dvc.yaml

stages:
  std_check:
    cmd: src/scripts/Scripts/std_check.sh ./
  preprocess:
    cmd: python3 ./src/preprocess_data.py ./data/weatherAUS.csv
    deps:
    - ./src/preprocess_data.py
    - data/weatherAUS.csv
    outs:
    - ./data/weatherAUS_processed.csv
    - ./data/features.csv
  train:
    cmd: python3 ./src/train.py ./data/weatherAUS_processed.csv ./src/model.py 200
    deps:
    - ./data/weatherAUS_processed.csv
    - ./src/model.py
    - ./src/train.py
    outs:
    - ./models/model.joblib
  evaluate:
    cmd: python3 ./src/evaluate.py ./data/weatherAUS_processed.csv ./src/model.py ./models/model.joblib
    deps:
    - ./data/weatherAUS_processed.csv
    - ./models/model.joblib
    - ./src/evaluate.py
    - ./src/model.py
    outs:
    - ./results/precision_recall_curve.png
    - ./results/roc_curve.png
    metrics:
    - ./results/metrics.json:
        cache: false