Add local backtest snapshot runner
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This commit is contained in:
2026-07-03 18:34:07 +02:00
parent 14327ab25a
commit 66ef0564c1
5 changed files with 380 additions and 12 deletions
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"""Create a minimal local SQLite snapshot for offline backtest research.
Copies only the data required by app.services.backtest_service.run_backtest:
tickers, OHLCV bars, SPY benchmark closes, and activation/recommendation
settings. Other system settings are intentionally skipped to avoid copying
secrets into local snapshot files.
"""
from __future__ import annotations
import argparse
import asyncio
import os
import sys
from pathlib import Path
from sqlalchemy import func, insert, or_, select
from sqlalchemy.engine import make_url
from sqlalchemy.ext.asyncio import AsyncSession, async_sessionmaker, create_async_engine
ROOT = Path(__file__).resolve().parents[1]
if str(ROOT) not in sys.path:
sys.path.insert(0, str(ROOT))
def _normalize_postgres_url(url: str) -> str:
if url.startswith("postgresql+asyncpg://"):
return url
if url.startswith("postgresql://"):
return "postgresql+asyncpg://" + url[len("postgresql://") :]
if url.startswith("postgres://"):
return "postgresql+asyncpg://" + url[len("postgres://") :]
return url
def _sqlite_url(path: Path) -> str:
return f"sqlite+aiosqlite:///{path.resolve().as_posix()}"
def _hide_password(url: str) -> str:
return make_url(url).render_as_string(hide_password=True)
def _parse_args() -> argparse.Namespace:
parser = argparse.ArgumentParser(description=__doc__)
parser.add_argument(
"--database-url",
default=os.getenv("DATABASE_URL"),
help="Source Postgres URL. Defaults to DATABASE_URL, then app .env database_url.",
)
parser.add_argument(
"--output",
default="backtest_snapshots/prod-backtest.sqlite",
help="SQLite snapshot path to create.",
)
parser.add_argument("--batch-size", type=int, default=5000)
parser.add_argument("--force", action="store_true", help="Overwrite an existing snapshot file.")
return parser.parse_args()
async def _copy_table(
source: AsyncSession,
dest: AsyncSession,
model: type,
*,
batch_size: int,
where=None,
) -> int:
table = model.__table__
columns = list(table.columns)
count_stmt = select(func.count()).select_from(table)
stmt = select(*columns)
if where is not None:
count_stmt = count_stmt.where(where)
stmt = stmt.where(where)
primary_key_columns = list(table.primary_key.columns)
if primary_key_columns:
stmt = stmt.order_by(*primary_key_columns)
expected = int((await source.execute(count_stmt)).scalar_one())
if expected == 0:
print(f"{table.name}: 0 rows")
return 0
copied = 0
stream = await source.stream(stmt.execution_options(yield_per=batch_size))
async for partition in stream.partitions(batch_size):
rows = [dict(row._mapping) for row in partition]
if not rows:
continue
await dest.execute(insert(table), rows)
await dest.commit()
copied += len(rows)
print(f"{table.name}: {copied}/{expected}", end="\r")
print(f"{table.name}: {copied} rows")
return copied
async def _main() -> None:
args = _parse_args()
from app.config import settings
from app.database import Base
import app.models # noqa: F401 - registers all metadata tables
from app.models.benchmark_price import BenchmarkPrice
from app.models.ohlcv import OHLCVRecord
from app.models.settings import SystemSetting
from app.models.ticker import Ticker
source_url = _normalize_postgres_url(args.database_url or settings.database_url)
output = Path(args.output)
if output.exists():
if not args.force:
raise SystemExit(f"{output} already exists. Pass --force to overwrite it.")
output.unlink()
output.parent.mkdir(parents=True, exist_ok=True)
source_engine = create_async_engine(
source_url,
pool_pre_ping=True,
connect_args={"server_settings": {"default_transaction_read_only": "on"}},
)
dest_engine = create_async_engine(_sqlite_url(output))
SourceSession = async_sessionmaker(source_engine, class_=AsyncSession, expire_on_commit=False)
DestSession = async_sessionmaker(dest_engine, class_=AsyncSession, expire_on_commit=False)
print(f"Source: {_hide_password(source_url)}")
print(f"Snapshot: {output}")
try:
async with dest_engine.begin() as conn:
await conn.run_sync(Base.metadata.create_all)
async with SourceSession() as source, DestSession() as dest:
counts = {
"tickers": await _copy_table(source, dest, Ticker, batch_size=args.batch_size),
"system_settings": await _copy_table(
source,
dest,
SystemSetting,
batch_size=args.batch_size,
where=or_(
SystemSetting.key.like("activation_%"),
SystemSetting.key.like("recommendation_%"),
),
),
"benchmark_prices": await _copy_table(source, dest, BenchmarkPrice, batch_size=args.batch_size),
"ohlcv_records": await _copy_table(source, dest, OHLCVRecord, batch_size=args.batch_size),
}
finally:
await source_engine.dispose()
await dest_engine.dispose()
print("Done:")
for name, count in counts.items():
print(f" {name}: {count}")
if __name__ == "__main__":
asyncio.run(_main())
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"""Run the existing backtest service against a local SQLite snapshot.
The runner is offline/read-only: it does not refresh benchmark prices and does
not cache the report back to any database. It writes a local JSON report.
"""
from __future__ import annotations
import argparse
import asyncio
import json
import os
import sys
from datetime import datetime
from pathlib import Path
from typing import Any
from sqlalchemy.ext.asyncio import AsyncSession, async_sessionmaker, create_async_engine
ROOT = Path(__file__).resolve().parents[1]
if str(ROOT) not in sys.path:
sys.path.insert(0, str(ROOT))
def _sqlite_url(path: Path) -> str:
return f"sqlite+aiosqlite:///{path.resolve().as_posix()}"
def _parse_args() -> argparse.Namespace:
parser = argparse.ArgumentParser(description=__doc__)
parser.add_argument("snapshot", help="SQLite snapshot created by create_backtest_snapshot.py.")
parser.add_argument(
"--out",
default=None,
help="JSON report path. Defaults to reports/backtest-<timestamp>.json.",
)
parser.add_argument("--workers", type=int, default=None, help="Override backtest worker count.")
parser.add_argument(
"--allow-spawn",
action="store_true",
help="Allow spawn multiprocessing for offline CLI runs, useful on Windows.",
)
parser.add_argument("--quiet", action="store_true", help="Hide progress output.")
return parser.parse_args()
def _default_output_path() -> Path:
stamp = datetime.now().strftime("%Y%m%d-%H%M%S")
return Path("reports") / f"backtest-{stamp}.json"
def _pct(value: Any) -> str:
return "-" if value is None else f"{float(value):+.1f}%"
def _r(value: Any) -> str:
return "-" if value is None else f"{float(value):+.2f}R"
def _print_summary(report: dict) -> None:
qualified = report.get("overall_qualified") or {}
all_setups = report.get("overall_all") or {}
time_exit = {row.get("hold_days"): row for row in report.get("time_exit_sweep") or []}
hold_30 = time_exit.get(30) or {}
policies = {
row.get("policy"): row
for row in ((report.get("portfolio_sim") or {}).get("policies") or [])
}
hold_policy = policies.get("hold") or {}
print("")
print("Backtest summary")
print(f" candidates: {report.get('candidates')}")
print(f" qualified: {report.get('qualified')}")
print(f" all setups net avg R: {_r(all_setups.get('net_avg_r'))}")
print(f" qualified net avg R: {_r(qualified.get('net_avg_r'))}")
print(f" qualified total R: {_r(qualified.get('total_r'))}")
print(f" 30d hold net avg R: {_r(hold_30.get('net_avg_r'))}")
print(f" 30d hold total R: {_r(hold_30.get('total_r'))}")
if hold_policy:
print(f" hold CAGR: {_pct(hold_policy.get('cagr_pct'))}")
print(f" hold max drawdown: {_pct(hold_policy.get('max_drawdown_pct'))}")
print(f" hold Sharpe: {hold_policy.get('sharpe')}")
print(f" hold trades: {hold_policy.get('trades')}")
async def _main() -> None:
args = _parse_args()
snapshot = Path(args.snapshot)
if not snapshot.exists():
raise SystemExit(f"Snapshot not found: {snapshot}")
os.environ["BACKTEST_SNAPSHOT_OFFLINE"] = "1"
if args.allow_spawn:
os.environ["BACKTEST_ALLOW_SPAWN"] = "1"
from app.config import settings
from app.services.backtest_service import run_backtest
if args.workers is not None:
settings.backtest_workers = args.workers
output = Path(args.out) if args.out else _default_output_path()
output.parent.mkdir(parents=True, exist_ok=True)
engine = create_async_engine(_sqlite_url(snapshot), pool_pre_ping=True)
Session = async_sessionmaker(engine, class_=AsyncSession, expire_on_commit=False)
last_progress: tuple[int, int] | None = None
def progress(done: int, total: int, symbol: str) -> None:
nonlocal last_progress
if args.quiet:
return
marker = (done, total)
if marker == last_progress:
return
last_progress = marker
label = f" {symbol}" if symbol else ""
print(f"progress: {done}/{total}{label}", end="\r")
try:
async with Session() as db:
report = await run_backtest(db, progress_cb=progress)
finally:
await engine.dispose()
if not args.quiet:
print("")
with output.open("w", encoding="utf-8") as fh:
json.dump(report, fh, indent=2)
fh.write("\n")
print(f"Report written: {output}")
_print_summary(report)
if __name__ == "__main__":
asyncio.run(_main())