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KANs Example Revisited\n","\n","Source: https://github.com/KindXiaoming/pykan/blob/master/docs/Examples/Example_3_classfication.ipynb\n","\n","## \"KANs can't beat GAM in performance, explainability and robustness.\""],"metadata":{"id":"rJNgtfabAEsG"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"nqhmBCSXsMF9"},"outputs":[],"source":["!pip install piml\n","!pip install pykan"]},{"cell_type":"code","source":["from piml import Experiment\n","exp = Experiment(highcode_only=True)"],"metadata":{"id":"-cnnB6J_5WKh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from kan import KAN\n","import matplotlib.pyplot as plt\n","from sklearn.datasets import make_moons\n","import torch\n","import numpy as np\n","\n","dataset = {}\n","train_input, train_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","test_input, test_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","\n","dataset['train_input'] = torch.from_numpy(train_input)\n","dataset['test_input'] = torch.from_numpy(test_input)\n","dataset['train_label'] = torch.from_numpy(train_label[:,None])\n","dataset['test_label'] = torch.from_numpy(test_label[:,None])\n","\n","X = dataset['train_input']\n","y = dataset['train_label']\n","plt.scatter(X[:,0], X[:,1], c=y[:,0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":514},"id":"P_RvkiD9uom_","executionInfo":{"status":"ok","timestamp":1717349393165,"user_tz":240,"elapsed":1133,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"a1a8061f-6243-44cc-9fbe-3e4a23bc224a"},"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":3},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# One-layer KAN"],"metadata":{"id":"dZsqo8BO3Wxc"}},{"cell_type":"code","source":["model = KAN(width=[2,1], grid=3, k=3)\n","\n","def train_acc():\n"," return torch.mean((torch.round(model(dataset['train_input'])[:,0]) == dataset['train_label'][:,0]).float())\n","\n","def test_acc():\n"," return torch.mean((torch.round(model(dataset['test_input'])[:,0]) == dataset['test_label'][:,0]).float())\n","\n","results = model.train(dataset, opt=\"LBFGS\", steps=10,\n"," metrics=(train_acc, test_acc),\n"," in_vars=[r'$x_1$', r'$x_2$'],\n"," save_fig=True, img_folder=\"img_OneLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"k8GxEFl3u1Q4","executionInfo":{"status":"ok","timestamp":1717349416901,"user_tz":240,"elapsed":23740,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"929eef49-9257-42bd-911d-c710dc0cc493"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 2.33e-01 | test loss: 2.43e-01 | reg: 2.35e+00 : 100%|██| 10/10 [00:23<00:00, 2.37s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.9649999737739563, 0.9599999785423279)"]},"metadata":{},"execution_count":4}]},{"cell_type":"code","source":["from IPython.display import Image\n","\n","Image(filename='/content/img_OneLayer/9.jpg', height=300)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":317},"id":"VzwwGq8Ex53q","executionInfo":{"status":"ok","timestamp":1717349416902,"user_tz":240,"elapsed":12,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"769d8c52-476e-4ea0-b1fc-11f8eee880d1"},"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"image/jpeg":"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predict_proba_func(X):\n"," proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1)\n"," return np.vstack([1 - proba, proba]).T\n","\n","def predict_func(X):\n"," proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1) > 0.5\n"," return proba\n","\n","pipeline = exp.make_pipeline(predict_func=predict_func,\n"," predict_proba_func=predict_proba_func,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"KAN_OneLayer\")"],"metadata":{"id":"6EJ-B3OE0hCD","executionInfo":{"status":"ok","timestamp":1717349417057,"user_tz":240,"elapsed":158,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_OneLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"x8lmOEow08k1","executionInfo":{"status":"ok","timestamp":1717349417332,"user_tz":240,"elapsed":132,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"01ba5ca9-b1a2-4510-c7f5-7d7e62843124"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9650 0.9954 0.9650 0.1796 0.0453\n","Test 0.9600 0.9936 0.9602 0.1893 0.0498\n","Gap -0.0050 -0.0018 -0.0047 0.0097 0.0045"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.96500.99540.96500.17960.0453
Test0.96000.99360.96020.18930.0498
Gap-0.0050-0.0018-0.00470.00970.0045
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Two-layer KAN"],"metadata":{"id":"aVeRh0gj56T5"}},{"cell_type":"code","source":["model = KAN(width=[2,2,1], grid=3, k=3)\n","\n","results = model.train(dataset, opt=\"LBFGS\", steps=20,\n"," metrics=(train_acc, test_acc),\n"," in_vars=[r'$x_1$', r'$x_2$'],\n"," save_fig=True, img_folder=\"img_TwoLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Cv8fLhc243VH","executionInfo":{"status":"ok","timestamp":1717349465656,"user_tz":240,"elapsed":46201,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"58b97f27-4069-43a1-c8c2-2dd6b5073010"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 1.49e-01 | test loss: 1.70e-01 | reg: 6.28e+00 : 100%|██| 20/20 [00:46<00:00, 2.30s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.9760000109672546, 0.9660000205039978)"]},"metadata":{},"execution_count":9}]},{"cell_type":"code","source":["display(Image(filename='/content/img_TwoLayer/9.jpg', height=300))\n","display(Image(filename='/content/img_TwoLayer/19.jpg', height=300))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"oTkyAXoQ6UgZ","executionInfo":{"status":"ok","timestamp":1717349465656,"user_tz":240,"elapsed":22,"user":{"displayName":"Aijun 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= exp.make_pipeline(predict_func=predict_func,\n"," predict_proba_func=predict_proba_func,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"KAN_TwoLayer\")"],"metadata":{"id":"BaVx9mR39G_i","executionInfo":{"status":"ok","timestamp":1717349465813,"user_tz":240,"elapsed":176,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_OneLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"4ZHiS8rM9K8J","executionInfo":{"status":"ok","timestamp":1717349465953,"user_tz":240,"elapsed":141,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"87b8c51d-6d55-479c-b417-a4e90d97352d"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9760 0.9971 0.9761 0.0804 0.0211\n","Test 0.9660 0.9951 0.9661 0.1002 0.0277\n","Gap -0.0100 -0.0020 -0.0101 0.0198 0.0066"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.97600.99710.97610.08040.0211
Test0.96600.99510.96610.10020.0277
Gap-0.0100-0.0020-0.01010.01980.0066
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Model Comparison"],"metadata":{"id":"sDNAgJTx9Urd"}},{"cell_type":"code","source":["from piml.models import GAMClassifier\n","\n","GAM = GAMClassifier()\n","GAM.fit(train_input, train_label)\n","pipeline = exp.make_pipeline(model=GAM,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"GAM\")"],"metadata":{"id":"I4AOdquE9q2i","executionInfo":{"status":"ok","timestamp":1717349468372,"user_tz":240,"elapsed":354,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"GAM\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"MPuhd2Og-K3q","executionInfo":{"status":"ok","timestamp":1717349468535,"user_tz":240,"elapsed":166,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"8fcc1b65-0892-4006-c301-7e3e8090d117"},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9770 0.9974 0.9771 0.0649 0.0184\n","Test 0.9680 0.9963 0.9681 0.0802 0.0238\n","Gap -0.0090 -0.0011 -0.0090 0.0152 0.0054"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.97700.99740.97710.06490.0184
Test0.96800.99630.96810.08020.0238
Gap-0.0090-0.0011-0.00900.01520.0054
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"exp\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \" \",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Train\",\n \"Test\",\n \"Gap\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ACC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9770\",\n \"0.9680\",\n \"-0.0090\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"AUC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9974\",\n \"0.9963\",\n \"-0.0011\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"F1\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9771\",\n \"0.9681\",\n \"-0.0090\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"LogLoss\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.0649\",\n \"0.0802\",\n \"0.0152\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Brier\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.0184\",\n \"0.0238\",\n \"0.0054\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{}}]},{"cell_type":"code","source":["exp.model_explain(model=\"GAM\", show=\"pfi\", figsize=(4,2))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x1\", figsize=(4,4))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x2\", figsize=(4,4))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"IIxjTfuL-QFg","executionInfo":{"status":"ok","timestamp":1717349470862,"user_tz":240,"elapsed":2333,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"c417f6c7-9f07-4445-b6f0-26078e60a0f7"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["# Select KAN_OneLayer, KAN_TwoLayer and GAM, check \"Robustness\": AUC, NoiseStep = 0.2\n","exp.model_compare()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":583,"referenced_widgets":["91b09be3f6b74b2c87c11a6a54b45ba9","cdf0e825eb0f4fd5979cb254b1ff28f0","accb66c3219a4646b50fffc571f4165d","806e36a6e0b848ada83016389c7a6a93","b262303757274687a9cb48995674c2d4","e17c679e31df4a77a29cf7399ec92a94","c7d3abfe82344df880ee90976ac13c3e","7ce30ee63d3542c495a458edd6d0f097","11f17442495c4267bdd8e048d7b019fa","753e6a25e8264ae7bff3162097496d2e","70d17457a026420fb239bf3fe910ee94","41c4229343304c098d8d29060ae7cbd7","5c567b226d6a483ea1f5133a0b16fbba","d1f533b5ba364f269a303ec8ecc8df9a","94a3295cca70419f95673c0086175c76","2a927b29f03f407a8ac27a5e4541fb5a","5012965241914f4a9d77f9da5dc4771e","9df47cf8ed254af18abc774a2c5fb485","bf222ae8b5d74f29aa26a417f271641f","03e35858cc4441fb80b0b51577e385c5","0beabb3857c84ef2ad81836b51953f93","4375502fbb1b413c9ef937b82adf54b9","5c97d1e19bee40a892b63ff8edf46ac5","4d68da4594a74a209cf8d4acaef7a1c6","fdfcf754c38d4173801e112ec835fa1f","d8682459c51c47a5a43c4038e30d3fba","6f89f9a4cf86442fab4c94317cbc2893","e22f828c1eb74539aa9ce771fa7ef8c8","eee34f37d06347ef895b6adef2182bce","a2135179f2a34b85bc34a618d5fde5fa","119e6cfd282a482b92255443956afc12","71de9ad61c7a4dfc9588811a18fbfc20","19e80cf9cc554cc99f603342eca016a9","9556a8d960a54f37a8884433084e089b","50df83eda9b74da5bf049c4f22a2e258","29440f66e265432f86ce98d652f3ac04","17986917e9d84ff08f5baaf09919910d","e8b251978b9f4fd4badd2e91951b959b","cf73949a5eba44179818a2a1742964fc","035a8c44b45b4fd6b3e50c97978c6d32","b2c0511e62ac4a95808155d436a20078","93da337a640e4dc18369f809dccc407f","8f554f5114d74e2d8c6f7425b9704e0a","1accd6f1e6b44878b59f651eb4945f4d","69b4b85916e548218817e28244254ec6","08c4f389f2034279bc5f795389c0a102","54923245033a46eca2bc97f8ea9cb297","0237a13aa66848c7a316c7c725ef384e","a32c05cd471c4645912369545ab4891f","372291c87d4f4a0598c11d7f904dfb51","146899ca48044e0a84b92f37f92c5f03","32074f865fcd405fbe63805d28d02ae1","31eeb575b36a440cb24ad6037bd26d7a","45c3951c267a411497a90e79661ceb56","48fc7a7306a342e98b05b080ea098a41","0698a85eca5c48afa86e48c67099e82d","49f54151e94e45a08d02a1f51e030955","58b9be688c794dbab574dfedc67b9cdd","a956d5cfd55b40f68c53d31fd346885b","2fb461e77de745c48df7344a4d4a33bf","3667202c59274bd480e53907fb48430b","06800b27759c406e8f6103152ab636cd","1f608b7dac12455a90a6970e1cc7e0bc","181e93c2f1f44ac6a1efb2f69be3c7ff","073347fae0e346299eeb36ed66977164","20226f22319741ac8531f794176e8897","ee576b1c093c4df9b9a319ef6e5b021e","f131bc07b65445d9a0c8222b6e891d49","185c065985d848f68c9d4fe987df67cc","212521560b0c47faa521cbc48cbed10f","248563ffb80d4d229a322be8c7ae67df","40e438a9b45749729d27d53dc191cf55","7c5d3cf73efd491087b29ab830ce80e5","1c045a89101e407e84f9eb73d73b9ea5","702e5e2919ab463da3672848e7999d42","0f743751429d4a739b344753aa5c0f04","23f3c45c15bf4127906f1efd1f12f930","44c78efbccf948b2b14bb5de9ce5e7fb","52d15286765b4677b49859f82b9d7b68","0275cb4e20be4f6c8423e4c3360b0182","b6ea4c54a5fe4a01b1d05fd40935a3df","11d5b98556164b51874b7cf13db3c6ce","9003a55a1f7d440184fb77f93c4080a2","4f07ddac1fbb42abb6471202313f5460","6f3ca332eace40f7888956a9e7de8113","b1e0aebb33804bf8805a8bb40938bacb","920c4e452a6847be8a4c20901d31e8a9","b4b41268253a427dbb26222489b12f50","291363b9ac004ab39d526ee4eefa7843","3c98a9cb77344f238d4a22d4d076f61a","41858d11a9f242669d0fe8bae3bf8c81","22fecf920dac4a02b439287889dfab95","ea9433d96a7c4251809fee4ede4a22e5","2bf1190144884247a97ceb3a2c5be954","06b321217140472ab1fdb383998104ad","a9e2e7540f6e4728bfe06f53f5864f1a","2fed43a3ee1d407e8c3e89c546b5d119","a3cf9d8ce6c346d290e70045423ebc39","a25fffffafa349b9bbbe988334290600","873caf85cca24c6bafecaee517071c66","604aa9cb82c14cd18319dfda1cf22973","10ab8cb89f1448868939b4ca0a4887d6","5878a23ea78c45f7afd50dd8b2844044","64e14df0465343c6a1e528551987b0b0","36c0c54fb923439fb22556509c7e2d1f","b20708be49b84943b5852eda5d7ace9a","33e4d66ed9d74e0c89a1565ad5568e56","005a3f527f5043338c8c5bb55d8dfe63","8ee295f64d50491091e653cfc1bebe40","8764d4ddb69b4a68a91629175d9875fc","55e67d970ca74f02a823650ad7970fc7","9f02748bc75b4611bd469b441cc22eb1","74767466a4f64708bbc0b162eecd8845","d03d9fe4cd7c4341b12412165a725a30","cb2169ed6abb4a939c5f9eec82eb9294","602e8eb1ca914f5f965c0f965306a709","8ded63f4c4a9457db5fb9e021a1871c6","9b86be003f3a4b2fb642dd6317cd3e8c","01e58591c306478ab58f6adc47754170","61a80c7eac86428cb44213be23c45bad","15ea0bf1fc364d3e988b2097390b70da","12f332b27ce24d7087dbea691eb39f62","7f4b5b90262447c394453590ce2fb3a0","8b0b2af44ceb4099b06113ccf34afe34","91e35bd572074c809ed5a57c1643bcfe","5c8b537c11614eba83d42342b47141cb","323697742f034c79a2269a41af26e7bd","c1915ac1490845ddac3b5f46055d54b9","83fdcb4af4644343a2c8b88680ea4375","4e717c9ad7af47938e79b74d599bbf38","d5951790aca84b3194f90569323c8cc8","4f59df6087594029a54ef659107732d4","ceae0becf7b24e379659e2f284e1ac7e","933e8bda3ad44ca5b445ce7c3dbd690e","8e75b1d4e5774e30bf85fc5d4815f7ec","5b4af20969f64f9a8e7596b105c9d8ec","caa7cdaaee774872b7f6cd490655ca29","7eb1dbffbbad420299b151a060a45d24","2f7e0fa557f64d1198093ca91558a3ae","920ff557767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Zhang","userId":"04897292400908543781"}},"outputId":"5dfff9ce-8c07-46da-e502-1617fb7bff08"},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":["VBox(children=(HBox(children=(Dropdown(layout=Layout(width='30%'), options=('Select Model', 'KAN_OneLayer', 'K…"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"91b09be3f6b74b2c87c11a6a54b45ba9"}},"metadata":{}}]}]} \ No newline at end of file From 354a215bc7949c716f533d2c5cdb4d7bfdf2afa0 Mon Sep 17 00:00:00 2001 From: ajzhanghk Date: Sun, 2 Jun 2024 13:43:59 -0400 Subject: [PATCH 2/7] Update README.md --- docs/Workshop/README.md | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/docs/Workshop/README.md b/docs/Workshop/README.md index d6e76b2..21ffe90 100644 --- a/docs/Workshop/README.md +++ b/docs/Workshop/README.md @@ -1,5 +1,15 @@ ## Workshop Info and Materials + +
+

KANs (Kolmogorov Arnold Networks) Examples Revisited


+ +**Codes:** +- 1) KANs Can't Deal With Noise +- KANs Can't Beat GAM +
+ +

PiML Training, March 21-22, 2024 | Commonwealth Bank


From da331b349e04b62f5694d1973fc39f97c3c7bfc3 Mon Sep 17 00:00:00 2001 From: ajzhanghk Date: Sun, 2 Jun 2024 13:44:10 -0400 Subject: [PATCH 3/7] Update README.md --- docs/Workshop/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/Workshop/README.md b/docs/Workshop/README.md index 21ffe90..d585a2a 100644 --- a/docs/Workshop/README.md +++ b/docs/Workshop/README.md @@ -5,7 +5,7 @@

KANs (Kolmogorov Arnold Networks) Examples Revisited


**Codes:** -- 1) KANs Can't Deal With Noise +- KANs Can't Deal With Noise - KANs Can't Beat GAM
From de1449177a93f2b1a6fa9405c8b5ee86fd5920d2 Mon Sep 17 00:00:00 2001 From: ajzhanghk Date: Sun, 2 Jun 2024 14:09:31 -0400 Subject: [PATCH 4/7] Add files via upload --- examples/KANs_Can't_Beat_GAM.ipynb | 1 + 1 file changed, 1 insertion(+) create mode 100644 examples/KANs_Can't_Beat_GAM.ipynb diff --git a/examples/KANs_Can't_Beat_GAM.ipynb b/examples/KANs_Can't_Beat_GAM.ipynb new file mode 100644 index 0000000..e475d22 --- /dev/null +++ b/examples/KANs_Can't_Beat_GAM.ipynb @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyOY29Ic/vxG7Y+fDHZa20cB"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# KANs Example Revisited\n","\n","Source: https://github.com/KindXiaoming/pykan/blob/master/docs/Examples/Example_3_classfication.ipynb\n","\n","## \"KANs can't beat GAM in performance, explainability and robustness.\""],"metadata":{"id":"rJNgtfabAEsG"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"nqhmBCSXsMF9"},"outputs":[],"source":["!pip install piml\n","!pip install pykan"]},{"cell_type":"code","source":["from piml import Experiment\n","exp = Experiment(highcode_only=True)"],"metadata":{"id":"-cnnB6J_5WKh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from kan import KAN\n","import matplotlib.pyplot as plt\n","from sklearn.datasets import make_moons\n","import torch\n","import numpy as np\n","\n","dataset = {}\n","train_input, train_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","test_input, test_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","\n","dataset['train_input'] = torch.from_numpy(train_input)\n","dataset['test_input'] = torch.from_numpy(test_input)\n","dataset['train_label'] = torch.from_numpy(train_label[:,None])\n","dataset['test_label'] = torch.from_numpy(test_label[:,None])\n","\n","X = dataset['train_input']\n","y = dataset['train_label']\n","plt.scatter(X[:,0], X[:,1], c=y[:,0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":514},"id":"P_RvkiD9uom_","executionInfo":{"status":"ok","timestamp":1717349393165,"user_tz":240,"elapsed":1133,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"a1a8061f-6243-44cc-9fbe-3e4a23bc224a"},"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":3},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# One-layer KAN"],"metadata":{"id":"dZsqo8BO3Wxc"}},{"cell_type":"code","source":["model = KAN(width=[2,1], grid=3, k=3)\n","\n","def train_acc():\n"," return torch.mean((torch.round(model(dataset['train_input'])[:,0]) == dataset['train_label'][:,0]).float())\n","\n","def test_acc():\n"," return torch.mean((torch.round(model(dataset['test_input'])[:,0]) == dataset['test_label'][:,0]).float())\n","\n","results = model.train(dataset, opt=\"LBFGS\", steps=10,\n"," metrics=(train_acc, test_acc),\n"," in_vars=[r'$x_1$', r'$x_2$'],\n"," save_fig=True, img_folder=\"img_OneLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"k8GxEFl3u1Q4","executionInfo":{"status":"ok","timestamp":1717349416901,"user_tz":240,"elapsed":23740,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"929eef49-9257-42bd-911d-c710dc0cc493"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 2.33e-01 | test loss: 2.43e-01 | reg: 2.35e+00 : 100%|██| 10/10 [00:23<00:00, 2.37s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.9649999737739563, 0.9599999785423279)"]},"metadata":{},"execution_count":4}]},{"cell_type":"code","source":["from IPython.display import Image\n","\n","Image(filename='/content/img_OneLayer/9.jpg', height=300)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":317},"id":"VzwwGq8Ex53q","executionInfo":{"status":"ok","timestamp":1717349416902,"user_tz":240,"elapsed":12,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"769d8c52-476e-4ea0-b1fc-11f8eee880d1"},"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"image/jpeg":"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predict_proba_func(X):\n"," proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1)\n"," return np.vstack([1 - proba, proba]).T\n","\n","def predict_func(X):\n"," proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1) > 0.5\n"," return proba\n","\n","pipeline = exp.make_pipeline(predict_func=predict_func,\n"," predict_proba_func=predict_proba_func,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"KAN_OneLayer\")"],"metadata":{"id":"6EJ-B3OE0hCD","executionInfo":{"status":"ok","timestamp":1717349417057,"user_tz":240,"elapsed":158,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_OneLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"x8lmOEow08k1","executionInfo":{"status":"ok","timestamp":1717349417332,"user_tz":240,"elapsed":132,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"01ba5ca9-b1a2-4510-c7f5-7d7e62843124"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9650 0.9954 0.9650 0.1796 0.0453\n","Test 0.9600 0.9936 0.9602 0.1893 0.0498\n","Gap -0.0050 -0.0018 -0.0047 0.0097 0.0045"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.96500.99540.96500.17960.0453
Test0.96000.99360.96020.18930.0498
Gap-0.0050-0.0018-0.00470.00970.0045
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rx+MRiOOHz9u95yDZcwNHDiwQe/863pNAXWPBXu1qxUfHw8A2Lx5c71thwwZglatWmH//v3KebmmcN8HCAAsXboUWq0Wjz32GLKysmzml5eXY+vWrXZvbmoqer0eMTExKC4uxsaNG5Xp1dXVWLx4MQoKCuwuZ3kXZu9GPcvJzb1791p9b3/z5k2kpqbWOtBCQkJw/fr1Wm/csicxMRGBgYH44osvbAb8+vXr8fXXXyM0NLTerxGbgsFgwHPPPYeysjJMmjTJ7rvGH374ATt27FD+bqy+HDx4MADgz3/+s9X0NWvW4IsvvmjQfgHq9q252bBhA7Kzs5W/Kyoq8NRTT0FE8NhjjykngD08PDBnzhyYzWYsWLAAP//8s7LM+fPnlT5dtGhRg7Zf12sK+L+xsHnzZquvqg4fPoxXXnmlQduqyzPPPAN3d3ds2bIF7777rtU8EcHBgweVcyahoaGYM2cOLly4gGnTpuH69es268vLy8M//vEPp9VnKaRFQi33gdRm06ZNys1pvXr1kkmTJik3/llu1LnzppzaLpu1qO9Sv7our61t3QcPHhStVqtcDjtx4kRp166d+Pn5KTel3b3Mq6++KgAkMDBQkpOTJTU11eoa/4SEBAEgPj4+MmHCBJkwYYL4+PhIp06dlMub77ycWETkqaeeUi45nDFjhqSmpsqaNWuU+fdyI2G/fv1k2rRp0rdvXwHqvpGwtj607PPd9dWmoTcSzpo1SwCIXq+X6OhoSU5OlkmTJknPnj1Fo9FIZGSk1TKN0ZenT59W+iwqKkomT54sXbp0EaPRqFzXX9tlvLVd3qxm3+pi77VW32XnddVY2+XJd99IOGLECElMTJSgoCABID179rS5TPrOGwkDAgJk6tSpMnr0aHF3dxeg7hsJ62K5yXjAgAEye/ZsSU1NlQ8++EBERM6dO6fcwNujRw9JTk6W2NhY0Wg0smTJEruXZte2z/X1165du0Sn01lta9SoUbXeSGgZox4eHjJw4ECZNm2ajBs3Tjp16iTArzftOtP/TICIiGRnZ0tKSoqEh4eLXq8XHx8f6dmzp8yZM0f2799vdb+HKwJERGT//v0yYMAAMRgM0qZNG0lMTJSCgoJal6mqqpJly5ZJx44dlYF25+CtqKiQpUuXSufOncVgMEhYWJg8+eSTUlhYWOsBury8XBYuXChhYWHi5uZmc6Co6+Bw+vRpmTZtmgQGBopOp5Pg4GCZOXOmfPvttw3uw8YMEIsPPvhAxowZIwEBAaLT6SQgIED69esnzz33nBw/ftyqbWP0pcivNyjGxcVJ69atxWQyyahRoyQnJ6fe+0Dquz+mIftWl6YOkJqaGklPT5du3bqJwWCQ4OBgWbBggc39Vhbl5eWyYsUK6dGjhxgMBvHy8pJBgwbJzp077ba/lwDJzc2VCRMmSNu2bZU3dXfWe/bsWeUu79atW0vfvn1l8+bNImL/3h61ASIicvLkSZk5c6aEhoYqz+PAgQPl1VdflaqqKqu21dXVsn37dhk6dKi0adNGdDqdhISESExMjKxYscLmnh1HaUT4D2cQkes1xj9NQI3rf+IcCBEROR8DhIiIVGGAEBGRKjwHQkREqvATCBERqcIAISIiVVrEb2GZzWZcuXIFXl5ezfa3rIiIWhoRQVlZGUJCQlT90GOLCJArV64gLCzM1WUQEd2XLl++XOtPzdelRQSI5bfyL1++DJPJ5OJqiIjuD6WlpQgLC1OOsQ3VIgLE8rWVyWRigBAROZnaUwM8iU5ERKowQIiISBUGCBERqdIizoFY9Er7GFpDa1eXQUTUbFxYPab+Ro2En0CIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVBggREanCACEiIlUaPUD27t2LhIQE+Pv7w2QyISYmBh9//HFjb5aIiBpZowfI559/joSEBBw4cADHjx/HkCFD8MgjjyA7O7uxN01ERI3I4QC5ceMGgoKCsHLlSmXal19+Cb1ej8zMTKxbtw7PPfccBgwYgM6dO2PlypXo3Lkz9u3b5+imiYjIhdwcXYG/vz+2bt2KCRMmYPjw4ejatStmzZqFhQsXYtiwYTbtzWYzysrK0KZNG0c3TURELuRwgADA6NGjMW/ePMyYMQP9+/eHh4cHVq1aZbdteno6ysvLkZiYWOv6KisrUVlZqfxdWlrqjDKJiMiJnHYOJD09HdXV1dizZw/eeecdGAwGmzY7d+7EihUrsHv3bgQEBNS6rlWrVsHb21t5hIWFOatMIiJyEqcFSH5+Pq5cuQKz2YwLFy7YzM/IyMDcuXOxe/duxMfH17muF154ASUlJcrj8uXLziqTiIicxClfYd2+fRszZ85EUlISunbtirlz5+LUqVPKp4xdu3Zhzpw5yMjIwJgxY+pdn8FgsPsJhoiImg+nBMjSpUtRUlKC9evXw9PTEwcOHMCcOXOwf/9+7Ny5EykpKXj99dcRHR2Na9euAQCMRiO8vb2dsXkiInIBh7/CysrKwrp167Bjxw6YTCZotVrs2LEDhw8fxqZNm7B582ZUV1djwYIFCA4OVh5PP/20M+onIiIXcfgTSFxcHKqqqqymRUREoKSkBAAwf/58RzdBRETNEH8Li4iIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKg7/k7ZN6fSKETCZTK4ug4iIwE8gRESkEgOEiIhUYYAQEZEqDBAiIlKFAUJERKowQIiISBUGCBERqcIAISIiVRggRESkCgOEiIhUYYAQEZEqLeq3sHqlfQytobWry6AmcGH1GFeXQET14CcQIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVBggREanSqAFy9epVTJ8+HV26dIFWq8UzzzzTmJsjIqIm1KgBUllZCX9/fyxbtgyRkZGNuSkiImpiDgXIjRs3EBQUhJUrVyrTvvzyS+j1emRmZiIiIgKvv/46Hn30UXh7eztcLBERNR9ujizs7++PrVu3YsKECRg+fDi6du2KWbNmYeHChRg2bJjq9VZWVqKyslL5u7S01JEyiYioETj8Fdbo0aMxb948zJgxA08++SQ8PDywatUqh9a5atUqeHt7K4+wsDBHyyQiIidzyjmQ9PR0VFdXY8+ePXjnnXdgMBgcWt8LL7yAkpIS5XH58mVnlElERE7k0FdYFvn5+bhy5QrMZjMuXLiA3r17O7Q+g8HgcAgREVHjcjhAbt++jZkzZyIpKQldu3bF3LlzcerUKQQEBDijPiIiaqYcDpClS5eipKQE69evh6enJw4cOIA5c+Zg//79AICcnBwAQHl5OW7cuIGcnBzo9Xr06NHD0U0TEZELORQgWVlZWLduHQ4dOgSTyQQA2LFjByIjI7Fp0ybMnz8fffv2VdofP34cO3fuRHh4OC5cuOBQ4URE5FoOBUhcXByqqqqspkVERKCkpET5W0Qc2QQRETVT/C0sIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqOPRP2ja10ytGKP/2OhERuRY/gRARkSoMECIiUoUBQkREqrSIcyAiAgAoLS11cSVERPcPyzHVcoxtqBYRIEVFRQCAsLAwF1dCRHT/KSsrg7e3d4OXaxEB0qZNGwDApUuXVO2kK5WWliIsLAyXL19ucVeQteTagZZdP2t3nZZcf0NrFxGUlZUhJCRE1fZaRIBotb+eqvH29m5xT6iFyWRi7S7Skutn7a7TkutvSO2OvCnnSXQiIlKFAUJERKq0iAAxGAxIS0uDwWBwdSkNxtpdpyXXz9pdpyXX39S1a0Tt9VtERPQ/rUV8AiEiouaHAUJERKowQIiISBUGCBERqeKSANm4cSMiIiLg7u6O6OhoHDt2rM72e/bsQbdu3eDu7o7evXvjwIEDVvNFBC+++CKCg4NhNBoRHx+P3NzcFlP/7NmzodForB4jR450ee3ffPMNJk+ejIiICGg0Gqxbt87hdTan2pcvX27T7926dWuU2hta/5YtWxAbGwtfX1/4+voiPj7epn1Tjntn195cx/zevXvRv39/+Pj4wMPDA1FRUdixY4dVm+ba7/dSu9P7XZpYRkaG6PV62bp1q3zzzTcyb9488fHxkevXr9ttf+TIEWnVqpWsWbNGzpw5I8uWLROdTienTp1S2qxevVq8vb3l/fffl5MnT8q4ceOkffv2cuvWrRZRf0pKiowcOVKuXr2qPIqLi11e+7Fjx2TJkiWya9cuCQoKkrVr1zq8zuZUe1pamvTs2dOq32/cuOHUutXWP336dNm4caNkZ2fL2bNnZfbs2eLt7S3ff/+90qapxn1j1N5cx/yhQ4dk7969cubMGcnLy5N169ZJq1at5KOPPlLaNNd+v5fand3vTR4gDz30kCxYsED5u6amRkJCQmTVqlV22ycmJsqYMWOspkVHR8sTTzwhIiJms1mCgoLklVdeUebfvHlTDAaD7Nq1q9nXL/Lrkzp+/Hin13q3htZ+p/DwcLsHYUfW2RCNUXtaWppERkY6scraOdpP1dXV4uXlJdu3bxeRph33zq5dpGWMeYu+ffvKsmXLRKRl9buIde0izu/3Jv0K6/bt2zh+/Dji4+OVaVqtFvHx8Th69KjdZY4ePWrVHgBGjBihtC8oKMC1a9es2nh7eyM6OrrWdTan+i2ysrIQEBCArl27Yv78+covELuydless6m3k5ubi5CQEHTo0AEzZszApUuXHC3XhjPqr6ioQFVVlfLDok017hujdovmPuZFBJmZmTh37hwefvhhAC2n3+3VbuHMfm/SACksLERNTQ0CAwOtpgcGBuLatWt2l7l27Vqd7S3/bcg61WqM+gFg5MiReOutt5CZmYmXX34Zn332GUaNGoWamhqX1u6KdTbldqKjo7Ft2zZ89NFH2LRpEwoKChAbG4uysjJHS7bijPqff/55hISEKAeUphr3jVE70LzHfElJCTw9PaHX6zFmzBhs2LABCQkJAJp/v9dVO+D8fm8Rv8Z7v0tOTlb+v3fv3ujTpw86duyIrKwsDBs2zIWV3d9GjRql/H+fPn0QHR2N8PBw7N69G6mpqS6szNrq1auRkZGBrKwsuLu7u7qcBqmt9uY85r28vJCTk4Py8nJkZmbi2WefRYcOHRAXF+fSuu5FfbU7u9+b9BOIn58fWrVqhevXr1tNv379OoKCguwuExQUVGd7y38bsk61GqN+ezp06AA/Pz/k5eU5XvT/p6Z2V6zTldvx8fFBly5dnNrvgGP1p6enY/Xq1fjkk0/Qp08fZXpTjfvGqN2e5jTmtVotOnXqhKioKCxevBhTpkzBqlWrADT/fq+rdnsc7fcmDRC9Xo9+/fohMzNTmWY2m5GZmYmYmBi7y8TExFi1B4CDBw8q7du3b4+goCCrNqWlpfjqq69qXWdzqt+e77//HkVFRQgODnZO4VBXuyvW6crtlJeXIz8/36n9Dqivf82aNXjppZfw0UcfoX///lbzmmrcN0bt9jTnMW82m1FZWQmg+fd7XbXb43C/O+10/D3KyMgQg8Eg27ZtkzNnzsjjjz8uPj4+cu3aNRERmTVrlvzhD39Q2h85ckTc3NwkPT1dzp49K2lpaXYv4/Xx8ZEPPvhA/vvf/8r48eMb9TJeZ9ZfVlYmS5YskaNHj0pBQYF8+umn8uCDD0rnzp3ll19+cWntlZWVkp2dLdnZ2RIcHCxLliyR7Oxsyc3Nved1NufaFy9eLFlZWVJQUCBHjhyR+Ph48fPzkx9//NGptaupf/Xq1aLX6+Xvf/+71SWXZWVlVm2aYtw7u/bmPOZXrlwpn3zyieTn58uZM2ckPT1d3NzcZMuWLVb71xz7vb7aG6PfmzxAREQ2bNgg7dq1E71eLw899JD8+9//VuYNHjxYUlJSrNrv3r1bunTpInq9Xnr27Ckffvih1Xyz2Sx/+tOfJDAwUAwGgwwbNkzOnTvXIuqvqKiQ4cOHi7+/v+h0OgkPD5d58+Y5/QCspvaCggIBYPMYPHjwPa+zOdeelJQkwcHBotfrJTQ0VJKSkiQvL69Ram9o/eHh4XbrT0tLU9o05bh3Zu3NecwvXbpUOnXqJO7u7uLr6ysxMTGSkZFhtb7m2u/11d4Y/c6fcyciIlX4W1hERKQKA4SIiFRhgBARkSoMECIiUoUBQkREqjBAiIhIFQYIERGpwgAhIiJVGCBERKQKA4SIiFRhgBARkSoMECIiUoUBQkREqjBAiIhIFQYIERGpwgAhIiJVGCBERKTK/wO5J+cVWwrxdwAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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dMS2bdvwyy+/6I9rNBq8+OKLKCkpQXR0dJsOdN2daG5urklrNTucjf+yYehiIuGtdBMLBQKBfiJhSEgIc3R0ZCtWrOhwKKFuGOzVq1c7fd4ZM2YwAGzIkCFsyZIl7JFHHmGbNm3Sf72j4Y65ubnM2dmZAWDh4eFtJrQ999xzDAALDg5uc01PhvEmJibqJ2jNnTuXxcbGMqFQqB/W+uWXX3Z4vUwmY1FRUQwAc3d3Z+PHj2eLFi1i06ZN009ie+qpp9pcg5smEjo5ObEZM2awOXPmMHd3dwaATZgwoc0cDMa08xwmTZrEADBnZ2f9JLr77rtPP6dj5syZba7panh0Z+/V5cuXmUQi0Q8lXrBgAbv77rsZj8fT/xvoaEj2iy++qJ/Xcdddd7F58+ax+++/n0VFRTGBQMDEYnGb83XDeDsbPt3Rz5cxxp588kn9v9ExY8awhQsXsvHjx3c4kfDSpUusb9++DADz9fVlCQkJbNGiRWzy5Mn6yZS3zrfpzO0mEnaks/f/yy+/ZHw+n/F4PP33oBsKfOtEQsYYa2xs1Nc7btw4lpyczB555BGWkZHR7VqsAQUIB+4kQBhjbMuWLSwqKoo5OTkxLy8vNnPmTHbq1KlOx6J3J0BkMhlbsmQJ8/Pz00+4uvkXsbNftAsXLuhnWzs5ObGoqCj93AljB4juwefzmVgsZqGhoWzOnDlsw4YNTC6Xd/kcjY2N7F//+hcbPXo0E4vFTCgUMqlUysaNG8feffddVlRU1OZ8Xe1NTU3sxRdfZCEhIUwoFLLg4GC2evXqDud6MKadw7NlyxY2ceJE5unpyezt7VlAQACLi4tjr776KsvNzW1zviEBwhhjBQUFbNGiRczLy4s5ODiwyMhItnnz5tvO6Tlw4ACbN28eCwgIYPb29szLy4sNHz6crVy5kh04cKDNuYYGCGOM/fjjjywxMZF5enoyoVDIgoKC2PTp09mOHTvanVtTU8PeeOMNdtdddzEXFxfm4ODAQkJCWGJiItuwYUObuSldMWaAMMZYRkYGmzFjBvPy8mL29vasT58+7PHHH2fFxcUdnn/s2DE2adIkJhaLGY/HYwDYF1980e1arAGPMTPYfIIQjvF4PAQHB7dpviKEdI36QAghhBiEAoQQQohBKEAIIYQYhCYSEgKYdAY9IdaC7kAIIYQYhAKEEEKIQSy2CUuj0eD69etwdXWlxc4IIcQAjDHU1tYiICDAoEU0LTZArl+/rl/MjRBCiOGKioo6XOPudiw2QHQrphYVFcHNzY3jagghxPIoFApIpdJO98G5HYsNEF2zlZubGwUIIYT0gKHdANSJTgghxCAUIIQQQgxCAUIIIcQgFCCEEEIMQgFCCCHEIBQghBBCDEIBQgghxCAUIIQQQgxCAUIIIcQgFjsTnRBCzF2jUg1FkwoqtQZqDYPEzQEO9gKuyzIaChBCCDEiZYsG+3PL8X12MfbnlkOl/nOzMiehAIlD/DArKhDxYV6wE1h2IxAFCCGEGMmPJ0vw2v/Oo6peqT8m4PNgx+eBxwMalGrsPFGCnSdK0NfbGR8tisKQADGHFfcMBQghhPSQvEGFl388i59OXQcA+LqKMDsqEHPuCsJAP+1Kt4wx5BTW4MeTJfjfqeu4WlmP2f8+gtdnDsEDMVKL3NeIxyx0M2iFQgGxWAy5XE6r8RJCOHO2RI7lXx5HqbwJAj4PT07shxUT+sG+i+apmgYlUr45hd8vlgMAHogJQuqc4RDwTRsiPf0ctewGOEII4dDZEjkWf/YHSuVN6OvtjO8ei8PTCQO6DA8AcHcS4rOlMfhb4kDwecA3x4vxzu6LJqraeChACCHEAOevK/Dg539A3qhCdLAHfloZj6g+Ht2+ns/nYcWEfli/IAoA8H8Hr+D77OLeKrdXUIAQQsgdyi2rxeLPjqKmQYWoPu7YnDwCrg72Bj3XfREBWDmhHwBg1Y4zyCm8YcxSexUFCCGE3AFFkwp/2XocNxpUiJC6Y8vDIw0OD52USQMwOVwCpVqDv3yZjcq6ZiNV27soQAghpJsYY3j+u9O4VtWAQHdHbH5oBNx6GB6Atjnr/fmRGCBxQWVdM/65J9cI1fY+ChBCCOmmzUcK8OvZMtgLeNiw+C54OAuN9tzOIju8OXsYAGDbsSKcLZEb7bl7i9ECZMOGDQgJCYGDgwNiY2ORlZXV5fnr16/HwIED4ejoCKlUimeeeQZNTU3GKocQQozqZFEN3tp1AQCweupgRErdjf4aI0I8MSMiAIwBr/18HuY+y8IoAbJ9+3akpKRg7dq1yMnJQUREBBITE1FeXt7h+V9//TVeeOEFrF27FhcuXMDnn3+O7du348UXXzRGOYQQYlTNLWqkfHMSKjXD1GF+SBod0muv9cK9g+Bgz0fW1WrsOlPWa69jDEYJkHXr1mH58uVITk5GeHg4PvnkEzg5OWHTpk0dnn/kyBHEx8dj0aJFCAkJweTJk7Fw4cLb3rUQQggXPj1wBVcq6uHtIkLqnOG9Oms80N0Rj40LAwC8tesCmlTqXnutnupxgCiVSmRnZyMhIeHPJ+XzkZCQgMzMzA6vGT16NLKzs/WBceXKFezatQtTp07taTmEEGJUBZX1+HB/PgDg5emDIXbseaf57Tx6dxgCxA4oqWnEtqzCXn89Q/U4QCorK6FWqyGRSNocl0gkKCvr+PZr0aJFeO211zBmzBjY29sjLCwM48eP77IJq7m5GQqFos2DEEJ6E2MMa346B2WLBmP6eeO+iACTvK6jUIDHxmvvQr7MvAaNxjz7QjgZhZWeno633noL//73v5GTk4MdO3bgl19+weuvv97pNampqRCLxfqHVCo1YcWEEFu060wZDl6qgNCOj9dnDTXpgodz7gqCi8gOVyrrcSi/0mSveyd6HCDe3t4QCASQyWRtjstkMvj5+XV4zcsvv4wlS5Zg2bJlGDZsGGbPno233noLqamp0Gg0HV6zatUqyOVy/aOoqKinpRNCSKeaW9T6UVcrxvdDX29nk76+i8gO82KCAACbM66a9LW7q8cBIhQKER0djbS0NP0xjUaDtLQ0xMXFdXhNQ0MD+Py2Ly0QaHfp6mzYmkgkgpubW5sHIYT0lm1ZRSipaYSfmwMeHRfKSQ1L40IAAPtzK3C1sp6TGrpilCaslJQUbNy4EVu2bMGFCxfw+OOPo76+HsnJyQCApUuXYtWqVfrzZ8yYgY8//hjbtm3D1atXsXfvXrz88suYMWOGPkgIIYQrjUo1PmrtOF85sR9n29D29XbGhIE+AIAvMws4qaErRtlQav78+aioqMCaNWtQVlaGyMhI7N69W9+xXlhY2OaO46WXXgKPx8NLL72EkpIS+Pj4YMaMGXjzzTeNUQ4hhPTI1qMFqKhtRpCHIx6I4ba/NWl0CPbnVuC748V4bvJAOIvMZx9A2lCKEEJuUtukwt3v7MeNBhXevX845nEcIBoNQ8K6A7hSWY83Zw/F4thgoz03bShFCCFG9EVGAW40qBDq7YzZUYFclwM+n4cHRmhDbNeZUo6raYsChBBCWtU3t+CzQ1cAAE9PGgC72+wsaCr3DtWOaD16pRpVZrTUu3m8O4QQYga+PV4ERVMLQrycMG2YP9fl6AV7OWNIgBvUGoa952W3v8BEKEAIIQSAWsOwKaMAAPDImL4Q8E03abA7dHchv541nwUWKUAIIQTA3vNlKKxugLuTPeZGB3FdTjv3tt4RZeRXQt6g4rgaLQoQQggB8Nkh7WzvxbF94CQ0n6GyOmE+LhgocUWLhmHvBfNoxqIAIYTYvBOFN3D82g3YC3hIap39bY6mtDZj7T5rHqOxKEAIITbvs8Pau4/7IgLh6+bAcTWdm9rajHXwUiVqm7hvxqIAIYTYtDJ5E3a3dkwvG9uX42q6NkDiglAfZyjVGvx+seMdX02JAoQQYtO+PV4EtYZhZIgnBvub96oWPB4PU4Zom7HSLlCAEEIIZ9Qahm3HtFtDLIy1jD2GxvT3BgBkXqnqdPVyU6EAIYTYrEN5FSipaYTY0R73DjWfiYNduauPB0R2fFTUNuNyRR2ntVCAEEJs1n9b9xufc1cgZ0u23ykHewFiQjwAAEcuV3FaCwUIIcQmlSuasK+1H2HhyD4cV3NnRodpm7GO5FOAEEKIyX2bXQy1hiEm2AMDJK5cl3NH4sK8AGj7QTQa7vpBKEAIITZHo2HYdkzbfGVpdx8AMDxQDBeRHeSNKpwvVXBWBwUIIcTm/HG1GkXVjXB1sNNPzrMkdgI+Rvb1BAAcuVzJWR0UIIQQm/PDiRIAwLRh/nAUWkbn+a1GtzZjcdmRTgFCCLEpTSo1drWuJTXLDHYcNJSuHyTrajVUag0nNVCAEEJsyv6L5ahtakGA2AEjQzy5Lsdgg/3c4O5kjwalGqeLazipgQKEEGJTdrY2X90XGQi+mW0adSf4fB7iQlubsTgazksBQgixGTUNSqTnVgAAZltw85UO1/0g5rdrCiGE9JJdZ8qgVGswyM8VA/0sa+5HR8YP9MVL0zT69bFMjQKEEGIzfjipbb6yhrsPAJB6OmHZ2FDOXp+asAghNqGkphFZV6vB4wH3RQZwXY5VoAAhhNiEXae1Q3dHhnjCX+zIcTXWgQKEEGITdHM/pg23vJnn5ooChBBi9a7XNOJEYQ14POh39CM9RwFCCLF6v7bueT4i2BO+bg4cV2M9KEAIIVbv1zPa5qt7h9HdhzFRgBBCrFqZvAnHr90AAIvZttZSGC1ANmzYgJCQEDg4OCA2NhZZWVmdnjt+/HjweLx2j2nTphmrHEIIAQDsbu08jw72gJ+Ymq+MySgBsn37dqSkpGDt2rXIyclBREQEEhMTUV5e3uH5O3bsQGlpqf5x9uxZCAQCzJs3zxjlEEKI3q7W/o97h1LzlbEZJUDWrVuH5cuXIzk5GeHh4fjkk0/g5OSETZs2dXi+p6cn/Pz89I+9e/fCycmJAoQQYlTliiYcK6gGANxrgRtHmbseB4hSqUR2djYSEhL+fFI+HwkJCcjMzOzWc3z++edYsGABnJ2dOz2nubkZCoWizYMQQrqy57wMjAERUncEutPkQWPrcYBUVlZCrVZDIpG0OS6RSFBWVnbb67OysnD27FksW7asy/NSU1MhFov1D6lU2qO6CSHWb98FGQAgcYjkNmcSQ3A+Cuvzzz/HsGHDMHLkyC7PW7VqFeRyuf5RVFRkogoJIZaorrlFv0/G5HAKkN7Q49V4vb29IRAIIJPJ2hyXyWTw8+u606q+vh7btm3Da6+9dtvXEYlEEIlEPaqVEGI7Dl6qgFKtQYiXE8J8XLguxyr1+A5EKBQiOjoaaWlp+mMajQZpaWmIi4vr8tpvv/0Wzc3NePDBB3taBiGEtLHvvPaP2knhEvB4lrvzoDkzyn4gKSkpSEpKQkxMDEaOHIn169ejvr4eycnJAIClS5ciMDAQqampba77/PPPMWvWLHh5eRmjDEIIAQC0qDX4PVc7jWBSOA3f7S1GCZD58+ejoqICa9asQVlZGSIjI7F79259x3phYSH4/LY3O7m5uTh8+DD27NljjBIIIUTvWMEN1DSo4OFkj7v6uHNdjtXiMcYY10UYQqFQQCwWQy6Xw83NjetyCCFm5PWfz+Pzw1cx964g/POBCK7LMVs9/RzlfBQWIYQYE2MMe2/q/yC9hwKEEGJV8srrUFjdAKEdH2P7e3NdjlWjACGEWBXd5MH4MC84i4zSzUs6QQFCCLEq6RcrAAATB1PzVW+jACGEWA15owrZhdq9P8YP8OG4GutHAUIIsRqH8yqh1jD083WB1NOJ63KsHgUIIcRq7G+dPDhhIN19mAIFCCHEKmg0DAcuafs/xg/05bga20ABQgixCudLFaiobYaTUICYEA+uy7EJFCCEEKuQ3tp8Fd/PGyI7AcfV2AYaJE0shrxBhZ9OleCHk9dRfKMByhYNVGoGbxchxg/0xT2DfTGyryd9eNio9Fxd8xX1f5gKBQgxe1V1zXjjlwv45UwplC2adl+va27B5iMF2HykAJ7OQvwtcSDmx0jB59MS3raipkGJHN3wXer/MBkKEGLWjhVU48mvT6BM0QQAGOTninkxUowM8YTIng97AR95slr8frEcaRfLUVHbjFU7zmDbsSK8PnMIhge5c/sNEJM4lFcJDQMGSFxo73MTogAhZokxhv87eAXv/pYLtYYhzMcZ782LQKTUvd3mQH29nTF5iB9Uag22HCnA+n15OFVUg1kbMvDazKF4cFQwR98FMRUafcUN6kQnZun9fXn4x68XodYwzIoMwE8rxyCqj0eXO8vZC/hYNjYUvz87DtOG+UPDgJd+OIt3dl+Ehe5aQLqBMYZDedoAubs/9X+YEgUIMTs7corxr7Q8AMCa6eF4f37kHS2K5+vmgI8WReHphP4AgH+nX8az35yCSt2+/4RYvvzyOsgUzRDZ8Wn4rolRgBCz8seVKjz//WkAwGPjwvDwmL4G7WfN4/HwdMIAvDN3OAR8HnacKMGqHWfoTsQKHcyrBACM7OsJB3sagWdKFCDEbBRWNeDRr7KhUjNMHeaHvycO7PFzPjBCik8ejIaAz8N32cX4V1q+ESol5oSar7hDAULMAmMMq3aeRk2DCpFSd6x7INJow3AnhUvw2swhAID3913C99nFRnlewr3mFjX+uFINABhDm0eZHAUIMQs/nryOjPwqiOz4+NeCKKM3RSyODcZj48IAAM9/fxp/XKky6vMTbmRfu4FGlRreLiIM8nPluhybQwFCOCdvUOGNX84DAP56T3/08eqdZbj/njgQ04f7o0XD8NS2k6hpUPbK6xDTOdTa/zG2v7dBfWWkZyhACOfe/u0iKuuU6O/rguVjQ3vtdfh8Ht65fzhCvZ1RpmiiTnUrcPimACGmRwFCOJVTeANf/1EIAHhj1lAI7Xr3n6ST0A4fLIiCHZ+HX8+W4ZvjRb36eqT3VNU14+x1OQBgTD8KEC5QgBBOvbP7IgDg/uggxIZ6meQ1hwWJ8exk7QivV346jysVdSZ5XWJcGZerwJh2eRtfNweuy7FJFCCEM1lXq3H0SjXsBTykTBpg0td+9O5QxIV6oVGlxgvfU1OWJTrcOnyXmq+4QwFCOPPh79rZ5vdHSxFg4gXw+Hwe3nsgAo72AmQVVOM7GtprURhjyMjXjqSLp+YrzlCAEE6cKLyBQ3mVsOPz8MT4ME5qCHR31C93kvrrRdyop1FZluJaVQNKahphL+BhZF9PrsuxWRQghBMf/q6dET47KhBSz94ZttsdD4/pi4ESV1TXK/F2a38MMX8Zl7Wjr6KkHnAS0qLiXKEAISZ3tkSO3y+Wg88DVkzox2kt9gI+3pg9FACw7VgRsq9Vc1oP6Z4jrc1Xo/uZZuAF6RgFCDG5jw9cBgDcFxGAEG9njqsBRoR44oGYIADaUVkaDXWomzONhuFI6x0I9X9wy2gBsmHDBoSEhMDBwQGxsbHIysrq8vyamhqsWLEC/v7+EIlEGDBgAHbt2mWscoiZKq9twm9nywAAf7mbm76Pjjw/ZRBcRHY4UyLHz2dKuS6HdOFCmQI3GlRwEgoQQTtOcsooAbJ9+3akpKRg7dq1yMnJQUREBBITE1FeXt7h+UqlEpMmTUJBQQG+++475ObmYuPGjQgMDDRGOcSMfXu8GC0ahrv6uCM8wI3rcvS8XER4bJx2Fvy7v11Ec4ua44pIZ3TNV7F9PXt94inpmlHe/XXr1mH58uVITk5GeHg4PvnkEzg5OWHTpk0dnr9p0yZUV1fjhx9+QHx8PEJCQjBu3DhEREQYoxxiptQapp91vjjW/LaZfXhMX/i6ilBU3Yj/HC3kuhzSiQxqvjIbPQ4QpVKJ7OxsJCQk/PmkfD4SEhKQmZnZ4TU//fQT4uLisGLFCkgkEgwdOhRvvfUW1Gr6q8+aHbhUjpKaRogd7TFtuD/X5bTjJLTDM60TGj/8PQ+KJhXHFZFbKVs0yLqqHegwOowChGs9DpDKykqo1WpIJJI2xyUSCcrKyjq85sqVK/juu++gVquxa9cuvPzyy/jnP/+JN954o9PXaW5uhkKhaPMglkX3V/286CCz3TluXnQQwnyccaNBhU/SL3NdDrnFqeIaNCjV8HQW0vLtZoCTBkSNRgNfX198+umniI6Oxvz587F69Wp88sknnV6TmpoKsVisf0ilUhNWTHqq+EYDfs/V9oktjO3DcTWdsxPw8fyUQQCALzIKUFXXzHFF5GYZ+drmq7gwL6NtOEYM1+MA8fb2hkAggEwma3NcJpPBz8+vw2v8/f0xYMAACAR//hU6ePBglJWVQanseDbwqlWrIJfL9Y+iIlpF1ZJsP1YExoDRYV4I83HhupwuTQqXYFigGI0qNT47fJXrcshNjlxuXb6Emq/MQo8DRCgUIjo6GmlpafpjGo0GaWlpiIuL6/Ca+Ph45OfnQ6PR6I9dunQJ/v7+EAqFHV4jEong5ubW5kEsg0bD9NvILjLjuw8dHo+Hv96jXeLkyyMFtMSJmWhUqnGi8AYAIJ4mEJoFozRhpaSkYOPGjdiyZQsuXLiAxx9/HPX19UhOTgYALF26FKtWrdKf//jjj6O6uhpPPfUULl26hF9++QVvvfUWVqxYYYxyiJk5VlCN6/ImuIrskDBYcvsLzEDCYF+E+7uhXqnG53QXYhaOX6uGSs0Q6O6IPhwuf0P+ZJRFZObPn4+KigqsWbMGZWVliIyMxO7du/Ud64WFheDz/8wqqVSK3377Dc888wyGDx+OwMBAPPXUU3j++eeNUQ4xMz+eug4AmDLUz2w7z2+luwt57KtsbD5SgGVj+8LdqeO7Y2IauuarUaFetH2tmTDaKmQrV67EypUrO/xaenp6u2NxcXE4evSosV6emClliwa7Wmd2z4qyrImik8MlGOTniotltdh0+CpSWjehItzQBcjoMGq+Mhc0jZP0qkN5FahpUMHHVYRRJtpx0Fj4/D/7Qr44UoC65haOK7JdiiYVzhTXANCOwCLmgQKE9KofTmqbr2YMD4DAAoddThnih1AfZ9Q2tWBbFs1O50rWlWpoGNDX29nkm4+RzlGAkF5T39yCvee1k0lnRgZwXI1h+Hwe/jJWu0bW54evQqXW3OYK0hsyr2ibr+juw7xQgJBes/e8DE0qDfp6O2N4kJjrcgw2KyoQ3i4ilMqb8L/WAQHEtHT9H3EW1gxq7ShASK/58WQJAO2+H5Y8asbBXoDk+BAAwKcHr4Ax2i/ElKrrlbhQql26yNL60awdBQjpFfIGFQ7laZedmBFhmc1XN3swNhhOQgEultXiYOv3RUzjaGvz1UCJK3xcRRxXQ25GAUJ6RdpFGVo0DAMkLujna95Ll3SH2MkeC0ZoZ9F/epAWWTQl3e6D1P9hfihASK/4tXXXwSlDzW/ZdkM9MrYvBHweMvKrcO66nOtybIa+/4MCxOxQgBCjq29uwcFLFQCAe4d2vKCmJQp0d8S0YdpApOVNTKNU3ogrFfXg86j/wxxRgBCj259bjuYWDUK8nKxuz4ZHxvQFAPzv1HXIFE0cV2P9Mlq3rx0e5A6xoz3H1ZBbUYAQo7u5+cqSR191JELqjhEhHlCpGb7MLOC6HKun2/+DVt81TxQgxKiaVGrsv6jdOGqKFTVf3eyRMdqJhf/5oxANSlrepLcwxnA4n/Y/N2cUIMSoDl6qQINSjQCxAyIsePJgVyaFS9DH0wk1DSp8n1PCdTlWK6+8DhW1zXCw5+OuPh5cl0M6QAFCjGr3OW3zVeJQP6trvtIR8Hl4uHVi4abDV6HR0MTC3nC4db7NiBBPi9kGwNZQgBCjUak12Hdeu7XxvVY0fLcj82KkcHWww9XKehxoHXFGjEvX/zGGmq/MFgUIMZpjBdVQNLXA01mI6GDrbnJwFtlhwQgpAO1S78S4VGqNfgY69X+YLwoQYjRpF7Sd5xMG+lrk0u13asmoEPB42n6f/PI6rsuxKqeKalCvVMPDyR7h/m5cl0M6QQFCjIIxhrQL2uarhMG+HFdjGn28nHDPIO22zTSk17h08z9Gh3mDbwN/jFgqChBiFJcr6lFQ1QChgI+xA3y4LsdkdKv0fpddDEWTittirEgGDd+1CBQgxCj2td59jArzgovIjuNqTGd0mBf6+7qgQanGd8eLuS7HKtQ1tyCn8AYAmkBo7ihAiFHYWvOVDo/HQ9LoEADAlswCGtJrBEcvV6FFwxDs5YRgL2euyyFdoAAhPXajXonsa9q/GCcOsq0AAYA5dwXC1cEO16oakH6pnOtyLN6hPO2w6LH9qfnK3FGAkB7bn1sODQMG+bkiyMOJ63JMzkloh/kx2iG9X2Ze47gay6fbiGxsf9vpS7NUFCCkx3TDdxMGSziuhDsPjgoGjwek51agoLKe63IsVvGNBlyprIeAz6P9PywABQjpEWWLRj8T+x4b6/+4WYi3M8a3jj7bepTuQgylW74kUuoONwdavt3cUYCQHjl+rRp1zS3wdhEiIsid63I4tbS1M/2b40W0Sq+B/my+ov4PS0ABQnrkQK727uPu/j42P+FrXH8fBHs5obapBT+cuM51ORZHrflz+Xbq/7AMFCCkR3TNV+MG0i88n8/DklHBALQz0xmjIb134kyJHPJGFVwd7Kx2KwBrQwFCDFYqb8TFslrweNo7EALMi5bCwZ6Pi2W1yLpazXU5FuVQ6x8j8WHesBPQR5MloJ8SMZiu+SoiyB0ezkKOqzEPYid7zI4KBECd6XdK3/8xgPo/LAUFCDGYrvlqPDVftfFgazPW7rNlKFc0cVyNZahtUumXL6G7WcthtADZsGEDQkJC4ODggNjYWGRlZXV67ubNm8Hj8do8HBwcjFUKMQGVWqMfcjl+oO0O3+3IkAAxooM90KJh2HasiOtyLEJGvnb5kr7ezpB62t5kVEtllADZvn07UlJSsHbtWuTk5CAiIgKJiYkoL+98WQc3NzeUlpbqH9eu0e2+Jcm5dgO1zS3wcLLHsEDq8LyVrjP96z8K0aLWcFyN+TvQugTMOBtaydkaGCVA1q1bh+XLlyM5ORnh4eH45JNP4OTkhE2bNnV6DY/Hg5+fn/4hkdjuLGZLpGu+unuAj01sHnWn7h3mBy9nIcoUTfqViknHGGNIz6XRfJaoxwGiVCqRnZ2NhISEP5+Uz0dCQgIyMzM7va6urg7BwcGQSqWYOXMmzp071+XrNDc3Q6FQtHkQ7uh+4an/o2MiOwHmt255S53pXbskq0OpvAkiOz7iQmn5EkvS4wCprKyEWq1udwchkUhQVlbW4TUDBw7Epk2b8OOPP+Krr76CRqPB6NGjUVzc+X4KqampEIvF+odUKu1p6cRA5YomnC/VBjhN+Orcotg+4PO07fu05W3n0nO1zVejQr3gYC/guBpyJzgZhRUXF4elS5ciMjIS48aNw44dO+Dj44P/+7//6/SaVatWQS6X6x9FRdQ5yRXdcMthgWJ4u4g4rsZ8BXk4YWLrlrdf0V1Ip2g0n+XqcYB4e3tDIBBAJmvbziuTyeDn59et57C3t0dUVBTy8/M7PUckEsHNza3Ng3BDt1/D3TRe/7aWxmk707/PLkZdM62Pdau65hYcK9BOuKTRfJanxwEiFAoRHR2NtLQ0/TGNRoO0tDTExcV16znUajXOnDkDf3//npZDepmG1iu6I2P6eSPU2xm1zS3YeaKE63LMzpH8SqjU2t0H+3rT7oOWxihNWCkpKdi4cSO2bNmCCxcu4PHHH0d9fT2Sk5MBAEuXLsWqVav057/22mvYs2cPrly5gpycHDz44IO4du0ali1bZoxySC86X6pAZZ0STkIB7urjwXU5Zo/P5+knFm6l9bHaSdc1X9HwXYtkZ4wnmT9/PioqKrBmzRqUlZUhMjISu3fv1nesFxYWgs//M6tu3LiB5cuXo6ysDB4eHoiOjsaRI0cQHh5ujHJIL9L1f8SFekFoRwsZdMfc6CC8tycXl2R1OHqlmjZKasUY0y+HQ8N3LROPWeifRAqFAmKxGHK5nPpDTGjRxqM4crkKr943BEmt+1+Q23tx5xl8/Uchpg7zw78XR3NdjlnIk9Vi0vsHIbTj49SayXAU0ggsU+vp5yj9CUm6rUHZguMF2vWKaMOfO6PrTP/tnAxlclofCwD2tW6FHBfqReFhoShASLf9cbUaSrUGge6O1OF5hwb5uWFkX0+oNQz/+YOG9ALQz9BPCKdVKCwVBQjptoOX/hy+y+PR8iV3KikuBADw36xCNLeouS2GY1V1zfrVd+8ZRMN3LRUFCOk2XQc6LbdtmMlDJPBzc0BlnRK/nC7luhxO/X6xHIwBQwLcEODuyHU5xEAUIKRbrtc0Ir+8DnweMDqM+j8MYS/gY0lrX8iWIwXcFsOxtNb+j3sGU/OVJaMAId2imzw4PMgdYid7jquxXAtGSLWjjorlONHahGNrmlRqHGxdzSBhMDVfWTIKENItGfrZ53T30RNeLiLMGB4AwHbvQo5eqUKDUg2JmwhDA2gvGUtGAUJuizGGjPwqANR8ZQwPtc6f+eVMKcprbW9Ir675auIgCfi0l4xFowAht3VJVofKumY42PNxV7A71+VYvGFB2i1vVWqGr/8o5Lock2KMIa11+O6kcGq+snQUIOS2dP0fI/t6QWRHE76MQTeL/z9/FELZYjtb3p4vVeC6vAkO9ny6m7UCFCDktnT9H/G0hpPR3DvUD35uDqiobcYvZ65zXY7J/HZOe/cxtr8PbR5lBShASJdUag3+uKLt/4jvR38xGsvNQ3q/yLCdVXr3nNPuUjplSPf2CiLmjQKEdOlUUQ3qlWp4ONkj3J8WrTQm3ZDe08Vy/axsa1ZQWY+LZbUQ8Hm4h4bvWgUKENIlXf/H6DBvGjFjZF4uIsyK1A7p3ZRRwG0xJvBb691HXKgX3J2EHFdDjIEChHTpSD41X/Wmh0b3BQDsPluG6zWNHFfTu3a3BkjiEJp9bi0oQEin6ptb9E0rYyhAekV4gBtiW1fp3XrUelfplSmacKKwBgAwmfo/rAYFCOlU1tVqtGgYgjwc0cfLietyrFZyvPYuZFtWIRqV1rlKr67zPKqPOyRuDhxXQ4yFAoR0KlM3+orG6/eqSeESBHk44kaDCj+cLOG6nF6hG75Lo6+sCwUI6VTmZW2A0B7evUvA5+mXN9l0+KrVDemtaVDq/xhJpACxKhQgpEPyRhXOXZcDAEaFUoD0tgdGSOEsFCCvvE4/8s1a7LtQDrWGYZCfK0JoJ0urQgFCOnTsajU0DOjr7Qw/MbVZ9zY3B3vMi5EC0N6FWJOfT2tn2t871J/jSoixUYCQDumaHOjuw3SS40PA4wH7cytwuaKO63KM4ka9Eodbd7KcNpwCxNpQgJAOHdUHiCfHldiOYC9nJLTu0PdFhnXchew5X4aW1uarfr4uXJdDjIwChLRT06DE+VIFAO2sYWI6D7cO6f0uuxjV9UqOq+m5n1v3fp8REcBxJaQ3UICQdrKuVoMxINTHGb40Zt+kRoV6YligGE0qjcXvWFhV14wjrSP5plPzlVWiACHt6Po/6O7D9Hg8Hh4dFwoA2JJZgAZlC8cVGe7Xs2VQaxiGBYoR7EWjr6wRBQhpRzf/gzrQuXHvUH8EezmhpkGFb44VcV2OwXSjr+juw3pRgJA2btQrcbGsFgAFCFcEfB6Wj9XehWw8dBUqteXtWFhe24Q/rlYDAKYOowCxVhQgpI0/rmrvPvr7usDHVcRxNbbr/uggeLsIUVLTiF1nSrku547tOl0KxoBIqTuknrSOmrWiACFtUPOVeXCwF+iXN/k4/bJFLW/CGMP248UAgJmRNPrKmhktQDZs2ICQkBA4ODggNjYWWVlZ3bpu27Zt4PF4mDVrlrFKIT2Q0Rogo2n9K84tGRUCZ6EAF8tq9ZsxWYKzJQpcKFVAaMfH7KhArsshvcgoAbJ9+3akpKRg7dq1yMnJQUREBBITE1FeXt7ldQUFBXjuuecwduxYY5RBeqhc0YT88jrweLSAojkQO9nj4THaeSHv782DRmMZdyHbjhUCAO4d6kc7D1o5owTIunXrsHz5ciQnJyM8PByffPIJnJycsGnTpk6vUavVWLx4MV599VWEhoYaowzSQ7ox+0MC3OgX30wsGxMKVwc75Mpq8YsF9IU0KFvw00nt6Kv5I6QcV0N6W48DRKlUIjs7GwkJCX8+KZ+PhIQEZGZmdnrda6+9Bl9fXzzyyCPdep3m5mYoFIo2D2JcRy7/uf85MQ9iJ3v9iKz1+y5BbeZ3IbvOlKG2uQXBXk4Y1ZfuYq1djwOksrISarUaEknbfY4lEgnKyjputz18+DA+//xzbNy4sduvk5qaCrFYrH9IpfTXjTExxpCRT/0f5ig5PgTuTva4XFGPn06Z94ZT21ubrx6IkYLP53FcDeltJh+FVVtbiyVLlmDjxo3w9u7+X7qrVq2CXC7XP4qKLHeClTkqqm5ESU0j7Pg8jAihBRTNiauDPf5yt/Yu5IN9eWY7LyS/vA7HCm5AwOfh/uggrsshJmDX0yfw9vaGQCCATCZrc1wmk8HPr/3uY5cvX0ZBQQFmzJihP6bRaH8h7OzskJubi7CwsHbXiUQiiEQ0L6G3ZLQ2X0X1cYezqMf/LIiRJcWFYNPhqyioasB/jl7DQ62LLpqT/2Zp7z4mDPSlfc9tRI/vQIRCIaKjo5GWlqY/ptFokJaWhri4uHbnDxo0CGfOnMHJkyf1j/vuuw8TJkzAyZMnqWmKIxmtu+DFUf+HWXIW2eGZSQMAAO/vy0NNg3mt1CtvVGFba4AsHtWH42qIqRjlT82UlBQkJSUhJiYGI0eOxPr161FfX4/k5GQAwNKlSxEYGIjU1FQ4ODhg6NChba53d3cHgHbHiWkwxvQTCOOp/8NszY+R4ssj15Arq8UHaXlYO2MI1yXp/eePa6hXqjFQ4orxA3y4LoeYiFECZP78+aioqMCaNWtQVlaGyMhI7N69W9+xXlhYCD6fJr2bq1xZLarqlXCw5yOyjzvX5ZBO2An4eGn6YCz5PAtbM6/hwVHBCPPhfpOmJpUaX2QUAAAeHRcKHo86z22F0Rq7V65ciZUrV3b4tfT09C6v3bx5s7HKIAY40jr6akSIJ0R2Ao6rIV0Z298H9wzyRdrFcrz1ywV8/tAIrkvCDydKUFHbjACxA20cZWPotoDo+z9o/odleHHaYNjxeUi7WI5952W3v6AXaTQMnx68AgB4eExf2AvoI8WW0E/bxqnUGv3+52P7U4BYgjAfFzzSusTJSz+chaJJxVktey/IcKWyHm4OdlgwkjrPbQ0FiI07UViDeqUans5ChPu7cV0O6aanEwYg2MsJZYomvP3rRU5qUGsYPtiXBwBYEhcMFxr+bXMoQGzc4bwKANrZ5zRz2HI4CgVInTMMAPCfPwr1d5GmtCOnGOdLFXB1sMPDZjgvhfQ+ChAbd6i1/4OaryzP6DBvLBypnTe1ascZNKnUJnvtBmUL3v0tFwDw5MR+8HKhSb62iALEhskbVThVVAMAGNOfxu5bohfuHQyJmwhXK+vx6v/Omex1/+/AFZTXNkPq6Yik1o2viO2hALFhmZeroGFAqLczAt0duS6HGEDsaI9/zosEjwf8N6sIO3KKe/01y+RN+L+DlwEAq+4dTEO/bRgFiA07nK/t/xhDzVcWbUx/bzx1T38AwOqdZ3FJVturr5f66wU0qTSICfbAvUPbr3dHbIfNBYhaw3CyqAbfZxdb1D7TveFwnrb/Y0w/ChBL9+TE/hjb3xuNKjUe+yobdc0tvfI6P5wowY8nr4PPA16aHk6zzm2cTQbI/R8fwbPfnkKZoonrcjhTVN2AgqoGCPg8jKL1ryyegM/D+/MjIXET4UpFPf7y5XGjd6pfrazH6p1nAGgDK1LqbtTnJ5bH5gJEaMdHiLczACBPVsdxNdw53Dr6KlLqDjcHe46rIcbg7SLCp0ti4CwU4MjlKqz8+oTR9g5pblHjyf/moF6pRmxfT/y1tcmM2DabCxAA6O+rXYAur9yGA4Sar6xShNQdnyWNgMiOj30XZHju21PQ9HAbXMYYXv/5PM6WKODpLMQHC6IgoDlDBDYeIPnlvdvZaK5a1Bocap1AeDctvW114sK88PGDd8GOz8OPJ6/j0a+yDV7uRK1hWP3DWXx1VLvXx3vzhsNPTJtFES2bDJB+ElcAttuEdbKoBoqmFrg72VM7tpWaOEiCDxZEQSjgY+95Ge778DAulinu6Dl0zVZf/1EIHg94a/YwTBwk6aWKiSWyzQDx+bMJyxZHYqXnau8+xvb3oaYIKzZtuD++fSwOge6OKKhqwOwNR/DJgcuo78YIrbMlcjz42R/YdaYMQgEfGxbdhUWxtFgiacsmAyTUxxl8nnYmdkVdM9flmFz6pXIAoJ3jbECE1B3/e3KMfojvP369iDFv/44N+/Nxraq+Tf+IskWDsyVyrPhPDqZ/eBjHCm7ASSjApodGYOowfw6/C2KubHL5TAd7Afp4OqGgqgH5sjr4utpOm255bRPOlmibMqj/wzZ4OguxOXkkvs8pxr/356OgqgHv/paLd3/LhZNQgP6+LqhtbkFhVQNaWgOFxwNmRgTgmUkDEOzlzPF3QMyVTQYIAPTzddUGSEUdRtvQSKSDl7Sjr4YFiuHjSgvg2QoBn4cHYqSYExWIn0+XYvORApwvVaBBqcapYrn+PGehAGP6e+PphAEYTMv7k9uw2QDpL3HBvgsym+tIT89tbb4aSHcftshOwMesqEDMigpEi1qDgqoG5Mlq4SyyQ3+JC/zcHGh2Oek22w0Q/VwQ2xnKqx2+q70DoQAhdgI++vm6oF/r7wIhd8omO9EBoL+vdihvvg1NJjxVXAN5owpiR3tESj24LocQYuFsNkDCfLUdg5V1SlTXKzmuxjT+HL7rTcN3CSE9ZrMB4iS00++BYSt3Ifv1/R++HFdCCLEGNhsggLYjHbCNfpAyuXb4Lo9H/R+EEOOw7QDRdaTbwEistIsyAECU1B3etH81IcQIbDxAbKcjPe2CtvnqnsG0lhEhxDhsOkD62UgTVqNSjYzW/T8SKEAIIUZi2wHS2oQlUzQbvNy1JTicX4nmFg2CPBwxQEJj/gkhxmHTAeLmYA8/N+06WHky670L2Xde2/+RMFhCs4wJIUZj0wECAIP9tf0gugUGrY1Gw5B2Udf/QcN3CSHGY7QA2bBhA0JCQuDg4IDY2FhkZWV1eu6OHTsQExMDd3d3ODs7IzIyElu3bjVWKXdkWJA7AOBMibzrEy3U6RI5Kuua4SKyQ2xfL67LIYRYEaMEyPbt25GSkoK1a9ciJycHERERSExMRHl5eYfne3p6YvXq1cjMzMTp06eRnJyM5ORk/Pbbb8Yo544MCxQDAM4UW2eApF3QNl+NG+ADoZ3N33ASQozIKJ8o69atw/Lly5GcnIzw8HB88skncHJywqZNmzo8f/z48Zg9ezYGDx6MsLAwPPXUUxg+fDgOHz5sjHLuyPAgbYDkldeiUak2+ev3tr2t/R/UfEUIMbYeB4hSqUR2djYSEhL+fFI+HwkJCcjMzLzt9YwxpKWlITc3F3fffXdPy7ljEjcH+LiKoGHA+VLrugu5VlWPi2W1EPB5mEDLlxBCjKzHy7lXVlZCrVZDImk7v0AikeDixYudXieXyxEYGIjm5mYIBAL8+9//xqRJkzo9v7m5Gc3Nf24/q1AYr9N7eKAYaRfLcaZYjuhgT6M9L9d+PVsGAIgL9YKHs5Djaggh1oazRnFXV1ecPHkSx44dw5tvvomUlBSkp6d3en5qairEYrH+IZVKjVbL0NZ+kNNW1pGuC5ApQ/04roQQYo16fAfi7e0NgUAAmUzW5rhMJoOfX+cfXHw+H/369QMAREZG4sKFC0hNTcX48eM7PH/VqlVISUnR/79CoTBaiOj6Qc5aUYCU1DTiVFENeDwgcQgFCCHE+Hp8ByIUChEdHY20tDT9MY1Gg7S0NMTFxXX7eTQaTZsmqluJRCK4ubm1eRiLbiRWfnkdGpQtRnteLu1uvfsYEeJJe58TQnqFUba0TUlJQVJSEmJiYjBy5EisX78e9fX1SE5OBgAsXboUgYGBSE1NBaBtjoqJiUFYWBiam5uxa9cubN26FR9//LExyrljvm4OkLiJIFM04/x1BWJCLL8f5NczpQCAe6n5ihDSS4wSIPPnz0dFRQXWrFmDsrIyREZGYvfu3fqO9cLCQvD5f97s1NfX44knnkBxcTEcHR0xaNAgfPXVV5g/f74xyjHIsEAxZIpynC6WW3yAlCuakF14AwD1fxBCeg+PMca4LsIQCoUCYrEYcrncKM1ZH+zLw/v7LmFOVCDWzY/seYEc2ppZgJd/PIeoPu7Y+UQ81+UQQsxUTz9HaWpyq2FB2jfPGkZi7Tqj7f+YOtSf40oIIdaMAqSVbijv5Yo61Ddbbkd6RW0z/rhaBYCarwghvYsCpJWvqwP8xQ5gDDh33XJX5v3fqevQMCCqjzuknk5cl0MIsWIUIDeJaF2Z9/i1am4L6YEfTpYAAGZHBXJcCSHE2lGA3CQ2VDv66ugVywyQ/PI6nC6WQ8DnYdow6v8ghPQuCpCbxIVp98s4XlANlVrDcTV37sfWu49xA3zg5UKTBwkhvYsC5CYDfF3h4WSPBqUap4truC7njjDG9M1Xs6j5ihBiAhQgN+HzeRgVqr0LsbRmrJzCGyiqboSzUIBJgyW3v4AQQnqIAuQWugDJvFzFcSV3ZucJ7d1H4lA/OAoFHFdDCLEFFCC30PeDXKuGssUy+kGULRr8fFq79hWNviKEmAoFyC36+7rAy1mIJpUGpyykH2TfBRlqGlTwdRVhdJg31+UQQmwEBcgteDyexTVj/TerEAAwLyYIAj6P42oIIbaCAqQDo8J0HenmHyBF1Q04lFcJAFgwog/H1RBCbAkFSAfiWu9Asq/dQHOLmuNqurb9WBEAYGx/b1q6hBBiUhQgHQjzcYaPqwjNLRqcKKzhupxOqdQafHNcGyALR9LdByHEtChAOnBzP8ihvAqOq+nc7xfLUV7bDG8XIRJo7gchxMQoQDqRMNgXAPDbORnHlXRuW2vn+dzoIAjt6EdJCDEt+tTpxMRBvhAK+Mgvr0N+eS3X5bRTfKMB6Ze0d0fUeU4I4QIFSCdcHewR30/bjGWOdyFbjhSAMSC+nxf6ejtzXQ4hxAZRgHQhcYh2R7/dZ8s4rqSt2iYVtmVpO8+XjQnluBpCiK2iAOlCQrgEfB5wpkSO4hsNXJejt/1YEWqbW9DP1wXjBvhwXQ4hxEZRgHTB20WEESHaTabMpRmrRa3BFxkFAIBlY/qCTzPPCSEcoQC5jSlDtc1Yv5lJM9aus2UoqWmEt4uQ9v0ghHCKAuQ2dP0gx65Vo6K2mdNaGGPYePAKAGDJqBA42NOy7YQQ7lCA3EaAuyMigsRgDNhzntu7kMwrVThTIofIjo8HR9HQXUIItyhAumHqMH8AwDet605xgTGGf+65BAB4IEZKe54TQjhHAdIN90cHQSjg41SxHCeLajip4feL5ci+dgMO9nw8ObEfJzUQQsjNKEC6wctFhOkR2ruQLUcKTP76Gg3Du7/lAgAeGt0Xvm4OJq+BEEJuRQHSTUlxIQCAX06Xmrwz/X+nr+NiWS1cHezw2DiaOEgIMQ8UIN0UIXVHpNQdSrUG248Vmux1VWoN1u3V9n08enco3J2EJnttQgjpCgXIHUgaHQwA+OpoIVRqjUlec2vmNVyraoC3ixDJ8X1N8pqEENIdRguQDRs2ICQkBA4ODoiNjUVWVlan527cuBFjx46Fh4cHPDw8kJCQ0OX55mLqMH94uwhRpmjC3vO9PzO9qLoB7+3R9n08nTAAziK7Xn9NQgjpLqMEyPbt25GSkoK1a9ciJycHERERSExMRHl5eYfnp6enY+HChdi/fz8yMzMhlUoxefJklJSUGKOcXiOyE+h3/vtXWh5aevEuhDGGF3eeQYNSjZEhnlhEOw4SQswMjzHGevoksbGxGDFiBD766CMAgEajgVQqxZNPPokXXnjhtter1Wp4eHjgo48+wtKlS7v1mgqFAmKxGHK5HG5ubj2q/05U1ysx4b10yBtVeG3mECxt7Vw3tu+yi/Hct6cgtONj91NjEerj0iuvQwixXT39HO3xHYhSqUR2djYSEhL+fFI+HwkJCcjMzOzWczQ0NEClUsHT07PTc5qbm6FQKNo8uODpLMRzkwcAAN77LRdVdcYfkVVe24TXfz4PAHgmYQCFByHELPU4QCorK6FWqyGRtN2TWyKRoKyse0t/PP/88wgICGgTQrdKTU2FWCzWP6RSaY/q7olFscEI93eDoqlF30dhLCq1Bk/99yTkjSoMDXTD8rHUcU4IMU+cj8L6xz/+gW3btmHnzp1wcOh8gtyqVasgl8v1j6Ii7pYVEfB5eHXmEADAtmNFOF1cY5TnZYzhlZ/OIfNKFZyFAqx7IBJ2As5/RIQQ0qEefzp5e3tDIBBAJms7Kkkmk8HPz6/La9977z384x//wJ49ezB8+PAuzxWJRHBzc2vz4NKIEE/MigwAY8Bz356CoknV4+f8MvMa/vNHIXg84IMFURggcTVCpYQQ0jt6HCBCoRDR0dFIS0vTH9NoNEhLS0NcXFyn173zzjt4/fXXsXv3bsTExPS0DE68OG0wfF1FuCSrw+NfZUPZYviorP0Xy/Faa7/H81MGISFccpsrCCGEW0ZpH0lJScHGjRuxZcsWXLhwAY8//jjq6+uRnJwMAFi6dClWrVqlP//tt9/Gyy+/jE2bNiEkJARlZWUoKytDXV2dMcoxGV9XB2x6aASchQJk5Fdh1Y4zMGRQ2zfHi7D8y+NQaxjm3BWIR++m5UoIIebPKDPT5s+fj4qKCqxZswZlZWWIjIzE7t279R3rhYWF4PP/zKqPP/4YSqUS999/f5vnWbt2LV555RVjlGQyQwPF+GjxXVi25Ti+zymGp7M9np8yqFt9F4wxvL/3Ev71ez4A4L6IAKTOGQYej7apJYSYP6PMA+ECV/NAOvP1H4V4cecZAMDwIDHemxfRZR/GuetyvL07FwcvVQAAVk7oh5RJA2iPc0KIyfT0c5TWxjCSRbF94CwSYM2P53C6WI7p/zqMB0cFY2x/b0SHeMBFaIdSRRMul9dh+7Ei/HKmFABgx+fhzdlDMX8EzTQnhFgWugMxMpmiCS/uOIO0i38u48LjASI7PppUmjbHZgwPwDOTBqCvtzMXpRJCbBzdgZgZiZsDPkuKwZ7zMuw7L8OxgmoUVDWgSaWBvYCHPp5OGBYoxmPjwzDIz3yCjxBC7hQFSC/g8XhIHOKHxCHaeTDliiY0KNUI8nCkiYGEEKtBAWICtAUtIcQa0Z/DhBBCDEIBQgghxCAUIIQQQgxCAUIIIcQgFCCEEEIMQgFCCCHEIBQghBBCDEIBQgghxCAUIIQQQgxCAUIIIcQgFruUiW4RYYVCwXElhBBimXSfn4Yuym6xAVJbWwsAkEqlHFdCCCGWrba2FmKx+I6vs9j9QDQaDa5fvw5XV1eL3gJWoVBAKpWiqKjIrPY1sRT0/vUMvX89Y+nvH2MMtbW1CAgIaLPteHdZ7B0In89HUFAQ12UYjZubm0X+AzQX9P71DL1/PWPJ758hdx461IlOCCHEIBQghBBCDEIBwjGRSIS1a9dCJBJxXYpFovevZ+j96xlbf/8sthOdEEIIt+gOhBBCiEEoQAghhBiEAoQQQohBKEDMyJtvvonRo0fDyckJ7u7uXJdj9jZs2ICQkBA4ODggNjYWWVlZXJdkMQ4ePIgZM2YgICAAPB4PP/zwA9clWZTU1FSMGDECrq6u8PX1xaxZs5Cbm8t1WSZHAWJGlEol5s2bh8cff5zrUsze9u3bkZKSgrVr1yInJwcRERFITExEeXk516VZhPr6ekRERGDDhg1cl2KRDhw4gBUrVuDo0aPYu3cvVCoVJk+ejPr6eq5LMykahWWGNm/ejKeffho1NTVcl2K2YmNjMWLECHz00UcAtEvbSKVSPPnkk3jhhRc4rs6y8Hg87Ny5E7NmzeK6FItVUVEBX19fHDhwAHfffTfX5ZgM3YEQi6NUKpGdnY2EhAT9MT6fj4SEBGRmZnJYGbFVcrkcAODp6clxJaZFAUIsTmVlJdRqNSQSSZvjEokEZWVlHFVFbJVGo8HTTz+N+Ph4DB06lOtyTIoCpJe98MIL4PF4XT4uXrzIdZmEEAOtWLECZ8+exbZt27guxeQsdjVeS/Hss8/ioYce6vKc0NBQ0xRjJby9vSEQCCCTydocl8lk8PPz46gqYotWrlyJn3/+GQcPHrSq1cG7iwKkl/n4+MDHx4frMqyKUChEdHQ00tLS9B2/Go0GaWlpWLlyJbfFEZvAGMOTTz6JnTt3Ij09HX379uW6JE5QgJiRwsJCVFdXo7CwEGq1GidPngQA9OvXDy4uLtwWZ2ZSUlKQlJSEmJgYjBw5EuvXr0d9fT2Sk5O5Ls0i1NXVIT8/X///V69excmTJ+Hp6Yk+ffpwWJllWLFiBb7++mv8+OOPcHV11fe9icViODo6clydCTFiNpKSkhiAdo/9+/dzXZpZ+vDDD1mfPn2YUChkI0eOZEePHuW6JIuxf//+Dv+tJSUlcV2aRejovQPAvvjiC65LMymaB0IIIcQgNAqLEEKIQShACCGEGIQChBBCiEEoQAghhBiEAoQQQohBKEAIIYQYhAKEEEKIQShACCGEGIQChBBCiEEoQAjpRaWlpXjhhRcwYcIEuLq6gsfjIT09neuyCDEKChBCelFubi7efvttlJSUYNiwYVyXQ4hRUYAQ0ouio6NRVVWFS5cuISUlhetyCDEqChBCDNDY2IhBgwZh0KBBaGxs1B+vrq6Gv78/Ro8eDbVaDVdXV5vbJ5vYDgoQQgzg6OiILVu2ID8/H6tXr9YfX7FiBeRyOTZv3gyBQMBhhYT0PtpQihADxcbG4u9//zvefvttzJ49GzKZDNu2bcP69esxYMAArssjpNdRgBDSA6+88gp+/vlnJCUloa6uDuPGjcNf//pXrssixCSoCYuQHhAKhdi0aROuXr2K2tpafPHFF+DxeFyXRYhJUIAQ0kO//fYbAKCpqQl5eXkcV0OI6VCAENIDp0+fxmuvvYbk5GRERUVh2bJlkMvlXJdFiElQgBBiIJVKhYceeggBAQH44IMPsHnzZshkMjzzzDNcl0aISVAnOiEGeuONN3Dy5EmkpaXB1dUVw4cPx5o1a/DSSy/h/vvvx9SpU/XnAcC5c+cAAFu3bsXhw4cBAC+99BI3xRNiBDzGGOO6CEIsTU5ODmJjY/H444/jX//6l/64Wq1GXFwcSkpKcO7cObi7u3fZqU6/fsSSUYAQQggxCPWBEEIIMQgFCCGEEINQgBBCCDEIBQghhBCDUIAQQggxCAUIIYQQg1CAEEIIMQgFCCGEEINQgBBCCDEIBQghhBCDUIAQQggxCAUIIYQQg1CAEEIIMQgFCCGEEINQgBBCCDEIBQghhBCDUIAQQggxCAUIIYQQg/w/Y2CFcaFtZWwAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Two-layer KAN"],"metadata":{"id":"aVeRh0gj56T5"}},{"cell_type":"code","source":["model = KAN(width=[2,2,1], grid=3, k=3)\n","\n","results = model.train(dataset, opt=\"LBFGS\", steps=20,\n"," metrics=(train_acc, test_acc),\n"," in_vars=[r'$x_1$', r'$x_2$'],\n"," save_fig=True, img_folder=\"img_TwoLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Cv8fLhc243VH","executionInfo":{"status":"ok","timestamp":1717349465656,"user_tz":240,"elapsed":46201,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"58b97f27-4069-43a1-c8c2-2dd6b5073010"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 1.49e-01 | test loss: 1.70e-01 | reg: 6.28e+00 : 100%|██| 20/20 [00:46<00:00, 2.30s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.9760000109672546, 0.9660000205039978)"]},"metadata":{},"execution_count":9}]},{"cell_type":"code","source":["display(Image(filename='/content/img_TwoLayer/9.jpg', height=300))\n","display(Image(filename='/content/img_TwoLayer/19.jpg', height=300))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"oTkyAXoQ6UgZ","executionInfo":{"status":"ok","timestamp":1717349465656,"user_tz":240,"elapsed":22,"user":{"displayName":"Aijun 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= exp.make_pipeline(predict_func=predict_func,\n"," predict_proba_func=predict_proba_func,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"KAN_TwoLayer\")"],"metadata":{"id":"BaVx9mR39G_i","executionInfo":{"status":"ok","timestamp":1717349465813,"user_tz":240,"elapsed":176,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_OneLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"4ZHiS8rM9K8J","executionInfo":{"status":"ok","timestamp":1717349465953,"user_tz":240,"elapsed":141,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"87b8c51d-6d55-479c-b417-a4e90d97352d"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9760 0.9971 0.9761 0.0804 0.0211\n","Test 0.9660 0.9951 0.9661 0.1002 0.0277\n","Gap -0.0100 -0.0020 -0.0101 0.0198 0.0066"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.97600.99710.97610.08040.0211
Test0.96600.99510.96610.10020.0277
Gap-0.0100-0.0020-0.01010.01980.0066
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Model Comparison"],"metadata":{"id":"sDNAgJTx9Urd"}},{"cell_type":"code","source":["from piml.models import GAMClassifier\n","\n","GAM = GAMClassifier()\n","GAM.fit(train_input, train_label)\n","pipeline = exp.make_pipeline(model=GAM,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"GAM\")"],"metadata":{"id":"I4AOdquE9q2i","executionInfo":{"status":"ok","timestamp":1717349468372,"user_tz":240,"elapsed":354,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"GAM\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"MPuhd2Og-K3q","executionInfo":{"status":"ok","timestamp":1717349468535,"user_tz":240,"elapsed":166,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"8fcc1b65-0892-4006-c301-7e3e8090d117"},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9770 0.9974 0.9771 0.0649 0.0184\n","Test 0.9680 0.9963 0.9681 0.0802 0.0238\n","Gap -0.0090 -0.0011 -0.0090 0.0152 0.0054"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.97700.99740.97710.06490.0184
Test0.96800.99630.96810.08020.0238
Gap-0.0090-0.0011-0.00900.01520.0054
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"exp\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \" \",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Train\",\n \"Test\",\n \"Gap\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ACC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9770\",\n \"0.9680\",\n \"-0.0090\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"AUC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9974\",\n \"0.9963\",\n \"-0.0011\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"F1\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9771\",\n \"0.9681\",\n \"-0.0090\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"LogLoss\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.0649\",\n \"0.0802\",\n \"0.0152\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Brier\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.0184\",\n \"0.0238\",\n \"0.0054\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{}}]},{"cell_type":"code","source":["exp.model_explain(model=\"GAM\", show=\"pfi\", figsize=(4,2))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x1\", figsize=(4,4))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x2\", figsize=(4,4))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"IIxjTfuL-QFg","executionInfo":{"status":"ok","timestamp":1717349470862,"user_tz":240,"elapsed":2333,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"c417f6c7-9f07-4445-b6f0-26078e60a0f7"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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YAAMBgNOnjxp9ZqDaZ8bPHhwo97513VMAXXvC9b6rlZ8fDwAYOvWrfW2HTZsGNq0aYODBw8q1+WaQqsPEABYvnw5tFotHnvsMWRlZVmMLy8vx/bt260+3NRUdDodYmJiUFxcjM2bNyvDq6ursXTpUhQUFFidzvQuzNqDeqaLm/v37zf73v727dtITU2tdUcLCQnBzZs3a31wy5rExEQEBgbiiy++sNjhN27ciK+//hqhoaH1fo3YFPR6PZ577jmUlZVhypQpVt81/vDDD9i1a5fyt6PW5dChQwEAf/7zn82Gr1u3Dl988UWj6gLU1dbcbNq0CdnZ2crfFRUVeOqppyAieOyxx5QLwO7u7pg3bx6MRiMWLVqEn3/+WZnm4sWLyjpdsmRJo5Zf1zEF/P++sHXrVrOvqo4ePYpXXnmlUcuqyzPPPAM3Nzds27YN7777rtk4EcHhw4eVayahoaGYN28eLl26hBkzZuDmzZsW88vLy8M//vEPu/XP1JEWCbU8B1KbLVu2KA+n9enTR6ZMmaI8+Gd6UOfeh3Jqu23WpL5b/eq6vba2eR8+fFi0Wq1yO+zkyZOlQ4cO4ufnpzyUdv80r776qgCQwMBASU5OltTUVLN7/BMSEgSA+Pj4yKRJk2TSpEni4+MjXbp0UW5vvvd2YhGRp556SrnlcNasWZKamirr1q1TxjfkQcIBAwbIjBkzpH///gLU/SBhbevQVPP9/atNYx8knDNnjgAQnU4n0dHRkpycLFOmTJHevXuLRqORyMhIs2kcsS7Pnj2rrLOoqCiZOnWqdOvWTQwGg3Jff2238dZ2e7Oa2upi7Vir77bzuvpY2+3J9z9IOGrUKElMTJSgoCABIL1797a4TfreBwkDAgJk+vTpMnbsWHFzcxOg7gcJ62J6yHjQoEEyd+5cSU1NlQ8++EBERC5cuKA8wNurVy9JTk6W2NhY0Wg0smzZMqu3ZtdWc33ra8+ePeLq6mq2rDFjxtT6IKFpH3V3d5fBgwfLjBkzZMKECdKlSxcB/vfQrj39agJERCQ7O1tSUlIkPDxcdDqd+Pj4SO/evWXevHly8OBBs+c9nBEgIiIHDx6UQYMGiV6vl3bt2kliYqIUFBTUOk1VVZWsWLFCOnfurOxo9+68FRUVsnz5cunatavo9XoJCwuTJ598UgoLC2s9QZeXl8vixYslLCxMXFxcLE4UdZ0czp49KzNmzJDAwEBxdXWV4OBgmT17tnz77beNXoeODBCTDz74QMaNGycBAQHi6uoqAQEBMmDAAHnuuefk5MmTZm0dsS5F/veAYlxcnLRt21a8vLxkzJgxkpOTU+9zIPU9H9OY2urS1AFSU1Mj6enp0qNHD9Hr9RIcHCyLFi2yeN7KpLy8XFatWiW9evUSvV4vnp6eMmTIENm9e7fV9g0JkNzcXJk0aZK0b99eeVN3b3/Pnz+vPOXdtm1b6d+/v2zdulVErD/bozZAREROnz4ts2fPltDQUGU7Dh48WF599VWpqqoya1tdXS07d+6U4cOHS7t27cTV1VVCQkIkJiZGVq1aZfHMjq00IvyHM4jI+RzxTxOQY/0qroEQEZH9MUCIiEgVBggREanCayBERKQKP4EQEZEqDBAiIlKlRfwWltFoxLVr1+Dp6dlsf8uKiKilERGUlZUhJCRE1Q89togAuXbtGsLCwpzdDSKiVunq1au1/tR8XVpEgJh+K//q1avw8vJycm+IiFqH0tJShIWFKefYxmoRAWL62srLy4sBQkRkZ2ovDfAiOhERqcIAISIiVRggRESkSou4BmLSJ+1jaPVtnd0NIqJm49LacfU3chB+AiEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVHF4gOzfvx8JCQnw9/eHl5cXYmJi8PHHHzt6sURE5GAOD5DPP/8cCQkJOHToEE6ePIlhw4bhkUceQXZ2tqMXTUREDmRzgNy6dQtBQUFYvXq1MuzLL7+ETqdDZmYmNmzYgOeeew6DBg1C165dsXr1anTt2hUHDhywddFERORELrbOwN/fH9u3b8ekSZMwcuRIdO/eHXPmzMHixYsxYsQIi/ZGoxFlZWVo166drYsmIiInsjlAAGDs2LFYsGABZs2ahYEDB8Ld3R1r1qyx2jY9PR3l5eVITEysdX6VlZWorKxU/i4tLbVHN4mIyI7sdg0kPT0d1dXV2LdvH9555x3o9XqLNrt378aqVauwd+9eBAQE1DqvNWvWwNvbW3mFhYXZq5tERGQndguQ/Px8XLt2DUajEZcuXbIYn5GRgfnz52Pv3r2Ij4+vc14vvPACSkpKlNfVq1ft1U0iIrITu3yFdffuXcyePRtJSUno3r075s+fjzNnziifMvbs2YN58+YhIyMD48aNq3d+er3e6icYIiJqPuwSIMuXL0dJSQk2btwIDw8PHDp0CPPmzcPBgwexe/dupKSk4PXXX0d0dDRu3LgBADAYDPD29rbH4omIyAls/gorKysLGzZswK5du+Dl5QWtVotdu3bh6NGj2LJlC7Zu3Yrq6mosWrQIwcHByuvpp5+2R/+JiMhJbP4EEhcXh6qqKrNhERERKCkpAQAsXLjQ1kUQEVEzxN/CIiIiVRggRESkCgOEiIhUYYAQEZEqDBAiIlKFAUJERKowQIiISBUGCBERqcIAISIiVRggRESkCgOEiIhUYYAQEZEqDBAiIlKFAUJERKowQIiISBUGCBERqcIAISIiVRggRESkis3/pG1TOrtqFLy8vJzdDSIiAj+BEBGRSgwQIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqtKjfwuqT9jG0+rbO7gaRw11aO87ZXSCqFz+BEBGRKgwQIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVhwbI9evXMXPmTHTr1g1arRbPPPOMIxdHRERNyKEBUllZCX9/f6xYsQKRkZGOXBQRETUxmwLk1q1bCAoKwurVq5VhX375JXQ6HTIzMxEREYHXX38djz76KLy9vW3uLBERNR8utkzs7++P7du3Y9KkSRg5ciS6d++OOXPmYPHixRgxYoTq+VZWVqKyslL5u7S01JZuEhGRA9j8FdbYsWOxYMECzJo1C08++STc3d2xZs0am+a5Zs0aeHt7K6+wsDBbu0lERHZml2sg6enpqK6uxr59+/DOO+9Ar9fbNL8XXngBJSUlyuvq1av26CYREdmRTV9hmeTn5+PatWswGo24dOkS+vbta9P89Hq9zSFERESOZXOA3L17F7Nnz0ZSUhK6d++O+fPn48yZMwgICLBH/4iIqJmyOUCWL1+OkpISbNy4ER4eHjh06BDmzZuHgwcPAgBycnIAAOXl5bh16xZycnKg0+nQq1cvWxdNREROZFOAZGVlYcOGDThy5Ai8vLwAALt27UJkZCS2bNmChQsXon///kr7kydPYvfu3QgPD8elS5ds6jgRETmXTQESFxeHqqoqs2EREREoKSlR/hYRWxZBRETNFH8Li4iIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKjb9k7ZN7eyqUcq/vU5ERM7FTyBERKQKA4SIiFRhgBARkSot4hqIiAAASktLndwTIqLWw3RONZ1jG6tFBEhRUREAICwszMk9ISJqfcrKyuDt7d3o6VpEgLRr1w4AcOXKFVVFNjelpaUICwvD1atXW/xdZa2pFqB11dOaagFYjyOICMrKyhASEqJq+hYRIFrt/y7VeHt7t4odx8TLy6vV1NOaagFaVz2tqRaA9dibLW/KeRGdiIhUYYAQEZEqLSJA9Ho90tLSoNfrnd0Vu2hN9bSmWoDWVU9rqgVgPc2RRtTev0VERL9qLeITCBERNT8MECIiUoUBQkREqjBAiIhIFacEyObNmxEREQE3NzdER0fjxIkTdbbft28fevToATc3N/Tt2xeHDh0yGy8iePHFFxEcHAyDwYD4+Hjk5uY6sgQz9q5n7ty50Gg0Zq/Ro0c7sgQzjannm2++wdSpUxEREQGNRoMNGzbYPE97snctK1eutNg2PXr0cGAF5hpTz7Zt2xAbGwtfX1/4+voiPj7eon1LOnYaUo8zj53G1LJ//34MHDgQPj4+cHd3R1RUFHbt2mXWxtnbpkGkiWVkZIhOp5Pt27fLN998IwsWLBAfHx+5efOm1fbHjh2TNm3ayLp16+TcuXOyYsUKcXV1lTNnziht1q5dK97e3vL+++/L6dOnZcKECdKxY0e5c+dOi6wnJSVFRo8eLdevX1dexcXFDq9FTT0nTpyQZcuWyZ49eyQoKEjWr19v8zybcy1paWnSu3dvs21z69Yth9Zh0th6Zs6cKZs3b5bs7Gw5f/68zJ07V7y9veX7779X2rSkY6ch9Tjr2GlsLUeOHJH9+/fLuXPnJC8vTzZs2CBt2rSRjz76SGnjzG3TUE0eIA899JAsWrRI+bumpkZCQkJkzZo1VtsnJibKuHHjzIZFR0fLE088ISIiRqNRgoKC5JVXXlHG3759W/R6vezZs8cBFZizdz0i/zsIJk6c6JD+1qex9dwrPDzc6knXlnnawhG1pKWlSWRkpB172XC2rsfq6mrx9PSUnTt3ikjLO3bud389Is47duyxj/fv319WrFghIs7fNg3VpF9h3b17FydPnkR8fLwyTKvVIj4+HsePH7c6zfHjx83aA8CoUaOU9gUFBbhx44ZZG29vb0RHR9c6T3txRD0mWVlZCAgIQPfu3bFw4ULlF4kdSU09zpins5ebm5uLkJAQdOrUCbNmzcKVK1ds7W697FFPRUUFqqqqlB8nbWnHzv3ur8ekqY8dW2sREWRmZuLChQt4+OGHATh32zRGkwZIYWEhampqEBgYaDY8MDAQN27csDrNjRs36mxv+m9j5mkvjqgHAEaPHo233noLmZmZePnll/HZZ59hzJgxqKmpsX8R91BTjzPm6czlRkdHY8eOHfjoo4+wZcsWFBQUIDY2FmVlZbZ2uU72qOf5559HSEiIclJqacfO/e6vB3DOsaO2lpKSEnh4eECn02HcuHHYtGkTEhISADh32zRGi/g13l+b5ORk5f/79u2Lfv36oXPnzsjKysKIESOc2DMaM2aM8v/9+vVDdHQ0wsPDsXfvXqSmpjqxZ3Vbu3YtMjIykJWVBTc3N2d3x2a11dOSjh1PT0/k5OSgvLwcmZmZePbZZ9GpUyfExcU5u2sN1qSfQPz8/NCmTRvcvHnTbPjNmzcRFBRkdZqgoKA625v+25h52osj6rGmU6dO8PPzQ15enu2droOaepwxz+a0XB8fH3Tr1q1Zb5v09HSsXbsWn3zyCfr166cMb2nHjklt9VjTFMeO2lq0Wi26dOmCqKgoLF26FNOmTcOaNWsAOHfbNEaTBohOp8OAAQOQmZmpDDMajcjMzERMTIzVaWJiYszaA8Dhw4eV9h07dkRQUJBZm9LSUnz11Ve1ztNeHFGPNd9//z2KiooQHBxsn47XQk09zphnc1pueXk58vPzm+22WbduHV566SV89NFHGDhwoNm4lnbsAHXXY01THDv22teMRiMqKysBOHfbNEpTX7XPyMgQvV4vO3bskHPnzsnjjz8uPj4+cuPGDRERmTNnjvzhD39Q2h87dkxcXFwkPT1dzp8/L2lpaVZv4/Xx8ZEPPvhA/vvf/8rEiROb9FZEe9ZTVlYmy5Ytk+PHj0tBQYF8+umn8uCDD0rXrl3ll19+aXb1VFZWSnZ2tmRnZ0twcLAsW7ZMsrOzJTc3t8HzbEm1LF26VLKysqSgoECOHTsm8fHx4ufnJz/++KNDa1FTz9q1a0Wn08nf//53s9tay8rKzNq0lGOnvnqceew0tpbVq1fLJ598Ivn5+XLu3DlJT08XFxcX2bZtm1m9zto2DdXkASIismnTJunQoYPodDp56KGH5N///rcybujQoZKSkmLWfu/evdKtWzfR6XTSu3dv+fDDD83GG41G+dOf/iSBgYGi1+tlxIgRcuHChaYoRUTsW09FRYWMHDlS/P39xdXVVcLDw2XBggUOP9neqzH1FBQUCACL19ChQxs8z5ZUS1JSkgQHB4tOp5PQ0FBJSkqSvLy8JqmlsfWEh4dbrSctLU1p05KOnfrqcfax05hali9fLl26dBE3Nzfx9fWVmJgYycjIMJufs7dNQ/Dn3ImISBX+FhYREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVBggREanCACEiIlUYIEREpAoDhIiIVGGAEBGRKgwQIiJShQFCRESqMECIiEgVBggREanyf8va2XGwqpqqAAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["## Compare Model Robustness subject to Covariate Noise Perturbation\n","\n","exp.model_compare(models=[\"KAN_OneLayer\", \"KAN_TwoLayer\", \"GAM\"],\n"," show=\"robustness_perf\", metric=\"AUC\", perturb_size=0.2,\n"," figsize=(8, 6))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"upkZQaqpIUCz","executionInfo":{"status":"ok","timestamp":1717351732897,"user_tz":240,"elapsed":6528,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"b938a09d-4e6c-4381-804a-a1e7d98a5fc3"},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]}]} \ No newline at end of file From db503e23891f62273ad528cfd2d4832c057f14cf Mon Sep 17 00:00:00 2001 From: ajzhanghk Date: Sun, 2 Jun 2024 14:11:13 -0400 Subject: [PATCH 5/7] Delete examples/KANs_Can't_Beat_GAM.ipynb --- examples/KANs_Can't_Beat_GAM.ipynb | 1 - 1 file changed, 1 deletion(-) delete mode 100644 examples/KANs_Can't_Beat_GAM.ipynb diff --git a/examples/KANs_Can't_Beat_GAM.ipynb b/examples/KANs_Can't_Beat_GAM.ipynb deleted file mode 100644 index e475d22..0000000 --- a/examples/KANs_Can't_Beat_GAM.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyOY29Ic/vxG7Y+fDHZa20cB"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# KANs Example Revisited\n","\n","Source: https://github.com/KindXiaoming/pykan/blob/master/docs/Examples/Example_3_classfication.ipynb\n","\n","## \"KANs can't beat GAM in performance, explainability and robustness.\""],"metadata":{"id":"rJNgtfabAEsG"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"nqhmBCSXsMF9"},"outputs":[],"source":["!pip install piml\n","!pip install pykan"]},{"cell_type":"code","source":["from piml import Experiment\n","exp = Experiment(highcode_only=True)"],"metadata":{"id":"-cnnB6J_5WKh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from kan import KAN\n","import matplotlib.pyplot as plt\n","from sklearn.datasets import make_moons\n","import torch\n","import numpy as np\n","\n","dataset = {}\n","train_input, train_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","test_input, test_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","\n","dataset['train_input'] = torch.from_numpy(train_input)\n","dataset['test_input'] = torch.from_numpy(test_input)\n","dataset['train_label'] = torch.from_numpy(train_label[:,None])\n","dataset['test_label'] = torch.from_numpy(test_label[:,None])\n","\n","X = dataset['train_input']\n","y = dataset['train_label']\n","plt.scatter(X[:,0], X[:,1], c=y[:,0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":514},"id":"P_RvkiD9uom_","executionInfo":{"status":"ok","timestamp":1717349393165,"user_tz":240,"elapsed":1133,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"a1a8061f-6243-44cc-9fbe-3e4a23bc224a"},"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":3},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# One-layer KAN"],"metadata":{"id":"dZsqo8BO3Wxc"}},{"cell_type":"code","source":["model = KAN(width=[2,1], grid=3, k=3)\n","\n","def train_acc():\n"," return torch.mean((torch.round(model(dataset['train_input'])[:,0]) == dataset['train_label'][:,0]).float())\n","\n","def test_acc():\n"," return torch.mean((torch.round(model(dataset['test_input'])[:,0]) == dataset['test_label'][:,0]).float())\n","\n","results = model.train(dataset, opt=\"LBFGS\", steps=10,\n"," metrics=(train_acc, test_acc),\n"," in_vars=[r'$x_1$', r'$x_2$'],\n"," save_fig=True, img_folder=\"img_OneLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"k8GxEFl3u1Q4","executionInfo":{"status":"ok","timestamp":1717349416901,"user_tz":240,"elapsed":23740,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"929eef49-9257-42bd-911d-c710dc0cc493"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 2.33e-01 | test loss: 2.43e-01 | reg: 2.35e+00 : 100%|██| 10/10 [00:23<00:00, 2.37s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.9649999737739563, 0.9599999785423279)"]},"metadata":{},"execution_count":4}]},{"cell_type":"code","source":["from IPython.display import Image\n","\n","Image(filename='/content/img_OneLayer/9.jpg', height=300)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":317},"id":"VzwwGq8Ex53q","executionInfo":{"status":"ok","timestamp":1717349416902,"user_tz":240,"elapsed":12,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"769d8c52-476e-4ea0-b1fc-11f8eee880d1"},"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"image/jpeg":"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predict_proba_func(X):\n"," proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1)\n"," return np.vstack([1 - proba, proba]).T\n","\n","def predict_func(X):\n"," proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1) > 0.5\n"," return proba\n","\n","pipeline = exp.make_pipeline(predict_func=predict_func,\n"," predict_proba_func=predict_proba_func,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"KAN_OneLayer\")"],"metadata":{"id":"6EJ-B3OE0hCD","executionInfo":{"status":"ok","timestamp":1717349417057,"user_tz":240,"elapsed":158,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_OneLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"x8lmOEow08k1","executionInfo":{"status":"ok","timestamp":1717349417332,"user_tz":240,"elapsed":132,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"01ba5ca9-b1a2-4510-c7f5-7d7e62843124"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9650 0.9954 0.9650 0.1796 0.0453\n","Test 0.9600 0.9936 0.9602 0.1893 0.0498\n","Gap -0.0050 -0.0018 -0.0047 0.0097 0.0045"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.96500.99540.96500.17960.0453
Test0.96000.99360.96020.18930.0498
Gap-0.0050-0.0018-0.00470.00970.0045
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Two-layer KAN"],"metadata":{"id":"aVeRh0gj56T5"}},{"cell_type":"code","source":["model = KAN(width=[2,2,1], grid=3, k=3)\n","\n","results = model.train(dataset, opt=\"LBFGS\", steps=20,\n"," metrics=(train_acc, test_acc),\n"," in_vars=[r'$x_1$', r'$x_2$'],\n"," save_fig=True, img_folder=\"img_TwoLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Cv8fLhc243VH","executionInfo":{"status":"ok","timestamp":1717349465656,"user_tz":240,"elapsed":46201,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"58b97f27-4069-43a1-c8c2-2dd6b5073010"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 1.49e-01 | test loss: 1.70e-01 | reg: 6.28e+00 : 100%|██| 20/20 [00:46<00:00, 2.30s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.9760000109672546, 0.9660000205039978)"]},"metadata":{},"execution_count":9}]},{"cell_type":"code","source":["display(Image(filename='/content/img_TwoLayer/9.jpg', height=300))\n","display(Image(filename='/content/img_TwoLayer/19.jpg', height=300))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"oTkyAXoQ6UgZ","executionInfo":{"status":"ok","timestamp":1717349465656,"user_tz":240,"elapsed":22,"user":{"displayName":"Aijun 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= exp.make_pipeline(predict_func=predict_func,\n"," predict_proba_func=predict_proba_func,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"KAN_TwoLayer\")"],"metadata":{"id":"BaVx9mR39G_i","executionInfo":{"status":"ok","timestamp":1717349465813,"user_tz":240,"elapsed":176,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_OneLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"4ZHiS8rM9K8J","executionInfo":{"status":"ok","timestamp":1717349465953,"user_tz":240,"elapsed":141,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"87b8c51d-6d55-479c-b417-a4e90d97352d"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9760 0.9971 0.9761 0.0804 0.0211\n","Test 0.9660 0.9951 0.9661 0.1002 0.0277\n","Gap -0.0100 -0.0020 -0.0101 0.0198 0.0066"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.97600.99710.97610.08040.0211
Test0.96600.99510.96610.10020.0277
Gap-0.0100-0.0020-0.01010.01980.0066
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Model Comparison"],"metadata":{"id":"sDNAgJTx9Urd"}},{"cell_type":"code","source":["from piml.models import GAMClassifier\n","\n","GAM = GAMClassifier()\n","GAM.fit(train_input, train_label)\n","pipeline = exp.make_pipeline(model=GAM,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"GAM\")"],"metadata":{"id":"I4AOdquE9q2i","executionInfo":{"status":"ok","timestamp":1717349468372,"user_tz":240,"elapsed":354,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"GAM\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"MPuhd2Og-K3q","executionInfo":{"status":"ok","timestamp":1717349468535,"user_tz":240,"elapsed":166,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"8fcc1b65-0892-4006-c301-7e3e8090d117"},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9770 0.9974 0.9771 0.0649 0.0184\n","Test 0.9680 0.9963 0.9681 0.0802 0.0238\n","Gap -0.0090 -0.0011 -0.0090 0.0152 0.0054"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.97700.99740.97710.06490.0184
Test0.96800.99630.96810.08020.0238
Gap-0.0090-0.0011-0.00900.01520.0054
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"exp\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \" \",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Train\",\n \"Test\",\n \"Gap\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ACC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9770\",\n \"0.9680\",\n \"-0.0090\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"AUC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9974\",\n \"0.9963\",\n \"-0.0011\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"F1\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9771\",\n \"0.9681\",\n \"-0.0090\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"LogLoss\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.0649\",\n \"0.0802\",\n \"0.0152\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Brier\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.0184\",\n \"0.0238\",\n \"0.0054\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{}}]},{"cell_type":"code","source":["exp.model_explain(model=\"GAM\", show=\"pfi\", figsize=(4,2))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x1\", figsize=(4,4))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x2\", figsize=(4,4))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"IIxjTfuL-QFg","executionInfo":{"status":"ok","timestamp":1717349470862,"user_tz":240,"elapsed":2333,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"c417f6c7-9f07-4445-b6f0-26078e60a0f7"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["## Compare Model Robustness subject to Covariate Noise Perturbation\n","\n","exp.model_compare(models=[\"KAN_OneLayer\", \"KAN_TwoLayer\", \"GAM\"],\n"," show=\"robustness_perf\", metric=\"AUC\", perturb_size=0.2,\n"," figsize=(8, 6))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"upkZQaqpIUCz","executionInfo":{"status":"ok","timestamp":1717351732897,"user_tz":240,"elapsed":6528,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"b938a09d-4e6c-4381-804a-a1e7d98a5fc3"},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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evW2R8/9thjKl++vOLj4x0+qNCyLI0fP14nTpzI9fjNmzdXhw4ddObMGT399NNKSUlxWJ+QkGC/uVj63/+pP3LkSK7HuNGf//xnSb9ferV48WI5OTmpd+/eWbbr0aOHGjRooEWLFmny5MlZ7kWwLEtbtmzRli1bbmseNxMQEKAnn3xSCQkJ6t27t5KSkrJs8+OPP+Yp9G6lffv2atSokRISEjRu3DiHy5hWrFih5cuXy8fHR08++WSBjZlXtWrVkpOTk7766iuHG82vXr2qIUOG6Pz58wUyTpUqVdSvXz9dvXpV/fv31//93/85rD9z5ozDB26OHDlSnp6eGjVqlJYvX57leKmpqYqNjbV/Cj2AuwMBAgA38Z///EdNmzbV22+/rerVq6tDhw7q27evHn74YVWrVk0hISEOAVKqVCnNnz9fzs7Oio6OVsuWLdWnTx81bNhQb7zxhgYNGpSn8T/44APVrVtXixcvVrVq1dSlSxf17NlToaGhqlmzpuLi4uzbtmzZUpUqVVJsbKzat2+vJ598Uk899ZS++eabXI3VunVrVa9eXevWrdPx48fVoUMHe9TcyMXFRStXrlRwcLDGjRunatWqKTIyUn379lVUVJT8/f3Vpk2bHD99O79mzZqlyMhIffzxx/Yb1/v06aMuXbqodu3aql27tv1dswqCzWbTokWLVL58eU2ZMkX33HOP+vTpozZt2qh79+5ycnLS/Pnz7ZffFYVKlSpp4MCBSk5OVpMmTfTwww/rscceU1BQkL766qs8fwDmzcyaNUutWrXShg0bVL16dXXq1EmPP/64wsPDFRgYqMWLF9u3rVWrlhYvXqxr166pR48eql27th555BH17t1b9913n8qXL6/HHnuMm9CBuwwBAgA3UalSJX3zzTf65z//qQYNGmjPnj2KjY3V/v37VaNGjWw/8btLly7asGGDOnTooO+++05r165V5cqVtXHjRrVq1SpP4wcEBOjbb7/VpEmTVLVqVa1fv16fffaZrly5oqFDh+rhhx+2b+vh4aG1a9cqMjJSe/fu1cKFCzV//nz98MMPuRrLZrOpT58+9sc3e4er2rVra8+ePXrllVdUtWpVbdu2TcuXL9cPP/ygpk2bavbs2fZXVAqap6enPvvsM73//vtq0aKFDh06pNjYWO3cuVMVK1bUxIkTNW3atAIds1GjRtq9e7cGDRqky5cvKzY2VkeOHFHXrl21ZcsW9ezZs0DHux1z5szR9OnTFRwcrLi4OG3atEkRERHauXNnrt4yN7dKlSqlDRs2aNasWbrnnnu0adMmrV69WmfPnlXfvn3Vr18/h+27dOmi/fv3a+jQobLZbFq/fr3Wrl2rM2fOqHPnzvroo4+y3GcE4M5ms3J6SwwAAAAAKGC8AgIAAADAGAIEAAAAgDEECAAAAABjCBAAAAAAxhAgAAAAAIwhQAAAAAAY41LUEyiOMjIy9Msvv6hUqVKy2WxFPR0AAACg2LAsS5cuXVKVKlXk5JT31zMIkGz88ssvCgwMLOppAAAAAMXWyZMnVbVq1TzvR4Bko1SpUpJ+/6b6+voW8WwAAACA4iM5OVmBgYH2v5nzigDJRuZlV76+vgQIAAAAkI3bvVWBm9ABAAAAGEOAAAAAADCGAAEAAABgDPeAAAAA4I6TkZGhtLS0op5GieTq6ipnZ+dCOz4BAgAAgDtKWlqajh8/royMjKKeSolVpkwZ+fv7F8pn4hEgAAAAuGNYlqXTp0/L2dlZgYGBt/VBeXczy7J05coVnTlzRpJUuXLlAh+DAAEAAMAd4/r167py5YqqVKkiLy+vop5OieTp6SlJOnPmjCpVqlTgl2ORhAAAALhjpKenS5Lc3NyKeCYlW2a8Xbt2rcCPTYAAAADgjlMY9y7cTQrz+0eAAAAAADCGAAEAAADuIEFBQZo5c2ZRTyNH3IQOAACAO17oc/82Ot6uN/rlafv27dsrJCSkQMLh22+/lbe3d76PU1gIEAAAAKCYsyxL6enpcnG59Z/vFStWNDCj28clWAAAAEARio6O1saNGzVr1izZbDbZbDYtXLhQNptNn332mUJDQ+Xu7q7Nmzfr2LFj6tKli/z8/OTj46NmzZrpyy+/dDjeHy/Bstlsmjdvnrp16yYvLy/Vrl1bq1evNvws/4cAAQAAAIrQrFmzFB4erkGDBun06dM6ffq0AgMDJUljxozRa6+9pkOHDqlx48a6fPmyOnXqpLi4OO3Zs0cdO3ZU586ddeLEiZuOMXHiRPXs2VP79+9Xp06d1LdvX50/f97E08uCAAEAAACKUOnSpeXm5iYvLy/5+/vL39/f/uF/kyZNUmRkpGrWrKly5cqpSZMmGjx4sBo2bKjatWtr8uTJqlmz5i1f0YiOjlbv3r1Vq1YtTZkyRZcvX9aOHTtMPL0sin2AfP311+rcubOqVKkim82mlStX3nKf+Ph43XvvvXJ3d1etWrW0cOHCQp8nAAAAUNDCwsIcHl++fFmjRo1S/fr1VaZMGfn4+OjQoUO3fAWkcePG9v/29vaWr6+vzpw5UyhzvpViHyApKSlq0qSJZs+enavtjx8/roceekgdOnTQ3r179cwzz+ipp57S559/XsgzBQAAAArWH9/NatSoUVqxYoWmTJmiTZs2ae/evWrUqJHS0tJuehxXV1eHxzabTRkZGQU+39wo9u+C9eCDD+rBBx/M9fZz585VcHCwpk+fLkmqX7++Nm/erH/84x+KiooqrGkCAAAAt83NzU3p6em33G7Lli2Kjo5Wt27dJP3+ikhCQkIhz65gFftXQPJq69atioiIcFgWFRWlrVu3FtGMAAAAgJsLCgrS9u3blZCQoHPnzuX46kTt2rW1fPly7d27V/v27VOfPn2K7JWM23XHBUhiYqL8/Pwclvn5+Sk5OVm//fZbtvukpqYqOTnZ4QsAAAAwZdSoUXJ2dlaDBg1UsWLFHO/pmDFjhsqWLatWrVqpc+fOioqK0r333mt4tvlT7C/BMmHq1KmaOHFiUU8DAAAAhSSvn0xuWp06dbJcsRMdHZ1lu6CgIH311VcOy4YNG+bw+I+XZFmWleU4Fy5cuK15FoQ7LkD8/f2VlJTksCwpKUm+vr7y9PTMdp+xY8cqJibG/jg5Odn+3suFJfS5fxfq8ZGz4v4LCMUX523R4tzF7eLcLTqct8jOHRcg4eHh+vTTTx2WrV+/XuHh4Tnu4+7uLnd398KeGoqJE5MaFfUU7mrVxh0o6imghOLcLTqct7hdRXHeXveurOutRivtzHXZXO64uw1yzb3KPUU9hRwV+5/K5cuXtXfvXu3du1fS72+zu3fvXvt1cWPHjlW/fv+r6yFDhuinn37S888/r8OHD+vtt9/WRx99pGeffbYopg8AAADgBsU+QHbu3KmmTZuqadOmkqSYmBg1bdpU48aNkySdPn3a4Sad4OBgrV27VuvXr1eTJk00ffp0zZs3j7fgBQAAAIqBYn8JVvv27bO9cSZTdp9y3r59e+3Zs6cQZwUAAADgdhT7V0AAAAAA3DkIEAAAAADGECAAAAAAjCFAAAAAABhDgAAAAAAwpti/CxYAAACQX0nzHjc6nt9TS/K0feSj0WrSoJ7+PmlMgYwfHR2tCxcuaOXKlQVyvILEKyAAAAAAjCFAAAAAgCL01DMvatPWnXpr/n/kEdBQHgENlXDylL4/fFSP/HmIytdupmpN7tOAv47RufO/2vdbvuYLhd7fTWVqhqrKPa31YK+nlHLliiZPn633339fq1atks1mk81mU3x8fNE9wT/gEiwAAACgCE2fNEY//pSgBvVqa9yo4ZIkVxcXtX2ot6J7d9cbE57Xb1dT9eKrM9R38Eh9vmyBTiedVb9hz2vKizF65MH7dflyirZs3y3Lkp4dMkBHf/4/JScn67333pMklStXriifogMCBAAAAChCpX1LydXNVV4eHvKvVEGSNHXmv9SkYT1NHvuMfbt/TZ+sWs0idPRYgi5fuaLr16+rS6cIVa9aRZLUsH4d+7aenp5KTU2Vv7+/0eeSGwQIAAAAUMwcOHhEG7/ZofK1m2VZ99N/TyqiXSt1aNNSYfd3U2S71rq/XSt1fyhSZcuULoLZ5g0BAgAAABQzl69c0UOR7fXqCzFZ1vn7VZCzs7M+XfKutu7coy83fqM57y3ShNf/qa/XfKjgalWLYMa5x03oAAAAQBFzc3VVekaG/XFIw/o6eOSYqgdWUc3gag5f3l5ekiSbzaZWze7VuFHDtf3zWLm5umr1Z3G/H8/NTenp6UXyXG6FAAEAAACKWPXAAH27Z78STp7SufO/akh0b/164aL6DX1eO/ce0LGEE1ofv0WDnn1J6enp2rF7v17/5zvate87nTh1Wis//VJnz59Xvdo1JElBQUHav3+/jhw5onPnzunatWtF/Az/hwABAAAAitizg6Pl7OSspu27qGqjtkq7dk0bVn6g9Ix0PdxnsMLu765R419TGd9ScnJykm8pb23evktdnxiqRm0f0oRpb+r1cc8p6k9tJUmDBg1S3bp1FRYWpooVK2rLli1F/Az/h3tAAAAAcMfL6yeTm1a7ZpA2frIoy/Kl82Zlu3292jX1yaJ/5Xi8ihUr6osvviiw+RUkXgEBAAAAYAwBAgAAAMAYAgQAAACAMQQIAAAAAGMIEAAAAADGECAAAAC4g2RIsmRZRT2Pki3jhg9FLGi8DS8AAADuGM5XL8hKS9H5lGsq5+0qm62oZ1Q0rKtXb28/y1JaWprOnj0rJycnubm5FfDMCBAAAADcQWzpqfLe954uNRmgyxe9Jd2dBeKSkr8/8728vFStWjU5ORX8BVMECAAAAO4orheOqfTmyUr3KKO79Y6DKsNW3/a+zs7OcnFxka2QXj4iQAAAAHDHsaWnyiUlqainUWQ8PDyKego5ujuTEAAAAECRIEAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAY0pEgMyePVtBQUHy8PBQixYttGPHjptuP3PmTNWtW1eenp4KDAzUs88+q6tXrxqaLQAAAICcFPsAWbp0qWJiYjR+/Hjt3r1bTZo0UVRUlM6cOZPt9h9++KHGjBmj8ePH69ChQ5o/f76WLl2qF154wfDMAQAAAPxRsQ+QGTNmaNCgQRowYIAaNGiguXPnysvLSwsWLMh2+2+++UatW7dWnz59FBQUpAceeEC9e/e+5asmAAAAAApfsQ6QtLQ07dq1SxEREfZlTk5OioiI0NatW7Pdp1WrVtq1a5c9OH766Sd9+umn6tSpk5E5AwAAAMiZS1FP4GbOnTun9PR0+fn5OSz38/PT4cOHs92nT58+OnfunNq0aSPLsnT9+nUNGTLkppdgpaamKjU11f44OTm5YJ4AAAAAAAfF+hWQ2xEfH68pU6bo7bff1u7du7V8+XKtXbtWkydPznGfqVOnqnTp0vavwMBAgzMGAAAA7h7F+hWQChUqyNnZWUlJSQ7Lk5KS5O/vn+0+L7/8sp544gk99dRTkqRGjRopJSVFTz/9tF588UU5OWVtrrFjxyomJsb+ODk5mQgBAAAACkGxfgXEzc1NoaGhiouLsy/LyMhQXFycwsPDs93nypUrWSLD2dlZkmRZVrb7uLu7y9fX1+ELAAAAQMEr1q+ASFJMTIz69++vsLAwNW/eXDNnzlRKSooGDBggSerXr58CAgI0depUSVLnzp01Y8YMNW3aVC1atNCPP/6ol19+WZ07d7aHCAAAAICiUewDpFevXjp79qzGjRunxMREhYSEaN26dfYb00+cOOHwisdLL70km82ml156SadOnVLFihXVuXNnvfrqq0X1FAAAAAD8f8U+QCRp+PDhGj58eLbr4uPjHR67uLho/PjxGj9+vIGZAQAAAMiLYn0PCAAAAIA7CwECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgTIkIkNmzZysoKEgeHh5q0aKFduzYcdPtL1y4oGHDhqly5cpyd3dXnTp19OmnnxqaLQAAAICcuBT1BG5l6dKliomJ0dy5c9WiRQvNnDlTUVFROnLkiCpVqpRl+7S0NEVGRqpSpUqKjY1VQECA/vvf/6pMmTLmJw8AAADAQbEPkBkzZmjQoEEaMGCAJGnu3Llau3atFixYoDFjxmTZfsGCBTp//ry++eYbubq6SpKCgoJMThkAAABADor1JVhpaWnatWuXIiIi7MucnJwUERGhrVu3ZrvP6tWrFR4ermHDhsnPz08NGzbUlClTlJ6enuM4qampSk5OdvgCAAAAUPCKdYCcO3dO6enp8vPzc1ju5+enxMTEbPf56aefFBsbq/T0dH366ad6+eWXNX36dL3yyis5jjN16lSVLl3a/hUYGFigzwMAAADA74p1gNyOjIwMVapUSe+8845CQ0PVq1cvvfjii5o7d26O+4wdO1YXL160f508edLgjAEAAIC7R7G+B6RChQpydnZWUlKSw/KkpCT5+/tnu0/lypXl6uoqZ2dn+7L69esrMTFRaWlpcnNzy7KPu7u73N3dC3byAAAAALIo1q+AuLm5KTQ0VHFxcfZlGRkZiouLU3h4eLb7tG7dWj/++KMyMjLsy3744QdVrlw52/gAAAAAYE6xDhBJiomJ0bvvvqv3339fhw4d0l/+8helpKTY3xWrX79+Gjt2rH37v/zlLzp//rxGjBihH374QWvXrtWUKVM0bNiwonoKAAAAAP6/Yn0JliT16tVLZ8+e1bhx45SYmKiQkBCtW7fOfmP6iRMn5OT0v44KDAzU559/rmeffVaNGzdWQECARowYodGjRxfVUwAAAADw/xX7AJGk4cOHa/jw4dmui4+Pz7IsPDxc27ZtK+RZAQAAAMirYn8JFgAAAIA7BwECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADCGAAEAAABgDAECAAAAwBgCBAAAAIAxBAgAAAAAYwgQAAAAAMYQIAAAAACMIUAAAAAAGEOAAAAAADAm3wGybds27dy586bb7Ny5U9u3b8/vUAAAAABKuHwFyIYNG9S6dWsdOXLkptsdOXJErVq10ubNm/MzHAAAAIASLl8BMnfuXIWGhqpv37433a5v375q1qyZ3n777fwMBwAAAKCEy1eAbN68Wd26dcvVtl27dtXXX3+dn+EAAAAAlHD5CpBz586pcuXKudrW399fZ8+ezc9wAAAAAEq4fAWIr6+vEhMTc7VtYmKifH198zMcAAAAgBIuXwHSrFkzxcbG5mrb2NhYhYWF5Wc4AAAAACVcvgJk0KBB2r17t0aNGiXLsrLdxrIsPffcc9qzZ4+efvrp/AwHAAAAoIRzyc/O3bp1U//+/TVjxgytW7dOffr0UcOGDVWqVCldunRJBw4c0OLFi3Xw4EH169cv1zesAwAAALgz5StAJOm9997TPffco9dee00vvfSSbDabfZ1lWSpbtqxee+01Pffcc/kdCgAAAEAJl+8AkaRRo0Zp+PDh2rx5sw4dOqTk5GT5+vqqXr16atOmjTw9PQtiGAAAAAAlXIEEiCR5eHgoIiJCERERBXVIAAAAAHeYfAXIiRMnclxns9nk4eGhChUqOFyWBQAAAODula8ACQoKumVceHl5KSoqSq+++qrq1q2bn+EAAAAAlHD5CpBp06bdNECuXLmiw4cPa82aNfrqq6+0bds21alTJz9DAgAAACjB8hUgo0aNytV2J06cUGhoqCZNmqT//Oc/+RkSAAAAQAmWrw8izK1q1app0KBBiouLMzEcAAAAgGLKSIBIUnBwsM6fP29qOAAAAADFkLEASUhIULly5UwNBwAAAKAYMhIgJ0+e1DvvvKMOHTqYGA4AAABAMZWvm9BnzJhx0/W//fabjhw5ok8++USSNGHChPwMBwAAAKCEK/R3wfLy8tIDDzygKVOm8Ba8AAAAwF0uXwFy/Pjxm6738PBQxYoV5eT0+5Vev/76q8qWLZufIQEAAACUYPkKkOrVq99ym9TUVK1evVqLFi3SunXrdPXq1fwMCQAAAKAEy1eA5MSyLMXFxWnRokVasWKFkpOTVbFiRfXp06cwhgMAAABQQhRogOzatUuLFi3SkiVLlJiYKJvNpscff1zDhw9Xy5YtZbPZCnI4AAAAACVMvgPkp59+0qJFi7Ro0SIdPXpUAQEB6tu3r5o3b65evXqpR48eCg8PL4i5AgAAACjh8hUg4eHh2rFjhypUqKBHH31U8+bNU5s2bSRJx44dK5AJAgAAALhz5CtAtm/fruDgYM2YMUMPPfSQXFwK5ZYSAAAAAHeIfH0S+ltvvaXKlSurW7du8vf31+DBg7VhwwZZllVQ8wMAAABwB8lXgAwdOlSbN2/WsWPH9Mwzz2jTpk26//77FRAQoHHjxslms3HjOQAAAAC7fAVIpuDgYL300ks6ePCgvv32Wz3++OOKj4+XZVkaOnSonn76aa1Zs4bPAAEAAADucgUSIDcKDQ3VjBkzdPLkSX3xxReKiorS0qVL9cgjj6hChQoFPRwAAACAEqTAA8R+YCcnRUREaOHChUpKStLixYt1//33F9ZwAAAAAEqAQguQG3l4eKhXr15atWqVieEAAAAAFFNGAgQAAAAAJAIEAAAAgEEECAAAAABjCBAAAAAAxhAgAAAAA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KANs Example Revisited\n","\n","Source: https://github.com/KindXiaoming/pykan/blob/master/docs/Examples/Example_3_classfication.ipynb\n","\n","## \"KANs can't beat GAM in performance, explainability and robustness.\""],"metadata":{"id":"rJNgtfabAEsG"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"nqhmBCSXsMF9"},"outputs":[],"source":["!pip install piml\n","!pip install pykan"]},{"cell_type":"code","source":["from piml import Experiment\n","exp = Experiment(highcode_only=True)"],"metadata":{"id":"-cnnB6J_5WKh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from kan import KAN\n","import matplotlib.pyplot as plt\n","from sklearn.datasets import make_moons\n","import torch\n","import numpy as np\n","\n","dataset = {}\n","train_input, train_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","test_input, test_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","\n","dataset['train_input'] = torch.from_numpy(train_input)\n","dataset['test_input'] = torch.from_numpy(test_input)\n","dataset['train_label'] = torch.from_numpy(train_label[:,None])\n","dataset['test_label'] = torch.from_numpy(test_label[:,None])\n","\n","X = dataset['train_input']\n","y = dataset['train_label']\n","plt.scatter(X[:,0], X[:,1], c=y[:,0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":514},"id":"P_RvkiD9uom_","executionInfo":{"status":"ok","timestamp":1717349393165,"user_tz":240,"elapsed":1133,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"a1a8061f-6243-44cc-9fbe-3e4a23bc224a"},"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":3},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# One-layer KAN"],"metadata":{"id":"dZsqo8BO3Wxc"}},{"cell_type":"code","source":["model = KAN(width=[2,1], grid=3, k=3)\n","\n","def train_acc():\n"," return torch.mean((torch.round(model(dataset['train_input'])[:,0]) == dataset['train_label'][:,0]).float())\n","\n","def test_acc():\n"," return torch.mean((torch.round(model(dataset['test_input'])[:,0]) == dataset['test_label'][:,0]).float())\n","\n","results = model.train(dataset, opt=\"LBFGS\", steps=10,\n"," metrics=(train_acc, test_acc),\n"," in_vars=[r'$x_1$', r'$x_2$'],\n"," save_fig=True, img_folder=\"img_OneLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"k8GxEFl3u1Q4","executionInfo":{"status":"ok","timestamp":1717349416901,"user_tz":240,"elapsed":23740,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"929eef49-9257-42bd-911d-c710dc0cc493"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 2.33e-01 | test loss: 2.43e-01 | reg: 2.35e+00 : 100%|██| 10/10 [00:23<00:00, 2.37s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.9649999737739563, 0.9599999785423279)"]},"metadata":{},"execution_count":4}]},{"cell_type":"code","source":["from IPython.display import Image\n","\n","Image(filename='/content/img_OneLayer/9.jpg', height=300)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":317},"id":"VzwwGq8Ex53q","executionInfo":{"status":"ok","timestamp":1717349416902,"user_tz":240,"elapsed":12,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"769d8c52-476e-4ea0-b1fc-11f8eee880d1"},"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"image/jpeg":"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predict_proba_func(X):\n"," proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1)\n"," return np.vstack([1 - proba, proba]).T\n","\n","def predict_func(X):\n"," proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1) > 0.5\n"," return proba\n","\n","pipeline = exp.make_pipeline(predict_func=predict_func,\n"," predict_proba_func=predict_proba_func,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"KAN_OneLayer\")"],"metadata":{"id":"6EJ-B3OE0hCD","executionInfo":{"status":"ok","timestamp":1717349417057,"user_tz":240,"elapsed":158,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_OneLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"x8lmOEow08k1","executionInfo":{"status":"ok","timestamp":1717349417332,"user_tz":240,"elapsed":132,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"01ba5ca9-b1a2-4510-c7f5-7d7e62843124"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9650 0.9954 0.9650 0.1796 0.0453\n","Test 0.9600 0.9936 0.9602 0.1893 0.0498\n","Gap -0.0050 -0.0018 -0.0047 0.0097 0.0045"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.96500.99540.96500.17960.0453
Test0.96000.99360.96020.18930.0498
Gap-0.0050-0.0018-0.00470.00970.0045
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Two-layer KAN"],"metadata":{"id":"aVeRh0gj56T5"}},{"cell_type":"code","source":["model = KAN(width=[2,2,1], grid=3, k=3)\n","\n","results = model.train(dataset, opt=\"LBFGS\", steps=20,\n"," metrics=(train_acc, test_acc),\n"," in_vars=[r'$x_1$', r'$x_2$'],\n"," save_fig=True, img_folder=\"img_TwoLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Cv8fLhc243VH","executionInfo":{"status":"ok","timestamp":1717349465656,"user_tz":240,"elapsed":46201,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"58b97f27-4069-43a1-c8c2-2dd6b5073010"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 1.49e-01 | test loss: 1.70e-01 | reg: 6.28e+00 : 100%|██| 20/20 [00:46<00:00, 2.30s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.9760000109672546, 0.9660000205039978)"]},"metadata":{},"execution_count":9}]},{"cell_type":"code","source":["display(Image(filename='/content/img_TwoLayer/9.jpg', height=300))\n","display(Image(filename='/content/img_TwoLayer/19.jpg', height=300))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"oTkyAXoQ6UgZ","executionInfo":{"status":"ok","timestamp":1717349465656,"user_tz":240,"elapsed":22,"user":{"displayName":"Aijun 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= exp.make_pipeline(predict_func=predict_func,\n"," predict_proba_func=predict_proba_func,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"KAN_TwoLayer\")"],"metadata":{"id":"BaVx9mR39G_i","executionInfo":{"status":"ok","timestamp":1717349465813,"user_tz":240,"elapsed":176,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_OneLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"4ZHiS8rM9K8J","executionInfo":{"status":"ok","timestamp":1717349465953,"user_tz":240,"elapsed":141,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"87b8c51d-6d55-479c-b417-a4e90d97352d"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9760 0.9971 0.9761 0.0804 0.0211\n","Test 0.9660 0.9951 0.9661 0.1002 0.0277\n","Gap -0.0100 -0.0020 -0.0101 0.0198 0.0066"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.97600.99710.97610.08040.0211
Test0.96600.99510.96610.10020.0277
Gap-0.0100-0.0020-0.01010.01980.0066
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Model Comparison"],"metadata":{"id":"sDNAgJTx9Urd"}},{"cell_type":"code","source":["from piml.models import GAMClassifier\n","\n","GAM = GAMClassifier()\n","GAM.fit(train_input, train_label)\n","pipeline = exp.make_pipeline(model=GAM,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"GAM\")"],"metadata":{"id":"I4AOdquE9q2i","executionInfo":{"status":"ok","timestamp":1717349468372,"user_tz":240,"elapsed":354,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"GAM\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"MPuhd2Og-K3q","executionInfo":{"status":"ok","timestamp":1717349468535,"user_tz":240,"elapsed":166,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"8fcc1b65-0892-4006-c301-7e3e8090d117"},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9770 0.9974 0.9771 0.0649 0.0184\n","Test 0.9680 0.9963 0.9681 0.0802 0.0238\n","Gap -0.0090 -0.0011 -0.0090 0.0152 0.0054"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.97700.99740.97710.06490.0184
Test0.96800.99630.96810.08020.0238
Gap-0.0090-0.0011-0.00900.01520.0054
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"exp\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \" \",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Train\",\n \"Test\",\n \"Gap\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ACC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9770\",\n \"0.9680\",\n \"-0.0090\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"AUC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9974\",\n \"0.9963\",\n \"-0.0011\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"F1\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9771\",\n \"0.9681\",\n \"-0.0090\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"LogLoss\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.0649\",\n \"0.0802\",\n \"0.0152\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Brier\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.0184\",\n \"0.0238\",\n \"0.0054\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{}}]},{"cell_type":"code","source":["exp.model_explain(model=\"GAM\", show=\"pfi\", figsize=(4,2))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x1\", figsize=(4,4))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x2\", figsize=(4,4))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"IIxjTfuL-QFg","executionInfo":{"status":"ok","timestamp":1717349470862,"user_tz":240,"elapsed":2333,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"c417f6c7-9f07-4445-b6f0-26078e60a0f7"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["# Select KAN_OneLayer, KAN_TwoLayer and GAM, check \"Robustness\": AUC, NoiseStep = 0.2\n","exp.model_compare()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":583,"referenced_widgets":["91b09be3f6b74b2c87c11a6a54b45ba9","cdf0e825eb0f4fd5979cb254b1ff28f0","accb66c3219a4646b50fffc571f4165d","806e36a6e0b848ada83016389c7a6a93","b262303757274687a9cb48995674c2d4","e17c679e31df4a77a29cf7399ec92a94","c7d3abfe82344df880ee90976ac13c3e","7ce30ee63d3542c495a458edd6d0f097","11f17442495c4267bdd8e048d7b019fa","753e6a25e8264ae7bff3162097496d2e","70d17457a026420fb239bf3fe910ee94","41c4229343304c098d8d29060ae7cbd7","5c567b226d6a483ea1f5133a0b16fbba","d1f533b5ba364f269a303ec8ecc8df9a","94a3295cca70419f95673c0086175c76","2a927b29f03f407a8ac27a5e4541fb5a","5012965241914f4a9d77f9da5dc4771e","9df47cf8ed254af18abc774a2c5fb485","bf222ae8b5d74f29aa26a417f271641f","03e35858cc4441fb80b0b51577e385c5","0beabb3857c84ef2ad81836b51953f93","4375502fbb1b413c9ef937b82adf54b9","5c97d1e19bee40a892b63ff8edf46ac5","4d68da4594a74a209cf8d4acaef7a1c6","fdfcf754c38d4173801e112ec835fa1f","d8682459c51c47a5a43c4038e30d3fba","6f89f9a4cf86442fab4c94317cbc2893","e22f828c1eb74539aa9ce771fa7ef8c8","eee34f37d06347ef895b6adef2182bce","a2135179f2a34b85bc34a618d5fde5fa","119e6cfd282a482b92255443956afc12","71de9ad61c7a4dfc9588811a18fbfc20","19e80cf9cc554cc99f603342eca016a9","9556a8d960a54f37a8884433084e089b","50df83eda9b74da5bf049c4f22a2e258","29440f66e265432f86ce98d652f3ac04","17986917e9d84ff08f5baaf09919910d","e8b251978b9f4fd4badd2e91951b959b","cf73949a5eba44179818a2a1742964fc","035a8c44b45b4fd6b3e50c97978c6d32","b2c0511e62ac4a95808155d436a20078","93da337a640e4dc18369f809dccc407f","8f554f5114d74e2d8c6f7425b9704e0a","1accd6f1e6b44878b59f651eb4945f4d","69b4b85916e548218817e28244254ec6","08c4f389f2034279bc5f795389c0a102","54923245033a46eca2bc97f8ea9cb297","0237a13aa66848c7a316c7c725ef384e","a32c05cd471c4645912369545ab4891f","372291c87d4f4a0598c11d7f904dfb51","146899ca48044e0a84b92f37f92c5f03","32074f865fcd405fbe63805d28d02ae1","31eeb575b36a440cb24ad6037bd26d7a","45c3951c267a411497a90e79661ceb56","48fc7a7306a342e98b05b080ea098a41","0698a85eca5c48afa86e48c67099e82d","49f54151e94e45a08d02a1f51e030955","58b9be688c794dbab574dfedc67b9cdd","a956d5cfd55b40f68c53d31fd346885b","2fb461e77de745c48df7344a4d4a33bf","3667202c59274bd480e53907fb48430b","06800b27759c406e8f6103152ab636cd","1f608b7dac12455a90a6970e1cc7e0bc","181e93c2f1f44ac6a1efb2f69be3c7ff","073347fae0e346299eeb36ed66977164","20226f22319741ac8531f794176e8897","ee576b1c093c4df9b9a319ef6e5b021e","f131bc07b65445d9a0c8222b6e891d49","185c065985d848f68c9d4fe987df67cc","212521560b0c47faa521cbc48cbed10f","248563ffb80d4d229a322be8c7ae67df","40e438a9b45749729d27d53dc191cf55","7c5d3cf73efd491087b29ab830ce80e5","1c045a89101e407e84f9eb73d73b9ea5","702e5e2919ab463da3672848e7999d42","0f743751429d4a739b344753aa5c0f04","23f3c45c15bf4127906f1efd1f12f930","44c78efbccf948b2b14bb5de9ce5e7fb","52d15286765b4677b49859f82b9d7b68","0275cb4e20be4f6c8423e4c3360b0182","b6ea4c54a5fe4a01b1d05fd40935a3df","11d5b98556164b51874b7cf13db3c6ce","9003a55a1f7d440184fb77f93c4080a2","4f07ddac1fbb42abb6471202313f5460","6f3ca332eace40f7888956a9e7de8113","b1e0aebb33804bf8805a8bb40938bacb","920c4e452a6847be8a4c20901d31e8a9","b4b41268253a427dbb26222489b12f50","291363b9ac004ab39d526ee4eefa7843","3c98a9cb77344f238d4a22d4d076f61a","41858d11a9f242669d0fe8bae3bf8c81","22fecf920dac4a02b439287889dfab95","ea9433d96a7c4251809fee4ede4a22e5","2bf1190144884247a97ceb3a2c5be954","06b321217140472ab1fdb383998104ad","a9e2e7540f6e4728bfe06f53f5864f1a","2fed43a3ee1d407e8c3e89c546b5d119","a3cf9d8ce6c346d290e70045423ebc39","a25fffffafa349b9bbbe988334290600","873caf85cca24c6bafecaee517071c66","604aa9cb82c14cd18319dfda1cf22973","10ab8cb89f1448868939b4ca0a4887d6","5878a23ea78c45f7afd50dd8b2844044","64e14df0465343c6a1e528551987b0b0","36c0c54fb923439fb22556509c7e2d1f","b20708be49b84943b5852eda5d7ace9a","33e4d66ed9d74e0c89a1565ad5568e56","005a3f527f5043338c8c5bb55d8dfe63","8ee295f64d50491091e653cfc1bebe40","8764d4ddb69b4a68a91629175d9875fc","55e67d970ca74f02a823650ad7970fc7","9f02748bc75b4611bd469b441cc22eb1","74767466a4f64708bbc0b162eecd8845","d03d9fe4cd7c4341b12412165a725a30","cb2169ed6abb4a939c5f9eec82eb9294","602e8eb1ca914f5f965c0f965306a709","8ded63f4c4a9457db5fb9e021a1871c6","9b86be003f3a4b2fb642dd6317cd3e8c","01e58591c306478ab58f6adc47754170","61a80c7eac86428cb44213be23c45bad","15ea0bf1fc364d3e988b2097390b70da","12f332b27ce24d7087dbea691eb39f62","7f4b5b90262447c394453590ce2fb3a0","8b0b2af44ceb4099b06113ccf34afe34","91e35bd572074c809ed5a57c1643bcfe","5c8b537c11614eba83d42342b47141cb","323697742f034c79a2269a41af26e7bd","c1915ac1490845ddac3b5f46055d54b9","83fdcb4af4644343a2c8b88680ea4375","4e717c9ad7af47938e79b74d599bbf38","d5951790aca84b3194f90569323c8cc8","4f59df6087594029a54ef659107732d4","ceae0becf7b24e379659e2f284e1ac7e","933e8bda3ad44ca5b445ce7c3dbd690e","8e75b1d4e5774e30bf85fc5d4815f7ec","5b4af20969f64f9a8e7596b105c9d8ec","caa7cdaaee774872b7f6cd490655ca29","7eb1dbffbbad420299b151a060a45d24","2f7e0fa557f64d1198093ca91558a3ae","920ff557767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Zhang","userId":"04897292400908543781"}},"outputId":"5dfff9ce-8c07-46da-e502-1617fb7bff08"},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":["VBox(children=(HBox(children=(Dropdown(layout=Layout(width='30%'), options=('Select Model', 'KAN_OneLayer', 'K…"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"91b09be3f6b74b2c87c11a6a54b45ba9"}},"metadata":{}}]}]} \ No newline at end of file +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyOY29Ic/vxG7Y+fDHZa20cB"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# KANs Example Revisited\n","\n","Source: https://github.com/KindXiaoming/pykan/blob/master/docs/Examples/Example_3_classfication.ipynb\n","\n","## \"KANs can't beat GAM in performance, explainability and robustness.\""],"metadata":{"id":"rJNgtfabAEsG"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"nqhmBCSXsMF9"},"outputs":[],"source":["!pip install piml\n","!pip install pykan"]},{"cell_type":"code","source":["from piml import Experiment\n","exp = Experiment(highcode_only=True)"],"metadata":{"id":"-cnnB6J_5WKh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from kan import KAN\n","import matplotlib.pyplot as plt\n","from sklearn.datasets import make_moons\n","import torch\n","import numpy as np\n","\n","dataset = {}\n","train_input, train_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","test_input, test_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","\n","dataset['train_input'] = torch.from_numpy(train_input)\n","dataset['test_input'] = torch.from_numpy(test_input)\n","dataset['train_label'] = torch.from_numpy(train_label[:,None])\n","dataset['test_label'] = torch.from_numpy(test_label[:,None])\n","\n","X = dataset['train_input']\n","y = dataset['train_label']\n","plt.scatter(X[:,0], X[:,1], c=y[:,0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":514},"id":"P_RvkiD9uom_","executionInfo":{"status":"ok","timestamp":1717349393165,"user_tz":240,"elapsed":1133,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"a1a8061f-6243-44cc-9fbe-3e4a23bc224a"},"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":3},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# One-layer KAN"],"metadata":{"id":"dZsqo8BO3Wxc"}},{"cell_type":"code","source":["model = KAN(width=[2,1], grid=3, k=3)\n","\n","def train_acc():\n"," return torch.mean((torch.round(model(dataset['train_input'])[:,0]) == dataset['train_label'][:,0]).float())\n","\n","def test_acc():\n"," return torch.mean((torch.round(model(dataset['test_input'])[:,0]) == dataset['test_label'][:,0]).float())\n","\n","results = model.train(dataset, opt=\"LBFGS\", steps=10,\n"," metrics=(train_acc, test_acc),\n"," in_vars=[r'$x_1$', r'$x_2$'],\n"," save_fig=True, img_folder=\"img_OneLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"k8GxEFl3u1Q4","executionInfo":{"status":"ok","timestamp":1717349416901,"user_tz":240,"elapsed":23740,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"929eef49-9257-42bd-911d-c710dc0cc493"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 2.33e-01 | test loss: 2.43e-01 | reg: 2.35e+00 : 100%|██| 10/10 [00:23<00:00, 2.37s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.9649999737739563, 0.9599999785423279)"]},"metadata":{},"execution_count":4}]},{"cell_type":"code","source":["from IPython.display import Image\n","\n","Image(filename='/content/img_OneLayer/9.jpg', height=300)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":317},"id":"VzwwGq8Ex53q","executionInfo":{"status":"ok","timestamp":1717349416902,"user_tz":240,"elapsed":12,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"769d8c52-476e-4ea0-b1fc-11f8eee880d1"},"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"image/jpeg":"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predict_proba_func(X):\n"," proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1)\n"," return np.vstack([1 - proba, proba]).T\n","\n","def predict_func(X):\n"," proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1) > 0.5\n"," return proba\n","\n","pipeline = exp.make_pipeline(predict_func=predict_func,\n"," predict_proba_func=predict_proba_func,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"KAN_OneLayer\")"],"metadata":{"id":"6EJ-B3OE0hCD","executionInfo":{"status":"ok","timestamp":1717349417057,"user_tz":240,"elapsed":158,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_OneLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"x8lmOEow08k1","executionInfo":{"status":"ok","timestamp":1717349417332,"user_tz":240,"elapsed":132,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"01ba5ca9-b1a2-4510-c7f5-7d7e62843124"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9650 0.9954 0.9650 0.1796 0.0453\n","Test 0.9600 0.9936 0.9602 0.1893 0.0498\n","Gap -0.0050 -0.0018 -0.0047 0.0097 0.0045"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.96500.99540.96500.17960.0453
Test0.96000.99360.96020.18930.0498
Gap-0.0050-0.0018-0.00470.00970.0045
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Two-layer KAN"],"metadata":{"id":"aVeRh0gj56T5"}},{"cell_type":"code","source":["model = KAN(width=[2,2,1], grid=3, k=3)\n","\n","results = model.train(dataset, opt=\"LBFGS\", steps=20,\n"," metrics=(train_acc, test_acc),\n"," in_vars=[r'$x_1$', r'$x_2$'],\n"," save_fig=True, img_folder=\"img_TwoLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Cv8fLhc243VH","executionInfo":{"status":"ok","timestamp":1717349465656,"user_tz":240,"elapsed":46201,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"58b97f27-4069-43a1-c8c2-2dd6b5073010"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 1.49e-01 | test loss: 1.70e-01 | reg: 6.28e+00 : 100%|██| 20/20 [00:46<00:00, 2.30s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.9760000109672546, 0.9660000205039978)"]},"metadata":{},"execution_count":9}]},{"cell_type":"code","source":["display(Image(filename='/content/img_TwoLayer/9.jpg', height=300))\n","display(Image(filename='/content/img_TwoLayer/19.jpg', height=300))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"oTkyAXoQ6UgZ","executionInfo":{"status":"ok","timestamp":1717349465656,"user_tz":240,"elapsed":22,"user":{"displayName":"Aijun 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= exp.make_pipeline(predict_func=predict_func,\n"," predict_proba_func=predict_proba_func,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"KAN_TwoLayer\")"],"metadata":{"id":"BaVx9mR39G_i","executionInfo":{"status":"ok","timestamp":1717349465813,"user_tz":240,"elapsed":176,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_OneLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"4ZHiS8rM9K8J","executionInfo":{"status":"ok","timestamp":1717349465953,"user_tz":240,"elapsed":141,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"87b8c51d-6d55-479c-b417-a4e90d97352d"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9760 0.9971 0.9761 0.0804 0.0211\n","Test 0.9660 0.9951 0.9661 0.1002 0.0277\n","Gap -0.0100 -0.0020 -0.0101 0.0198 0.0066"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.97600.99710.97610.08040.0211
Test0.96600.99510.96610.10020.0277
Gap-0.0100-0.0020-0.01010.01980.0066
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Model Comparison"],"metadata":{"id":"sDNAgJTx9Urd"}},{"cell_type":"code","source":["from piml.models import GAMClassifier\n","\n","GAM = GAMClassifier()\n","GAM.fit(train_input, train_label)\n","pipeline = exp.make_pipeline(model=GAM,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"GAM\")"],"metadata":{"id":"I4AOdquE9q2i","executionInfo":{"status":"ok","timestamp":1717349468372,"user_tz":240,"elapsed":354,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"GAM\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"MPuhd2Og-K3q","executionInfo":{"status":"ok","timestamp":1717349468535,"user_tz":240,"elapsed":166,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"8fcc1b65-0892-4006-c301-7e3e8090d117"},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9770 0.9974 0.9771 0.0649 0.0184\n","Test 0.9680 0.9963 0.9681 0.0802 0.0238\n","Gap -0.0090 -0.0011 -0.0090 0.0152 0.0054"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.97700.99740.97710.06490.0184
Test0.96800.99630.96810.08020.0238
Gap-0.0090-0.0011-0.00900.01520.0054
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"exp\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \" \",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Train\",\n \"Test\",\n \"Gap\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ACC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9770\",\n \"0.9680\",\n \"-0.0090\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"AUC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9974\",\n \"0.9963\",\n \"-0.0011\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"F1\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9771\",\n \"0.9681\",\n \"-0.0090\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"LogLoss\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.0649\",\n \"0.0802\",\n \"0.0152\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Brier\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.0184\",\n \"0.0238\",\n \"0.0054\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{}}]},{"cell_type":"code","source":["exp.model_explain(model=\"GAM\", show=\"pfi\", figsize=(4,2))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x1\", figsize=(4,4))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x2\", figsize=(4,4))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"IIxjTfuL-QFg","executionInfo":{"status":"ok","timestamp":1717349470862,"user_tz":240,"elapsed":2333,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"c417f6c7-9f07-4445-b6f0-26078e60a0f7"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["## Compare Model Robustness subject to Covariate Noise Perturbation\n","\n","exp.model_compare(models=[\"KAN_OneLayer\", \"KAN_TwoLayer\", \"GAM\"],\n"," show=\"robustness_perf\", metric=\"AUC\", perturb_size=0.2,\n"," figsize=(8, 6))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"upkZQaqpIUCz","executionInfo":{"status":"ok","timestamp":1717351732897,"user_tz":240,"elapsed":6528,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"b938a09d-4e6c-4381-804a-a1e7d98a5fc3"},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]}]} \ No newline at end of file From d707db8f93ba341307b3814a6f4b574108d0c211 Mon Sep 17 00:00:00 2001 From: ajzhanghk Date: Sun, 2 Jun 2024 19:39:05 -0400 Subject: [PATCH 7/7] Add files via upload --- docs/Workshop/KANs_Can't_Beat_GAM.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/Workshop/KANs_Can't_Beat_GAM.ipynb b/docs/Workshop/KANs_Can't_Beat_GAM.ipynb index e475d22..00814b6 100644 --- a/docs/Workshop/KANs_Can't_Beat_GAM.ipynb +++ b/docs/Workshop/KANs_Can't_Beat_GAM.ipynb @@ -1 +1 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyOY29Ic/vxG7Y+fDHZa20cB"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# KANs Example Revisited\n","\n","Source: https://github.com/KindXiaoming/pykan/blob/master/docs/Examples/Example_3_classfication.ipynb\n","\n","## \"KANs can't beat GAM in performance, explainability and robustness.\""],"metadata":{"id":"rJNgtfabAEsG"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"nqhmBCSXsMF9"},"outputs":[],"source":["!pip install piml\n","!pip install pykan"]},{"cell_type":"code","source":["from piml import Experiment\n","exp = Experiment(highcode_only=True)"],"metadata":{"id":"-cnnB6J_5WKh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from kan import KAN\n","import matplotlib.pyplot as plt\n","from sklearn.datasets import make_moons\n","import torch\n","import numpy as np\n","\n","dataset = {}\n","train_input, train_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","test_input, test_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","\n","dataset['train_input'] = torch.from_numpy(train_input)\n","dataset['test_input'] = torch.from_numpy(test_input)\n","dataset['train_label'] = torch.from_numpy(train_label[:,None])\n","dataset['test_label'] = torch.from_numpy(test_label[:,None])\n","\n","X = dataset['train_input']\n","y = dataset['train_label']\n","plt.scatter(X[:,0], X[:,1], c=y[:,0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":514},"id":"P_RvkiD9uom_","executionInfo":{"status":"ok","timestamp":1717349393165,"user_tz":240,"elapsed":1133,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"a1a8061f-6243-44cc-9fbe-3e4a23bc224a"},"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":3},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# One-layer KAN"],"metadata":{"id":"dZsqo8BO3Wxc"}},{"cell_type":"code","source":["model = KAN(width=[2,1], grid=3, k=3)\n","\n","def train_acc():\n"," return torch.mean((torch.round(model(dataset['train_input'])[:,0]) == dataset['train_label'][:,0]).float())\n","\n","def test_acc():\n"," return torch.mean((torch.round(model(dataset['test_input'])[:,0]) == dataset['test_label'][:,0]).float())\n","\n","results = model.train(dataset, opt=\"LBFGS\", steps=10,\n"," metrics=(train_acc, test_acc),\n"," in_vars=[r'$x_1$', r'$x_2$'],\n"," save_fig=True, img_folder=\"img_OneLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"k8GxEFl3u1Q4","executionInfo":{"status":"ok","timestamp":1717349416901,"user_tz":240,"elapsed":23740,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"929eef49-9257-42bd-911d-c710dc0cc493"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 2.33e-01 | test loss: 2.43e-01 | reg: 2.35e+00 : 100%|██| 10/10 [00:23<00:00, 2.37s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.9649999737739563, 0.9599999785423279)"]},"metadata":{},"execution_count":4}]},{"cell_type":"code","source":["from IPython.display import Image\n","\n","Image(filename='/content/img_OneLayer/9.jpg', height=300)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":317},"id":"VzwwGq8Ex53q","executionInfo":{"status":"ok","timestamp":1717349416902,"user_tz":240,"elapsed":12,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"769d8c52-476e-4ea0-b1fc-11f8eee880d1"},"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"image/jpeg":"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predict_proba_func(X):\n"," proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1)\n"," return np.vstack([1 - proba, proba]).T\n","\n","def predict_func(X):\n"," proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1) > 0.5\n"," return proba\n","\n","pipeline = exp.make_pipeline(predict_func=predict_func,\n"," predict_proba_func=predict_proba_func,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"KAN_OneLayer\")"],"metadata":{"id":"6EJ-B3OE0hCD","executionInfo":{"status":"ok","timestamp":1717349417057,"user_tz":240,"elapsed":158,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_OneLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"x8lmOEow08k1","executionInfo":{"status":"ok","timestamp":1717349417332,"user_tz":240,"elapsed":132,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"01ba5ca9-b1a2-4510-c7f5-7d7e62843124"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9650 0.9954 0.9650 0.1796 0.0453\n","Test 0.9600 0.9936 0.9602 0.1893 0.0498\n","Gap -0.0050 -0.0018 -0.0047 0.0097 0.0045"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.96500.99540.96500.17960.0453
Test0.96000.99360.96020.18930.0498
Gap-0.0050-0.0018-0.00470.00970.0045
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Two-layer KAN"],"metadata":{"id":"aVeRh0gj56T5"}},{"cell_type":"code","source":["model = KAN(width=[2,2,1], grid=3, k=3)\n","\n","results = model.train(dataset, opt=\"LBFGS\", steps=20,\n"," metrics=(train_acc, test_acc),\n"," in_vars=[r'$x_1$', r'$x_2$'],\n"," save_fig=True, img_folder=\"img_TwoLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Cv8fLhc243VH","executionInfo":{"status":"ok","timestamp":1717349465656,"user_tz":240,"elapsed":46201,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"58b97f27-4069-43a1-c8c2-2dd6b5073010"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 1.49e-01 | test loss: 1.70e-01 | reg: 6.28e+00 : 100%|██| 20/20 [00:46<00:00, 2.30s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.9760000109672546, 0.9660000205039978)"]},"metadata":{},"execution_count":9}]},{"cell_type":"code","source":["display(Image(filename='/content/img_TwoLayer/9.jpg', height=300))\n","display(Image(filename='/content/img_TwoLayer/19.jpg', height=300))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"oTkyAXoQ6UgZ","executionInfo":{"status":"ok","timestamp":1717349465656,"user_tz":240,"elapsed":22,"user":{"displayName":"Aijun 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= exp.make_pipeline(predict_func=predict_func,\n"," predict_proba_func=predict_proba_func,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"KAN_TwoLayer\")"],"metadata":{"id":"BaVx9mR39G_i","executionInfo":{"status":"ok","timestamp":1717349465813,"user_tz":240,"elapsed":176,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_OneLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"4ZHiS8rM9K8J","executionInfo":{"status":"ok","timestamp":1717349465953,"user_tz":240,"elapsed":141,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"87b8c51d-6d55-479c-b417-a4e90d97352d"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9760 0.9971 0.9761 0.0804 0.0211\n","Test 0.9660 0.9951 0.9661 0.1002 0.0277\n","Gap -0.0100 -0.0020 -0.0101 0.0198 0.0066"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.97600.99710.97610.08040.0211
Test0.96600.99510.96610.10020.0277
Gap-0.0100-0.0020-0.01010.01980.0066
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Model Comparison"],"metadata":{"id":"sDNAgJTx9Urd"}},{"cell_type":"code","source":["from piml.models import GAMClassifier\n","\n","GAM = GAMClassifier()\n","GAM.fit(train_input, train_label)\n","pipeline = exp.make_pipeline(model=GAM,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"GAM\")"],"metadata":{"id":"I4AOdquE9q2i","executionInfo":{"status":"ok","timestamp":1717349468372,"user_tz":240,"elapsed":354,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"GAM\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"MPuhd2Og-K3q","executionInfo":{"status":"ok","timestamp":1717349468535,"user_tz":240,"elapsed":166,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"8fcc1b65-0892-4006-c301-7e3e8090d117"},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9770 0.9974 0.9771 0.0649 0.0184\n","Test 0.9680 0.9963 0.9681 0.0802 0.0238\n","Gap -0.0090 -0.0011 -0.0090 0.0152 0.0054"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.97700.99740.97710.06490.0184
Test0.96800.99630.96810.08020.0238
Gap-0.0090-0.0011-0.00900.01520.0054
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"exp\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \" \",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Train\",\n \"Test\",\n \"Gap\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ACC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9770\",\n \"0.9680\",\n \"-0.0090\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"AUC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9974\",\n \"0.9963\",\n \"-0.0011\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"F1\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9771\",\n \"0.9681\",\n \"-0.0090\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"LogLoss\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.0649\",\n \"0.0802\",\n \"0.0152\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Brier\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.0184\",\n \"0.0238\",\n \"0.0054\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{}}]},{"cell_type":"code","source":["exp.model_explain(model=\"GAM\", show=\"pfi\", figsize=(4,2))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x1\", figsize=(4,4))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x2\", figsize=(4,4))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"IIxjTfuL-QFg","executionInfo":{"status":"ok","timestamp":1717349470862,"user_tz":240,"elapsed":2333,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"c417f6c7-9f07-4445-b6f0-26078e60a0f7"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["## Compare Model Robustness subject to Covariate Noise Perturbation\n","\n","exp.model_compare(models=[\"KAN_OneLayer\", \"KAN_TwoLayer\", \"GAM\"],\n"," show=\"robustness_perf\", metric=\"AUC\", perturb_size=0.2,\n"," figsize=(8, 6))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"upkZQaqpIUCz","executionInfo":{"status":"ok","timestamp":1717351732897,"user_tz":240,"elapsed":6528,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"b938a09d-4e6c-4381-804a-a1e7d98a5fc3"},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]}]} \ No newline at end of file +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[{"file_id":"https://github.com/SelfExplainML/PiML-Toolbox/blob/main/docs/Workshop/KANs_Can't_Beat_GAM.ipynb","timestamp":1717370051467}],"authorship_tag":"ABX9TyNZZPZ2w58MezUJWZRSKMDS"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# KANs Example Revisited\n","\n","Source: https://github.com/KindXiaoming/pykan/blob/master/docs/Examples/Example_3_classfication.ipynb\n","\n","## \"KANs can't beat GAM in performance, explainability and robustness.\""],"metadata":{"id":"rJNgtfabAEsG"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"nqhmBCSXsMF9"},"outputs":[],"source":["!pip install piml\n","!pip install pykan"]},{"cell_type":"code","source":["from piml import Experiment\n","exp = Experiment(highcode_only=True)"],"metadata":{"id":"-cnnB6J_5WKh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from kan import KAN\n","import matplotlib.pyplot as plt\n","from sklearn.datasets import make_moons\n","import torch\n","import numpy as np\n","\n","dataset = {}\n","train_input, train_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","test_input, test_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","\n","dataset['train_input'] = torch.from_numpy(train_input)\n","dataset['test_input'] = torch.from_numpy(test_input)\n","dataset['train_label'] = torch.from_numpy(train_label[:,None])\n","dataset['test_label'] = torch.from_numpy(test_label[:,None])\n","\n","X = dataset['train_input']\n","y = dataset['train_label']\n","plt.scatter(X[:,0], X[:,1], c=y[:,0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":514},"id":"P_RvkiD9uom_","executionInfo":{"status":"ok","timestamp":1717371226891,"user_tz":240,"elapsed":2052,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"b5130cf5-1faa-47e5-9868-26fc9e35c01d"},"execution_count":2,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":2},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# One-layer KAN"],"metadata":{"id":"dZsqo8BO3Wxc"}},{"cell_type":"code","source":["model = KAN(width=[2,1], grid=3, k=3)\n","\n","def train_acc():\n"," return torch.mean((torch.round(model(dataset['train_input'])[:,0]) == dataset['train_label'][:,0]).float())\n","\n","def test_acc():\n"," return torch.mean((torch.round(model(dataset['test_input'])[:,0]) == dataset['test_label'][:,0]).float())\n","\n","results = model.train(dataset, opt=\"LBFGS\", steps=10,\n"," metrics=(train_acc, test_acc),\n"," in_vars=[r'$x_1$', r'$x_2$'],\n"," save_fig=True, img_folder=\"img_OneLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"k8GxEFl3u1Q4","executionInfo":{"status":"ok","timestamp":1717371244770,"user_tz":240,"elapsed":17884,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"4ee4e12f-474a-43a2-ba4f-fad0781bb2bd"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 2.42e-01 | test loss: 2.51e-01 | reg: 2.89e+00 : 100%|██| 10/10 [00:18<00:00, 1.88s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.9620000123977661, 0.9570000171661377)"]},"metadata":{},"execution_count":3}]},{"cell_type":"code","source":["from IPython.display import Image\n","\n","Image(filename='/content/img_OneLayer/9.jpg', height=300)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":317},"id":"VzwwGq8Ex53q","executionInfo":{"status":"ok","timestamp":1717371244771,"user_tz":240,"elapsed":19,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"378c246c-0716-409f-b040-25ad79df23b9"},"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"image/jpeg":"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predict_proba_func(X):\n"," proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1)\n"," return np.vstack([1 - proba, proba]).T\n","\n","def predict_func(X):\n"," proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1) > 0.5\n"," return proba\n","\n","pipeline = exp.make_pipeline(predict_func=predict_func,\n"," predict_proba_func=predict_proba_func,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"KAN_OneLayer\")"],"metadata":{"id":"6EJ-B3OE0hCD","executionInfo":{"status":"ok","timestamp":1717371244771,"user_tz":240,"elapsed":17,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_OneLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"x8lmOEow08k1","executionInfo":{"status":"ok","timestamp":1717371245003,"user_tz":240,"elapsed":249,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"7a611562-4ede-40a1-a53a-12be91be1236"},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9630 0.9932 0.9627 0.1924 0.0500\n","Test 0.9600 0.9928 0.9597 0.1974 0.0520\n","Gap -0.0030 -0.0004 -0.0030 0.0049 0.0020"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.96300.99320.96270.19240.0500
Test0.96000.99280.95970.19740.0520
Gap-0.0030-0.0004-0.00300.00490.0020
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Two-layer KAN"],"metadata":{"id":"aVeRh0gj56T5"}},{"cell_type":"code","source":["model2 = KAN(width=[2,2,1], grid=3, k=3)\n","\n","def train_acc():\n"," return torch.mean((torch.round(model2(dataset['train_input'])[:,0]) == dataset['train_label'][:,0]).float())\n","\n","def test_acc():\n"," return torch.mean((torch.round(model2(dataset['test_input'])[:,0]) == dataset['test_label'][:,0]).float())\n","\n","results = model2.train(dataset, opt=\"LBFGS\", steps=20,\n"," metrics=(train_acc, test_acc),\n"," in_vars=[r'$x_1$', r'$x_2$'],\n"," save_fig=True, img_folder=\"img_TwoLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Cv8fLhc243VH","executionInfo":{"status":"ok","timestamp":1717371294876,"user_tz":240,"elapsed":48436,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"91c25eb7-976a-43e7-b88e-4efdcad79544"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 1.56e-01 | test loss: 1.67e-01 | reg: 6.64e+00 : 100%|██| 20/20 [00:48<00:00, 2.43s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.968999981880188, 0.9670000076293945)"]},"metadata":{},"execution_count":8}]},{"cell_type":"code","source":["display(Image(filename='/content/img_TwoLayer/9.jpg', height=300))\n","display(Image(filename='/content/img_TwoLayer/19.jpg', height=300))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"oTkyAXoQ6UgZ","executionInfo":{"status":"ok","timestamp":1717371294877,"user_tz":240,"elapsed":20,"user":{"displayName":"Aijun 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predict_proba_func2(X):\n"," proba = np.clip(model2(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1)\n"," return np.vstack([1 - proba, proba]).T\n","\n","def predict_func2(X):\n"," proba = np.clip(model2(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1) > 0.5\n"," return proba\n","\n","pipeline = exp.make_pipeline(predict_func=predict_func2,\n"," predict_proba_func=predict_proba_func2,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"KAN_TwoLayer\")"],"metadata":{"id":"BaVx9mR39G_i","executionInfo":{"status":"ok","timestamp":1717371295744,"user_tz":240,"elapsed":884,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_TwoLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"4ZHiS8rM9K8J","executionInfo":{"status":"ok","timestamp":1717371295744,"user_tz":240,"elapsed":8,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"3608d4b7-afa3-477a-9e95-60df527aa224"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9690 0.9961 0.9688 0.0895 0.0233\n","Test 0.9670 0.9936 0.9667 0.1352 0.0264\n","Gap -0.0020 -0.0025 -0.0021 0.0457 0.0031"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.96900.99610.96880.08950.0233
Test0.96700.99360.96670.13520.0264
Gap-0.0020-0.0025-0.00210.04570.0031
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Model Comparison"],"metadata":{"id":"sDNAgJTx9Urd"}},{"cell_type":"code","source":["## Train GAM (generalized additive model) classifier\n","\n","from piml.models import GAMClassifier\n","\n","GAM = GAMClassifier()\n","GAM.fit(train_input, train_label)\n","pipeline = exp.make_pipeline(model=GAM,\n"," task_type=\"classification\",\n"," train_x=train_input,\n"," train_y=train_label,\n"," test_x=test_input,\n"," test_y=test_label,\n"," feature_names=[\"x1\", \"x2\"],\n"," target_name=\"y\")\n","exp.register(pipeline, \"GAM\")"],"metadata":{"id":"I4AOdquE9q2i","executionInfo":{"status":"ok","timestamp":1717371299659,"user_tz":240,"elapsed":985,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":13,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"GAM\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"MPuhd2Og-K3q","executionInfo":{"status":"ok","timestamp":1717371299659,"user_tz":240,"elapsed":6,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"69642a2d-fcf5-41ae-fb47-908ef0811bc2"},"execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":[" ACC AUC F1 LogLoss Brier\n"," \n","Train 0.9710 0.9966 0.9709 0.0735 0.0203\n","Test 0.9720 0.9955 0.9716 0.0827 0.0216\n","Gap 0.0010 -0.0011 0.0007 0.0091 0.0013"],"text/html":["\n","
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ACCAUCF1LogLossBrier
Train0.97100.99660.97090.07350.0203
Test0.97200.99550.97160.08270.0216
Gap0.0010-0.00110.00070.00910.0013
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"exp\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \" \",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Train\",\n \"Test\",\n \"Gap\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ACC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9710\",\n \"0.9720\",\n \"0.0010\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"AUC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9966\",\n \"0.9955\",\n \"-0.0011\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"F1\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.9709\",\n \"0.9716\",\n \"0.0007\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"LogLoss\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.0735\",\n \"0.0827\",\n \"0.0091\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Brier\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"0.0203\",\n \"0.0216\",\n \"0.0013\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{}}]},{"cell_type":"code","source":["exp.model_explain(model=\"GAM\", show=\"pfi\", figsize=(4,2))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x1\", figsize=(4,4))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x2\", figsize=(4,4))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"IIxjTfuL-QFg","executionInfo":{"status":"ok","timestamp":1717371300419,"user_tz":240,"elapsed":765,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"f0b5a002-3088-4fd8-bfb7-fd91b481b26d"},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["## Compare Model Robustness subject to Covariate Noise Perturbation\n","\n","exp.model_compare(models=[\"KAN_OneLayer\", \"KAN_TwoLayer\", \"GAM\"],\n"," show=\"robustness_perf\", metric=\"AUC\", perturb_size=0.2,\n"," figsize=(8, 6))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"upkZQaqpIUCz","executionInfo":{"status":"ok","timestamp":1717371305700,"user_tz":240,"elapsed":5283,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"7693e53e-8dfa-47cf-b5b0-36901158f94e"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]}]} 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