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: 80450104406e3e10b8b2d62cf840b2f2
      size: 594
    - path: src/cnnClassifier/pipeline/stage_01_data_ingestion.py
      hash: md5
      md5: 257f1b6398e02f7479ce8922f36b35c8
      size: 908
    outs:
    - path: artifacts/data_ingestion/Chest-CT-Scan-data
      hash: md5
      md5: 904fa45d934ce879b3b1933dca6cb2f1.dir
      size: 49247431
      nfiles: 343
  prepare_base_model:
    cmd: python src/cnnClassifier/pipeline/stage_02_prepare_base_model.py
    deps:
    - path: config/config.yaml
      hash: md5
      md5: 80450104406e3e10b8b2d62cf840b2f2
      size: 594
    - path: src/cnnClassifier/pipeline/stage_02_prepare_base_model.py
      hash: md5
      md5: 7f9ec5a73931e7bff22705a294223529
      size: 952
    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: 9520d29801a13ca1113ba9ce79fd88d9.dir
      size: 118054560
      nfiles: 2
  training:
    cmd: python src/cnnClassifier/pipeline/stage_03_model_trainer.py
    deps:
    - path: artifacts/data_ingestion/Chest-CT-Scan-data
      hash: md5
      md5: 904fa45d934ce879b3b1933dca6cb2f1.dir
      size: 49247431
      nfiles: 343
    - path: artifacts/prepare_base_model
      hash: md5
      md5: 9520d29801a13ca1113ba9ce79fd88d9.dir
      size: 118054560
      nfiles: 2
    - path: config/config.yaml
      hash: md5
      md5: 80450104406e3e10b8b2d62cf840b2f2
      size: 594
    - path: src/cnnClassifier/pipeline/stage_03_model_trainer.py
      hash: md5
      md5: 2f4d245918743185245a30a155be2ec3
      size: 910
    params:
      params.yaml:
        AUGMENTATION: true
        BATCH_SIZE: 16
        EPOCHS: 1
        IMAGE_SIZE:
        - 224
        - 224
        - 3
    outs:
    - path: artifacts/training/model.h5
      hash: md5
      md5: 531c7725e3b6d0a315faf1312ba5789b
      size: 59337520
  evaluation:
    cmd: python src/cnnClassifier/pipeline/stage_04_model_evaluation.py
    deps:
    - path: artifacts/data_ingestion/Chest-CT-Scan-data
      hash: md5
      md5: 904fa45d934ce879b3b1933dca6cb2f1.dir
      size: 49247431
      nfiles: 343
    - path: artifacts/training/model.h5
      hash: md5
      md5: 531c7725e3b6d0a315faf1312ba5789b
      size: 59337520
    - path: config/config.yaml
      hash: md5
      md5: 80450104406e3e10b8b2d62cf840b2f2
      size: 594
    - path: src/cnnClassifier/pipeline/stage_04_model_evaluation.py
      hash: md5
      md5: 6d19372baf34366679787a0fb1b89f49
      size: 922
    params:
      params.yaml:
        BATCH_SIZE: 16
        IMAGE_SIZE:
        - 224
        - 224
        - 3
    outs:
    - path: scores.json
      hash: md5
      md5: 4e5cd96340896497805352e330cf4a51
      size: 73