Files
Profeto/src/data/understat.py
T
shangfangjian 0980c2242a feat: P0-02/P0-03/P0-05 数据库时间语义与约束
P0-02: MatchStats 增加 source/source_record_id/retrieved_at/available_at
        context_builder 过滤统计数据时检查 available_at <= cutoff
P0-03: Prediction 增加 match_kickoff_at/prediction_created_at/prediction_cutoff_at
        明确区分比赛时间/预测创建时间/数据截止时间
P0-05: Prediction 增加 status 字段(success/failed/degraded)
        数据库 CHECK 约束

Alembic: 0005_prediction_status_and_stats_provenance

P1-02: injuries as_of 不再截断为 date,保持 datetime 精度
2026-09-15 02:04:25 +08:00

159 lines
5.6 KiB
Python

"""Understat xG 数据源。
迁移自旧项目 app/data/sources/understat.py,改成 async。
使用 Repository 模式进行数据访问,不直接控制事务。
"""
from __future__ import annotations
import asyncio
import json
import logging
import random
import re
from datetime import datetime, timezone
from sqlalchemy import func, select
from src.core.http_client import get_client
from src.data.config import FDCO_TO_UNDERSTAT, LEAGUE_NAMES
from src.data.normalize import normalize_understat
from src.data.sources import register
from src.db.models import League, Match, MatchStats, Team
logger = logging.getLogger(__name__)
UNDERSTAT_BASE = "https://understat.com/getLeagueData/{league}/{season}"
async def fetch_understat(league_code: str, season: int) -> list[dict]:
"""抓取 understat 单赛季 xG 数据。
Args:
league_code: fdco 风格代码,如 'E0'
season: 赛季起始年,如 2025 表示 2025-2026 赛季
Returns:
比赛数组,每项含 datetime/h/a/xG
"""
understat_league = FDCO_TO_UNDERSTAT.get(league_code)
if understat_league is None:
raise ValueError(f"未知联赛代码: {league_code}")
url = UNDERSTAT_BASE.format(league=understat_league, season=season)
headers = {
"User-Agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36",
"X-Requested-With": "XMLHttpRequest",
"Referer": f"https://understat.com/league/{understat_league}/{season}",
}
# 重试:网络错误 / 5xx / 429
last_exc: Exception | None = None
for attempt in range(3):
try:
client = get_client()
resp = await client.get(url, headers=headers, timeout=30)
resp.raise_for_status()
break
except Exception as e:
last_exc = e
if attempt == 2:
raise
delay = min(2 ** attempt, 8) + random.uniform(0, 1)
logger.warning("understat fetch failed, retry %d in %.1fs: %s", attempt + 1, delay, e)
await asyncio.sleep(delay)
else:
raise RuntimeError(f"understat fetch failed: {last_exc}")
# understat 返回 JS 对象,需要提取 JSON
text = resp.text
# 匹配 var datesData = JSON.parse('...');
match = re.search(r"var\s+datesData\s*=\s*JSON\.parse\('([^']+)'\)", text)
if not match:
logger.warning("understat 响应格式不符: %s...", text[:200])
return []
decoded = match.group(1).encode().decode("unicode_escape")
data = json.loads(decoded)
return data
@register
class UnderstatSource:
"""understat xG 数据源(实现 DataSource 协议)。"""
name = "understat"
async def ingest(self, db, *, league: str, season: int) -> dict:
"""采集 understat xG → 回填到现有 Match。只回填 xG 字段,不创建新 Match。
注意: 本方法不控制事务(commit/rollback),由调用方通过 UnitOfWork 控制。
"""
from src.db.repositories import LeagueRepository, MatchRepository, TeamRepository
result = {"updated": 0, "skipped": 0, "unmatched": 0, "errors": []}
try:
raw_matches = await fetch_understat(league, season)
except Exception as e:
logger.exception("understat fetch failed for %s %s", league, season)
result["errors"].append(f"fetch failed: {e}")
return result
# 使用 Repository
league_repo = LeagueRepository(db)
team_repo = TeamRepository(db)
match_repo = MatchRepository(db)
# 查联赛
league_obj = await league_repo.get_by_code(league)
if league_obj is None:
result["errors"].append(f"league {league} not found in DB")
return result
for raw in raw_matches:
if not raw.get("isResult"):
continue
try:
nm = normalize_understat(raw, league)
if nm is None:
result["skipped"] += 1
continue
except Exception as e:
result["errors"].append(f"normalize: {e}")
continue
# 匹配已有 Match(天级) - 使用 Repository
home_team = await team_repo.get_by_name(nm.home_team)
away_team = await team_repo.get_by_name(nm.away_team)
if home_team is None or away_team is None:
result["unmatched"] += 1
continue
existing = await match_repo.find_by_teams_and_date(
league_obj.id, home_team.id, away_team.id, nm.date
)
if existing is None:
result["unmatched"] += 1
continue
# 回填 xG
if existing.stats is None and (nm.home_xg is not None or nm.away_xg is not None):
now = datetime.now(timezone.utc)
existing.stats = MatchStats(
match_id=existing.id,
source="understat",
source_event_id=str(raw.get("id", "")),
retrieved_at=now,
available_at=now,
)
db.add(existing.stats)
await db.flush()
if existing.stats is not None:
if existing.stats.home_xg is None and nm.home_xg is not None:
existing.stats.home_xg = nm.home_xg
result["updated"] += 1
if existing.stats.away_xg is None and nm.away_xg is not None:
existing.stats.away_xg = nm.away_xg
# 注意: 不在此处 commit,由调用方 UnitOfWork 控制事务
return result