NaveenVinayakS
/
mlops_dvc
mirror of https://github.com/NaveenVinayakS/mlops_dvc.git


  
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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: ccc8d3507eb151f53f760d36abdef888
      size: 91998
    - path: src/get_data.py
      md5: f2251b080a4b9baf3d81bd2921c2a63b
      size: 767
    - path: src/load_data.py
      md5: 25aa724d51d9e0c2dc51ee1daf3c4b8f
      size: 808
    outs:
    - path: data/raw/winequality.csv
      md5: d98e8f2eca228c11c4de1cc96866a54d
      size: 91998
  split_data:
    cmd: python src/split_data.py --config=params.yaml
    deps:
    - path: data/raw/winequality.csv
      md5: d98e8f2eca228c11c4de1cc96866a54d
      size: 91998
    - path: src/split_data.py
      md5: 8a0faa0c08da3761a0d7014cbe15fa58
      size: 1194
    outs:
    - path: data/processed/test_winequality.csv
      md5: 01718da3bd6e206060ed00667ca1a389
      size: 18510
    - path: data/processed/train_winequality.csv
      md5: 4bccf4d668cdc60115de42ba74d416ab
      size: 73633
  train_and_evaluate:
    cmd: python src/train_and_evaluate.py --config=params.yaml
    deps:
    - path: data/processed/test_winequality.csv
      md5: 01718da3bd6e206060ed00667ca1a389
      size: 18510
    - path: data/processed/train_winequality.csv
      md5: 4bccf4d668cdc60115de42ba74d416ab
      size: 73633
    - path: src/train_and_evaluate.py
      md5: 0a30a8129b022182b83ba146980f6c06
      size: 2616
    params:
      params.yaml:
        estimators.ElasticNet.params.alpha: 0.88
        estimators.ElasticNet.params.l1_ratio: 0.89
    outs:
    - path: report/params.json
      md5: 0568f34313ba7c5e55128b75dbcbee5c
      size: 43
    - path: report/scores.json
      md5: ac89e037063ee307b6d23c8ef0583610
      size: 96
    - path: saved_models/model.joblib
      md5: 00ed53db4e790ca27a475af53f04eba1
      size: 818