00608598 + s_lower_bl_ret_0 : 0.00142457 + s_upper_bl_ret_0 : 0.00138042 + s_lower_bl_H_0 : 0.00134019 + s_lower_bl_H_2 : 0.0012165 +Epoch: 1292 | Train Loss: 0.505109 | Test Loss: 0.511812 | analysis_confidence: 0.120437 | CL: 0.0159264 | ln_CD: 0.0295952 | CM: 0.00257903 | Top_Xtr: 0.0130695 | Bot_Xtr: 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0.00138041 + s_lower_bl_H_0 : 0.00134019 + s_lower_bl_H_2 : 0.00121648 +Epoch: 1301 | Train Loss: 0.50511 | Test Loss: 0.511816 | analysis_confidence: 0.120438 | CL: 0.0159271 | ln_CD: 0.0295977 | CM: 0.00257905 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152804 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983476 + s_CL : 0.094995 + s_CM : 0.0420009 + s_Bot_Xtr : 0.00863063 + s_Top_Xtr : 0.006086 + s_lower_bl_ret_0 : 0.00142456 + s_upper_bl_ret_0 : 0.00138039 + s_lower_bl_H_0 : 0.00134019 + s_lower_bl_H_2 : 0.00121647 +Epoch: 1302 | Train Loss: 0.505111 | Test Loss: 0.511816 | analysis_confidence: 0.120439 | CL: 0.0159278 | ln_CD: 0.0295973 | CM: 0.00257903 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152804 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983474 + s_CL : 0.094995 + s_CM : 0.0420011 + s_Bot_Xtr : 0.00863061 + s_Top_Xtr : 0.00608601 + s_lower_bl_ret_0 : 0.00142456 + s_upper_bl_ret_0 : 0.00138041 + s_lower_bl_H_0 : 0.00134019 + s_lower_bl_H_2 : 0.00121647 +Epoch: 1303 | Train Loss: 0.505109 | Test Loss: 0.511815 | analysis_confidence: 0.120439 | CL: 0.0159266 | ln_CD: 0.0295965 | CM: 0.00257902 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152804 +Loss contributors: + s_analysis_confidence : 0.178516 + s_ln_CD : 0.0983465 + s_CL : 0.0949953 + s_CM : 0.0420009 + s_Bot_Xtr : 0.00863066 + s_Top_Xtr : 0.00608603 + s_lower_bl_ret_0 : 0.00142456 + s_upper_bl_ret_0 : 0.00138041 + s_lower_bl_H_0 : 0.00134019 + s_lower_bl_H_2 : 0.00121646 +Epoch: 1304 | Train Loss: 0.505109 | Test Loss: 0.511816 | analysis_confidence: 0.120439 | CL: 0.0159258 | ln_CD: 0.0295972 | CM: 0.002579 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152803 +Loss contributors: + s_analysis_confidence : 0.178516 + s_ln_CD : 0.0983476 + s_CL : 0.0949951 + s_CM : 0.042001 + s_Bot_Xtr : 0.00863066 + s_Top_Xtr : 0.00608603 + s_lower_bl_ret_0 : 0.00142456 + s_upper_bl_ret_0 : 0.00138039 + s_lower_bl_H_0 : 0.00134018 + s_lower_bl_H_2 : 0.00121648 +Epoch: 1305 | Train Loss: 0.50511 | Test 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0.0159281 | ln_CD: 0.029597 | CM: 0.00257912 | Top_Xtr: 0.0130696 | Bot_Xtr: 0.0152801 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983468 + s_CL : 0.0949952 + s_CM : 0.0420007 + s_Bot_Xtr : 0.00863063 + s_Top_Xtr : 0.00608601 + s_lower_bl_ret_0 : 0.00142455 + s_upper_bl_ret_0 : 0.00138039 + s_lower_bl_H_0 : 0.00134018 + s_lower_bl_H_2 : 0.00121649 +Epoch: 1308 | Train Loss: 0.505112 | Test Loss: 0.511816 | analysis_confidence: 0.120445 | CL: 0.0159272 | ln_CD: 0.0295976 | CM: 0.00257902 | Top_Xtr: 0.0130698 | Bot_Xtr: 0.0152799 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983478 + s_CL : 0.0949953 + s_CM : 0.0420008 + s_Bot_Xtr : 0.00863059 + s_Top_Xtr : 0.00608607 + s_lower_bl_ret_0 : 0.00142455 + s_upper_bl_ret_0 : 0.00138038 + s_lower_bl_H_0 : 0.00134018 + s_lower_bl_H_2 : 0.0012165 +Epoch: 1309 | Train Loss: 0.50511 | Test Loss: 0.511814 | analysis_confidence: 0.120441 | CL: 0.0159271 | ln_CD: 0.0295955 | CM: 0.00257911 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152801 +Loss contributors: + s_analysis_confidence : 0.178516 + s_ln_CD : 0.098346 + s_CL : 0.0949946 + s_CM : 0.0420012 + s_Bot_Xtr : 0.00863061 + s_Top_Xtr : 0.00608601 + s_lower_bl_ret_0 : 0.00142455 + s_upper_bl_ret_0 : 0.00138039 + s_lower_bl_H_0 : 0.00134018 + s_lower_bl_H_2 : 0.0012165 +Epoch: 1310 | Train Loss: 0.505109 | Test Loss: 0.511815 | analysis_confidence: 0.120441 | CL: 0.0159278 | ln_CD: 0.0295962 | CM: 0.00257901 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152799 +Loss contributors: + s_analysis_confidence : 0.178517 + s_ln_CD : 0.0983467 + s_CL : 0.0949949 + s_CM : 0.042001 + s_Bot_Xtr : 0.00863061 + s_Top_Xtr : 0.00608602 + s_lower_bl_ret_0 : 0.00142457 + s_upper_bl_ret_0 : 0.00138041 + s_lower_bl_H_0 : 0.00134018 + s_lower_bl_H_2 : 0.00121649 +Epoch: 1311 | Train Loss: 0.50511 | Test Loss: 0.511816 | analysis_confidence: 0.12044 | CL: 0.0159267 | ln_CD: 0.0295972 | CM: 0.00257906 | Top_Xtr: 0.0130697 | Bot_Xtr: 0.0152802 +Loss contributors: + s_analysis_confidence : 0.178516 + s_ln_CD : 0.0983475 + s_CL : 0.0949954 + s_CM : 0.0420009 + s_Bot_Xtr : 0.00863063 + s_Top_Xtr : 0.00608602 + s_lower_bl_ret_0 : 0.00142456 + s_upper_bl_ret_0 : 0.00138039 + s_lower_bl_H_0 : 0.00134018 + s_lower_bl_H_2 : 0.00121649 +slurmstepd-d-12-9-1: error: *** JOB 25362579 ON d-12-9-1 CANCELLED AT 2024-03-11T16:51:37 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in + net.train() + File "/state/partition1/llgrid/pkg/anaconda/anaconda3-2023a-pytorch/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 634, in __next__ diff --git a/training/gen2_architecture/log.log-25362580 b/training/gen2_architecture/log.log-25362580 new file mode 100644 index 0000000..4602720 --- /dev/null +++ b/training/gen2_architecture/log.log-25362580 @@ -0,0 +1,15767 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1e.csv... + 186284 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2299 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_913_292, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 2.48874 | Test Loss: 1.55925 | analysis_confidence: 0.183801 | CL: 0.0489083 | ln_CD: 0.0942098 | CM: 0.00828031 | Top_Xtr: 0.0458252 | Bot_Xtr: 0.0539567 +Loss contributors: + s_ln_CD : 0.423514 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CL: 0.0137478 | ln_CD: 0.0246891 | CM: 0.00211623 | Top_Xtr: 0.00959608 | Bot_Xtr: 0.0114413 +Loss contributors: + s_analysis_confidence : 0.172834 + s_ln_CD : 0.0828022 + s_CL : 0.0813107 + s_CM : 0.033446 + s_Bot_Xtr : 0.00614844 + s_Top_Xtr : 0.00417296 + s_upper_bl_H_31 : 0.000867191 + s_lower_bl_H_31 : 0.000865615 + s_lower_bl_H_1 : 0.000793173 + s_lower_bl_H_2 : 0.000791462 +Epoch: 681 | Train Loss: 0.425967 | Test Loss: 0.43735 | analysis_confidence: 0.116758 | CL: 0.0137119 | ln_CD: 0.0248118 | CM: 0.00211809 | Top_Xtr: 0.00961169 | Bot_Xtr: 0.0113971 +Loss contributors: + s_analysis_confidence : 0.172861 + s_ln_CD : 0.0835548 + s_CL : 0.0812665 + s_CM : 0.0334267 + s_Bot_Xtr : 0.0061818 + s_Top_Xtr : 0.00421807 + s_upper_bl_H_31 : 0.000867478 + s_lower_bl_H_31 : 0.00086526 + s_lower_bl_H_1 : 0.00079241 + s_lower_bl_H_2 : 0.000784727 +Epoch: 682 | Train Loss: 0.42597 | Test Loss: 0.436783 | analysis_confidence: 0.116519 | CL: 0.0137204 | ln_CD: 0.0248497 | CM: 0.00213003 | 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s_lower_bl_H_2 : 0.000774628 +Epoch: 1025 | Train Loss: 0.41897 | Test Loss: 0.431777 | analysis_confidence: 0.116437 | CL: 0.0134216 | ln_CD: 0.0241912 | CM: 0.0020728 | Top_Xtr: 0.00937953 | Bot_Xtr: 0.0111562 +Loss contributors: + s_analysis_confidence : 0.172479 + s_ln_CD : 0.0814784 + s_CL : 0.0798321 + s_CM : 0.032726 + s_Bot_Xtr : 0.00605179 + s_Top_Xtr : 0.00410408 + s_upper_bl_H_31 : 0.000850124 + s_lower_bl_H_31 : 0.000847848 + s_lower_bl_H_1 : 0.000783881 + s_lower_bl_H_2 : 0.000774626 +Epoch: 1026 | Train Loss: 0.418972 | Test Loss: 0.431775 | analysis_confidence: 0.11642 | CL: 0.0134196 | ln_CD: 0.024191 | CM: 0.00207272 | Top_Xtr: 0.00937937 | Bot_Xtr: 0.0111564 +Loss contributors: + s_analysis_confidence : 0.172478 + s_ln_CD : 0.0814781 + s_CL : 0.0798315 + s_CM : 0.0327259 + s_Bot_Xtr : 0.00605171 + s_Top_Xtr : 0.00410416 + s_upper_bl_H_31 : 0.000850117 + s_lower_bl_H_31 : 0.000847807 + s_lower_bl_H_1 : 0.000783883 + s_lower_bl_H_2 : 0.000774605 +Epoch: 1027 | Train 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ln_CD: 0.0241914 | CM: 0.00207264 | Top_Xtr: 0.0093794 | Bot_Xtr: 0.0111563 +Loss contributors: + s_analysis_confidence : 0.172478 + s_ln_CD : 0.0814799 + s_CL : 0.0798311 + s_CM : 0.0327259 + s_Bot_Xtr : 0.00605178 + s_Top_Xtr : 0.00410418 + s_upper_bl_H_31 : 0.000850109 + s_lower_bl_H_31 : 0.000847816 + s_lower_bl_H_1 : 0.000783877 + s_lower_bl_H_2 : 0.000774602 +Epoch: 1032 | Train Loss: 0.418971 | Test Loss: 0.431776 | analysis_confidence: 0.116418 | CL: 0.0134175 | ln_CD: 0.0241919 | CM: 0.00207244 | Top_Xtr: 0.00937931 | Bot_Xtr: 0.0111562 +Loss contributors: + s_analysis_confidence : 0.172478 + s_ln_CD : 0.0814798 + s_CL : 0.0798312 + s_CM : 0.032726 + s_Bot_Xtr : 0.00605177 + s_Top_Xtr : 0.00410417 + s_upper_bl_H_31 : 0.000850119 + s_lower_bl_H_31 : 0.000847824 + s_lower_bl_H_1 : 0.00078388 + s_lower_bl_H_2 : 0.000774606 +Epoch: 1033 | Train Loss: 0.418971 | Test Loss: 0.431777 | analysis_confidence: 0.116429 | CL: 0.0134172 | ln_CD: 0.02419 | CM: 0.0020725 | Top_Xtr: 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s_lower_bl_H_31 : 0.000847856 + s_lower_bl_H_1 : 0.000783941 + s_lower_bl_H_2 : 0.000774659 +Epoch: 1149 | Train Loss: 0.41897 | Test Loss: 0.431779 | analysis_confidence: 0.116429 | CL: 0.0134163 | ln_CD: 0.0241915 | CM: 0.00207253 | Top_Xtr: 0.00937975 | Bot_Xtr: 0.0111566 +Loss contributors: + s_analysis_confidence : 0.172478 + s_ln_CD : 0.081482 + s_CL : 0.0798312 + s_CM : 0.0327261 + s_Bot_Xtr : 0.00605176 + s_Top_Xtr : 0.00410429 + s_upper_bl_H_31 : 0.000850117 + s_lower_bl_H_31 : 0.000847828 + s_lower_bl_H_1 : 0.000783948 + s_lower_bl_H_2 : 0.00077468 +Epoch: 1150 | Train Loss: 0.418971 | Test Loss: 0.431781 | analysis_confidence: 0.116442 | CL: 0.0134196 | ln_CD: 0.0241923 | CM: 0.00207266 | Top_Xtr: 0.00937946 | Bot_Xtr: 0.0111561 +Loss contributors: + s_analysis_confidence : 0.172478 + s_ln_CD : 0.0814822 + s_CL : 0.0798327 + s_CM : 0.0327265 + s_Bot_Xtr : 0.00605173 + s_Top_Xtr : 0.00410426 + s_upper_bl_H_31 : 0.00085011 + s_lower_bl_H_31 : 0.000847807 + s_lower_bl_H_1 : 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Loss: 0.418972 | Test Loss: 0.431782 | analysis_confidence: 0.116423 | CL: 0.0134174 | ln_CD: 0.0241934 | CM: 0.00207247 | Top_Xtr: 0.00937973 | Bot_Xtr: 0.0111561 +Loss contributors: + s_analysis_confidence : 0.172477 + s_ln_CD : 0.0814843 + s_CL : 0.0798319 + s_CM : 0.0327268 + s_Bot_Xtr : 0.00605172 + s_Top_Xtr : 0.00410438 + s_upper_bl_H_31 : 0.000850122 + s_lower_bl_H_31 : 0.000847821 + s_lower_bl_H_1 : 0.000783974 + s_lower_bl_H_2 : 0.000774668 +Epoch: 1299 | Train Loss: 0.41897 | Test Loss: 0.431785 | analysis_confidence: 0.116439 | CL: 0.0134202 | ln_CD: 0.0241945 | CM: 0.00207264 | Top_Xtr: 0.00937967 | Bot_Xtr: 0.0111564 +Loss contributors: + s_analysis_confidence : 0.172478 + s_ln_CD : 0.0814859 + s_CL : 0.0798323 + s_CM : 0.0327265 + s_Bot_Xtr : 0.00605172 + s_Top_Xtr : 0.0041044 + s_upper_bl_H_31 : 0.000850111 + s_lower_bl_H_31 : 0.000847831 + s_lower_bl_H_1 : 0.000783969 + s_lower_bl_H_2 : 0.00077466 +Epoch: 1300 | Train Loss: 0.418971 | Test Loss: 0.431783 | analysis_confidence: 0.116431 | CL: 0.0134186 | ln_CD: 0.0241935 | CM: 0.00207271 | Top_Xtr: 0.00937967 | Bot_Xtr: 0.0111563 +Loss contributors: + s_analysis_confidence : 0.172478 + s_ln_CD : 0.0814852 + s_CL : 0.079832 + s_CM : 0.0327265 + s_Bot_Xtr : 0.00605173 + s_Top_Xtr : 0.00410442 + s_upper_bl_H_31 : 0.000850097 + s_lower_bl_H_31 : 0.000847809 + s_lower_bl_H_1 : 0.000783976 + s_lower_bl_H_2 : 0.000774678 +Epoch: 1301 | Train Loss: 0.41897 | Test Loss: 0.431785 | analysis_confidence: 0.116438 | CL: 0.0134204 | ln_CD: 0.0241954 | CM: 0.00207275 | Top_Xtr: 0.00938029 | Bot_Xtr: 0.0111568 +Loss contributors: + s_analysis_confidence : 0.172478 + s_ln_CD : 0.0814858 + s_CL : 0.0798326 + s_CM : 0.0327267 + s_Bot_Xtr : 0.00605184 + s_Top_Xtr : 0.00410444 + s_upper_bl_H_31 : 0.000850103 + s_lower_bl_H_31 : 0.000847832 + s_lower_bl_H_1 : 0.000783982 + s_lower_bl_H_2 : 0.000774691 +Epoch: 1302 | Train Loss: 0.41897 | Test Loss: 0.431783 | analysis_confidence: 0.116436 | CL: 0.0134174 | ln_CD: 0.0241939 | CM: 0.00207248 | Top_Xtr: 0.0093795 | Bot_Xtr: 0.0111562 +Loss contributors: + s_analysis_confidence : 0.172478 + s_ln_CD : 0.0814851 + s_CL : 0.0798319 + s_CM : 0.0327267 + s_Bot_Xtr : 0.00605176 + s_Top_Xtr : 0.00410435 + s_upper_bl_H_31 : 0.000850112 + s_lower_bl_H_31 : 0.000847864 + s_lower_bl_H_1 : 0.000783979 + s_lower_bl_H_2 : 0.000774691 +Epoch: 1303 | Train Loss: 0.418971 | Test Loss: 0.431783 | analysis_confidence: 0.116439 | CL: 0.0134206 | ln_CD: 0.0241934 | CM: 0.00207258 | Top_Xtr: 0.00938 | Bot_Xtr: 0.0111562 +Loss contributors: + s_analysis_confidence : 0.172478 + s_ln_CD : 0.0814845 + s_CL : 0.0798326 + s_CM : 0.0327265 + s_Bot_Xtr : 0.00605171 + s_Top_Xtr : 0.0041044 + s_upper_bl_H_31 : 0.000850126 + s_lower_bl_H_31 : 0.000847853 + s_lower_bl_H_1 : 0.000783973 + s_lower_bl_H_2 : 0.000774674 +Epoch: 1304 | Train Loss: 0.41897 | Test Loss: 0.431785 | analysis_confidence: 0.116434 | CL: 0.0134195 | ln_CD: 0.0241943 | CM: 0.00207259 | Top_Xtr: 0.00937982 | Bot_Xtr: 0.0111563 +Loss contributors: + s_analysis_confidence : 0.172478 + s_ln_CD : 0.0814862 + s_CL : 0.0798324 + s_CM : 0.032727 + s_Bot_Xtr : 0.00605172 + s_Top_Xtr : 0.00410438 + s_upper_bl_H_31 : 0.000850127 + s_lower_bl_H_31 : 0.000847862 + s_lower_bl_H_1 : 0.000783975 + s_lower_bl_H_2 : 0.000774677 +Epoch: 1305 | Train Loss: 0.418972 | Test Loss: 0.431783 | analysis_confidence: 0.116428 | CL: 0.0134187 | ln_CD: 0.0241934 | CM: 0.00207257 | Top_Xtr: 0.00938027 | Bot_Xtr: 0.0111566 +Loss contributors: + s_analysis_confidence : 0.172477 + s_ln_CD : 0.0814846 + s_CL : 0.0798321 + s_CM : 0.0327265 + s_Bot_Xtr : 0.00605179 + s_Top_Xtr : 0.0041044 + s_upper_bl_H_31 : 0.000850123 + s_lower_bl_H_31 : 0.000847861 + s_lower_bl_H_1 : 0.000783978 + s_lower_bl_H_2 : 0.000774681 +Epoch: 1306 | Train Loss: 0.41897 | Test Loss: 0.431781 | analysis_confidence: 0.116429 | CL: 0.0134178 | ln_CD: 0.0241921 | CM: 0.00207264 | Top_Xtr: 0.00937981 | Bot_Xtr: 0.0111565 +Loss contributors: + s_analysis_confidence : 0.172477 + s_ln_CD : 0.0814837 + s_CL : 0.0798317 + s_CM : 0.0327267 + s_Bot_Xtr : 0.00605167 + s_Top_Xtr : 0.0041044 + s_upper_bl_H_31 : 0.000850123 + s_lower_bl_H_31 : 0.000847854 + s_lower_bl_H_1 : 0.000783981 + s_lower_bl_H_2 : 0.000774684 +Epoch: 1307 | Train Loss: 0.418969 | Test Loss: 0.431782 | analysis_confidence: 0.116419 | CL: 0.0134205 | ln_CD: 0.0241924 | CM: 0.00207273 | Top_Xtr: 0.00937984 | Bot_Xtr: 0.0111563 +Loss contributors: + s_analysis_confidence : 0.172477 + s_ln_CD : 0.0814839 + s_CL : 0.0798325 + s_CM : 0.0327271 + s_Bot_Xtr : 0.00605166 + s_Top_Xtr : 0.00410442 + s_upper_bl_H_31 : 0.000850125 + s_lower_bl_H_31 : 0.000847856 + s_lower_bl_H_1 : 0.000783979 + s_lower_bl_H_2 : 0.000774669 +slurmstepd-d-12-9-1: error: *** JOB 25362580 ON d-12-9-1 CANCELLED AT 2024-03-11T16:51:37 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in + net.train() + File "/state/partition1/llgrid/pkg/anaconda/anaconda3-2023a-pytorch/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 634, in __next__ diff --git a/training/gen2_architecture/log.log-25362581 b/training/gen2_architecture/log.log-25362581 new file mode 100644 index 0000000..d77323c --- /dev/null +++ b/training/gen2_architecture/log.log-25362581 @@ -0,0 +1,15011 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1e.csv... + 186284 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2299 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_913_292, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xxlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 2.40928 | Test Loss: 1.45987 | analysis_confidence: 0.180121 | CL: 0.0446495 | ln_CD: 0.087135 | CM: 0.00773452 | Top_Xtr: 0.0475473 | Bot_Xtr: 0.0560249 +Loss contributors: + s_ln_CD : 0.383727 + s_CL : 0.32517 + s_analysis_confidence : 0.254701 + s_CM : 0.154375 + s_Bot_Xtr : 0.0459385 + s_Top_Xtr : 0.0356628 + s_upper_bl_H_31 : 0.00396111 + s_upper_bl_H_30 : 0.00370879 + s_upper_bl_H_29 : 0.00352152 + s_lower_bl_H_31 : 0.00348942 +Epoch: 1 | Train Loss: 1.28675 | Test Loss: 1.1473 | analysis_confidence: 0.151924 | CL: 0.0358913 | ln_CD: 0.0702385 | CM: 0.00620077 | Top_Xtr: 0.0367529 | Bot_Xtr: 0.0448889 +Loss contributors: + s_ln_CD : 0.284925 + s_CL : 0.2497 + s_analysis_confidence : 0.225523 + s_CM : 0.119647 + s_Bot_Xtr : 0.0347899 + s_Top_Xtr : 0.0251912 + 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278 | Train Loss: 0.443235 | Test Loss: 0.448787 | analysis_confidence: 0.116995 | CL: 0.0152064 | ln_CD: 0.0268368 | CM: 0.00220715 | Top_Xtr: 0.0108006 | Bot_Xtr: 0.0123929 +Loss contributors: + s_analysis_confidence : 0.172759 + s_ln_CD : 0.0873727 + s_CL : 0.0868398 + s_CM : 0.034403 + s_Bot_Xtr : 0.00643186 + s_Top_Xtr : 0.00461396 + s_lower_bl_ret_0 : 0.00090557 + s_upper_bl_ret_0 : 0.000876402 + s_upper_bl_H_31 : 0.000825814 + s_lower_bl_H_31 : 0.000813372 +Epoch: 279 | Train Loss: 0.443522 | Test Loss: 0.45046 | analysis_confidence: 0.11973 | CL: 0.0148993 | ln_CD: 0.027362 | CM: 0.00233665 | Top_Xtr: 0.0116138 | Bot_Xtr: 0.0129606 +Loss contributors: + s_analysis_confidence : 0.173285 + s_ln_CD : 0.0882241 + s_CL : 0.085128 + s_CM : 0.0360851 + s_Bot_Xtr : 0.0066108 + s_Top_Xtr : 0.00468169 + s_lower_bl_ret_0 : 0.000909172 + s_upper_bl_ret_0 : 0.000889376 + s_upper_bl_H_31 : 0.000810331 + s_lower_bl_H_0 : 0.000793282 +Epoch: 280 | Train Loss: 0.443332 | Test Loss: 0.451127 | 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Train Loss: 0.388406 | Test Loss: 0.408163 | analysis_confidence: 0.114299 | CL: 0.0125687 | ln_CD: 0.0227903 | CM: 0.00189266 | Top_Xtr: 0.00860365 | Bot_Xtr: 0.00997392 +Loss contributors: + s_analysis_confidence : 0.169339 + s_ln_CD : 0.0777717 + s_CL : 0.0746515 + s_CM : 0.0293369 + s_Bot_Xtr : 0.00524057 + s_Top_Xtr : 0.00362878 + s_lower_bl_ret_0 : 0.000816002 + s_upper_bl_ret_0 : 0.00080206 + s_upper_bl_H_31 : 0.000693247 + s_lower_bl_H_31 : 0.00067911 +Epoch: 720 | Train Loss: 0.388408 | Test Loss: 0.409026 | analysis_confidence: 0.114578 | CL: 0.0126657 | ln_CD: 0.0230619 | CM: 0.00188928 | Top_Xtr: 0.00850446 | Bot_Xtr: 0.00990076 +Loss contributors: + s_analysis_confidence : 0.169464 + s_ln_CD : 0.0784629 + s_CL : 0.0748232 + s_CM : 0.0293108 + s_Bot_Xtr : 0.0052343 + s_Top_Xtr : 0.00362214 + s_lower_bl_ret_0 : 0.000810669 + s_upper_bl_ret_0 : 0.000796724 + s_upper_bl_H_31 : 0.000692084 + s_lower_bl_H_1 : 0.000673318 +Epoch: 721 | Train Loss: 0.388422 | Test Loss: 0.408951 | 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s_upper_bl_ret_0 : 0.000790359 + s_upper_bl_H_31 : 0.000677567 + s_lower_bl_H_1 : 0.000665162 +Epoch: 1057 | Train Loss: 0.379673 | Test Loss: 0.404944 | analysis_confidence: 0.113694 | CL: 0.0123295 | ln_CD: 0.0224256 | CM: 0.00184224 | Top_Xtr: 0.00829131 | Bot_Xtr: 0.00971321 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776374 + s_CL : 0.0736564 + s_CM : 0.0286422 + s_Bot_Xtr : 0.00512651 + s_Top_Xtr : 0.003537 + s_lower_bl_ret_0 : 0.000805779 + s_upper_bl_ret_0 : 0.000790287 + s_upper_bl_H_31 : 0.000677561 + s_lower_bl_H_1 : 0.000665143 +Epoch: 1058 | Train Loss: 0.379674 | Test Loss: 0.404925 | analysis_confidence: 0.113881 | CL: 0.0123257 | ln_CD: 0.0224187 | CM: 0.00184174 | Top_Xtr: 0.00829215 | Bot_Xtr: 0.00971102 +Loss contributors: + s_analysis_confidence : 0.168966 + s_ln_CD : 0.0776171 + s_CL : 0.0736579 + s_CM : 0.0286422 + s_Bot_Xtr : 0.00512533 + s_Top_Xtr : 0.0035374 + s_lower_bl_ret_0 : 0.0008057 + s_upper_bl_ret_0 : 0.000790211 + s_upper_bl_H_31 : 0.000678045 + s_lower_bl_H_1 : 0.000665104 +Epoch: 1059 | Train Loss: 0.379671 | Test Loss: 0.404914 | analysis_confidence: 0.113802 | CL: 0.0123209 | ln_CD: 0.0224191 | CM: 0.00184183 | Top_Xtr: 0.00829276 | Bot_Xtr: 0.00971263 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776256 + s_CL : 0.0736419 + s_CM : 0.0286398 + s_Bot_Xtr : 0.00512626 + s_Top_Xtr : 0.00353785 + s_lower_bl_ret_0 : 0.000805715 + s_upper_bl_ret_0 : 0.000790326 + s_upper_bl_H_31 : 0.000677949 + s_lower_bl_H_1 : 0.000665145 +Epoch 01060: reducing learning rate of group 0 to 1.0000e-08. +Epoch: 1060 | Train Loss: 0.379619 | Test Loss: 0.404909 | analysis_confidence: 0.113802 | CL: 0.0123166 | ln_CD: 0.0224179 | CM: 0.00184169 | Top_Xtr: 0.00829113 | Bot_Xtr: 0.00971097 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776243 + s_CL : 0.0736405 + s_CM : 0.0286392 + s_Bot_Xtr : 0.00512578 + s_Top_Xtr : 0.00353754 + s_lower_bl_ret_0 : 0.000805725 + s_upper_bl_ret_0 : 0.000790321 + s_upper_bl_H_31 : 0.000677843 + s_lower_bl_H_1 : 0.000665144 +Epoch: 1061 | Train Loss: 0.379617 | Test Loss: 0.404911 | analysis_confidence: 0.113807 | CL: 0.0123168 | ln_CD: 0.0224205 | CM: 0.00184173 | Top_Xtr: 0.00829091 | Bot_Xtr: 0.00971024 +Loss contributors: + s_analysis_confidence : 0.168963 + s_ln_CD : 0.0776258 + s_CL : 0.0736419 + s_CM : 0.0286398 + s_Bot_Xtr : 0.00512539 + s_Top_Xtr : 0.00353745 + s_lower_bl_ret_0 : 0.000805721 + s_upper_bl_ret_0 : 0.000790324 + s_upper_bl_H_31 : 0.000677819 + s_lower_bl_H_1 : 0.000665141 +Epoch: 1062 | Train Loss: 0.379616 | Test Loss: 0.404905 | analysis_confidence: 0.113791 | CL: 0.0123185 | ln_CD: 0.0224192 | CM: 0.00184176 | Top_Xtr: 0.00829062 | Bot_Xtr: 0.00971013 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776229 + s_CL : 0.0736408 + s_CM : 0.0286393 + s_Bot_Xtr : 0.00512522 + s_Top_Xtr : 0.0035374 + s_lower_bl_ret_0 : 0.000805698 + s_upper_bl_ret_0 : 0.000790322 + s_upper_bl_H_31 : 0.000677797 + s_lower_bl_H_1 : 0.000665155 +Epoch: 1063 | Train Loss: 0.379614 | Test Loss: 0.404906 | analysis_confidence: 0.1138 | CL: 0.0123141 | ln_CD: 0.0224172 | CM: 0.00184152 | Top_Xtr: 0.00829137 | Bot_Xtr: 0.00970999 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776238 + s_CL : 0.0736402 + s_CM : 0.0286394 + s_Bot_Xtr : 0.00512516 + s_Top_Xtr : 0.00353734 + s_lower_bl_ret_0 : 0.0008057 + s_upper_bl_ret_0 : 0.000790316 + s_upper_bl_H_31 : 0.000677765 + s_lower_bl_H_1 : 0.000665152 +Epoch: 1064 | Train Loss: 0.379616 | Test Loss: 0.404899 | analysis_confidence: 0.113807 | CL: 0.0123159 | ln_CD: 0.0224169 | CM: 0.00184174 | Top_Xtr: 0.00829053 | Bot_Xtr: 0.00970999 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776202 + s_CL : 0.0736388 + s_CM : 0.0286387 + s_Bot_Xtr : 0.00512506 + s_Top_Xtr : 0.0035373 + s_lower_bl_ret_0 : 0.000805701 + s_upper_bl_ret_0 : 0.000790292 + s_upper_bl_H_31 : 0.000677759 + s_lower_bl_H_1 : 0.00066517 +Epoch: 1065 | Train Loss: 0.379614 | Test Loss: 0.404897 | analysis_confidence: 0.113806 | CL: 0.0123165 | ln_CD: 0.0224162 | CM: 0.00184183 | Top_Xtr: 0.00829063 | Bot_Xtr: 0.00970985 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776192 + s_CL : 0.0736384 + s_CM : 0.0286387 + s_Bot_Xtr : 0.00512503 + s_Top_Xtr : 0.00353723 + s_lower_bl_ret_0 : 0.000805707 + s_upper_bl_ret_0 : 0.000790286 + s_upper_bl_H_31 : 0.000677747 + s_lower_bl_H_1 : 0.000665174 +Epoch: 1066 | Train Loss: 0.379613 | Test Loss: 0.404903 | analysis_confidence: 0.113825 | CL: 0.0123184 | ln_CD: 0.0224167 | CM: 0.00184176 | Top_Xtr: 0.00829097 | Bot_Xtr: 0.00971014 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776211 + s_CL : 0.0736401 + s_CM : 0.0286393 + s_Bot_Xtr : 0.00512514 + s_Top_Xtr : 0.00353735 + s_lower_bl_ret_0 : 0.000805703 + s_upper_bl_ret_0 : 0.000790292 + s_upper_bl_H_31 : 0.000677752 + s_lower_bl_H_1 : 0.000665159 +Epoch: 1067 | Train Loss: 0.379613 | Test Loss: 0.404903 | analysis_confidence: 0.11381 | CL: 0.0123185 | ln_CD: 0.0224181 | CM: 0.00184168 | Top_Xtr: 0.0082908 | Bot_Xtr: 0.00970989 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776215 + s_CL : 0.07364 + s_CM : 0.028639 + s_Bot_Xtr : 0.00512515 + s_Top_Xtr : 0.00353725 + s_lower_bl_ret_0 : 0.000805696 + s_upper_bl_ret_0 : 0.0007903 + s_upper_bl_H_31 : 0.000677776 + s_lower_bl_H_1 : 0.000665159 +Epoch: 1068 | Train Loss: 0.379613 | Test Loss: 0.404905 | analysis_confidence: 0.113793 | CL: 0.0123172 | ln_CD: 0.0224208 | CM: 0.00184169 | Top_Xtr: 0.00829051 | Bot_Xtr: 0.00971034 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776242 + s_CL : 0.0736406 + s_CM : 0.0286391 + s_Bot_Xtr : 0.00512523 + s_Top_Xtr : 0.00353727 + s_lower_bl_ret_0 : 0.000805699 + s_upper_bl_ret_0 : 0.0007903 + s_upper_bl_H_31 : 0.000677779 + s_lower_bl_H_1 : 0.00066516 +Epoch: 1069 | Train Loss: 0.379613 | Test Loss: 0.404901 | 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s_lower_bl_H_1 : 0.000665178 +Epoch: 1090 | Train Loss: 0.379612 | Test Loss: 0.404896 | analysis_confidence: 0.113809 | CL: 0.0123164 | ln_CD: 0.0224175 | CM: 0.00184165 | Top_Xtr: 0.00829087 | Bot_Xtr: 0.00971017 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776183 + s_CL : 0.0736388 + s_CM : 0.028639 + s_Bot_Xtr : 0.00512511 + s_Top_Xtr : 0.00353714 + s_lower_bl_ret_0 : 0.00080568 + s_upper_bl_ret_0 : 0.000790284 + s_upper_bl_H_31 : 0.000677768 + s_lower_bl_H_1 : 0.000665171 +Epoch: 1091 | Train Loss: 0.379616 | Test Loss: 0.404897 | analysis_confidence: 0.113829 | CL: 0.0123177 | ln_CD: 0.0224177 | CM: 0.00184175 | Top_Xtr: 0.00829068 | Bot_Xtr: 0.00971042 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776174 + s_CL : 0.0736394 + s_CM : 0.028639 + s_Bot_Xtr : 0.00512503 + s_Top_Xtr : 0.00353718 + s_lower_bl_ret_0 : 0.000805683 + s_upper_bl_ret_0 : 0.000790279 + s_upper_bl_H_31 : 0.000677768 + s_lower_bl_H_1 : 0.00066517 +Epoch: 1092 | Train Loss: 0.379613 | Test Loss: 0.404896 | analysis_confidence: 0.113827 | CL: 0.0123163 | ln_CD: 0.0224175 | CM: 0.00184166 | Top_Xtr: 0.00829073 | Bot_Xtr: 0.00970992 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776177 + s_CL : 0.0736384 + s_CM : 0.0286387 + s_Bot_Xtr : 0.00512518 + s_Top_Xtr : 0.00353714 + s_lower_bl_ret_0 : 0.000805692 + s_upper_bl_ret_0 : 0.00079027 + s_upper_bl_H_31 : 0.000677745 + s_lower_bl_H_1 : 0.000665171 +Epoch: 1093 | Train Loss: 0.379612 | Test Loss: 0.404897 | analysis_confidence: 0.113824 | CL: 0.0123179 | ln_CD: 0.0224197 | CM: 0.00184176 | Top_Xtr: 0.00829059 | Bot_Xtr: 0.00971048 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776183 + s_CL : 0.0736392 + s_CM : 0.0286388 + s_Bot_Xtr : 0.00512509 + s_Top_Xtr : 0.00353716 + s_lower_bl_ret_0 : 0.000805683 + s_upper_bl_ret_0 : 0.000790273 + s_upper_bl_H_31 : 0.000677765 + s_lower_bl_H_1 : 0.000665167 +Epoch: 1094 | Train Loss: 0.379613 | Test Loss: 0.404898 | analysis_confidence: 0.113814 | CL: 0.012317 | ln_CD: 0.0224169 | CM: 0.00184167 | Top_Xtr: 0.00829101 | Bot_Xtr: 0.0097101 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776182 + s_CL : 0.0736397 + s_CM : 0.0286388 + s_Bot_Xtr : 0.00512521 + s_Top_Xtr : 0.0035372 + s_lower_bl_ret_0 : 0.000805693 + s_upper_bl_ret_0 : 0.000790276 + s_upper_bl_H_31 : 0.000677757 + s_lower_bl_H_1 : 0.000665166 +Epoch: 1095 | Train Loss: 0.379612 | Test Loss: 0.404897 | analysis_confidence: 0.113812 | CL: 0.0123168 | ln_CD: 0.0224162 | CM: 0.00184178 | Top_Xtr: 0.00829091 | Bot_Xtr: 0.00970984 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776178 + s_CL : 0.0736392 + s_CM : 0.0286389 + s_Bot_Xtr : 0.00512516 + s_Top_Xtr : 0.00353716 + s_lower_bl_ret_0 : 0.000805684 + s_upper_bl_ret_0 : 0.000790283 + s_upper_bl_H_31 : 0.00067779 + s_lower_bl_H_1 : 0.000665176 +Epoch: 1096 | Train Loss: 0.379614 | Test Loss: 0.404897 | analysis_confidence: 0.113827 | CL: 0.0123178 | ln_CD: 0.0224157 | CM: 0.00184166 | Top_Xtr: 0.00829098 | Bot_Xtr: 0.00970991 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776175 + s_CL : 0.0736395 + s_CM : 0.0286391 + s_Bot_Xtr : 0.00512509 + s_Top_Xtr : 0.00353715 + s_lower_bl_ret_0 : 0.000805687 + s_upper_bl_ret_0 : 0.000790276 + s_upper_bl_H_31 : 0.000677749 + s_lower_bl_H_1 : 0.000665173 +Epoch: 1097 | Train Loss: 0.379611 | Test Loss: 0.404894 | analysis_confidence: 0.11382 | CL: 0.0123156 | ln_CD: 0.022415 | CM: 0.00184159 | Top_Xtr: 0.00829162 | Bot_Xtr: 0.00970998 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776165 + s_CL : 0.0736379 + s_CM : 0.0286385 + s_Bot_Xtr : 0.00512519 + s_Top_Xtr : 0.00353717 + s_lower_bl_ret_0 : 0.000805686 + s_upper_bl_ret_0 : 0.000790275 + s_upper_bl_H_31 : 0.000677758 + s_lower_bl_H_1 : 0.000665178 +Epoch: 1098 | Train Loss: 0.379613 | Test Loss: 0.404899 | analysis_confidence: 0.113815 | CL: 0.0123165 | ln_CD: 0.022417 | CM: 0.00184158 | Top_Xtr: 0.00829068 | Bot_Xtr: 0.00970999 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776183 + s_CL : 0.07364 + s_CM : 0.0286391 + s_Bot_Xtr : 0.00512514 + s_Top_Xtr : 0.00353712 + s_lower_bl_ret_0 : 0.000805673 + s_upper_bl_ret_0 : 0.000790287 + s_upper_bl_H_31 : 0.000677753 + s_lower_bl_H_1 : 0.000665172 +Epoch: 1099 | Train Loss: 0.379614 | Test Loss: 0.404896 | analysis_confidence: 0.113818 | CL: 0.0123174 | ln_CD: 0.0224173 | CM: 0.00184191 | Top_Xtr: 0.0082914 | Bot_Xtr: 0.00970985 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776177 + s_CL : 0.0736385 + s_CM : 0.0286388 + s_Bot_Xtr : 0.00512511 + s_Top_Xtr : 0.00353713 + s_lower_bl_ret_0 : 0.000805686 + s_upper_bl_ret_0 : 0.000790265 + s_upper_bl_H_31 : 0.000677748 + s_lower_bl_H_1 : 0.000665181 +Epoch: 1100 | Train Loss: 0.379613 | Test Loss: 0.4049 | analysis_confidence: 0.113806 | CL: 0.0123172 | ln_CD: 0.022418 | CM: 0.00184162 | Top_Xtr: 0.00829054 | Bot_Xtr: 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0.379612 | Test Loss: 0.404898 | analysis_confidence: 0.113834 | CL: 0.0123171 | ln_CD: 0.0224164 | CM: 0.00184162 | Top_Xtr: 0.00829055 | Bot_Xtr: 0.00971004 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776177 + s_CL : 0.0736396 + s_CM : 0.0286386 + s_Bot_Xtr : 0.00512527 + s_Top_Xtr : 0.00353716 + s_lower_bl_ret_0 : 0.000805689 + s_upper_bl_ret_0 : 0.00079028 + s_upper_bl_H_31 : 0.000677758 + s_lower_bl_H_1 : 0.000665183 +Epoch: 1118 | Train Loss: 0.379615 | Test Loss: 0.4049 | analysis_confidence: 0.113823 | CL: 0.0123187 | ln_CD: 0.0224183 | CM: 0.00184184 | Top_Xtr: 0.00829064 | Bot_Xtr: 0.00970994 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776187 + s_CL : 0.0736407 + s_CM : 0.0286393 + s_Bot_Xtr : 0.00512514 + s_Top_Xtr : 0.00353713 + s_lower_bl_ret_0 : 0.000805676 + s_upper_bl_ret_0 : 0.000790287 + s_upper_bl_H_31 : 0.00067776 + s_lower_bl_H_1 : 0.000665178 +Epoch: 1119 | Train Loss: 0.379613 | Test Loss: 0.404895 | analysis_confidence: 0.113813 | CL: 0.0123184 | ln_CD: 0.0224162 | CM: 0.00184179 | Top_Xtr: 0.00829078 | Bot_Xtr: 0.00970998 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776167 + s_CL : 0.0736386 + s_CM : 0.0286387 + s_Bot_Xtr : 0.00512509 + s_Top_Xtr : 0.00353716 + s_lower_bl_ret_0 : 0.000805676 + s_upper_bl_ret_0 : 0.000790265 + s_upper_bl_H_31 : 0.000677786 + s_lower_bl_H_1 : 0.000665185 +Epoch: 1120 | Train Loss: 0.379613 | Test Loss: 0.404898 | analysis_confidence: 0.113837 | CL: 0.0123185 | ln_CD: 0.0224178 | CM: 0.00184168 | Top_Xtr: 0.00829087 | Bot_Xtr: 0.00971037 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776178 + s_CL : 0.0736398 + s_CM : 0.0286392 + s_Bot_Xtr : 0.00512504 + s_Top_Xtr : 0.00353723 + s_lower_bl_ret_0 : 0.000805676 + s_upper_bl_ret_0 : 0.000790261 + s_upper_bl_H_31 : 0.0006778 + s_lower_bl_H_1 : 0.000665183 +Epoch: 1121 | Train Loss: 0.379612 | Test Loss: 0.404898 | analysis_confidence: 0.113812 | CL: 0.0123187 | ln_CD: 0.0224172 | CM: 0.00184171 | Top_Xtr: 0.00829078 | Bot_Xtr: 0.00971004 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.077618 + s_CL : 0.0736402 + s_CM : 0.0286389 + s_Bot_Xtr : 0.00512523 + s_Top_Xtr : 0.00353712 + s_lower_bl_ret_0 : 0.000805678 + s_upper_bl_ret_0 : 0.000790273 + s_upper_bl_H_31 : 0.000677758 + s_lower_bl_H_1 : 0.000665175 +Epoch: 1122 | Train Loss: 0.379612 | Test Loss: 0.404898 | analysis_confidence: 0.113819 | CL: 0.0123173 | ln_CD: 0.0224161 | CM: 0.00184177 | Top_Xtr: 0.00829116 | Bot_Xtr: 0.00970975 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.077618 + s_CL : 0.0736396 + s_CM : 0.0286393 + s_Bot_Xtr : 0.00512507 + s_Top_Xtr : 0.00353716 + s_lower_bl_ret_0 : 0.000805687 + s_upper_bl_ret_0 : 0.000790263 + s_upper_bl_H_31 : 0.000677796 + s_lower_bl_H_1 : 0.000665181 +Epoch: 1123 | Train Loss: 0.379612 | Test Loss: 0.404895 | analysis_confidence: 0.113821 | CL: 0.0123148 | ln_CD: 0.022417 | CM: 0.00184161 | Top_Xtr: 0.00829077 | Bot_Xtr: 0.00970974 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.077617 + s_CL : 0.0736383 + s_CM : 0.0286388 + s_Bot_Xtr : 0.00512508 + s_Top_Xtr : 0.00353711 + s_lower_bl_ret_0 : 0.000805696 + s_upper_bl_ret_0 : 0.000790257 + s_upper_bl_H_31 : 0.000677768 + s_lower_bl_H_1 : 0.000665184 +Epoch: 1124 | Train Loss: 0.379612 | Test Loss: 0.404898 | analysis_confidence: 0.113811 | CL: 0.0123222 | ln_CD: 0.0224171 | CM: 0.00184179 | Top_Xtr: 0.00829073 | Bot_Xtr: 0.00970975 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776178 + s_CL : 0.0736407 + s_CM : 0.0286384 + s_Bot_Xtr : 0.00512502 + s_Top_Xtr : 0.00353712 + s_lower_bl_ret_0 : 0.000805672 + s_upper_bl_ret_0 : 0.000790268 + s_upper_bl_H_31 : 0.000677786 + s_lower_bl_H_1 : 0.000665187 +Epoch: 1125 | Train Loss: 0.379613 | Test Loss: 0.404901 | analysis_confidence: 0.113812 | CL: 0.0123193 | ln_CD: 0.0224172 | CM: 0.00184176 | Top_Xtr: 0.00829121 | 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s_lower_bl_H_1 : 0.000665172 +Epoch: 1140 | Train Loss: 0.379612 | Test Loss: 0.404901 | analysis_confidence: 0.113818 | CL: 0.0123192 | ln_CD: 0.0224186 | CM: 0.00184164 | Top_Xtr: 0.00829056 | Bot_Xtr: 0.00970976 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776197 + s_CL : 0.0736408 + s_CM : 0.0286391 + s_Bot_Xtr : 0.00512507 + s_Top_Xtr : 0.00353715 + s_lower_bl_ret_0 : 0.000805689 + s_upper_bl_ret_0 : 0.000790261 + s_upper_bl_H_31 : 0.000677777 + s_lower_bl_H_1 : 0.000665182 +Epoch: 1141 | Train Loss: 0.379611 | Test Loss: 0.404897 | analysis_confidence: 0.113827 | CL: 0.0123177 | ln_CD: 0.0224181 | CM: 0.00184184 | Top_Xtr: 0.00829094 | Bot_Xtr: 0.00970965 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.077618 + s_CL : 0.0736388 + s_CM : 0.0286389 + s_Bot_Xtr : 0.0051251 + s_Top_Xtr : 0.00353714 + s_lower_bl_ret_0 : 0.000805677 + s_upper_bl_ret_0 : 0.000790275 + s_upper_bl_H_31 : 0.000677794 + s_lower_bl_H_1 : 0.000665183 +Epoch: 1142 | Train Loss: 0.379612 | Test Loss: 0.404899 | analysis_confidence: 0.113802 | CL: 0.0123174 | ln_CD: 0.0224188 | CM: 0.00184181 | Top_Xtr: 0.00829122 | Bot_Xtr: 0.00970955 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776195 + s_CL : 0.0736401 + s_CM : 0.028639 + s_Bot_Xtr : 0.00512507 + s_Top_Xtr : 0.00353715 + s_lower_bl_ret_0 : 0.000805685 + s_upper_bl_ret_0 : 0.000790263 + s_upper_bl_H_31 : 0.000677808 + s_lower_bl_H_1 : 0.000665177 +Epoch: 1143 | Train Loss: 0.379611 | Test Loss: 0.404892 | analysis_confidence: 0.113803 | CL: 0.0123164 | ln_CD: 0.0224156 | CM: 0.00184167 | Top_Xtr: 0.00829132 | Bot_Xtr: 0.00970941 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776148 + s_CL : 0.0736379 + s_CM : 0.0286387 + s_Bot_Xtr : 0.00512499 + s_Top_Xtr : 0.00353711 + s_lower_bl_ret_0 : 0.000805672 + s_upper_bl_ret_0 : 0.000790257 + s_upper_bl_H_31 : 0.000677804 + s_lower_bl_H_1 : 0.000665184 +Epoch: 1144 | Train Loss: 0.379612 | Test Loss: 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CL: 0.0123176 | ln_CD: 0.0224173 | CM: 0.00184174 | Top_Xtr: 0.00829109 | Bot_Xtr: 0.0097096 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776163 + s_CL : 0.0736383 + s_CM : 0.0286385 + s_Bot_Xtr : 0.00512513 + s_Top_Xtr : 0.00353709 + s_lower_bl_ret_0 : 0.000805662 + s_upper_bl_ret_0 : 0.000790282 + s_upper_bl_H_31 : 0.000677743 + s_lower_bl_H_1 : 0.000665185 +Epoch: 1147 | Train Loss: 0.379612 | Test Loss: 0.404897 | analysis_confidence: 0.113818 | CL: 0.012316 | ln_CD: 0.0224166 | CM: 0.00184173 | Top_Xtr: 0.00829086 | Bot_Xtr: 0.00970966 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776173 + s_CL : 0.0736397 + s_CM : 0.0286388 + s_Bot_Xtr : 0.0051251 + s_Top_Xtr : 0.00353708 + s_lower_bl_ret_0 : 0.000805676 + s_upper_bl_ret_0 : 0.000790271 + s_upper_bl_H_31 : 0.000677761 + s_lower_bl_H_1 : 0.000665175 +Epoch: 1148 | Train Loss: 0.379616 | Test Loss: 0.404895 | analysis_confidence: 0.113811 | CL: 0.0123194 | ln_CD: 0.0224154 | CM: 0.00184169 | Top_Xtr: 0.00829117 | Bot_Xtr: 0.00970974 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776152 + s_CL : 0.0736399 + s_CM : 0.028639 + s_Bot_Xtr : 0.00512498 + s_Top_Xtr : 0.00353707 + s_lower_bl_ret_0 : 0.000805667 + s_upper_bl_ret_0 : 0.000790262 + s_upper_bl_H_31 : 0.000677756 + s_lower_bl_H_1 : 0.000665178 +Epoch: 1149 | Train Loss: 0.379611 | Test Loss: 0.404898 | analysis_confidence: 0.113814 | CL: 0.0123188 | ln_CD: 0.0224178 | CM: 0.00184161 | Top_Xtr: 0.00829093 | Bot_Xtr: 0.00970975 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776175 + s_CL : 0.0736401 + s_CM : 0.0286391 + s_Bot_Xtr : 0.00512507 + s_Top_Xtr : 0.00353718 + s_lower_bl_ret_0 : 0.000805664 + s_upper_bl_ret_0 : 0.00079026 + s_upper_bl_H_31 : 0.000677812 + s_lower_bl_H_1 : 0.000665178 +Epoch: 1150 | Train Loss: 0.379611 | Test Loss: 0.404895 | analysis_confidence: 0.113804 | CL: 0.0123155 | ln_CD: 0.0224157 | CM: 0.00184158 | Top_Xtr: 0.00829137 | Bot_Xtr: 0.00970986 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776164 + s_CL : 0.0736387 + s_CM : 0.0286391 + s_Bot_Xtr : 0.0051251 + s_Top_Xtr : 0.00353715 + s_lower_bl_ret_0 : 0.000805674 + s_upper_bl_ret_0 : 0.000790267 + s_upper_bl_H_31 : 0.000677777 + s_lower_bl_H_1 : 0.000665182 +Epoch: 1151 | Train Loss: 0.379612 | Test Loss: 0.404901 | analysis_confidence: 0.113829 | CL: 0.0123172 | ln_CD: 0.0224186 | CM: 0.00184155 | Top_Xtr: 0.008291 | Bot_Xtr: 0.00970982 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776195 + s_CL : 0.0736403 + s_CM : 0.0286395 + s_Bot_Xtr : 0.00512508 + s_Top_Xtr : 0.00353721 + s_lower_bl_ret_0 : 0.000805682 + s_upper_bl_ret_0 : 0.000790267 + s_upper_bl_H_31 : 0.000677798 + s_lower_bl_H_1 : 0.000665172 +Epoch: 1152 | Train Loss: 0.379614 | Test Loss: 0.4049 | analysis_confidence: 0.113827 | CL: 0.0123187 | ln_CD: 0.0224211 | CM: 0.00184169 | Top_Xtr: 0.00829056 | Bot_Xtr: 0.00970965 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776185 + s_CL : 0.0736404 + s_CM : 0.028639 + s_Bot_Xtr : 0.00512503 + s_Top_Xtr : 0.00353712 + s_lower_bl_ret_0 : 0.000805687 + s_upper_bl_ret_0 : 0.000790271 + s_upper_bl_H_31 : 0.000677785 + s_lower_bl_H_1 : 0.000665175 +Epoch: 1153 | Train Loss: 0.379613 | Test Loss: 0.404895 | analysis_confidence: 0.113818 | CL: 0.0123187 | ln_CD: 0.0224153 | CM: 0.00184178 | Top_Xtr: 0.00829093 | Bot_Xtr: 0.00970959 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776157 + s_CL : 0.0736396 + s_CM : 0.0286392 + s_Bot_Xtr : 0.00512492 + s_Top_Xtr : 0.00353722 + s_lower_bl_ret_0 : 0.00080567 + s_upper_bl_ret_0 : 0.000790273 + s_upper_bl_H_31 : 0.000677784 + s_lower_bl_H_1 : 0.000665179 +Epoch: 1154 | Train Loss: 0.37961 | Test Loss: 0.404899 | analysis_confidence: 0.113813 | CL: 0.0123188 | ln_CD: 0.0224201 | CM: 0.00184179 | Top_Xtr: 0.00829113 | Bot_Xtr: 0.00970969 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD 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s_Top_Xtr : 0.0035372 + s_lower_bl_ret_0 : 0.000805682 + s_upper_bl_ret_0 : 0.000790261 + s_upper_bl_H_31 : 0.0006778 + s_lower_bl_H_1 : 0.000665181 +Epoch: 1159 | Train Loss: 0.379614 | Test Loss: 0.404899 | analysis_confidence: 0.113821 | CL: 0.0123179 | ln_CD: 0.0224209 | CM: 0.00184178 | Top_Xtr: 0.0082914 | Bot_Xtr: 0.00970967 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776191 + s_CL : 0.0736398 + s_CM : 0.0286391 + s_Bot_Xtr : 0.00512499 + s_Top_Xtr : 0.00353719 + s_lower_bl_ret_0 : 0.000805657 + s_upper_bl_ret_0 : 0.000790275 + s_upper_bl_H_31 : 0.000677807 + s_lower_bl_H_1 : 0.000665182 +Epoch: 1160 | Train Loss: 0.379611 | Test Loss: 0.404898 | analysis_confidence: 0.113825 | CL: 0.0123186 | ln_CD: 0.022418 | CM: 0.00184187 | Top_Xtr: 0.00829096 | Bot_Xtr: 0.00970958 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776173 + s_CL : 0.0736404 + s_CM : 0.0286391 + s_Bot_Xtr : 0.00512494 + s_Top_Xtr : 0.00353713 + s_lower_bl_ret_0 : 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s_lower_bl_H_1 : 0.000665184 +Epoch: 1165 | Train Loss: 0.379611 | Test Loss: 0.404897 | analysis_confidence: 0.113811 | CL: 0.0123155 | ln_CD: 0.0224182 | CM: 0.00184161 | Top_Xtr: 0.00829069 | Bot_Xtr: 0.00970944 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776173 + s_CL : 0.0736399 + s_CM : 0.0286389 + s_Bot_Xtr : 0.00512502 + s_Top_Xtr : 0.00353712 + s_lower_bl_ret_0 : 0.000805665 + s_upper_bl_ret_0 : 0.00079029 + s_upper_bl_H_31 : 0.000677776 + s_lower_bl_H_1 : 0.000665177 +Epoch: 1166 | Train Loss: 0.37961 | Test Loss: 0.404898 | analysis_confidence: 0.113807 | CL: 0.0123161 | ln_CD: 0.0224185 | CM: 0.00184152 | Top_Xtr: 0.00829068 | Bot_Xtr: 0.00970994 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776177 + s_CL : 0.0736396 + s_CM : 0.0286395 + s_Bot_Xtr : 0.00512512 + s_Top_Xtr : 0.00353716 + s_lower_bl_ret_0 : 0.000805668 + s_upper_bl_ret_0 : 0.000790272 + s_upper_bl_H_31 : 0.000677769 + s_lower_bl_H_1 : 0.000665171 +Epoch: 1167 | Train Loss: 0.379612 | Test Loss: 0.404896 | analysis_confidence: 0.113817 | CL: 0.0123156 | ln_CD: 0.022418 | CM: 0.00184155 | Top_Xtr: 0.00829138 | Bot_Xtr: 0.00970973 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776164 + s_CL : 0.073639 + s_CM : 0.0286393 + s_Bot_Xtr : 0.0051251 + s_Top_Xtr : 0.0035371 + s_lower_bl_ret_0 : 0.00080566 + s_upper_bl_ret_0 : 0.000790264 + s_upper_bl_H_31 : 0.000677739 + s_lower_bl_H_1 : 0.000665181 +Epoch: 1168 | Train Loss: 0.379611 | Test Loss: 0.404894 | analysis_confidence: 0.113802 | CL: 0.0123144 | ln_CD: 0.0224155 | CM: 0.00184162 | Top_Xtr: 0.00829045 | Bot_Xtr: 0.00970955 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776155 + s_CL : 0.0736392 + s_CM : 0.0286389 + s_Bot_Xtr : 0.00512497 + s_Top_Xtr : 0.00353706 + s_lower_bl_ret_0 : 0.000805674 + s_upper_bl_ret_0 : 0.000790261 + s_upper_bl_H_31 : 0.000677749 + s_lower_bl_H_1 : 0.000665174 +Epoch: 1169 | Train Loss: 0.379614 | Test Loss: 0.404897 | analysis_confidence: 0.113817 | CL: 0.0123165 | ln_CD: 0.022418 | CM: 0.00184165 | Top_Xtr: 0.00829089 | Bot_Xtr: 0.00970942 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776159 + s_CL : 0.0736401 + s_CM : 0.0286394 + s_Bot_Xtr : 0.00512492 + s_Top_Xtr : 0.00353705 + s_lower_bl_ret_0 : 0.000805679 + s_upper_bl_ret_0 : 0.00079026 + s_upper_bl_H_31 : 0.000677781 + s_lower_bl_H_1 : 0.000665166 +Epoch: 1170 | Train Loss: 0.379611 | Test Loss: 0.404896 | analysis_confidence: 0.113803 | CL: 0.0123185 | ln_CD: 0.0224177 | CM: 0.00184175 | Top_Xtr: 0.00829125 | Bot_Xtr: 0.00970977 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776163 + s_CL : 0.0736402 + s_CM : 0.028639 + s_Bot_Xtr : 0.00512501 + s_Top_Xtr : 0.00353715 + s_lower_bl_ret_0 : 0.000805672 + s_upper_bl_ret_0 : 0.000790271 + s_upper_bl_H_31 : 0.000677791 + s_lower_bl_H_1 : 0.000665171 +Epoch: 1171 | Train Loss: 0.379613 | Test Loss: 0.404895 | analysis_confidence: 0.113809 | CL: 0.0123153 | ln_CD: 0.0224156 | CM: 0.00184165 | Top_Xtr: 0.00829101 | Bot_Xtr: 0.00970948 +Loss contributors: + s_analysis_confidence : 0.168961 + s_ln_CD : 0.0776154 + s_CL : 0.0736391 + s_CM : 0.028639 + s_Bot_Xtr : 0.00512504 + s_Top_Xtr : 0.0035371 + s_lower_bl_ret_0 : 0.00080568 + s_upper_bl_ret_0 : 0.000790266 + s_upper_bl_H_31 : 0.000677771 + s_lower_bl_H_1 : 0.000665172 +Epoch: 1172 | Train Loss: 0.379612 | Test Loss: 0.404897 | analysis_confidence: 0.113818 | CL: 0.0123183 | ln_CD: 0.0224176 | CM: 0.00184166 | Top_Xtr: 0.00829097 | Bot_Xtr: 0.00970985 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776158 + s_CL : 0.07364 + s_CM : 0.0286391 + s_Bot_Xtr : 0.00512502 + s_Top_Xtr : 0.0035372 + s_lower_bl_ret_0 : 0.000805671 + s_upper_bl_ret_0 : 0.000790276 + s_upper_bl_H_31 : 0.000677807 + s_lower_bl_H_1 : 0.000665175 +Epoch: 1173 | Train Loss: 0.379613 | Test Loss: 0.404895 | analysis_confidence: 0.113818 | CL: 0.012318 | ln_CD: 0.0224167 | CM: 0.0018417 | 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Loss: 0.404894 | analysis_confidence: 0.113818 | CL: 0.0123183 | ln_CD: 0.0224164 | CM: 0.00184162 | Top_Xtr: 0.00829112 | Bot_Xtr: 0.00970952 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776146 + s_CL : 0.073639 + s_CM : 0.0286389 + s_Bot_Xtr : 0.00512487 + s_Top_Xtr : 0.00353718 + s_lower_bl_ret_0 : 0.000805668 + s_upper_bl_ret_0 : 0.000790262 + s_upper_bl_H_31 : 0.000677818 + s_lower_bl_H_1 : 0.000665195 +Epoch: 1220 | Train Loss: 0.379611 | Test Loss: 0.404897 | analysis_confidence: 0.113834 | CL: 0.0123149 | ln_CD: 0.0224155 | CM: 0.00184164 | Top_Xtr: 0.00829074 | Bot_Xtr: 0.00970929 +Loss contributors: + s_analysis_confidence : 0.168963 + s_ln_CD : 0.0776153 + s_CL : 0.0736396 + s_CM : 0.0286394 + s_Bot_Xtr : 0.00512494 + s_Top_Xtr : 0.00353719 + s_lower_bl_ret_0 : 0.000805653 + s_upper_bl_ret_0 : 0.000790288 + s_upper_bl_H_31 : 0.000677788 + s_lower_bl_H_1 : 0.000665181 +Epoch: 1221 | Train Loss: 0.37961 | Test Loss: 0.404897 | analysis_confidence: 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0.000790272 + s_upper_bl_H_31 : 0.000677826 + s_lower_bl_H_1 : 0.000665187 +Epoch: 1238 | Train Loss: 0.379611 | Test Loss: 0.404895 | analysis_confidence: 0.113821 | CL: 0.0123147 | ln_CD: 0.0224178 | CM: 0.00184153 | Top_Xtr: 0.00829119 | Bot_Xtr: 0.00970914 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776153 + s_CL : 0.0736386 + s_CM : 0.0286394 + s_Bot_Xtr : 0.0051249 + s_Top_Xtr : 0.00353717 + s_lower_bl_ret_0 : 0.000805658 + s_upper_bl_ret_0 : 0.000790273 + s_upper_bl_H_31 : 0.000677823 + s_lower_bl_H_1 : 0.000665193 +Epoch: 1239 | Train Loss: 0.379609 | Test Loss: 0.404896 | analysis_confidence: 0.113814 | CL: 0.0123167 | ln_CD: 0.0224154 | CM: 0.00184168 | Top_Xtr: 0.00829035 | Bot_Xtr: 0.0097094 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776145 + s_CL : 0.07364 + s_CM : 0.028639 + s_Bot_Xtr : 0.005125 + s_Top_Xtr : 0.00353713 + s_lower_bl_ret_0 : 0.000805659 + s_upper_bl_ret_0 : 0.000790287 + s_upper_bl_H_31 : 0.000677784 + s_lower_bl_H_1 : 0.000665186 +Epoch: 1240 | Train Loss: 0.37961 | Test Loss: 0.404895 | analysis_confidence: 0.113812 | CL: 0.0123186 | ln_CD: 0.0224174 | CM: 0.00184188 | Top_Xtr: 0.00829105 | Bot_Xtr: 0.00970916 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776142 + s_CL : 0.0736402 + s_CM : 0.0286391 + s_Bot_Xtr : 0.00512491 + s_Top_Xtr : 0.00353719 + s_lower_bl_ret_0 : 0.00080566 + s_upper_bl_ret_0 : 0.000790288 + s_upper_bl_H_31 : 0.000677832 + s_lower_bl_H_1 : 0.000665198 +Epoch: 1241 | Train Loss: 0.379611 | Test Loss: 0.404893 | analysis_confidence: 0.113817 | CL: 0.0123163 | ln_CD: 0.0224162 | CM: 0.0018416 | Top_Xtr: 0.00829142 | Bot_Xtr: 0.00970933 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776143 + s_CL : 0.0736384 + s_CM : 0.0286388 + s_Bot_Xtr : 0.0051249 + s_Top_Xtr : 0.00353718 + s_lower_bl_ret_0 : 0.000805671 + s_upper_bl_ret_0 : 0.000790278 + s_upper_bl_H_31 : 0.0006778 + s_lower_bl_H_1 : 0.000665191 +Epoch: 1242 | Train Loss: 0.37961 | Test Loss: 0.404895 | analysis_confidence: 0.113817 | CL: 0.0123153 | ln_CD: 0.0224169 | CM: 0.00184164 | Top_Xtr: 0.00829196 | Bot_Xtr: 0.00970931 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776155 + s_CL : 0.0736386 + s_CM : 0.0286391 + s_Bot_Xtr : 0.0051249 + s_Top_Xtr : 0.00353722 + s_lower_bl_ret_0 : 0.00080565 + s_upper_bl_ret_0 : 0.00079029 + s_upper_bl_H_31 : 0.000677819 + s_lower_bl_H_1 : 0.000665189 +Epoch: 1243 | Train Loss: 0.37961 | Test Loss: 0.404896 | analysis_confidence: 0.113823 | CL: 0.0123194 | ln_CD: 0.0224183 | CM: 0.00184193 | Top_Xtr: 0.00829073 | Bot_Xtr: 0.00970937 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776152 + s_CL : 0.0736394 + s_CM : 0.0286393 + s_Bot_Xtr : 0.00512488 + s_Top_Xtr : 0.00353719 + s_lower_bl_ret_0 : 0.000805665 + s_upper_bl_ret_0 : 0.000790272 + s_upper_bl_H_31 : 0.0006778 + s_lower_bl_H_1 : 0.000665196 +Epoch: 1244 | Train Loss: 0.37961 | Test Loss: 0.404897 | analysis_confidence: 0.113809 | CL: 0.0123186 | ln_CD: 0.0224166 | CM: 0.00184172 | Top_Xtr: 0.00829098 | Bot_Xtr: 0.00970943 +Loss contributors: + s_analysis_confidence : 0.168962 + s_ln_CD : 0.0776162 + s_CL : 0.0736402 + s_CM : 0.0286389 + s_Bot_Xtr : 0.00512509 + s_Top_Xtr : 0.00353716 + s_lower_bl_ret_0 : 0.000805662 + s_upper_bl_ret_0 : 0.000790279 + s_upper_bl_H_31 : 0.000677765 + s_lower_bl_H_1 : 0.000665189 +slurmstepd-d-12-13-2: error: *** JOB 25362581 ON d-12-13-2 CANCELLED AT 2024-03-11T16:51:37 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 219, in + net.train() + File "/state/partition1/llgrid/pkg/anaconda/anaconda3-2023a-pytorch/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 634, in __next__ diff --git a/training/gen2_architecture/log.log-25362584 b/training/gen2_architecture/log.log-25362584 new file mode 100644 index 0000000..688efb3 --- /dev/null +++ b/training/gen2_architecture/log.log-25362584 @@ -0,0 +1,14168 @@ +/bin/bash: /state/partition1/llgrid/pkg/anaconda/anaconda3-2021b/lib/libtinfo.so.6: no version information available (required by /bin/bash) +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1b.csv... + 165536 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3e.csv... + 2187654 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3c.csv... + 1311442 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3d.csv... + 449445 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1d.csv... + 1159665 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3.csv... + 301035 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1c.csv... + 1791318 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1.csv... + 209006 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp1e.csv... + 186284 rows +Reading /home/gridsan/pds/NeuralFoil/training/gen2_architecture/training_data/data_xfoil_comp3b.csv... + 151907 rows +Nullifying 0 rows with CD <= 0... +Nullifying 2299 rows with nonpositive boundary layer thetas... +Nullifying 1 rows with H < 1 (non-physical BL)... +Nullifying 0 rows with non-physical edge velocities... +Dataset: +shape: (7_913_292, 222) +┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐ +│ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ kulfan_up ┆ … ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl_ ┆ lower_bl │ +│ per_0 ┆ per_1 ┆ per_2 ┆ per_3 ┆ ┆ ue/vinf_2 ┆ ue/vinf_2 ┆ ue/vinf_3 ┆ _ue/vinf │ +│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ 8 ┆ 9 ┆ 0 ┆ _31 │ +│ f32 ┆ f32 ┆ f32 ┆ f32 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ ┆ ┆ ┆ ┆ ┆ f32 ┆ f32 ┆ f32 ┆ f32 │ +╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -1.116377 ┆ -1.111339 ┆ -1.106348 ┆ -1.10137 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.92141 ┆ -0.9065 ┆ -0.890645 ┆ -0.87697 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │ +│ 0.39567 ┆ 0.346951 ┆ 0.543495 ┆ 0.06758 ┆ … ┆ -1.003149 ┆ -0.99697 ┆ -0.991124 ┆ -0.98547 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 │ +│ 0.136597 ┆ 0.187229 ┆ 0.194317 ┆ 0.229619 ┆ … ┆ -0.93994 ┆ -0.941862 ┆ -0.944407 ┆ -0.94805 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 │ +│ 0.173077 ┆ 0.302854 ┆ 0.147885 ┆ 0.439375 ┆ … ┆ -0.909629 ┆ -0.89507 ┆ -0.876277 ┆ -0.85876 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.908567 ┆ -0.895804 ┆ -0.877923 ┆ -0.86949 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.887878 ┆ -0.878637 ┆ -0.862781 ┆ -0.85937 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.862014 ┆ -0.857217 ┆ -0.84429 ┆ -0.84726 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ -0.839622 ┆ -0.841695 ┆ -0.83648 ┆ -0.85351 │ +│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │ +│ 0.314914 ┆ 0.291318 ┆ 0.338657 ┆ 0.229014 ┆ … ┆ null ┆ null ┆ null ┆ null │ +└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘ +/home/gridsan/pds/.local/lib/python3.9/site-packages/polars/series/series.py:1453: RuntimeWarning: divide by zero encountered in log + series = f(lambda out: ufunc(*args, out=out, dtype=dtype_char, **kwargs)) +Cache file: /home/gridsan/pds/NeuralFoil/training/gen2_architecture/nn-xxxlarge.pth +cuda +No existing model found, starting fresh. +Preparing data... +Training... +Epoch: 0 | Train Loss: 1.96375 | Test Loss: 1.17873 | analysis_confidence: 0.150905 | CL: 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ln_CD: 0.0296119 | CM: 0.00222364 | Top_Xtr: 0.00986229 | Bot_Xtr: 0.0110326 +Loss contributors: + s_analysis_confidence : 0.170661 + s_ln_CD : 0.0924695 + s_CL : 0.086614 + s_CM : 0.0339189 + s_Bot_Xtr : 0.00583959 + s_Top_Xtr : 0.00414387 + s_upper_bl_H_31 : 0.000628779 + s_lower_bl_H_31 : 0.000615678 + s_upper_bl_H_30 : 0.000594869 + s_lower_bl_H_1 : 0.000582733 +Epoch: 224 | Train Loss: 0.411111 | Test Loss: 0.433436 | analysis_confidence: 0.117013 | CL: 0.0147522 | ln_CD: 0.0292203 | CM: 0.00219814 | Top_Xtr: 0.0105049 | Bot_Xtr: 0.0114165 +Loss contributors: + s_analysis_confidence : 0.170213 + s_ln_CD : 0.0910323 + s_CL : 0.0831593 + s_CM : 0.0333355 + s_Bot_Xtr : 0.00554443 + s_Top_Xtr : 0.00400138 + s_lower_bl_ret_0 : 0.000603462 + s_upper_bl_H_31 : 0.000591752 + s_upper_bl_ret_0 : 0.000580383 + s_lower_bl_H_31 : 0.00057619 +Epoch: 225 | Train Loss: 0.411125 | Test Loss: 0.422689 | analysis_confidence: 0.116213 | CL: 0.0146114 | ln_CD: 0.0255239 | CM: 0.00229687 | Top_Xtr: 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analysis_confidence: 0.111376 | CL: 0.0113606 | ln_CD: 0.0203791 | CM: 0.00164205 | Top_Xtr: 0.00642175 | Bot_Xtr: 0.00777549 +Loss contributors: + s_analysis_confidence : 0.16582 + s_ln_CD : 0.0714536 + s_CL : 0.0680826 + s_CM : 0.025086 + s_Bot_Xtr : 0.00385431 + s_Top_Xtr : 0.00258671 + s_lower_bl_ret_0 : 0.000478938 + s_upper_bl_H_31 : 0.000472315 + s_upper_bl_ret_0 : 0.000470671 + s_lower_bl_H_31 : 0.000455662 +Epoch: 991 | Train Loss: 0.323307 | Test Loss: 0.373503 | analysis_confidence: 0.108815 | CL: 0.0115679 | ln_CD: 0.0213701 | CM: 0.00164985 | Top_Xtr: 0.00637159 | Bot_Xtr: 0.0074242 +Loss contributors: + s_analysis_confidence : 0.165776 + s_ln_CD : 0.0731289 + s_CL : 0.068948 + s_CM : 0.0251733 + s_Bot_Xtr : 0.00381794 + s_Top_Xtr : 0.0025748 + s_lower_bl_ret_0 : 0.000478705 + s_upper_bl_H_31 : 0.000477991 + s_upper_bl_ret_0 : 0.00047097 + s_lower_bl_H_31 : 0.000459617 +Epoch: 992 | Train Loss: 0.323236 | Test Loss: 0.37177 | analysis_confidence: 0.10969 | CL: 0.0116017 | 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s_lower_bl_H_1 : 0.00045499 +Epoch: 1009 | Train Loss: 0.322973 | Test Loss: 0.370479 | analysis_confidence: 0.108258 | CL: 0.011572 | ln_CD: 0.0204029 | CM: 0.00164331 | Top_Xtr: 0.00612762 | Bot_Xtr: 0.0072363 +Loss contributors: + s_analysis_confidence : 0.165455 + s_ln_CD : 0.0714275 + s_CL : 0.0681972 + s_CM : 0.0249761 + s_Bot_Xtr : 0.00381978 + s_Top_Xtr : 0.00256393 + s_lower_bl_ret_0 : 0.000476483 + s_upper_bl_ret_0 : 0.000469646 + s_upper_bl_H_31 : 0.000469434 + s_lower_bl_H_31 : 0.000453197 +Epoch: 1010 | Train Loss: 0.322944 | Test Loss: 0.372035 | analysis_confidence: 0.109035 | CL: 0.0114331 | ln_CD: 0.0212805 | CM: 0.00164989 | Top_Xtr: 0.00669529 | Bot_Xtr: 0.00764568 +Loss contributors: + s_analysis_confidence : 0.165579 + s_ln_CD : 0.0726969 + s_CL : 0.0683613 + s_CM : 0.0250463 + s_Bot_Xtr : 0.00385388 + s_Top_Xtr : 0.00262926 + s_lower_bl_ret_0 : 0.000478306 + s_upper_bl_ret_0 : 0.000475043 + s_upper_bl_H_31 : 0.000469761 + s_lower_bl_H_1 : 0.000452358 +Epoch: 1011 | Train Loss: 0.322955 | Test Loss: 0.372638 | analysis_confidence: 0.108112 | CL: 0.0117523 | ln_CD: 0.0204655 | CM: 0.00164707 | Top_Xtr: 0.00628662 | Bot_Xtr: 0.00753043 +Loss contributors: + s_analysis_confidence : 0.166148 + s_ln_CD : 0.0720925 + s_CL : 0.0688525 + s_CM : 0.0251434 + s_Bot_Xtr : 0.00384587 + s_Top_Xtr : 0.00259781 + s_lower_bl_ret_0 : 0.000480965 + s_upper_bl_ret_0 : 0.000472324 + s_upper_bl_H_31 : 0.000470254 + s_lower_bl_H_1 : 0.000454745 +Epoch: 1012 | Train Loss: 0.322895 | Test Loss: 0.371747 | analysis_confidence: 0.108444 | CL: 0.011539 | ln_CD: 0.0208006 | CM: 0.00165097 | Top_Xtr: 0.00634467 | Bot_Xtr: 0.00756759 +Loss contributors: + s_analysis_confidence : 0.165549 + s_ln_CD : 0.0724375 + s_CL : 0.0683947 + s_CM : 0.0251015 + s_Bot_Xtr : 0.00382014 + s_Top_Xtr : 0.00257308 + s_lower_bl_ret_0 : 0.000478359 + s_upper_bl_H_31 : 0.000474037 + s_upper_bl_ret_0 : 0.000471728 + s_lower_bl_H_31 : 0.000454549 +Epoch: 1013 | Train Loss: 0.323002 | Test Loss: 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Bot_Xtr: 0.00736636 +Loss contributors: + s_analysis_confidence : 0.165542 + s_ln_CD : 0.0729532 + s_CL : 0.0690101 + s_CM : 0.0250818 + s_Bot_Xtr : 0.00383803 + s_Top_Xtr : 0.00256823 + s_upper_bl_H_31 : 0.000478805 + s_lower_bl_ret_0 : 0.000477997 + s_upper_bl_ret_0 : 0.00047108 + s_lower_bl_H_31 : 0.000456893 +Epoch: 1174 | Train Loss: 0.32082 | Test Loss: 0.371748 | analysis_confidence: 0.110291 | CL: 0.0115842 | ln_CD: 0.0203818 | CM: 0.00168244 | Top_Xtr: 0.00655189 | Bot_Xtr: 0.00757854 +Loss contributors: + s_analysis_confidence : 0.16571 + s_ln_CD : 0.0718084 + s_CL : 0.0685376 + s_CM : 0.0253166 + s_Bot_Xtr : 0.00381355 + s_Top_Xtr : 0.00260567 + s_lower_bl_ret_0 : 0.000477749 + s_upper_bl_ret_0 : 0.000472086 + s_upper_bl_H_31 : 0.00046976 + s_lower_bl_H_31 : 0.000451709 +slurmstepd-d-12-13-2: error: *** JOB 25362584 ON d-12-13-2 CANCELLED AT 2024-03-11T16:51:37 *** +Traceback (most recent call last): + File "/home/gridsan/pds/NeuralFoil/training/gen2_architecture/./train_blind_neural_network.py", line 221, in + loss_from_each_training_batch = [] + File "/state/partition1/llgrid/pkg/anaconda/anaconda3-2023a-pytorch/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 634, in __next__ diff --git a/training/gen2_architecture/nn-large.pth b/training/gen2_architecture/nn-large.pth new file mode 100644 index 0000000..3621520 Binary files /dev/null and b/training/gen2_architecture/nn-large.pth differ diff --git a/training/gen2_architecture/nn-medium.pth b/training/gen2_architecture/nn-medium.pth new file mode 100644 index 0000000..c01c2f0 Binary files /dev/null and b/training/gen2_architecture/nn-medium.pth differ diff --git a/training/gen2_architecture/nn-small.pth b/training/gen2_architecture/nn-small.pth new file mode 100644 index 0000000..6036018 Binary files /dev/null and b/training/gen2_architecture/nn-small.pth differ diff --git a/training/gen2_architecture/nn-xlarge.pth 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