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256 lines
9.0 KiB
Python
256 lines
9.0 KiB
Python
#!/usr/bin/env python3
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"""V12 experiment runner: structural improvements and new engine features.
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Tests breakout volume confirmation, time-decay trailing, SPY trend filter,
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VWAP confirmation, wider ORB, compounding, and combinations.
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Usage:
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python -u scripts/v12_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_v10.yaml"
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DAYS = 400
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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="v12_", 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 '(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=600)
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except subprocess.TimeoutExpired:
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print(f" TIMEOUT after 600s")
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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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# V10 baseline (no overrides)
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results["V10_baseline"] = run_experiment("V10 Baseline (control)", {}, days)
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# === NEW ENGINE: Breakout Volume Confirmation ===
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results["V12a_brkout_vol_1.5"] = run_experiment(
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"V12a: Breakout bar vol >= 1.5x avg (filter thin breakouts)",
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{"min_breakout_rel_vol": 1.5}, days,
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)
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results["V12a2_brkout_vol_2.0"] = run_experiment(
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"V12a2: Breakout bar vol >= 2.0x avg (stricter)",
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{"min_breakout_rel_vol": 2.0}, days,
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)
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results["V12a3_brkout_vol_1.2"] = run_experiment(
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"V12a3: Breakout bar vol >= 1.2x avg (mild)",
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{"min_breakout_rel_vol": 1.2}, days,
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)
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# === NEW ENGINE: Time-Decay Trailing ===
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results["V12b_decay_180_0.5"] = run_experiment(
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"V12b: Time-decay trailing start=12:30pm, factor=0.5 (halve trail by close)",
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{"time_decay_start_minutes": 180, "time_decay_factor": 0.5}, days,
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)
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results["V12b2_decay_120_0.5"] = run_experiment(
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"V12b2: Time-decay trailing start=11:30am, factor=0.5",
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{"time_decay_start_minutes": 120, "time_decay_factor": 0.5}, days,
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)
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results["V12b3_decay_180_0.3"] = run_experiment(
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"V12b3: Time-decay trailing start=12:30pm, factor=0.3 (aggressive tighten)",
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{"time_decay_start_minutes": 180, "time_decay_factor": 0.3}, days,
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)
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# === EXISTING UNUSED: SPY Trend Filter ===
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results["V12c_spy_trend_5d"] = run_experiment(
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"V12c: SPY 5-day trend filter (skip if SPY down >3%)",
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{"market_regime_spy_trend_days": 5, "market_regime_spy_trend_threshold": -0.03},
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days,
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)
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results["V12c2_spy_trend_3d"] = run_experiment(
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"V12c2: SPY 3-day trend filter (skip if SPY down >2%)",
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{"market_regime_spy_trend_days": 3, "market_regime_spy_trend_threshold": -0.02},
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days,
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)
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# === EXISTING UNUSED: VWAP Confirmation ===
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results["V12d_vwap_confirm"] = run_experiment(
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"V12d: Require ORB candle close vs VWAP confirmation",
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{"require_vwap_confirmation": True}, days,
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)
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# === WIDER ORB ===
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results["V12e_orb_10min"] = run_experiment(
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"V12e: 10-minute ORB window (wider base, fewer false breakouts)",
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{"orb_minutes": 10}, days,
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)
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results["V12e2_orb_15min"] = run_experiment(
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"V12e2: 15-minute ORB window",
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{"orb_minutes": 15}, days,
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)
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# === COMPOUNDING + SETTLEMENT ===
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results["V12f_compound"] = run_experiment(
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"V12f: compound_returns=true (size with current equity)",
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{"compound_returns": True}, days,
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)
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results["V12f2_settle0"] = run_experiment(
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"V12f2: settlement_days=0 (no settlement delay)",
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{"settlement_days": 0}, days,
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)
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results["V12f3_compound_settle0"] = run_experiment(
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"V12f3: compound + no settlement",
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{"compound_returns": True, "settlement_days": 0}, days,
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)
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# === COMBINATIONS of winners (conditional — using likely best) ===
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results["V12g_vol_decay"] = run_experiment(
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"V12g: Breakout vol 1.5x + time-decay 180/0.5",
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{"min_breakout_rel_vol": 1.5, "time_decay_start_minutes": 180, "time_decay_factor": 0.5},
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days,
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)
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results["V12h_vol_vwap"] = run_experiment(
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"V12h: Breakout vol 1.5x + VWAP confirmation",
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{"min_breakout_rel_vol": 1.5, "require_vwap_confirmation": True},
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days,
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)
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results["V12i_decay_vwap"] = run_experiment(
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"V12i: Time-decay 180/0.5 + VWAP confirmation",
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{"time_decay_start_minutes": 180, "time_decay_factor": 0.5, "require_vwap_confirmation": True},
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days,
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)
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results["V12j_kitchen_sink"] = run_experiment(
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"V12j: Vol 1.5x + decay 180/0.5 + VWAP + SPY 5d trend + compound + settle0",
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{
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"min_breakout_rel_vol": 1.5,
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"time_decay_start_minutes": 180,
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"time_decay_factor": 0.5,
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"require_vwap_confirmation": True,
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"market_regime_spy_trend_days": 5,
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"market_regime_spy_trend_threshold": -0.03,
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"compound_returns": True,
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"settlement_days": 0,
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},
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days,
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)
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# === Summary table ===
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print(f"\n\n{'='*90}")
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print(" V12 EXPERIMENT RESULTS SUMMARY")
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print(f"{'='*90}")
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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("V10_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 == "V10_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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