dvc.lock

schema: '2.0'
stages:
  data_ingestion:
    cmd: python src/cnnClassifier/pipeline/stage_01_data_ingestion.py
    deps:
    - path: config/config.yaml
      hash: md5
      md5: 89af874b4bbe930c3bb732d34395cd7b
      size: 586
    - path: src/cnnClassifier/pipeline/stage_01_data_ingestion.py
      hash: md5
      md5: caf501a7205ba64b6d4426666570432c
      size: 908
    outs:
    - path: artifacts/data_ingestion/kidney-ct-scan-image
      hash: md5
      md5: 33ed59dbe5dec8ce2bb8e489b55203e4.dir
      size: 58936381
      nfiles: 465
  prepare_base_model:
    cmd: python src/cnnClassifier/pipeline/stage_02_prepare_base_model.py
    deps:
    - path: config/config.yaml
      hash: md5
      md5: 89af874b4bbe930c3bb732d34395cd7b
      size: 586
    - path: src/cnnClassifier/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: 0e68cd5b8382547333e9f62ffc36339d.dir
      size: 118059248
      nfiles: 2
  training:
    cmd: python src/cnnClassifier/pipeline/stage_03_model_training.py
    deps:
    - path: artifacts/data_ingestion/kidney-ct-scan-image
      hash: md5
      md5: 33ed59dbe5dec8ce2bb8e489b55203e4.dir
      size: 58936381
      nfiles: 465
    - path: artifacts/prepare_base_model
      hash: md5
      md5: 0e68cd5b8382547333e9f62ffc36339d.dir
      size: 118059248
      nfiles: 2
    - path: config/config.yaml
      hash: md5
      md5: 89af874b4bbe930c3bb732d34395cd7b
      size: 586
    - path: src/cnnClassifier/pipeline/stage_03_model_training.py
      hash: md5
      md5: f9893697f5cf14208ce215306e5c2d56
      size: 942
    params:
      params.yaml:
        AUGMENTATION: true
        BATCH_SIZE: 16
        EPOCHS: 2
        IMAGE_SIZE:
        - 224
        - 224
        - 3
    outs:
    - path: artifacts/training/model.h5
      hash: md5
      md5: 56702d6d3327bca39d36b61298f0f1fb
      size: 59340720
  evaluation:
    cmd: python src/cnnClassifier/pipeline/stage_04_model_evaluation.py
    deps:
    - path: artifacts/data_ingestion/kidney-ct-scan-image
      hash: md5
      md5: 33ed59dbe5dec8ce2bb8e489b55203e4.dir
      size: 58936381
      nfiles: 465
    - path: artifacts/training/model.h5
      hash: md5
      md5: 56702d6d3327bca39d36b61298f0f1fb
      size: 59340720
    - path: config/config.yaml
      hash: md5
      md5: 89af874b4bbe930c3bb732d34395cd7b
      size: 586
    - path: src/cnnClassifier/pipeline/stage_04_model_evaluation.py
      hash: md5
      md5: 3fceb4ac4bd09ba9900e1833534af160
      size: 936
    params:
      params.yaml:
        BATCH_SIZE: 16
        IMAGE_SIZE:
        - 224
        - 224
        - 3
    outs:
    - path: scores.json
      hash: md5
      md5: 9c0088a77c36ead35036ea8e3ba191b0
      size: 73