57 lines
1.7 KiB
Bash
57 lines
1.7 KiB
Bash
#!/usr/bin/env bash
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set -euo pipefail
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SITE="${SITE:-home}"
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START="${START:-2026-02-01T00:00:00Z}"
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END="${END:-2026-03-03T23:55:00Z}"
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MODEL_VERSION="${MODEL_VERSION:-rain-logreg-v1}"
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MODEL_PATH="${MODEL_PATH:-models/rain_model.pkl}"
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REPORT_PATH="${REPORT_PATH:-models/rain_model_report.json}"
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AUDIT_PATH="${AUDIT_PATH:-models/rain_data_audit.json}"
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FEATURE_SET="${FEATURE_SET:-baseline}"
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MODEL_FAMILY="${MODEL_FAMILY:-logreg}"
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FORECAST_MODEL="${FORECAST_MODEL:-ecmwf}"
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DATASET_PATH="${DATASET_PATH:-models/datasets/rain_dataset_${MODEL_VERSION}_${FEATURE_SET}.csv}"
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if [[ -z "${DATABASE_URL:-}" ]]; then
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echo "DATABASE_URL is required"
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echo "example: export DATABASE_URL='postgres://postgres:postgres@localhost:5432/micrometeo?sslmode=disable'"
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exit 1
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fi
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echo "Running rain data audit..."
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python scripts/audit_rain_data.py \
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--site "$SITE" \
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--start "$START" \
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--end "$END" \
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--feature-set "$FEATURE_SET" \
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--forecast-model "$FORECAST_MODEL" \
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--out "$AUDIT_PATH"
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echo "Training baseline rain model..."
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python scripts/train_rain_model.py \
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--site "$SITE" \
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--start "$START" \
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--end "$END" \
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--train-ratio 0.7 \
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--val-ratio 0.15 \
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--min-precision 0.70 \
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--walk-forward-folds 0 \
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--calibration-methods "none" \
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--feature-set "$FEATURE_SET" \
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--model-family "$MODEL_FAMILY" \
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--forecast-model "$FORECAST_MODEL" \
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--model-version "$MODEL_VERSION" \
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--out "$MODEL_PATH" \
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--report-out "$REPORT_PATH" \
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--dataset-out "$DATASET_PATH"
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echo "Writing current prediction..."
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python scripts/predict_rain_model.py \
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--site "$SITE" \
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--model-path "$MODEL_PATH" \
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--model-name "rain_next_1h" \
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--forecast-model "$FORECAST_MODEL"
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echo "P0 rain workflow complete."
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