Tubepulse/dvc.lock at main · Jaswanth-006/Tubepulse · GitHub

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schema: '2.0'
stages:
  data_ingestion:
    cmd: python src/data/data_ingestion.py
    deps:
    - path: src/data/data_ingestion.py
      hash: md5
      md5: 80e0647270a694ede66c099babe031b0
      size: 3812
    params:
      params.yaml:
        data_ingestion.test_size: 0.2
    outs:
    - path: data/raw
      hash: md5
      md5: e13bcce40396cd334c8a7a334868166a.dir
      size: 6919701
      nfiles: 2
  data_preprocessing:
    cmd: python src/data/data_preprocessing.py
    deps:
    - path: data/raw/test.csv
      hash: md5
      md5: ea97ba82a4a25627bf4ffb52572484ea
      size: 1348612
    - path: data/raw/train.csv
      hash: md5
      md5: 1bd422dd6d135bced1d6c64a3e84a45d
      size: 5571089
    - path: src/data/data_preprocessing.py
      hash: md5
      md5: ee5bfac5bda889140222edeb9d21f782
      size: 3466
    outs:
    - path: data/interim
      hash: md5
      md5: ba42408e7bd1e85685474d6a349ae57e.dir
      size: 5134850
      nfiles: 2
  model_building:
    cmd: python src/model/model_building.py
    deps:
    - path: data/interim/train_processed.csv
      hash: md5
      md5: 35027dfda8274bd9356544f2ff358aa4
      size: 4134324
    - path: src/model/model_building.py
      hash: md5
      md5: 9efb818fcf973a839944c5cc3def37a5
      size: 5067
    params:
      params.yaml:
        model_building.learning_rate: 0.09
        model_building.max_depth: 20
        model_building.max_features: 1000
        model_building.n_estimators: 367
        model_building.ngram_range:
        - 1
        - 3
    outs:
    - path: lgbm_model.pkl
      hash: md5
      md5: 9bf3b63ef863c9870dd8bb345d738e69
      size: 3886723
    - path: tfidf_vectorizer.pkl
      hash: md5
      md5: 5d23166feb3e16832de189534c4579ad
      size: 36874
  model_evaluation:
    cmd: python src/model/model_evaluation.py
    deps:
    - path: data/interim/test_processed.csv
      hash: md5
      md5: 4f30375397ec89fead1745ee6d70f201
      size: 1000526
    - path: data/interim/train_processed.csv
      hash: md5
      md5: 35027dfda8274bd9356544f2ff358aa4
      size: 4134324
    - path: lgbm_model.pkl
      hash: md5
      md5: 9bf3b63ef863c9870dd8bb345d738e69
      size: 3886723
    - path: src/model/model_evaluation.py
      hash: md5
      md5: 4e5696548e0d12285358d1985be6de8f
      size: 6340
    - path: tfidf_vectorizer.pkl
      hash: md5
      md5: 5d23166feb3e16832de189534c4579ad
      size: 36874
    outs:
    - path: experiment_info.json
      hash: md5
      md5: 5bcc968bd8e1ec6a69d752e4349f0dda
      size: 87
  model_registration:
    cmd: python src/model/register_model.py
    deps:
    - path: experiment_info.json
      hash: md5
      md5: 5bcc968bd8e1ec6a69d752e4349f0dda
      size: 87
    - path: src/model/register_model.py
      hash: md5
      md5: 76d9a8ce9477f6c22783654fe3769b1f
      size: 2504