| |
| """Run the offline backtest on a historical data file. |
| |
| Usage: |
| python scripts/run_backtest.py --data data/BTCUSDT_2021-05-19.parquet |
| """ |
| import argparse |
| import logging |
| import sys |
| from pathlib import Path |
|
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| |
| |
| |
| ML_DIR = Path(__file__).resolve().parent.parent / "ml" |
| sys.path.insert(0, str(ML_DIR)) |
|
|
| |
| PROJECT_ROOT = Path(__file__).resolve().parent.parent |
| sys.path.insert(0, str(PROJECT_ROOT)) |
|
|
| from flash_crash_watchdog.cascade import DetectionCascade |
| from flash_crash_watchdog.data.historical_loader import load_parquet |
| from flash_crash_watchdog.eval.backtest import run_backtest |
|
|
|
|
| def main() -> int: |
| parser = argparse.ArgumentParser(description="Run offline backtest") |
| parser.add_argument("--data", required=True, help="Parquet or CSV file") |
| parser.add_argument("--config", default="configs/pipeline.yml") |
| parser.add_argument("--output", default="results/backtest_results.json") |
| args = parser.parse_args() |
|
|
| logging.basicConfig(level=logging.INFO, format="%(asctime)s %(levelname)s %(message)s") |
|
|
| df = load_parquet(args.data) |
| cascade = DetectionCascade.from_config(args.config) |
| results = run_backtest(cascade, df) |
| results.print_summary() |
|
|
| output_path = Path(args.output) |
| output_path.parent.mkdir(parents=True, exist_ok=True) |
| results.save(output_path) |
| return 0 |
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|
|
| if __name__ == "__main__": |
| raise SystemExit(main()) |
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|