dvc.yaml

stages:
  data_ingestion:
    cmd: python src\CNNClassifier\pipeline\stage_01_data_ingestion.py

    deps: 
      - src\CNNClassifier\pipeline\stage_01_data_ingestion.py
      - config/config.yaml

    outs:
      - artifacts/data_ingestion/kidney-ct-scan-image

  

  prepare_base_model:
    cmd: python src\CNNClassifier\pipeline\stage_02_prepare_base_model.py

    deps:
      - src\CNNClassifier\pipeline\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\pipeline\stage_03_model_training.py

    deps:
      - src\CNNClassifier\pipeline\stage_03_model_training.py
      - config/config.yaml
      - artifacts/data_ingestion/kidney-ct-scan-image
      - artifacts/prepare_base_model

    params:
      - IMAGE_SIZE
      - EPOCHS
      - BATCH_SIZE
      - AUGMENTATION
    
    outs:
      - artifacts/training/model.h5

  evaluation:
    cmd: python src\CNNClassifier\pipeline\stage_04_model_evaluation_mlflow.py

    deps:
      - src\CNNClassifier\pipeline\stage_04_model_evaluation_mlflow.py
      - config/config.yaml
      - artifacts/data_ingestion/kidney-ct-scan-image
      - artifacts/training/model.h5
      - model/model.h5

    params:
      - IMAGE_SIZE
      - BATCH_SIZE

    metrics:
      - scores.json:
          cache: false