dvc.yaml

stages:
  data_ingestion:
    cmd: python src\pipeline\STAGE1_data_ingestion.py
    deps:
      - src\pipeline\STAGE1_data_ingestion.py
      - config\config.yaml
    outs:
      - artifacts\data_ingestion\Chicken-fecal-images

  base_model:
    cmd: python src\pipeline\STAGE2_base_model.py
    deps:
      - src\pipeline\STAGE2_base_model.py
      - config\config.yaml
    params:
      - IMAGE_SIZE
      - INCLUDE_TOP
      - CLASSES
      - WEIGHTS
      - LEARNING_RATE
    outs:
      - artifacts\base_model

  training:
    cmd: python src\pipeline\STAGE3_training.py
    deps:
      - src\pipeline\STAGE3_training.py
      - src\components\callbacks.py
      - config\config.yaml
      - artifacts\data_ingestion\Chicken-fecal-images
      - artifacts\base_model
    params:
      - IMAGE_SIZE
      - EPOCHS
      - BATCH_SIZE
      - AUGMENTATION
    outs:
      - artifacts\training\model.keras

  evaluation:
    cmd: python src\pipeline\STAGE4_evaluation.py
    deps:
      - src\pipeline\STAGE4_evaluation.py
      - config\config.yaml
      - artifacts\data_ingestion\Chicken-fecal-images
      - artifacts\training\model.keras
    params:
      - IMAGE_SIZE
      - BATCH_SIZE
    metrics:
      - artifacts\evaluation\scores.json:
          cache: false