P3-2 baseline 落库从路由下沉到服务层(predict_baseline 内直接落库),
删除路由层 _persist_baseline,三种模式统一 result.prediction_id,对外 JSON 不变。
P3-1 MatchPredictPanel.PredictionPanel 拆为 OutcomePanel/AgentsPanel/ReasoningPanel
三个子组件,本文件保留 PredictModal/PredictProgress/Spinner,对外导出路径不变。
P3-3 docs 加 ⚠️ 多 worker 陷阱红字 + STRICT_SINGLE_WORKER 环境变量(启动期强制拒绝多 worker)。
P3-4 docs 新增「同站部署 vs 跨站 CSRF」节。
187 lines
6.9 KiB
Python
187 lines
6.9 KiB
Python
"""预测路由。
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安全改进:
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- 限流: 每分钟 10 次 / IP(内存实现)
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- DB 连接: 短 session 模式,LLM 调用期间不持有连接
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"""
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from __future__ import annotations
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import logging
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from fastapi import APIRouter, Depends, HTTPException, Query, Request
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from sqlalchemy import select
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from sqlalchemy.orm import selectinload
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from src.api.deps import get_predict_rate_limit_remaining, rate_limit_predict, require_admin
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from src.api.schemas import PredictOut, PredictRequest, PredictionOut
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from src.db.base import AsyncSession, get_db_read, short_read
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from src.db.models import Match, Prediction
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from src.llm.predict import predict_match, PredictResult
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logger = logging.getLogger(__name__)
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router = APIRouter(prefix="/api/v1", tags=["predict"])
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@router.post("/predict", response_model=PredictOut, dependencies=[Depends(rate_limit_predict)])
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async def predict(req: PredictRequest, request: Request):
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"""对一场比赛调 LLM 预测。mode=multi(默认,5专家+终裁)、single 或 baseline。
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公开接口,仅做限流保护(不要求登录)。
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DB 连接优化:
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1. 短 read session 检查比赛存在性/状态
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2. 释放连接后调用 LLM(可能几十秒)
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3. 短 write session 保存 Prediction
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"""
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# 1. 短 read session: 检查比赛(连接立即释放)
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async with short_read() as session:
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m = await session.get(Match, req.match_id)
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if m is None:
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raise HTTPException(404, "match not found")
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if m.match_status == "finished":
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raise HTTPException(400, "该比赛已完赛,不再支持预测")
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# 2. 预测调用(不持有任何 DB 连接)
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try:
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result = await predict_match(
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req.match_id,
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model=req.model,
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prompt_version=req.prompt_version,
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mode=req.mode,
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)
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except ValueError as e:
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msg = str(e)
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if "已结算" in msg:
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raise HTTPException(409, msg)
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logger.warning("predict validation error: %s", e)
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raise HTTPException(404, "比赛不存在")
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except RuntimeError as e:
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logger.error("predict LLM error: %s", e)
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raise HTTPException(502, "LLM 预测失败,请查看服务器日志")
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except Exception as e:
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logger.exception("predict unexpected error")
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raise HTTPException(500, "预测失败,请查看服务器日志")
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# D2: 三种模式统一返回 PredictResult —— 字段映射单一化,无 dict 分支。
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# P3-2:baseline 已在服务层(predict_baseline)落库并回填真实 prediction_id,
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# 路由层不再需要特殊的 _persist_baseline,与 single/multi 路径统一。
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prediction_id = result.prediction_id
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# 3. 结果映射(无 DB 访问)
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logger.info(
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"预测完成 match=%s mode=%s pred=%s:%s (%s)",
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req.match_id, req.mode,
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result.pred_home_goals, result.pred_away_goals, result.pred_1x2,
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)
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return PredictOut(
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prediction_id=prediction_id,
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provider=result.provider,
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model=result.model,
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prompt_version=result.prompt_version,
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mode=req.mode,
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pred_home_goals=result.pred_home_goals,
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pred_away_goals=result.pred_away_goals,
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alt_pred_home_goals=result.alt_pred_home_goals,
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alt_pred_away_goals=result.alt_pred_away_goals,
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pred_1x2=result.pred_1x2,
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subjective_confidence=result.subjective_confidence,
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reasoning=result.reasoning,
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status=result.status,
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agent_outputs=result.agent_outputs,
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agent_weights=result.agent_weights,
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context=result.context,
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latency_ms=result.latency_ms,
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prompt_tokens=result.prompt_tokens,
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completion_tokens=result.completion_tokens,
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rate_limit_remaining=get_predict_rate_limit_remaining(request),
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)
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@router.get("/predictions", response_model=list[PredictionOut], dependencies=[Depends(require_admin)])
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async def list_predictions(
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match_id: int | None = None,
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limit: int = Query(50, ge=1, le=200),
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db: AsyncSession = Depends(get_db_read),
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):
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stmt = select(Prediction).options(selectinload(Prediction.match))
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if match_id:
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stmt = stmt.where(Prediction.match_id == match_id)
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stmt = stmt.order_by(Prediction.created_at.desc()).limit(limit)
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rows = (await db.execute(stmt)).scalars().all()
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return [
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PredictionOut(
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id=p.id,
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match_id=p.match_id,
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provider=p.provider,
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model=p.model,
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prompt_version=p.prompt_version,
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mode=p.mode or "single",
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pred_home_goals=p.pred_home_goals,
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pred_away_goals=p.pred_away_goals,
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alt_pred_home_goals=p.alt_pred_home_goals,
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alt_pred_away_goals=p.alt_pred_away_goals,
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pred_1x2=p.pred_1x2,
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subjective_confidence=p.subjective_confidence,
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reasoning=p.reasoning,
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status=p.status or "success",
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agent_outputs=p.agent_outputs,
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agent_weights=p.agent_weights,
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created_at=p.created_at,
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actual_home_goals=p.actual_home_goals,
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actual_away_goals=p.actual_away_goals,
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settled=p.settled,
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match=_match_dict(p.match) if p.match else None,
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)
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for p in rows
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]
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def _match_dict(m) -> dict | None:
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if m is None:
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return None
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return {
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"id": m.id,
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"league_code": m.league.code if m.league else None,
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"season": m.season,
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"home_team": m.home_team.name if m.home_team else "?",
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"away_team": m.away_team.name if m.away_team else "?",
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"home_team_zh": m.home_team.name_zh if m.home_team else None,
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"away_team_zh": m.away_team.name_zh if m.away_team else None,
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"match_date": m.match_date.isoformat() if m.match_date else None,
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"match_status": m.match_status,
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"home_goals": m.home_goals,
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"away_goals": m.away_goals,
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"match_stage": m.match_stage,
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}
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@router.get("/predictions/{prediction_id}", response_model=PredictionOut, dependencies=[Depends(require_admin)])
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async def get_prediction(prediction_id: int, db: AsyncSession = Depends(get_db_read)):
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p = await db.get(Prediction, prediction_id)
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if p is None:
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raise HTTPException(404, "prediction not found")
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return PredictionOut(
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id=p.id,
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match_id=p.match_id,
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provider=p.provider,
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model=p.model,
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prompt_version=p.prompt_version,
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mode=p.mode or "single",
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pred_home_goals=p.pred_home_goals,
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pred_away_goals=p.pred_away_goals,
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alt_pred_home_goals=p.alt_pred_home_goals,
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alt_pred_away_goals=p.alt_pred_away_goals,
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pred_1x2=p.pred_1x2,
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subjective_confidence=p.subjective_confidence,
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reasoning=p.reasoning,
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status=p.status or "success",
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agent_outputs=p.agent_outputs,
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agent_weights=p.agent_weights,
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created_at=p.created_at,
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actual_home_goals=p.actual_home_goals,
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actual_away_goals=p.actual_away_goals,
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settled=p.settled,
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)
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