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196 lines
7.8 KiB
Python
196 lines
7.8 KiB
Python
#!/usr/bin/env python3
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"""V14 experiment runner: bar close confirmation entry + V12 validation.
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Based on V11 champion. Tests:
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G. Bar close confirmation entry (entry_on_bar_close) — require breakout bar's
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CLOSE above ORB level, not just HIGH touching it. Filters wick-only false breakouts.
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H. Combinations with score_sizing_multiplier (the only confirmed V13 improvement)
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Key insight from V13: ~7 false breakout trades (wick-only ORB high touches) cause ~$4,900
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in losses. The biased confirmation bar experiment showed +77% by retroactively canceling these.
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entry_on_bar_close achieves similar filtering without lookahead — trader waits for the 5-min
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bar to close, enters at the close price.
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Usage:
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python -u scripts/v14_experiments.py [--days N]
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"""
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import subprocess
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import sys
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import tempfile
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import yaml
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from pathlib import Path
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BASE_CONFIG = "configs/intraday/strategies/orb_gainers_v11.yaml"
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DAYS = 200
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def load_base():
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with open(BASE_CONFIG) as f:
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return yaml.safe_load(f)
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def run_experiment(name: str, overrides: dict, days: int = DAYS) -> dict | None:
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"""Run a single backtest with config overrides and return parsed metrics."""
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cfg = load_base()
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for key, val in overrides.items():
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cfg["orb_strategy"][key] = val
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with tempfile.NamedTemporaryFile(
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mode="w", suffix=".yaml", prefix="v14_", delete=False, dir="/tmp"
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) as f:
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yaml.dump(cfg, f, default_flow_style=False)
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tmp_path = f.name
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cmd = [
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sys.executable, "-u", "-m", "apps.intraday_bt.run",
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"--config", tmp_path,
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"--days", str(days),
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]
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print(f"\n{'='*70}")
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print(f" {name}")
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print(f" Overrides: {overrides or '(V11 baseline)'}")
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print(f"{'='*70}", flush=True)
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try:
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result = subprocess.run(cmd, capture_output=True, text=True, timeout=900)
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except subprocess.TimeoutExpired:
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print(f" TIMEOUT after 900s")
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return None
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finally:
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Path(tmp_path).unlink(missing_ok=True)
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if result.returncode != 0:
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print(f" FAILED (rc={result.returncode})")
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if result.stderr:
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print(f" stderr: {result.stderr[-500:]}")
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return None
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output = result.stdout
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metrics = {}
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for line in output.split("\n"):
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line = line.strip()
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if "Total return" in line and "%" in line:
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try:
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val = line.split("│")[-2].strip().replace("%", "").replace("+", "")
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metrics["total_return"] = float(val)
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except (ValueError, IndexError):
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pass
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elif "Max drawdown" in line and "%" in line:
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try:
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val = line.split("│")[-2].strip().replace("%", "").replace("+", "")
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metrics["max_drawdown"] = float(val)
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except (ValueError, IndexError):
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pass
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elif "Sharpe ratio" in line:
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try:
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val = line.split("│")[-2].strip()
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metrics["sharpe"] = float(val)
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except (ValueError, IndexError):
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pass
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elif "Total trades" in line:
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try:
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val = line.split("│")[-2].strip()
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metrics["trades"] = int(val)
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except (ValueError, IndexError):
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pass
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elif "Win rate" in line and "%" in line:
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try:
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val = line.split("│")[-2].strip().replace("%", "").replace("+", "")
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metrics["win_rate"] = float(val)
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except (ValueError, IndexError):
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pass
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elif "Profit factor" in line:
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try:
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val = line.split("│")[-2].strip()
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metrics["profit_factor"] = float(val)
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except (ValueError, IndexError):
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pass
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if not metrics:
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print(" WARNING: Could not parse metrics from output")
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for line in output.split("\n")[-30:]:
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print(f" {line}")
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return None
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print(f" => return={metrics.get('total_return', '?'):+.2f}%, "
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f"DD={metrics.get('max_drawdown', '?'):.2f}%, "
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f"Sharpe={metrics.get('sharpe', '?'):.2f}, "
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f"trades={metrics.get('trades', '?')}, "
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f"WR={metrics.get('win_rate', '?'):.1f}%, "
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f"PF={metrics.get('profit_factor', '?'):.3f}", flush=True)
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return metrics
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def main():
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days = DAYS
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if "--days" in sys.argv:
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idx = sys.argv.index("--days")
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days = int(sys.argv[idx + 1])
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results = {}
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# V11 baseline (no overrides)
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results["V11_baseline"] = run_experiment("V11 Baseline (control)", {}, days)
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# ═══════════════════════════════════════════════════════════════════════
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# G. Bar close confirmation entry — wick filter
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# ═══════════════════════════════════════════════════════════════════════
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results["V14g1_bar_close"] = run_experiment(
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"V14g1: Bar close entry (require close above breakout level)",
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{"entry_on_bar_close": True}, days,
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)
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# ═══════════════════════════════════════════════════════════════════════
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# H. Combinations with confirmed improvements
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# ═══════════════════════════════════════════════════════════════════════
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# H1: Bar close + score sizing 1.5x (V12 candidate)
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results["V14h1_close_score1.5"] = run_experiment(
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"V14h1: Bar close + score sizing 1.5x (V12 candidate)",
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{"entry_on_bar_close": True, "score_sizing_multiplier": 1.5}, days,
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)
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# H2: Bar close + score sizing 2.0x
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results["V14h2_close_score2.0"] = run_experiment(
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"V14h2: Bar close + score sizing 2.0x",
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{"entry_on_bar_close": True, "score_sizing_multiplier": 2.0}, days,
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)
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# H3: Score sizing 1.5x alone (V13 confirmed, re-validate)
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results["V14h3_score1.5_only"] = run_experiment(
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"V14h3: Score sizing 1.5x only (V13 confirmed, re-validate)",
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{"score_sizing_multiplier": 1.5}, days,
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)
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# ═══════════════════════════════════════════════════════════════════════
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# Summary table
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# ═══════════════════════════════════════════════════════════════════════
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print(f"\n\n{'='*95}")
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print(" V14 EXPERIMENT RESULTS SUMMARY (base: V11 champion)")
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print(f"{'='*95}")
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print(f"{'Experiment':<30} {'Return':>9} {'DD':>9} {'Sharpe':>7} {'Trades':>7} {'WR':>7} {'PF':>7}")
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print(f"{'-'*30} {'-'*9} {'-'*9} {'-'*7} {'-'*7} {'-'*7} {'-'*7}")
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baseline_ret = (results.get("V11_baseline") or {}).get("total_return", 0)
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for name, m in results.items():
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if m is None:
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print(f"{name:<30} {'FAILED':>9}")
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continue
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ret = m.get("total_return", 0)
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delta = ret - baseline_ret
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ret_str = f"{ret:+.2f}%"
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dd = f"{m.get('max_drawdown', 0):.2f}%"
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sh = f"{m.get('sharpe', 0):.2f}"
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tr = f"{m.get('trades', 0)}"
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wr = f"{m.get('win_rate', 0):.1f}%"
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pf = f"{m.get('profit_factor', 0):.3f}"
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marker = " <== BASE" if name == "V11_baseline" else (f" ({delta:+.2f}pp)" if delta != 0 else "")
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print(f"{name:<30} {ret_str:>9} {dd:>9} {sh:>7} {tr:>7} {wr:>7} {pf:>7}{marker}")
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if __name__ == "__main__":
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main()
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