|
| 1 | +import unittest |
| 2 | +import os |
| 3 | +import sys |
| 4 | +import tempfile |
| 5 | +import yaml |
| 6 | +import pandas as pd |
| 7 | +from unittest.mock import patch |
| 8 | + |
| 9 | +# add src to path |
| 10 | +sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", "src"))) |
| 11 | + |
| 12 | +from backtest.backtester import simulate_trades, compute_metrics # noqa: E402 |
| 13 | +from data.processor import DataProcessor # noqa: E402 |
| 14 | +from main import run_pipeline # noqa: E402 |
| 15 | + |
| 16 | + |
| 17 | +class TestPipelineIntegration(unittest.TestCase): |
| 18 | + def setUp(self): |
| 19 | + self.df = pd.DataFrame( |
| 20 | + { |
| 21 | + "Open": [10, 11, 12, 13, 14, 15], |
| 22 | + "High": [11, 12, 13, 14, 15, 16], |
| 23 | + "Low": [9, 10, 11, 12, 13, 14], |
| 24 | + "Close": [10, 11, 12, 13, 14, 15], |
| 25 | + "Volume": [100] * 6, |
| 26 | + } |
| 27 | + ) |
| 28 | + |
| 29 | + def test_end_to_end_backtest_metrics(self): |
| 30 | + processor = DataProcessor() |
| 31 | + processor.pipeline = [] |
| 32 | + with patch.object(processor, "_clean_data", lambda x: x): |
| 33 | + processed = processor.process_data(self.df) |
| 34 | + labeled = processor.generate_labels(processed, forward_returns=1, threshold=0.05) |
| 35 | + simulated = simulate_trades(labeled) |
| 36 | + metrics = compute_metrics(simulated) |
| 37 | + self.assertAlmostEqual(metrics["cumulative_return"], 0.4, places=6) |
| 38 | + self.assertIn("sharpe_ratio", metrics) |
| 39 | + self.assertIn("max_drawdown", metrics) |
| 40 | + |
| 41 | + def test_stop_loss_trigger(self): |
| 42 | + df = pd.DataFrame({"Close": [100, 95, 96], "label": [1, 1, 1]}) |
| 43 | + res = simulate_trades(df, stop_loss_pct=0.05) |
| 44 | + self.assertEqual(res["label"].tolist(), [1, 0, 0]) |
| 45 | + self.assertAlmostEqual(res["equity_curve"].iloc[-1], 0.95) |
| 46 | + |
| 47 | + def test_invalid_config_file(self): |
| 48 | + cfg = {"data": {"start_date": "2020-01-01"}} |
| 49 | + fd, path = tempfile.mkstemp(suffix=".yaml") |
| 50 | + os.write(fd, yaml.dump(cfg).encode()) |
| 51 | + os.close(fd) |
| 52 | + with self.assertRaises(ValueError): |
| 53 | + run_pipeline(path) |
| 54 | + os.remove(path) |
| 55 | + |
| 56 | + |
| 57 | +if __name__ == "__main__": |
| 58 | + unittest.main() |
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