dvc.lock

schema: '3.0'
stages:
  data_ingestion:
    cmd: python src/pneumoniaClassifier/pipeline/stage_01_data_ingestion.py
    deps:
    - path: config/config.yaml
      hash: md5
      md5: b4b65d6956da078d7e0a360eb4018eac
      size: 588
    - path: src/pneumoniaClassifier/pipeline/stage_01_data_ingestion.py
      hash: md5
      md5: fd612007c0aaccdf7b95571f53f0454f
      size: 910
    outs:
    - path: artifacts/data_ingestion/pneumoniaClassifier-scan-image
      hash: md5
      md5: 33ed59dbe5dec8ce2bb8e489b55203e4.dir
      size: 58936381
      nfiles: 465
  prepare_base_model:
    cmd: python src/pneumoniaClassifier/pipeline/stage_02_prepare_base_model.py
    deps:
    - path: config/config.yaml
      hash: md5
      md5: b4b65d6956da078d7e0a360eb4018eac
      size: 588
    - path: src/pneumoniaClassifier/pipeline/stage_02_prepare_base_model.py
      hash: md5
      md5: e8e39a301f4b90d1b4f2c86acc66ef32
      size: 999
    params:
      params.yaml:
        CLASSES: 2
        IMAGE_SIZE:
        - 224
        - 224
        - 3
        INCLUDE_TOP: false
        LEARNING_RATE: 0.01
        WEIGHTS: imagenet
    outs:
    - path: artifacts/prepare_base_model
      hash: md5
      md5: db5e77fa73dd4d15cf5a783646457181.dir
      size: 118054560
      nfiles: 2
  training:
    cmd: python src/pneumoniaClassifier/pipeline/stage_03_model_training.py
    deps:
    - path: artifacts/data_ingestion/pneumoniaClassifier-scan-image
      hash: md5
      md5: 33ed59dbe5dec8ce2bb8e489b55203e4.dir
      size: 58936381
      nfiles: 465
    - path: artifacts/prepare_base_model
      hash: md5
      md5: db5e77fa73dd4d15cf5a783646457181.dir
      size: 118054560
      nfiles: 2
    - path: config/config.yaml
      hash: md5
      md5: b4b65d6956da078d7e0a360eb4018eac
      size: 588
    - path: src/pneumoniaClassifier/pipeline/stage_03_model_training.py
      hash: md5
      md5: 316063ef5fe008654c19c00f5863d9d3
      size: 929
    params:
      params.yaml:
        AUGMENTATION: true
        BATCH_SIZE: 16
        EPOCHS: 1
        IMAGE_SIZE:
        - 224
        - 224
        - 3
    outs:
    - path: artifacts/training/model.h5
      hash: md5
      md5: a1edc90fa58890855ca59b8c0f04816f
      size: 59337520
  evaluation:
    cmd: python src/pneumoniaClassifier/pipeline/stage_04_model_evaluation.py
    deps:
    - path: artifacts/data_ingestion/mlp-scan-image
      hash: md5
      md5: 33ed59dbe5dec8ce2bb8e489b55203e4.dir
      size: 58936381
      nfiles: 465
    - path: artifacts/training/model.h5
      hash: md5
      md5: a1edc90fa58890855ca59b8c0f04816f
      size: 59337520
    - path: config/config.yaml
      hash: md5
      md5: b4b65d6956da078d7e0a360eb4018eac
      size: 588
    - path: src/pneumoniaClassifier/pipeline/stage_04_model_evaluation.py
      hash: md5
      md5: e5acfe1c4e9e0a3f116bebf9898cb1ee
      size: 938
    params:
      params.yaml:
        BATCH_SIZE: 16
        IMAGE_SIZE:
        - 224
        - 224
        - 3
    outs:
    - path: scores.json
      hash: md5
      md5: 5df350113349a34928c05c2ce4bcb685
      size: 73