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| """H04's postmortem and its packet (R1): traffic to a service stops while its pods stay up. | |
| Four narratives (an ingress host rule, an edge WAF rule, traffic-split weights, a DNS cut-over). Every one keeps | |
| the facts the checks read: the floors are in the catalog (action item 1, done), and action item 2 asks for a page | |
| when the service is under its floor for 5 minutes with its pods up, inside 15 minutes of traffic stopping. The | |
| evidence agrees with itself: the upstream flaps in bursts, the error-ratio page's firing and resolve times come | |
| from replaying the repo's own rule over the pull (`replay_ratio`), the ingress shows the same error share as the | |
| app while traffic flows, and what the edge did during the outage is in the packet. | |
| """ | |
| from __future__ import annotations | |
| import math | |
| from .. import promsim as ps | |
| from . import evidence as ev | |
| from . import then, variety | |
| from .items import Ticket | |
| from .people import crew | |
| from .vocab import public_zone | |
| from .prose_svc import _day, _pd_rows, paged_team, unique_key | |
| from .xscen import counter_from_rates, http_series, pods, rs_hash, series, up_values | |
| NARRATIVES = ("ingress", "edge", "weights", "dns") | |
| def replay_ratio(raws: list, thr: float, window: int = 5, for_: int = 10) -> tuple[int | None, int | None]: | |
| """(minute the error-ratio page fires, minute it resolves) for `sum(rate(5xx[5m])) / sum(rate(all[5m])) > thr` | |
| with `for: 10m`, evaluated every minute the way Prometheus extrapolates `rate()`.""" | |
| n = max(len(r.values) for r in raws) - 1 | |
| pending = fired = None | |
| for t in range(n + 1): | |
| bad = tot = 0 | |
| for r in raws: | |
| x = ps.extrapolated(r.values, t, window) | |
| if x is None: | |
| continue | |
| tot += x | |
| if r.labels.get("code", "").startswith("5"): | |
| bad += x | |
| cond = tot > 0 and bad / tot > thr | |
| if cond and pending is None: | |
| pending = t | |
| if cond and fired is None and pending is not None and t - pending >= for_: | |
| fired = t | |
| if not cond: | |
| if fired is not None: | |
| return fired, t | |
| pending = None | |
| return fired, None | |
| def _flapping(rng, T: float, n: int, err_on: int, drop: int) -> list[float]: | |
| """Bursts of 2-4 minutes at 2.4-5x the threshold, lulls of 1-2 minutes at 1.3-1.8x: over a 5m window the ratio | |
| stays above the threshold from the second minute on, and the last minute before the change is a burst.""" | |
| err = [rng.uniform(0.002, 0.006) for _ in range(n + 1)] | |
| m, burst = err_on, True | |
| while m < drop: | |
| k = rng.randint(2, 4) if burst else rng.randint(1, 2) | |
| for x in range(m, min(drop, m + k)): | |
| err[x] = T * (rng.uniform(2.4, 5.0) if burst else rng.uniform(1.3, 1.8)) | |
| m += k | |
| burst = not burst | |
| err[err_on] = err[err_on + 1] = T * rng.uniform(2.8, 3.4) | |
| err[drop - 1] = max(err[drop - 1], T * rng.uniform(2.6, 3.6)) | |
| return err | |
| def _ingress(rng, w, s, n, rps, err, host, drop, back, kind) -> tuple[list, int]: | |
| """nginx_ingress_controller_requests for the service's host, per controller pod: the app's own status mix while | |
| traffic flows (`rps` is what clients sent); during the outage whatever the narrative says the ingress did. | |
| Returns (series, requests that failed during the outage).""" | |
| ctrl = pods(rng, "ingress-nginx-controller", 2, rs_hash(rng)) | |
| out, lost = [], 0 | |
| for i, cp in enumerate(ctrl): | |
| share = [0.5 + (0.04 if i == 0 else -0.04)] * (n + 1) | |
| base = {"controller_class": "k8s.io/ingress-nginx", "controller_namespace": "ingress-nginx", "controller_pod": cp, | |
| "host": host, "method": "GET", "path": "/", "job": "ingress-nginx", "instance": f"10.{rng.randint(16, 31)}.0.{rng.randint(2, 99)}:10254"} | |
| app = {**base, "ingress": s.name, "namespace": w.namespace, "service": s.name} | |
| flow = [0.0 if drop <= m < back else r * sh for m, (r, sh) in enumerate(zip(rps, share))] | |
| for status, frac in (("200", lambda e: (1 - e) * 0.97), ("404", lambda e: (1 - e) * 0.03), ("500", lambda e: e)): | |
| rates = [x * frac(e) for x, e in zip(flow, err)] | |
| out.append(series("nginx_ingress_controller_requests", {**app, "status": status}, | |
| counter_from_rates(rng, rates, rng.randint(10**5, 10**6) if status == "200" else rng.randint(200, 4000)))) | |
| gone = [r * sh if drop <= m < back else 0.0 for m, (r, sh) in enumerate(zip(rps, share))] | |
| lost += int(sum(gone) * 60) | |
| if kind == "ingress": # the host matched no rule: the controller's default backend answered 404 | |
| lab = {k: v for k, v in base.items() if k != "path"} | |
| vals = counter_from_rates(rng, gone, 0) | |
| first = next((m for m, v in enumerate(vals) if v), None) | |
| out.append(series("nginx_ingress_controller_requests", {**lab, "status": "404"}, | |
| [None] * first + vals[first:] if first else vals)) | |
| elif kind == "weights": # both backends at weight 0: the ingress answered 503 itself | |
| vals = counter_from_rates(rng, gone, 0) | |
| first = next((m for m, v in enumerate(vals) if v), 0) | |
| out.append(series("nginx_ingress_controller_requests", {**app, "status": "503"}, [None] * first + vals[first:])) | |
| return out, lost | |
| def _cdn_csv(clock, rps, err, drop, back, host) -> str: | |
| """The CDN's per-minute status export for the host (what the edge answered, before anything reached us).""" | |
| rows = ["minute_utc,host,requests,status_2xx,status_403,status_4xx_other,status_5xx"] | |
| for m in range(len(rps)): | |
| r = rps[m] * 60 | |
| if drop <= m < back: | |
| rows.append(f"{clock.utc(m):%Y-%m-%dT%H:%M}Z,{host},{round(r)},0,{round(r)},0,0") | |
| else: | |
| e = round(r * err[m]) | |
| rows.append(f"{clock.utc(m):%Y-%m-%dT%H:%M}Z,{host},{round(r)},{round(r * 0.97) - e},0,{round(r * 0.03)},{e}") | |
| return "\n".join(rows) + "\n" | |
| def public_domain(w) -> str: | |
| """The zone customers use: the internal zone without its `corp.`/`int.` prefix.""" | |
| return public_zone(w.domain) | |
| def h04(item, w, rng) -> Ticket: | |
| s = w.svc(item.p["svc"]) | |
| team = paged_team(w, s.name) | |
| key = unique_key(w, w.company.key, rng.randint(2300, 2600)) | |
| pm = f"PM-{rng.randint(300, 480)}" | |
| date = _day(w, rng, 6, 20, weekday=True) | |
| clock = ev.Clock(date, rng.choice(["13:40", "10:15", "19:05", "11:20", "15:35", "09:50"]), w.company.utc_offset, | |
| w.company.tz_label) | |
| n, T = 110, float(s.err_thr) | |
| err_on, drop, back = rng.randint(6, 12), rng.randint(27, 31), rng.randint(80, 95) | |
| ev_rps = s.rps * rng.uniform(1.6, 2.2) | |
| err = _flapping(rng, T, n, err_on, drop) | |
| # what clients sent; when traffic comes back they retry what they queued for a quarter of an hour | |
| offered = [ev_rps * rng.uniform(0.94, 1.06) * (1 + (1.3 * math.exp(-(m - back) / 5) if m >= back else 0)) | |
| for m in range(n + 1)] | |
| rps = [0.0 if drop <= m < back else x for m, x in enumerate(offered)] # what reached the service | |
| raws = http_series(rng, w, s.name, n, rps, err, s.pods, post=rng.uniform(0.1, 0.4)) | |
| fire, res = replay_ratio(raws, T) | |
| if fire is None or res is None or not (fire < drop <= res): | |
| raise RuntimeError(f"H04 packet for {s.name}: the error-ratio page fires at {fire}, resolves at {res}") | |
| ups = [series("up", {"service": s.name, "job": s.name, "namespace": w.namespace, "instance": i, "pod": p}, up_values(n)) | |
| for i, p in sorted({(r.labels["instance"], r.labels["pod"]) for r in raws})] | |
| kind = variety.card(w, "H04:pm", list(NARRATIVES)) | |
| host = f"{s.name}.{public_domain(w)}" | |
| edge, lost = _ingress(rng, w, s, n, offered, err, host, drop, back, kind) | |
| path = f"incidents/{pm}" | |
| files = {f"{path}/query-range/{s.name}-requests.json": ev.query_range(raws, clock), | |
| f"{path}/query-range/{s.name}-up.json": ev.query_range(ups, clock), | |
| f"{path}/query-range/ingress-{s.name}.json": ev.query_range(edge, clock)} | |
| if kind == "edge": | |
| files[f"{path}/cdn-{host}-status.csv"] = _cdn_csv(clock, offered, err, drop, back, host) | |
| alert = f"{s.camel}HighErrorRatio" | |
| lab = then.labels(w, alert, s.name) or {"alertname": alert, "service": s.name, "severity": "page", "team": team} | |
| files[f"{path}/slack-alerts.txt"] = "\n".join([ | |
| f"{clock.hm(fire)} {then.title(w, lab, receiver_prefix='slack-')}", | |
| f"{clock.hm(res)} {then.title(w, lab, 'resolved', receiver_prefix='slack-')}"]) + "\n" | |
| p = crew(w, rng, team, 3) | |
| found = drop + rng.randint(35, 45) | |
| k1 = unique_key(w, w.company.key, rng.randint(2100, 2290)) | |
| k3 = unique_key(w, "PLAT", rng.randint(400, 900)) | |
| from .prose_pm_text import postmortem | |
| files[f"{path}/postmortem.md"] = postmortem(kind, w, rng, s=s, pm=pm, date=date, clock=clock, team=team, p=p, | |
| alert=alert, fire=fire, res=res, drop=drop, back=back, found=found, | |
| err_on=err_on, lost=lost, keys=(k1, key, k3), host=host) | |
| page_at = clock.iso(fire) | |
| files[f"{path}/pagerduty-incidents.csv"] = ev.pagerduty_csv(_pd_rows(rng, w, clock, [ | |
| {"created_on": page_at, "service_name": f"{then.pager(w, lab) or team} (prod)", "title": then.title(w, lab), | |
| "urgency": "high", "status": "resolved", "acknowledged_by": p[0].full, "resolved_on": clock.iso(res)}])) | |
| title, body = variety.card(w, "H04", [ | |
| (f"{pm} action item 2: page on {s.name} traffic loss", | |
| f"Item 2 of the action items in `{path}/postmortem.md`. The floors went into the catalog last week; nothing " | |
| f"reads them yet."), | |
| (f"{s.name}: no page when traffic stopped ({pm}, item 2)", | |
| f"See the postmortem and the pulls in `{path}/`. {p[2].first} asked that the page lands with " | |
| f"{w.svc(s.name).team}, who own {s.name} (ownership.yaml)."), | |
| (f"follow-up from {pm}: {s.name} traffic floor page", | |
| f"The postmortem's second action item is ours. Catalog floors are merged (item 1), so the page can use them. " | |
| f"Packet and writeup: `{path}/`."), | |
| (f"{pm} action 2 ({s.name})", | |
| f"Picking up action item 2 from `{path}/postmortem.md`. {p[1].first} would like it done before the next " | |
| f"ingress or DNS change window.")]) | |
| return Ticket(key, title, body, p[2], files) | |