163 lines
5.4 KiB
Python
163 lines
5.4 KiB
Python
"""Create a minimal local SQLite snapshot for offline backtest research.
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Copies only the data required by app.services.backtest_service.run_backtest:
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tickers, OHLCV bars, SPY benchmark closes, and activation/recommendation
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settings. Other system settings are intentionally skipped to avoid copying
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secrets into local snapshot files.
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"""
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from __future__ import annotations
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import argparse
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import asyncio
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import os
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import sys
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from pathlib import Path
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from sqlalchemy import func, insert, or_, select
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from sqlalchemy.engine import make_url
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from sqlalchemy.ext.asyncio import AsyncSession, async_sessionmaker, create_async_engine
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ROOT = Path(__file__).resolve().parents[1]
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if str(ROOT) not in sys.path:
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sys.path.insert(0, str(ROOT))
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def _normalize_postgres_url(url: str) -> str:
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if url.startswith("postgresql+asyncpg://"):
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return url
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if url.startswith("postgresql://"):
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return "postgresql+asyncpg://" + url[len("postgresql://") :]
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if url.startswith("postgres://"):
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return "postgresql+asyncpg://" + url[len("postgres://") :]
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return url
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def _sqlite_url(path: Path) -> str:
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return f"sqlite+aiosqlite:///{path.resolve().as_posix()}"
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def _hide_password(url: str) -> str:
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return make_url(url).render_as_string(hide_password=True)
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def _parse_args() -> argparse.Namespace:
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parser = argparse.ArgumentParser(description=__doc__)
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parser.add_argument(
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"--database-url",
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default=os.getenv("DATABASE_URL"),
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help="Source Postgres URL. Defaults to DATABASE_URL, then app .env database_url.",
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)
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parser.add_argument(
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"--output",
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default="backtest_snapshots/prod-backtest.sqlite",
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help="SQLite snapshot path to create.",
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)
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parser.add_argument("--batch-size", type=int, default=5000)
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parser.add_argument("--force", action="store_true", help="Overwrite an existing snapshot file.")
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return parser.parse_args()
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async def _copy_table(
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source: AsyncSession,
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dest: AsyncSession,
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model: type,
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*,
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batch_size: int,
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where=None,
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) -> int:
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table = model.__table__
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columns = list(table.columns)
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count_stmt = select(func.count()).select_from(table)
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stmt = select(*columns)
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if where is not None:
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count_stmt = count_stmt.where(where)
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stmt = stmt.where(where)
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primary_key_columns = list(table.primary_key.columns)
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if primary_key_columns:
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stmt = stmt.order_by(*primary_key_columns)
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expected = int((await source.execute(count_stmt)).scalar_one())
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if expected == 0:
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print(f"{table.name}: 0 rows")
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return 0
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copied = 0
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stream = await source.stream(stmt.execution_options(yield_per=batch_size))
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async for partition in stream.partitions(batch_size):
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rows = [dict(row._mapping) for row in partition]
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if not rows:
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continue
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await dest.execute(insert(table), rows)
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await dest.commit()
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copied += len(rows)
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print(f"{table.name}: {copied}/{expected}", end="\r")
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print(f"{table.name}: {copied} rows")
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return copied
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async def _main() -> None:
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args = _parse_args()
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from app.config import settings
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from app.database import Base
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import app.models # noqa: F401 - registers all metadata tables
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from app.models.benchmark_price import BenchmarkPrice
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from app.models.ohlcv import OHLCVRecord
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from app.models.settings import SystemSetting
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from app.models.ticker import Ticker
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source_url = _normalize_postgres_url(args.database_url or settings.database_url)
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output = Path(args.output)
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if output.exists():
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if not args.force:
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raise SystemExit(f"{output} already exists. Pass --force to overwrite it.")
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output.unlink()
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output.parent.mkdir(parents=True, exist_ok=True)
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source_engine = create_async_engine(
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source_url,
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pool_pre_ping=True,
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connect_args={"server_settings": {"default_transaction_read_only": "on"}},
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)
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dest_engine = create_async_engine(_sqlite_url(output))
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SourceSession = async_sessionmaker(source_engine, class_=AsyncSession, expire_on_commit=False)
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DestSession = async_sessionmaker(dest_engine, class_=AsyncSession, expire_on_commit=False)
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print(f"Source: {_hide_password(source_url)}")
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print(f"Snapshot: {output}")
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try:
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async with dest_engine.begin() as conn:
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await conn.run_sync(Base.metadata.create_all)
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async with SourceSession() as source, DestSession() as dest:
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counts = {
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"tickers": await _copy_table(source, dest, Ticker, batch_size=args.batch_size),
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"system_settings": await _copy_table(
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source,
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dest,
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SystemSetting,
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batch_size=args.batch_size,
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where=or_(
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SystemSetting.key.like("activation_%"),
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SystemSetting.key.like("recommendation_%"),
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),
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),
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"benchmark_prices": await _copy_table(source, dest, BenchmarkPrice, batch_size=args.batch_size),
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"ohlcv_records": await _copy_table(source, dest, OHLCVRecord, batch_size=args.batch_size),
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}
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finally:
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await source_engine.dispose()
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await dest_engine.dispose()
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print("Done:")
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for name, count in counts.items():
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print(f" {name}: {count}")
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if __name__ == "__main__":
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asyncio.run(_main())
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