You cannot select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.

196 lines
7.8 KiB
Python

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