dvc.yaml

stages:
  extract_data:
    cmd: python app/train/extract_data.py --conf=conf/params.yaml
    outs:
    - weather_data/raw/weather_daily_data.csv
  split_data:
    cmd: python app/train/split_data.py --conf=conf/params.yaml
    deps:
    - app/train/split_data.py
    - weather_data/raw/weather_daily_data.csv
    outs:
    - weather_data/test/test_weather_daily_data.csv
    - weather_data/train/train_weather_daily_data.csv
  train:
    cmd: python app/train/train.py --conf=conf/params.yaml
    deps:
    - app/train/train.py
    - weather_data/train/train_weather_daily_data.csv
    - conf/params.yaml
    outs:
    - bin/model.pkl:
        cache: false
  evaluate:
    cmd: python app/train/evaluate.py --conf conf/params.yaml
    deps:
    - bin/model.pkl
    - conf/params.yaml
    - weather_data/test/test_weather_daily_data.csv
    - weather_data/train/train_weather_daily_data.csv
    plots:
    - results/evaluate/true_vs_pred.png:
        cache: false
    metrics:
    - results/evaluate/metrics.json:
        cache: false
params:
- weather-forecasting/params.yaml
metrics:
- weather-forecasting/metrics.json
plots:
- weather-forecasting/plots/metrics:
    x: step