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fangke/server/tracker/services/ingest.py
T
浅念 59de51c062 feat: 来源归因规则引擎(渠道/AI/搜索词/诚实状态/历史重算)
- constants 规则库 v1:AI/引擎/社交域名表、搜索词参数白名单、付费点击参数、
  应用内 UA 标记、CHANNELS 枚举;page_view 白名单开 nav_type/prerendering
- services/attribution.classify 纯函数:付费>AI>引擎>社交>referral 分层,
  UTM 证据叠加(combined/conflict/label_only),应用内 UA 叠加/兜底,
  引擎 TLD 国家 variant,搜索词白名单提取(Google 恒空不虚构)
- SourceClassification 派生表(迁移 0004):first_touch/session_entry 双 scope,
  rule_version 可追溯
- ingest 增量 best-effort:首访客/新会话时分类落库(savepoint+静默,
  失败不影响采集);validation 对 page_view referrer 完整 URL 参数清洗+截500
- recompute_attribution 命令:全量/按站幂等重算
- API:访客列表归因五字段+channel 筛选、详情 attribution 块(含最近5会话入口)、
  dashboard channels 聚合(sources 原口径保留);TS VisitorListParams 加 channel
- 测试 97 → 124(引擎20 + 集成/接口7)

Co-Authored-By: Claude Code <noreply@anthropic.com>
2026-09-16 17:03:15 +08:00

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"""批量入库服务:访客/会话 get_or_create、事件幂等写入、聚合更新。
并发不变量(四轮审查收口):
① event 绝不重复入库:uq_site_event + bulk_create(ignore_conflicts=True) + 入库前 existed 预查
+ 同批 event_id 去重(seen_eids);
② 重放命中的事件不参与会话聚合(new_events 只含未入库事件);
③ visit_count/active_days/event_count/duration_ms/stay_ms 全走 F 表达式,
filter().update() 避免 read-modify-write 全量 save() 用旧值覆盖并发赢家;
④ 会话 ended_at 用 Greatest 只前进不回退,乱序批次不改早结束时间;
⑤ 同批切分出的会话段按"原始 sid"缓存复用,后续事件不再切分。
已接受的残余风险(M1 不修):existed 预查与 bulk_create 之间存在毫秒级 TOCTOU 窗口——
并发请求在预查后、写入前提交同一 event_id 时,本请求的 ignore_conflicts 静默吞掉冲突,
但该事件已被计入 new_events 参与聚合,聚合可能双计。窗口极窄且仅影响并发重放场景。
"""
from datetime import timedelta
from django.db import transaction, IntegrityError
from django.db.models import F, Q
from django.db.models.functions import Greatest
from django.utils import timezone
from tracker import constants as C
from tracker.models import SourceClassification, Visitor, VisitSession, Event
from tracker.services.validation import validate_event
from tracker.services.attribution import classify
from tracker.services.geo import resolver as _geo # 模块级单例(勿实例化,11MB/份)
_FIELD_LEN = {"device_type": 16, "os": 64, "browser": 64, "language": 32, "screen": 32}
_CLASS_FIELDS = ("channel", "platform", "variant", "search_term",
"evidence_kind", "resolution", "detail")
def _clean_utm(d):
"""utm 键白名单(utm_* 前缀)+ 截断——任意字符串不得经 utm 入库渲染。"""
return {k[:50]: str(v)[:100] for k, v in (d or {}).items()
if isinstance(k, str) and k.startswith("utm_")}
def _geo_field(g, key):
"""geo 值归一:缺失段的 "0"/"" 占位统一为空串。geo dict 被 lru_cache 共享,只读勿改。"""
v = (g or {}).get(key, "")
return v if v not in ("", "0") else ""
def _first_pageview_referrer(events) -> str:
"""本批第一条带 referrer 的 page_view 的完整来源 URL(旧版 SDK 无此字段 → "")。"""
for ev in events:
if isinstance(ev, dict) and ev.get("event_name") == "page_view":
r = (ev.get("properties") or {}).get("referrer")
if isinstance(r, str) and r:
return r
return ""
def _referrer_url(domain, full: str) -> str:
"""分类入参统一为完整 URL:优先 page_view 的完整 referrer(含搜索词),
缺失时用 ctx 的 referrer_domain 合成(丢查询串,搜索词无法找回——诚实降级)。"""
if full:
return full
d = str(domain or "").strip().lower().strip("/")
return f"https://{d}" if d else ""
def _classify_and_store(*, site, visitor, session, scope, referrer_url,
utm, landing_path, ua):
"""来源分类落库(best-effort):任何失败静默吞掉,绝不影响采集主流程。
savepoint 隔离——DB 异常不至于标记外层采集事务需回滚。"""
try:
with transaction.atomic():
r = classify(referrer_url=referrer_url, utm=utm or {},
landing_path=landing_path or "", ua=ua or "",
internal_domains=site.domains or [])
vals = {"channel": (r["channel"] or "")[:32],
"platform": (r["platform"] or "")[:64],
"variant": (r["variant"] or "")[:64],
"search_term": (r["search_term"] or "")[:200],
"evidence_kind": (r["evidence_kind"] or "")[:32],
"resolution": (r["resolution"] or "")[:16],
"detail": r["detail"] or {}, "session": session}
if session is None: # first_touch:键 site+visitor+scope(每访客一行)
SourceClassification.objects.update_or_create(
site=site, visitor=visitor, scope=scope, defaults=vals)
else: # session_entry:键 site+session+scope(每会话一行)
SourceClassification.objects.update_or_create(
site=site, session=session, scope=scope,
defaults={**vals, "visitor": visitor})
except Exception:
pass
def _touch_visitor(site, vid, ctx, ip):
env = {k: str(ctx.get(k, "") or "")[:n] for k, n in _FIELD_LEN.items()}
# Task16 联调发现:键名映射缺口——SDK context 发 "timezone",模型字段是 timezone_name,
# 同名推导的 _FIELD_LEN 取不到值,导致 timezone_name 恒空。
env["timezone_name"] = str(ctx.get("timezone", "") or "")[:64]
v, created = Visitor.objects.get_or_create(
site=site, visitor_id=vid, defaults={**env, "last_ip": ip})
now = timezone.now()
upd = {"last_seen_at": now} # 聚合字段一律 filter().update(),避免并发下全量 save() 用旧值覆盖赢家
if created:
upd.update(first_referrer_domain=(ctx.get("referrer_domain") or "")[:200],
first_utm=_clean_utm(ctx.get("utm")),
first_landing_path=(ctx.get("path") or "")[:500],
last_active_date=now.date(), active_days=1)
elif not Visitor.objects.filter(pk=v.pk, last_active_date=now.date()).exists():
upd.update(last_active_date=now.date(), active_days=F("active_days") + 1)
if ip:
upd["last_ip"] = ip
g = _geo.resolve(ip)
if g:
upd.update(country=_geo_field(g, "country")[:64],
province=_geo_field(g, "province")[:64],
city=_geo_field(g, "city")[:64])
Visitor.objects.filter(pk=v.pk).update(**upd)
return v, created # created 供首触来源分类(ingest_batch 消费)
def _get_session(site, visitor, sid, ctx, occurred_at, ua="", referrer_url=""):
"""会话权威在 SDK;服务端兜底:同 session_id 族(s1、s1#2…)距最后事件>30min 切分后缀段。
空闲比较必须取整个会话族的最大 ended_at:若只查根段(session_id=sid 精确匹配),
切分一次后根段 ended_at 陈旧,后续小间隔批次会反复误判超时、每批新开段(visit_count 灌倍)。
"""
idle = timedelta(milliseconds=C.SESSION_IDLE_MS)
fam = list(VisitSession.objects.filter(
Q(session_id=sid) | Q(session_id__startswith=sid + "#"), site=site))
last = max(fam, key=lambda s: s.ended_at) if fam else None
if last and occurred_at - last.ended_at > idle:
suffix = 2 + sum(1 for s in fam if s.session_id.startswith(sid + "#"))
sid, sess = f"{sid}#{suffix}", None
else:
sess = last
if not sess:
try:
with transaction.atomic(): # savepoint:IntegrityError 后外层事务还能继续
sess = VisitSession.objects.create(
site=site, visitor=visitor, session_id=sid,
started_at=occurred_at, ended_at=occurred_at,
referrer_domain=(ctx.get("referrer_domain") or "")[:200],
utm=_clean_utm(ctx.get("utm")),
landing_path=(ctx.get("path") or "")[:500])
except IntegrityError: # 并发同 sid 同时切分出相同后缀撞 uq_site_session——重查复用
sess = VisitSession.objects.filter(site=site, session_id=sid).first()
if not sess:
raise
Visitor.objects.filter(pk=visitor.pk).update(visit_count=F("visit_count") + 1)
# 新会话入口来源分类(best-effort):创建成功与并发撞键重查两条路径都会走到,
# 同键 upsert 幂等——赢家请求已写时这只是覆写同值。
_classify_and_store(site=site, visitor=visitor, session=sess,
scope="session_entry",
referrer_url=_referrer_url(ctx.get("referrer_domain"), referrer_url),
utm=_clean_utm(ctx.get("utm")),
landing_path=str(ctx.get("path") or ""), ua=ua)
return sess
@transaction.atomic
def ingest_batch(site, payload: dict, ip: str | None = None, ua: str = "") -> dict:
now = timezone.now()
ctx = payload.get("context") or {}
events = payload.get("events") or []
result = {"accepted": 0, "duplicated": 0, "rejected": []}
if not payload.get("visitor_id") or not payload.get("session_id"):
return {"accepted": 0, "duplicated": 0,
"rejected": [{"reason": "invalid_payload"}]}
if not events or len(events) > C.MAX_EVENTS_PER_BATCH:
return {"accepted": 0, "duplicated": 0,
"rejected": [{"reason": "batch_size_invalid"}]}
visitor, created = _touch_visitor(site, payload["visitor_id"], ctx, ip)
geo = _geo.resolve(ip) if ip else None
is_bot = any(k in (ua or "").lower() for k in C.BOT_UA_KEYWORDS)
if is_bot:
Visitor.objects.filter(pk=visitor.pk).update(is_bot=True)
# 首触来源分类(best-effort):首批 page_view 的完整 referrer 优先(含搜索词),
# 旧 SDK 只有 ctx.referrer_domain 时合成降级。仅在访客首次建档时写一次。
pv_referrer = _first_pageview_referrer(events)
if created:
_classify_and_store(site=site, visitor=visitor, session=None, scope="first_touch",
referrer_url=_referrer_url(ctx.get("referrer_domain"), pv_referrer),
utm=_clean_utm(ctx.get("utm")),
landing_path=str(ctx.get("path") or ""), ua=ua or "")
ready, session_cache, seen_eids = [], {}, set()
for i, ev in enumerate(events):
reason = validate_event(ev)
if reason:
result["rejected"].append({"index": i, "event_id": ev.get("event_id", ""),
"reason": reason})
continue
if ev["event_id"] in seen_eids: # 同批重复 event_id:只入一份,防聚合/计数灌倍
result["duplicated"] += 1
continue
seen_eids.add(ev["event_id"])
occ = ev["occurred_at"]
sid = payload["session_id"]
sess = session_cache.get(sid)
if not sess:
sess = _get_session(site, visitor, sid, ctx, occ, ua=ua or "",
referrer_url=pv_referrer)
session_cache[sid] = sess # 按原始 sid 存:切分后 sess.session_id 是 "s1#2",
# 若按它存,同批后续事件按 "s1" 查会 miss → 每条再切新会话
ready.append(Event(
site=site, visitor=visitor, session=sess,
event_id=ev["event_id"], event_name=ev["event_name"],
occurred_at=occ, path=(ev.get("path") or "")[:500],
title=(ev.get("title") or "")[:200],
properties=ev.get("properties") or {},
ip=ip, late=abs((now - occ).total_seconds()) > C.CLOCK_SKEW_LATE_SEC,
country=_geo_field(geo, "country")[:64], province=_geo_field(geo, "province")[:64],
city=_geo_field(geo, "city")[:64], is_bot=is_bot))
if ready:
existed = set(Event.objects.filter(
site=site, event_id__in=[e.event_id for e in ready]
).values_list("event_id", flat=True))
new_events = [e for e in ready if e.event_id not in existed] # 重放命中的不参与聚合!
Event.objects.bulk_create(new_events, ignore_conflicts=True)
result["accepted"] = len(new_events)
result["duplicated"] += len(ready) - len(new_events) # += :累加同批去重已计入的份数
for sess in {e.session for e in new_events}:
se = [e for e in new_events if e.session.pk == sess.pk]
new_end = max(x.occurred_at for x in se)
span_ms = int((new_end - min(x.occurred_at for x in se)).total_seconds() * 1000)
stay_add = sum(int(e.properties.get("active_ms", 0) or 0)
for e in se if e.event_name == "page_stay")
VisitSession.objects.filter(pk=sess.pk).update(
ended_at=Greatest(F("ended_at"), new_end), # 只前进不回退,防乱序批次改早结束时间
event_count=F("event_count") + len(se),
duration_ms=F("duration_ms") + span_ms,
stay_ms=F("stay_ms") + stay_add) # 有效停留单独累计,供访客"总停留"取数
return result