dvc.yaml

stages:
  data_ingestion:
    cmd: python src/cnnClassifier/pipline/stage_01_data_ingestion.py
    deps:
      - src/cnnClassifier/pipline/stage_01_data_ingestion.py
      - config/config.yaml
    outs:
      - data/Chicken-fecal-images

  prepare_base_model:
    cmd: python src/cnnClassifier/pipline/stage_02_prepare_base_model.py
    deps:
      - src/cnnClassifier/pipline/stage_02_prepare_base_model.py
      - config/config.yaml

    params:
      - IMAGE_SIZE
      - INCLUDE_TOP
      - CLASSES
      - WEIGHTS
      - LEARNING_RATE

    outs:
      - artifacts/prepare_base_model


  training:
    cmd: python src/cnnClassifier/pipline/stage_03_training.py
    deps:

      - src/cnnClassifier/pipline/stage_03_training.py
      - src/cnnClassifier/components/prepare_callbacks.py
      - config/config.yaml
      - data/Chicken-fecal-images
      - artifacts/prepare_base_model

    params:
      - EPOCH
      - BATCH_SIZE
      - IMAGE_SIZE
      - AUGMENTATION

    outs:
      - artifacts/training/model.h5

  model_evaluation:
    cmd: python src/cnnClassifier/pipline/stage_04_evaluation.py
    deps:
      - src/cnnClassifier/pipline/stage_04_evaluation.py
      - config/config.yaml
      - data/Chicken-fecal-images
      - artifacts/training/model.h5
    params:
      - IMAGE_SIZE
      - BATCH_SIZE
    metrics:
      - score.josn:
          cache: false