"""A1 总览指标:卡片/首沟通口径/环比(仅周月)/异常警示。""" from __future__ import annotations from app.analytics import metrics from app.db.models import ( MsgDailyStats, PhoneCall, StatDailyStaff, WechatAccount, ) _TODAY = 20260904 # 测试统一用固定 day 键,monkeypatch today_key async def _seed(session): session.add(WechatAccount(wx_id="wx1", user_id="u1", user_name="张三")) # 昨日(20260903):u1 90 条;前 7 日均值(20260827-0902):每天 200 → 偏离 -55%>50% 触发 # (阈值是严格 >0.5——正好 -50% 不触发,seed 用 90) for day, sent in [(20260827, 200), (20260828, 200), (20260829, 200), (20260830, 200), (20260831, 200), (20260901, 200), (20260902, 200), (20260903, 90)]: session.add(StatDailyStaff(day=day, channel="wechat", user_id="u1", msg_sent=sent, msg_recv=0, active_friends=5, active_rooms=1)) # 当日 rollup 行(active_staff 卡片读 stat_daily_staff,必须有当日行) session.add(StatDailyStaff(day=20260904, channel="wechat", user_id="u1", msg_sent=15, msg_recv=7, active_friends=1, active_rooms=1)) # 当日 + 首沟通:t1 当日首现(首沟通=1),t2 早在 20260827 就有(不算) session.add(MsgDailyStats(channel="wechat", owner_account_id="wx1", peer_kind="friend", peer_id="t1", day=20260904, send_cnt=10, recv_cnt=5, last_ts=1788500000000, last_is_send=True)) session.add(MsgDailyStats(channel="wechat", owner_account_id="wx1", peer_kind="friend", peer_id="t2", day=20260827, send_cnt=3, recv_cnt=0, last_ts=1787800000000, last_is_send=True)) session.add(MsgDailyStats(channel="wechat", owner_account_id="wx1", peer_kind="room", peer_id="r1", day=20260904, send_cnt=7, recv_cnt=0, last_ts=1788500000000, last_is_send=True)) # 通话时间戳必须是 2026-09-04 当日(1756950000000 是 2025 年——坑) session.add(PhoneCall(call_id="c1", channel="voice_call", start_call_time=1788500000000, call_duration=60)) await session.commit() async def test_overview_today(make_client, monkeypatch): monkeypatch.setattr(metrics, "today_key", lambda: _TODAY) async def seed(session): await _seed(session) out = await metrics.overview(session, channel="wechat", scope="today") assert out["cards"]["msg_total"] == 22 # (10+5)+(7+0) assert out["cards"]["active_customers"] == 1 # peer_kind=friend 去重,群不计 assert out["cards"]["active_staff"] == 1 assert out["cards"]["call_cnt"] == 1 assert out["cards"]["first_contact"] == 1 # t1 全史 MIN(day)=今日;t2 不是 assert out["cards"].get("mom_total_delta") is None # 今日无环比 await make_client(seed) async def test_anomaly_yesterday_vs_prev7(make_client, monkeypatch): monkeypatch.setattr(metrics, "today_key", lambda: _TODAY) async def seed(session): await _seed(session) a = await metrics.anomaly(session, channel="wechat") assert a is not None assert a["total_delta_pct"] <= -0.5 # 90 vs 均值 200 = -55%(严格 >50% 触发) staff = {s["user_id"]: s for s in a["staff"]} assert staff["u1"]["yesterday"] == 90 assert staff["u1"]["prev7_mean"] == 200.0 await make_client(seed) async def test_overview_fallback_when_rollup_empty(make_client, monkeypatch): """stat_daily_staff 空表 → 员工卡片回退实时聚合 msg_daily_stats(部署即用)。""" monkeypatch.setattr(metrics, "today_key", lambda: _TODAY) async def seed(session): session.add(WechatAccount(wx_id="wx1", user_id="u1")) session.add(MsgDailyStats(channel="wechat", owner_account_id="wx1", peer_kind="friend", peer_id="t1", day=20260904, send_cnt=2, recv_cnt=1, last_ts=1788500000000, last_is_send=True)) await session.commit() out = await metrics.overview(session, channel="wechat", scope="today") assert out["cards"]["active_staff"] == 1 assert out["cards"]["msg_total"] == 3 await make_client(seed)