dvc.lock

schema: '2.0'
stages:
  raw_dataset_creation:
    cmd: python src/data/load_data.py --config=params.yaml
    deps:
    - path: data/external/train.csv
      hash: md5
      md5: 4765c4960be9cdbe249e97eda1b46c20
      size: 391872
    - path: src/data/load_data.py
      hash: md5
      md5: 1de1b5780f0f897223d87024bae9c1fa
      size: 1392
    outs:
    - path: data/raw/train.csv
      hash: md5
      md5: 9b61c38a459d36244dbf8e6940236371
      size: 116146
  split_data:
    cmd: python src/data/split_data.py --config=params.yaml
    deps:
    - path: data/raw/train.csv
      hash: md5
      md5: 9b61c38a459d36244dbf8e6940236371
      size: 116146
    - path: src/data/split_data.py
      hash: md5
      md5: c143a95ea697d55e3718f4fe9bdc4dfb
      size: 1354
    outs:
    - path: data/processed/churn_test.csv
      hash: md5
      md5: c3a4965f71511e72d4af9ac650f47505
      size: 23358
    - path: data/processed/churn_train.csv
      hash: md5
      md5: 8358e3ab11f8301c58d3b0e5aa99a6fd
      size: 92916
  model_train:
    cmd: python src/models/train_model.py --config=params.yaml
    deps:
    - path: data/processed/churn_test.csv
      hash: md5
      md5: c3a4965f71511e72d4af9ac650f47505
      size: 23358
    - path: data/processed/churn_train.csv
      hash: md5
      md5: 8358e3ab11f8301c58d3b0e5aa99a6fd
      size: 92916
    - path: src/models/train_model.py
      hash: md5
      md5: 1949436cfcd09c8983d66b1f59c29d2a
      size: 3912
    params:
      params.yaml:
        random_forest.max_depth: 15
        random_forest.n_estimators: 30
  log_production_model:
    cmd: python src/models/production_model_selection.py --config=params.yaml
    deps:
    - path: src/models/production_model_selection.py
      hash: md5
      md5: 90885f00c33b1623fb974ef5cc1973b9
      size: 1827
    params:
      params.yaml:
        random_forest.max_depth: 15
        random_forest.n_estimators: 30
    outs:
    - path: webapp/model_webapp_dir/model.joblib
      hash: md5
      md5: f28b3bff3b5993416a41ca6b659d7b4a
      size: 1563540