dvc.yaml

stages: 
  data_ingestion:
    cmd: python src/Kidney_Disease_Classification_App/pipeline/stage_01_data_ingestion.py
    deps:
      - src/Kidney_Disease_Classification_App/pipeline/stage_01_data_ingestion.py
      - config/config.yaml
    outs:
      - artifacts/data_ingestion/kidney_ct_scan_image 

  prepare_base_model:
    cmd: python src/Kidney_Disease_Classification_App/pipeline/stage_02_prepare_base_model.py
    deps: 
      - src/Kidney_Disease_Classification_App/pipeline/stage_02_prepare_base_model.py
      - config/config.yaml
    params:
      - IMAGE_SIZE
      - INCLUDE_TOP
      - CLASSES
      - WEIGHTS
      - LEARNING_RATE 
    outs:
      - artifacts/prepare_base_model
  
  model_training:
    cmd: python src/Kidney_Disease_Classification_App/pipeline/stage_03_model_training.py
    deps:
      - src/Kidney_Disease_Classification_App/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
  
  model_evluation:
    cmd: python src/Kidney_Disease_Classification_App/pipeline/stage_04_model_evaluation.py
    deps: 
      - src/Kidney_Disease_Classification_App/pipeline/stage_04_model_evaluation.py
      - config/config.yaml 
      - artifacts/data_ingestion/kidney_ct_scan_image
      - artifacts/training/model.h5
    params:
      - IMAGE_SIZE
      - BATCH_SIZE
    metrics:
    - scores,json:
        cache: false