Merge pull request '[Backend] Backtest Engine - Historical Data Replay' (#18) from fix/issue-7 into main
This commit was merged in pull request #18.
This commit is contained in:
@@ -1,36 +1,219 @@
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from fastapi import APIRouter, Depends, HTTPException, status
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import uuid
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import asyncio
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from datetime import datetime
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from fastapi import APIRouter, Depends, HTTPException, status, BackgroundTasks
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from sqlalchemy.orm import Session
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from sqlalchemy.orm import Session
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from typing import List
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from typing import List, Dict, Any, Optional
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from concurrent.futures import ThreadPoolExecutor
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from .auth import get_current_user
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from ..core.database import get_db
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from ..core.database import get_db
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from ..core.config import get_settings
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from ..db.schemas import BacktestCreate, BacktestResponse
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from ..db.schemas import BacktestCreate, BacktestResponse
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from ..db.models import Bot, Backtest, Signal, User
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router = APIRouter()
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router = APIRouter()
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running_backtests: Dict[str, Any] = {}
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executor = ThreadPoolExecutor(max_workers=4)
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@router.post("/bots/{bot_id}/backtest", response_model=BacktestResponse)
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def start_backtest(bot_id: str, config: BacktestCreate, db: Session = Depends(get_db)):
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def run_backtest_sync(
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raise HTTPException(
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backtest_id: str, db_url: str, bot_id: str, config: Dict[str, Any]
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status_code=status.HTTP_501_NOT_IMPLEMENTED, detail="Not implemented"
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):
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import asyncio
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from ..services.backtest.engine import BacktestEngine
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from ..core.database import SessionLocal
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async def _run():
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engine = BacktestEngine(config)
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engine.run_id = backtest_id
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running_backtests[backtest_id] = engine
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try:
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results = await engine.run()
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db = SessionLocal()
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try:
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backtest = db.query(Backtest).filter(Backtest.id == backtest_id).first()
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if backtest:
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backtest.status = engine.status
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backtest.ended_at = datetime.utcnow()
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backtest.result = results
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db.commit()
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for signal in engine.signals:
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db_signal = Signal(
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id=signal["id"],
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bot_id=signal["bot_id"],
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run_id=signal["run_id"],
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signal_type=signal["signal_type"],
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token=signal["token"],
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price=signal["price"],
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confidence=signal.get("confidence"),
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reasoning=signal.get("reasoning"),
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executed=signal.get("executed", False),
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created_at=signal["created_at"],
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)
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db.add(db_signal)
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db.commit()
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finally:
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db.close()
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finally:
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if backtest_id in running_backtests:
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del running_backtests[backtest_id]
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asyncio.run(_run())
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@router.post(
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"/bots/{bot_id}/backtest",
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response_model=BacktestResponse,
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status_code=status.HTTP_201_CREATED,
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)
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async def start_backtest(
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bot_id: str,
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config: BacktestCreate,
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background_tasks: BackgroundTasks,
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current_user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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bot = db.query(Bot).filter(Bot.id == bot_id).first()
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if not bot:
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raise HTTPException(
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status_code=status.HTTP_404_NOT_FOUND, detail="Bot not found"
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)
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if bot.user_id != current_user.id:
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raise HTTPException(
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status_code=status.HTTP_403_FORBIDDEN, detail="Not authorized"
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)
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settings = get_settings()
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backtest_id = str(uuid.uuid4())
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backtest_config = {
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"bot_id": bot_id,
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"token": config.token,
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"chain": config.chain,
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"timeframe": config.timeframe,
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"start_date": config.start_date,
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"end_date": config.end_date,
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"strategy_config": bot.strategy_config,
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"ave_api_key": settings.AVE_API_KEY,
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"ave_api_plan": settings.AVE_API_PLAN,
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"initial_balance": 10000.0,
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}
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backtest = Backtest(
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id=backtest_id,
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bot_id=bot_id,
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started_at=datetime.utcnow(),
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status="running",
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config={
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"token": config.token,
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"chain": config.chain,
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"timeframe": config.timeframe,
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"start_date": config.start_date,
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"end_date": config.end_date,
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},
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)
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)
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db.add(backtest)
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db.commit()
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db.refresh(backtest)
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db_url = str(settings.DATABASE_URL)
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background_tasks.add_task(
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run_backtest_sync, backtest_id, db_url, bot_id, backtest_config
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)
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return backtest
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@router.get("/bots/{bot_id}/backtest/{run_id}", response_model=BacktestResponse)
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@router.get("/bots/{bot_id}/backtest/{run_id}", response_model=BacktestResponse)
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def get_backtest(bot_id: str, run_id: str, db: Session = Depends(get_db)):
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def get_backtest(
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raise HTTPException(
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bot_id: str,
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status_code=status.HTTP_501_NOT_IMPLEMENTED, detail="Not implemented"
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run_id: str,
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current_user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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bot = db.query(Bot).filter(Bot.id == bot_id).first()
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if not bot:
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raise HTTPException(
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status_code=status.HTTP_404_NOT_FOUND, detail="Bot not found"
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)
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if bot.user_id != current_user.id:
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raise HTTPException(
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status_code=status.HTTP_403_FORBIDDEN, detail="Not authorized"
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)
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backtest = (
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db.query(Backtest)
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.filter(Backtest.id == run_id, Backtest.bot_id == bot_id)
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.first()
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)
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)
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if not backtest:
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raise HTTPException(
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status_code=status.HTTP_404_NOT_FOUND, detail="Backtest not found"
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)
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return backtest
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@router.get("/bots/{bot_id}/backtests", response_model=List[BacktestResponse])
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@router.get("/bots/{bot_id}/backtests", response_model=List[BacktestResponse])
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def list_backtests(bot_id: str, db: Session = Depends(get_db)):
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def list_backtests(
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raise HTTPException(
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bot_id: str,
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status_code=status.HTTP_501_NOT_IMPLEMENTED, detail="Not implemented"
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current_user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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bot = db.query(Bot).filter(Bot.id == bot_id).first()
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if not bot:
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raise HTTPException(
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status_code=status.HTTP_404_NOT_FOUND, detail="Bot not found"
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)
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if bot.user_id != current_user.id:
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raise HTTPException(
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status_code=status.HTTP_403_FORBIDDEN, detail="Not authorized"
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)
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backtests = (
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db.query(Backtest)
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.filter(Backtest.bot_id == bot_id)
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.order_by(Backtest.started_at.desc())
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.all()
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)
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)
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return backtests
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@router.post("/bots/{bot_id}/backtest/{run_id}/stop")
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@router.post("/bots/{bot_id}/backtest/{run_id}/stop")
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def stop_backtest(bot_id: str, run_id: str, db: Session = Depends(get_db)):
|
def stop_backtest(
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raise HTTPException(
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bot_id: str,
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status_code=status.HTTP_501_NOT_IMPLEMENTED, detail="Not implemented"
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run_id: str,
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current_user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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bot = db.query(Bot).filter(Bot.id == bot_id).first()
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|
if not bot:
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raise HTTPException(
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status_code=status.HTTP_404_NOT_FOUND, detail="Bot not found"
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)
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if bot.user_id != current_user.id:
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raise HTTPException(
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status_code=status.HTTP_403_FORBIDDEN, detail="Not authorized"
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)
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backtest = (
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db.query(Backtest)
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.filter(Backtest.id == run_id, Backtest.bot_id == bot_id)
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|
.first()
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)
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)
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if not backtest:
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raise HTTPException(
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status_code=status.HTTP_404_NOT_FOUND, detail="Backtest not found"
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)
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if run_id in running_backtests:
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engine = running_backtests[run_id]
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asyncio.create_task(engine.stop())
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backtest.status = "stopped"
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backtest.ended_at = datetime.utcnow()
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db.commit()
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return {"status": "stopping", "run_id": run_id}
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70
src/backend/app/services/backtest/ave_client.py
Normal file
70
src/backend/app/services/backtest/ave_client.py
Normal file
@@ -0,0 +1,70 @@
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import httpx
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from typing import List, Dict, Any, Optional
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from datetime import datetime
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|
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|
class AveCloudClient:
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|
BASE_URL = "https://prod.ave-api.com"
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|
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|
def __init__(self, api_key: str, plan: str = "free"):
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|
self.api_key = api_key
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|
self.plan = plan
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|
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|
def _headers(self) -> Dict[str, str]:
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|
return {"X-API-KEY": self.api_key}
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|
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|
async def get_klines(
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|
self,
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|
token_id: str,
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|
interval: str = "1h",
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|
limit: int = 100,
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|
start_time: Optional[int] = None,
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|
end_time: Optional[int] = None,
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|
) -> List[Dict[str, Any]]:
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|
url = f"{self.BASE_URL}/v2/klines/token/{token_id}"
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|
params = {"interval": interval, "limit": limit}
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|
if start_time:
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|
params["start_time"] = start_time
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|
if end_time:
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|
params["end_time"] = end_time
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|
|
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|
async with httpx.AsyncClient() as client:
|
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|
response = await client.get(
|
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|
url, headers=self._headers(), params=params, timeout=30.0
|
||||||
|
)
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|
response.raise_for_status()
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||||||
|
data = response.json()
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||||||
|
if data.get("status") == 200:
|
||||||
|
return data.get("data", [])
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|
raise Exception(f"Failed to fetch klines: {data}")
|
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|
|
||||||
|
async def get_token_price(self, token_id: str) -> Optional[Dict[str, Any]]:
|
||||||
|
url = f"{self.BASE_URL}/v2/tokens/price"
|
||||||
|
async with httpx.AsyncClient() as client:
|
||||||
|
response = await client.post(
|
||||||
|
url,
|
||||||
|
headers=self._headers(),
|
||||||
|
json={"token_ids": [token_id]},
|
||||||
|
timeout=30.0,
|
||||||
|
)
|
||||||
|
response.raise_for_status()
|
||||||
|
data = response.json()
|
||||||
|
if data.get("status") == 200:
|
||||||
|
prices = data.get("data", {})
|
||||||
|
return prices.get(token_id)
|
||||||
|
return None
|
||||||
|
|
||||||
|
async def get_batch_prices(self, token_ids: List[str]) -> Dict[str, Dict[str, Any]]:
|
||||||
|
url = f"{self.BASE_URL}/v2/tokens/price"
|
||||||
|
async with httpx.AsyncClient() as client:
|
||||||
|
response = await client.post(
|
||||||
|
url,
|
||||||
|
headers=self._headers(),
|
||||||
|
json={"token_ids": token_ids},
|
||||||
|
timeout=30.0,
|
||||||
|
)
|
||||||
|
response.raise_for_status()
|
||||||
|
data = response.json()
|
||||||
|
if data.get("status") == 200:
|
||||||
|
return data.get("data", {})
|
||||||
|
return {}
|
||||||
@@ -1,15 +1,324 @@
|
|||||||
from typing import Optional, Dict, Any
|
import uuid
|
||||||
|
import asyncio
|
||||||
|
from datetime import datetime
|
||||||
|
from typing import Dict, Any, List, Optional
|
||||||
|
from .ave_client import AveCloudClient
|
||||||
|
|
||||||
|
|
||||||
class BacktestEngine:
|
class BacktestEngine:
|
||||||
def __init__(self, config: Dict[str, Any]):
|
def __init__(self, config: Dict[str, Any]):
|
||||||
self.config = config
|
self.config = config
|
||||||
|
self.run_id = str(uuid.uuid4())
|
||||||
|
self.status = "pending"
|
||||||
|
self.results: Optional[Dict[str, Any]] = None
|
||||||
|
self.signals: List[Dict[str, Any]] = []
|
||||||
|
self.ave_client = AveCloudClient(
|
||||||
|
api_key=config.get("ave_api_key", ""),
|
||||||
|
plan=config.get("ave_api_plan", "free"),
|
||||||
|
)
|
||||||
|
self.bot_id = config.get("bot_id")
|
||||||
|
self.strategy_config = config.get("strategy_config", {})
|
||||||
|
self.conditions = self.strategy_config.get("conditions", [])
|
||||||
|
self.actions = self.strategy_config.get("actions", [])
|
||||||
|
self.initial_balance = config.get("initial_balance", 10000.0)
|
||||||
|
self.current_balance = self.initial_balance
|
||||||
|
self.position = 0.0
|
||||||
|
self.position_token = ""
|
||||||
|
self.trades: List[Dict[str, Any]] = []
|
||||||
|
self.running = False
|
||||||
|
|
||||||
async def run(self) -> Dict[str, Any]:
|
async def run(self) -> Dict[str, Any]:
|
||||||
raise NotImplementedError("Backtest engine not yet implemented")
|
self.running = True
|
||||||
|
self.status = "running"
|
||||||
|
started_at = datetime.utcnow()
|
||||||
|
|
||||||
|
try:
|
||||||
|
token = self.config.get("token", "")
|
||||||
|
chain = self.config.get("chain", "bsc")
|
||||||
|
timeframe = self.config.get("timeframe", "1h")
|
||||||
|
start_date = self.config.get("start_date", "")
|
||||||
|
end_date = self.config.get("end_date", "")
|
||||||
|
|
||||||
|
token_id = (
|
||||||
|
f"{token}-{chain}"
|
||||||
|
if token and not token.endswith(f"-{chain}")
|
||||||
|
else token
|
||||||
|
)
|
||||||
|
|
||||||
|
if not token_id or token_id == f"-{chain}":
|
||||||
|
raise ValueError("Token ID is required")
|
||||||
|
|
||||||
|
start_ts = None
|
||||||
|
end_ts = None
|
||||||
|
if start_date:
|
||||||
|
start_ts = int(
|
||||||
|
datetime.fromisoformat(
|
||||||
|
start_date.replace("Z", "+00:00")
|
||||||
|
).timestamp()
|
||||||
|
* 1000
|
||||||
|
)
|
||||||
|
if end_date:
|
||||||
|
end_ts = int(
|
||||||
|
datetime.fromisoformat(end_date.replace("Z", "+00:00")).timestamp()
|
||||||
|
* 1000
|
||||||
|
)
|
||||||
|
|
||||||
|
klines = await self.ave_client.get_klines(
|
||||||
|
token_id=token_id,
|
||||||
|
interval=timeframe,
|
||||||
|
limit=1000,
|
||||||
|
start_time=start_ts,
|
||||||
|
end_time=end_ts,
|
||||||
|
)
|
||||||
|
|
||||||
|
if not klines:
|
||||||
|
self.status = "failed"
|
||||||
|
self.results = {"error": "No kline data available"}
|
||||||
|
return self.results
|
||||||
|
|
||||||
|
await self._process_klines(klines)
|
||||||
|
self._calculate_metrics()
|
||||||
|
self.status = "completed"
|
||||||
|
|
||||||
|
except Exception as e:
|
||||||
|
self.status = "failed"
|
||||||
|
self.results = {"error": str(e)}
|
||||||
|
|
||||||
|
ended_at = datetime.utcnow()
|
||||||
|
self.results = self.results or {}
|
||||||
|
self.results["started_at"] = started_at
|
||||||
|
self.results["ended_at"] = ended_at
|
||||||
|
self.results["duration_seconds"] = (ended_at - started_at).total_seconds()
|
||||||
|
|
||||||
|
return self.results
|
||||||
|
|
||||||
|
async def _process_klines(self, klines: List[Dict[str, Any]]):
|
||||||
|
for i, kline in enumerate(klines):
|
||||||
|
if not self.running:
|
||||||
|
break
|
||||||
|
|
||||||
|
price = float(kline.get("close", 0))
|
||||||
|
if price <= 0:
|
||||||
|
continue
|
||||||
|
|
||||||
|
timestamp = kline.get("timestamp", 0)
|
||||||
|
|
||||||
|
for condition in self.conditions:
|
||||||
|
if self._check_condition(condition, klines, i, price):
|
||||||
|
await self._execute_actions(price, timestamp, condition)
|
||||||
|
break
|
||||||
|
|
||||||
|
def _check_condition(
|
||||||
|
self,
|
||||||
|
condition: Dict[str, Any],
|
||||||
|
klines: List[Dict[str, Any]],
|
||||||
|
current_idx: int,
|
||||||
|
current_price: float,
|
||||||
|
) -> bool:
|
||||||
|
cond_type = condition.get("type", "")
|
||||||
|
threshold = condition.get("threshold", 0)
|
||||||
|
timeframe = condition.get("timeframe", "1h")
|
||||||
|
price_level = condition.get("price")
|
||||||
|
direction = condition.get("direction", "above")
|
||||||
|
|
||||||
|
if cond_type == "price_drop":
|
||||||
|
if current_idx == 0:
|
||||||
|
return False
|
||||||
|
prev_price = float(klines[current_idx - 1].get("close", 0))
|
||||||
|
if prev_price <= 0:
|
||||||
|
return False
|
||||||
|
drop_pct = ((prev_price - current_price) / prev_price) * 100
|
||||||
|
return drop_pct >= threshold
|
||||||
|
|
||||||
|
elif cond_type == "price_rise":
|
||||||
|
if current_idx == 0:
|
||||||
|
return False
|
||||||
|
prev_price = float(klines[current_idx - 1].get("close", 0))
|
||||||
|
if prev_price <= 0:
|
||||||
|
return False
|
||||||
|
rise_pct = ((current_price - prev_price) / prev_price) * 100
|
||||||
|
return rise_pct >= threshold
|
||||||
|
|
||||||
|
elif cond_type == "volume_spike":
|
||||||
|
if current_idx == 0:
|
||||||
|
return False
|
||||||
|
prev_volume = float(klines[current_idx - 1].get("volume", 0))
|
||||||
|
current_volume = float(kline.get("volume", 0))
|
||||||
|
if prev_volume <= 0:
|
||||||
|
return False
|
||||||
|
volume_increase = ((current_volume - prev_volume) / prev_volume) * 100
|
||||||
|
return volume_increase >= threshold
|
||||||
|
|
||||||
|
elif cond_type == "price_level":
|
||||||
|
if price_level is None:
|
||||||
|
return False
|
||||||
|
if direction == "above":
|
||||||
|
return current_price > price_level
|
||||||
|
else:
|
||||||
|
return current_price < price_level
|
||||||
|
|
||||||
|
return False
|
||||||
|
|
||||||
|
async def _execute_actions(
|
||||||
|
self, price: float, timestamp: int, matched_condition: Dict[str, Any]
|
||||||
|
):
|
||||||
|
token = matched_condition.get("token", self.config.get("token", ""))
|
||||||
|
|
||||||
|
for action in self.actions:
|
||||||
|
action_type = action.get("type", "")
|
||||||
|
amount_percent = action.get("amount_percent", 10)
|
||||||
|
amount = self.current_balance * (amount_percent / 100)
|
||||||
|
|
||||||
|
if action_type == "buy" and self.current_balance >= amount:
|
||||||
|
self.position += amount / price
|
||||||
|
self.current_balance -= amount
|
||||||
|
self.position_token = token
|
||||||
|
self.trades.append(
|
||||||
|
{
|
||||||
|
"type": "buy",
|
||||||
|
"token": token,
|
||||||
|
"price": price,
|
||||||
|
"amount": amount,
|
||||||
|
"quantity": amount / price,
|
||||||
|
"timestamp": timestamp,
|
||||||
|
}
|
||||||
|
)
|
||||||
|
self.signals.append(
|
||||||
|
{
|
||||||
|
"id": str(uuid.uuid4()),
|
||||||
|
"bot_id": self.bot_id,
|
||||||
|
"run_id": self.run_id,
|
||||||
|
"signal_type": "buy",
|
||||||
|
"token": token,
|
||||||
|
"price": price,
|
||||||
|
"confidence": 0.8,
|
||||||
|
"reasoning": f"Condition {matched_condition.get('type')} triggered buy",
|
||||||
|
"executed": False,
|
||||||
|
"created_at": datetime.utcnow(),
|
||||||
|
}
|
||||||
|
)
|
||||||
|
|
||||||
|
elif action_type == "sell" and self.position > 0:
|
||||||
|
sell_amount = self.position * price
|
||||||
|
self.current_balance += sell_amount
|
||||||
|
self.trades.append(
|
||||||
|
{
|
||||||
|
"type": "sell",
|
||||||
|
"token": self.position_token,
|
||||||
|
"price": price,
|
||||||
|
"amount": sell_amount,
|
||||||
|
"quantity": self.position,
|
||||||
|
"timestamp": timestamp,
|
||||||
|
}
|
||||||
|
)
|
||||||
|
self.position = 0
|
||||||
|
self.signals.append(
|
||||||
|
{
|
||||||
|
"id": str(uuid.uuid4()),
|
||||||
|
"bot_id": self.bot_id,
|
||||||
|
"run_id": self.run_id,
|
||||||
|
"signal_type": "sell",
|
||||||
|
"token": self.position_token,
|
||||||
|
"price": price,
|
||||||
|
"confidence": 0.8,
|
||||||
|
"reasoning": f"Condition {matched_condition.get('type')} triggered sell",
|
||||||
|
"executed": False,
|
||||||
|
"created_at": datetime.utcnow(),
|
||||||
|
}
|
||||||
|
)
|
||||||
|
|
||||||
|
def _calculate_metrics(self):
|
||||||
|
final_balance = self.current_balance + (
|
||||||
|
self.position * self.trades[-1]["price"]
|
||||||
|
if self.trades and self.position > 0
|
||||||
|
else 0
|
||||||
|
)
|
||||||
|
total_return = (
|
||||||
|
(final_balance - self.initial_balance) / self.initial_balance
|
||||||
|
) * 100
|
||||||
|
|
||||||
|
buy_trades = [t for t in self.trades if t["type"] == "buy"]
|
||||||
|
sell_trades = [t for t in self.trades if t["type"] == "sell"]
|
||||||
|
total_trades = len(buy_trades) + len(sell_trades)
|
||||||
|
|
||||||
|
winning_trades = 0
|
||||||
|
for i, trade in enumerate(sell_trades):
|
||||||
|
if i < len(buy_trades):
|
||||||
|
buy_price = buy_trades[i]["price"]
|
||||||
|
sell_price = trade["price"]
|
||||||
|
if sell_price > buy_price:
|
||||||
|
winning_trades += 1
|
||||||
|
|
||||||
|
win_rate = (winning_trades / len(sell_trades) * 100) if sell_trades else 0
|
||||||
|
|
||||||
|
portfolio_values = []
|
||||||
|
running_balance = self.initial_balance
|
||||||
|
running_position = 0.0
|
||||||
|
current_token = ""
|
||||||
|
last_price = 0.0
|
||||||
|
|
||||||
|
for trade in self.trades:
|
||||||
|
if trade["type"] == "buy":
|
||||||
|
running_position = trade["quantity"]
|
||||||
|
running_balance = trade["amount"]
|
||||||
|
current_token = trade["token"]
|
||||||
|
last_price = trade["price"]
|
||||||
|
else:
|
||||||
|
running_balance = trade["amount"]
|
||||||
|
running_position = 0
|
||||||
|
last_price = trade["price"]
|
||||||
|
|
||||||
|
portfolio_value = running_balance + (running_position * last_price)
|
||||||
|
portfolio_values.append(portfolio_value)
|
||||||
|
|
||||||
|
max_value = self.initial_balance
|
||||||
|
max_drawdown = 0.0
|
||||||
|
for value in portfolio_values:
|
||||||
|
if value > max_value:
|
||||||
|
max_value = value
|
||||||
|
drawdown = ((max_value - value) / max_value) * 100
|
||||||
|
if drawdown > max_drawdown:
|
||||||
|
max_drawdown = drawdown
|
||||||
|
|
||||||
|
sharpe_ratio = 0.0
|
||||||
|
if len(portfolio_values) > 1:
|
||||||
|
returns = []
|
||||||
|
for i in range(1, len(portfolio_values)):
|
||||||
|
ret = (
|
||||||
|
portfolio_values[i] - portfolio_values[i - 1]
|
||||||
|
) / portfolio_values[i - 1]
|
||||||
|
returns.append(ret)
|
||||||
|
if returns:
|
||||||
|
avg_return = sum(returns) / len(returns)
|
||||||
|
variance = sum((r - avg_return) ** 2 for r in returns) / len(returns)
|
||||||
|
std_dev = variance**0.5
|
||||||
|
if std_dev > 0:
|
||||||
|
sharpe_ratio = avg_return / std_dev
|
||||||
|
|
||||||
|
buy_signals = len(buy_trades)
|
||||||
|
sell_signals = len(sell_trades)
|
||||||
|
|
||||||
|
self.results = {
|
||||||
|
"total_return": round(total_return, 2),
|
||||||
|
"win_rate": round(win_rate, 2),
|
||||||
|
"total_trades": total_trades,
|
||||||
|
"buy_signals": buy_signals,
|
||||||
|
"sell_signals": sell_signals,
|
||||||
|
"max_drawdown": round(max_drawdown, 2),
|
||||||
|
"sharpe_ratio": round(sharpe_ratio, 2),
|
||||||
|
"final_balance": round(final_balance, 2),
|
||||||
|
"signals": self.signals,
|
||||||
|
}
|
||||||
|
|
||||||
async def stop(self):
|
async def stop(self):
|
||||||
raise NotImplementedError("Backtest stop not yet implemented")
|
self.running = False
|
||||||
|
self.status = "stopped"
|
||||||
|
self._calculate_metrics()
|
||||||
|
|
||||||
def get_results(self) -> Dict[str, Any]:
|
def get_results(self) -> Dict[str, Any]:
|
||||||
raise NotImplementedError("Backtest results not yet implemented")
|
return {
|
||||||
|
"id": self.run_id,
|
||||||
|
"status": self.status,
|
||||||
|
"results": self.results,
|
||||||
|
"signals": self.signals,
|
||||||
|
}
|
||||||
|
|||||||
Reference in New Issue
Block a user