"""A3 三分法流失 + B2 该回未回。""" from __future__ import annotations from app.analytics import metrics from app.db.models import Customer, MsgDailyStats, Staff _NOW = 1756950000000 # 相对时间基准(绝对日期无关紧要,断言全部相对此值自洽) def _cust(friend_id, *, last_chat=None, user_id="u1", delete=0, block=None): return Customer(friend_id=friend_id, channel="wechat", owner_account_id="wx1", user_id=user_id, last_chat_time=last_chat, delete_flag=delete, is_block=block) async def _seed_churn(session): now = _NOW day_ms = 86_400_000 session.add(Staff(user_id="u9", name="离职的", is_on_job=False)) session.add(Staff(user_id="u1", name="在职的", is_on_job=True)) # 真流失:45 天没聊 + 历史消息 ≥5 session.add(_cust("c_real", last_chat=now - 45 * day_ms)) # 历史消息不足 5 → 不算真流失 session.add(_cust("c_few", last_chat=now - 45 * day_ms)) # 只沉默 10 天 → 不入 30 档 session.add(_cust("c_recent", last_chat=now - 10 * day_ms)) # 从未激活 session.add(_cust("c_null", last_chat=None)) # 待交接:归属离职员工 session.add(_cust("c_hand", user_id="u9", last_chat=now - 3 * day_ms)) # 已删好友 → 全部剔除 session.add(_cust("c_del", last_chat=now - 45 * day_ms, delete=1)) # 历史消息量:real=6(≥5),few=2 for peer, n in (("c_real", 6), ("c_few", 2)): session.add(MsgDailyStats(channel="wechat", owner_account_id="wx1", peer_kind="friend", peer_id=peer, day=20260601, send_cnt=n, recv_cnt=0, last_ts=now - 50 * day_ms, last_is_send=True)) await session.commit() async def test_churn_real_tier30(make_client, monkeypatch): monkeypatch.setattr(metrics, "_now_ms", lambda: _NOW) async def seed(session): await _seed_churn(session) page = await metrics.churn(session, channel="wechat", kind="real", tier=30, min_msgs=5, page=1, page_size=20) ids = [r["friend_id"] for r in page["items"]] assert "c_real" in ids and "c_few" not in ids assert "c_recent" not in ids and "c_del" not in ids real = next(r for r in page["items"] if r["friend_id"] == "c_real") assert real["hist_msgs"] == 6 and real["active_days"] == 1 await make_client(seed) async def test_churn_inactive_and_handover(make_client, monkeypatch): monkeypatch.setattr(metrics, "_now_ms", lambda: _NOW) async def seed(session): await _seed_churn(session) p1 = await metrics.churn(session, channel="wechat", kind="inactive", tier=30, min_msgs=5, page=1, page_size=20) assert {r["friend_id"] for r in p1["items"]} == {"c_null"} p2 = await metrics.churn(session, channel="wechat", kind="handover", tier=30, min_msgs=5, page=1, page_size=20) assert {r["friend_id"] for r in p2["items"]} == {"c_hand"} await make_client(seed) async def test_churn_endpoint_422(make_client): async def seed(session): ... client = await make_client(seed) r = await client.get("/api/analytics/churn", params={"tier": 45}) assert r.status_code == 422 r2 = await client.get("/api/analytics/churn", params={"channel": "sms"}) assert r2.status_code == 422