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dvc.lock
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schema: '2.0'
stages:
load_data:
cmd: python src/load_data.py --config=params.yaml
deps:
- path: data_given/winequality.csv
md5: b1efcc4fd6b59c47f12f6aa261e4aa9a
size: 59914
- path: src/get_data.py
md5: fd8e639af6805b35979bb55ae5a9576a
size: 675
- path: src/load_data.py
md5: b545c7e43e0e3847db4dcb80ade8f22f
size: 571
outs:
- path: data/raw/winequality.csv
md5: e50dafb3d2b90e060c454086886f2069
size: 59914
split_data:
cmd: python src/split_data.py --config=params.yaml
deps:
- path: data/raw/winequality.csv
md5: e50dafb3d2b90e060c454086886f2069
size: 59914
- path: src/split_data.py
md5: 3e7b237f452f7479128e956d28024469
size: 947
outs:
- path: data/processed/test_winequality.csv
md5: 0fda35608f5db178f88daeebf7521fd4
size: 12113
- path: data/processed/train_winequality.csv
md5: b970711ce25033fde1a1e717d5f05579
size: 47947
train_and_evaluate:
cmd: python src/train_and_evaluate.py --config=params.yaml
deps:
- path: data/processed/test_winequality.csv
md5: 0fda35608f5db178f88daeebf7521fd4
size: 12113
- path: data/processed/train_winequality.csv
md5: b970711ce25033fde1a1e717d5f05579
size: 47947
- path: src/train_and_evaluate.py
md5: c3a99271355c71594442ed82868607cb
size: 2687
params:
params.yaml:
estimators.ElasticNet.params.alpha: 0.88
estimators.ElasticNet.params.l1_ratio: 0.89
outs:
- path: report/params.json
md5: 0568f34313ba7c5e55128b75dbcbee5c
size: 46
- path: report/scores.json
md5: c1152b6165d195f645e5279c30731d1b
size: 100
- path: saved_models/model.joblib
md5: 27d62fd4224ffbd6ac638eeaef49c854
size: 1198