DVC-NLP-Simple-usecase/dvc.lock at main · shivpalSW/DVC-NLP-Simple-usecase · GitHub

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schema: '2.0'
stages:
  prepare_data:
    cmd: python src/stage_01_prepare.py --config=configs/config.yaml --params=params.yaml
    deps:
    - path: configs/config.yaml
      md5: 28c91b4608db6b4d5754223f44a81a31
      size: 453
    - path: data/data.xml
      md5: a304afb96060aad90176268345e10355
      size: 37891850
    - path: src/stage_01_prepare.py
      md5: 47a1121c82f1e79ff3004abb9c4d5d4d
      size: 2096
    - path: src/utils/common.py
      md5: a9bd2172b6d5d14931e59c0fad897a58
      size: 979
    - path: src/utils/data_mgmt.py
      md5: c985e579010a81c5462ebf8184649fe4
      size: 871
    params:
      params.yaml:
        prepare.seed: 2021
        prepare.split: 0.2
    outs:
    - path: artifacts/prepared/test.tsv
      md5: 60c757f3b30604473de7fa775dfc00d9
      size: 4899778
    - path: artifacts/prepared/train.tsv
      md5: 553034c4cf40efc63c99c19fe98610d0
      size: 18986541
  featurize:
    cmd: python src/stage_02_featurization.py --config=configs/config.yaml --params=params.yaml
    deps:
    - path: artifacts/prepared/test.tsv
      md5: 60c757f3b30604473de7fa775dfc00d9
      size: 4899778
    - path: artifacts/prepared/train.tsv
      md5: 553034c4cf40efc63c99c19fe98610d0
      size: 18986541
    - path: configs/config.yaml
      md5: 28c91b4608db6b4d5754223f44a81a31
      size: 453
    - path: src/stage_02_featurization.py
      md5: e07203a587149c1f889134b58d8112a3
      size: 2991
    - path: src/utils/common.py
      md5: a9bd2172b6d5d14931e59c0fad897a58
      size: 979
    - path: src/utils/featurize.py
      md5: 91d515f8a5c06f0d0c055c0f3b6b3125
      size: 516
    params:
      params.yaml:
        featurize.max_features: 500
        featurize.ngrams: 2
    outs:
    - path: artifacts/features/test.pkl
      md5: 7b002016100891881cdb8f4d5fce3ed6
      size: 1614363
    - path: artifacts/features/train.pkl
      md5: 584c6a13f63ec0f9b32f6630ec7ccd3c
      size: 6293251
  train:
    cmd: python src/stage_03_train.py --config=configs/config.yaml --params=params.yaml
    deps:
    - path: artifacts/features/train.pkl
      md5: 584c6a13f63ec0f9b32f6630ec7ccd3c
      size: 6293251
    - path: configs/config.yaml
      md5: 28c91b4608db6b4d5754223f44a81a31
      size: 453
    - path: src/stage_03_train.py
      md5: bb5dcfadc16299ec07fd19fd9ceba2fd
      size: 2223
    - path: src/utils/common.py
      md5: a9bd2172b6d5d14931e59c0fad897a58
      size: 979
    params:
      params.yaml:
        train.min_split: 6
        train.n_est: 100
        train.seed: 2021
    outs:
    - path: artifacts/model/model.pkl
      md5: 50c6973955e966e21d439a69a07edf5e
      size: 4282624
  evaluate:
    cmd: python src/stage_04_evaluate.py --config=configs/config.yaml
    deps:
    - path: artifacts/features/test.pkl
      md5: 7b002016100891881cdb8f4d5fce3ed6
      size: 1614363
    - path: artifacts/model/model.pkl
      md5: 50c6973955e966e21d439a69a07edf5e
      size: 4282624
    - path: configs/config.yaml
      md5: 28c91b4608db6b4d5754223f44a81a31
      size: 453
    - path: src/stage_04_evaluate.py
      md5: df4e36d182f823c42b4a3b42b8c44c25
      size: 2832
    - path: src/utils/common.py
      md5: a9bd2172b6d5d14931e59c0fad897a58
      size: 979
    outs:
    - path: prc.json
      md5: ea02a3123c593da98c489172360d77bc
      size: 87976
    - path: roc.json
      md5: f7a1f0b1e79e64c4338787ccedd654c1
      size: 70511
    - path: scores.json
      md5: f13a43f8221187f7f18443c633021b80
      size: 76
  run_plots_command:
    cmd: dvc plots diff