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dvc.lock
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schema: '2.0'
stages:
prepare:
cmd: python3 src/data/prepare.py -path_train=data/raw/titanic.csv
deps:
- path: data/raw/titanic.csv
hash: md5
md5: 61fdd54abdbf6a85b778e937122e1194
size: 60302
- path: src/data/prepare.py
hash: md5
md5: 9739eba9cd6d7845b237f1d3188dbdb1
size: 2847
outs:
- path: data/processed/x_test.csv
hash: md5
md5: 3c98bff0746afbd4c1860d70b4155660
size: 16101
- path: data/processed/x_train.csv
hash: md5
md5: 355fdaaab09e23ccd736fc1f9e314f5f
size: 47918
- path: data/processed/y_test.csv
hash: md5
md5: c4190fd382dd261fa736bc8786c99955
size: 679
- path: data/processed/y_train.csv
hash: md5
md5: 691df35c62b83ef0c3254ca05fdee7f5
size: 2014
train:
cmd: python3 src/models/train.py -x_train=data/processed/x_train.csv -y_train=data/processed/y_train.csv
-path_pkl=models/model.pkl
deps:
- path: data/processed/x_train.csv
hash: md5
md5: 355fdaaab09e23ccd736fc1f9e314f5f
size: 47918
- path: data/processed/y_train.csv
hash: md5
md5: 691df35c62b83ef0c3254ca05fdee7f5
size: 2014
- path: src/models/train.py
hash: md5
md5: d6531c556793c00548d1bf572b5c9df2
size: 1970
params:
params.yaml:
train_logistic.penalty: l2
train_logistic.random_state: 42
train_logistic.solver: lbfgs
outs:
- path: models/model.pkl
hash: md5
md5: 60a42fe290bd9d574b4355d15771a11a
size: 990
evaluate:
cmd: python3 src/models/evaluate.py -x_test=data/processed/x_test.csv -y_test=data/processed/y_test.csv
-path_pkl=models/model.pkl -scores=reports/scores.json -plot=reports/plot.json
deps:
- path: data/processed/x_test.csv
hash: md5
md5: 3c98bff0746afbd4c1860d70b4155660
size: 16101
- path: data/processed/y_test.csv
hash: md5
md5: c4190fd382dd261fa736bc8786c99955
size: 679
- path: models/model.pkl
hash: md5
md5: 60a42fe290bd9d574b4355d15771a11a
size: 990
- path: src/models/evaluate.py
hash: md5
md5: 8f628b58730633a1fe18788223fa40e8
size: 2611
outs:
- path: reports/plot.json
hash: md5
md5: 7364839af77dbaa8f8a9f58c719ac845
size: 5873
- path: reports/scores.json
hash: md5
md5: 899091fa118503d989ca3d693296e6a4
size: 84