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appears), H04 (traffic into the void), H06 (value in labels keeps an alert pending)."""
from __future__ import annotations
import copy
import random
from . import prose_svc as prose
from .items import Item, outcome_entry, svc_class
from .model import home_group, World, add_rules, first_rule, replace_rule, rules_named
from .repo import down_rule, err_sel, error_ratio_rule, ingress_ratio_expr
from .xscen import G, background, http_series, series, up_values
def _targets(rng, w, svc, n, down=None, vanish=None, back=None, k=3):
from .xscen import ip
s = w.svc(svc)
out = []
for i in range(k):
lab = {"service": svc, "job": svc, "namespace": w.namespace, "instance": f"{ip(rng)}:8080"}
if s.cluster:
lab["cluster"] = w.clusters[0]
d = down[i] if isinstance(down, list) else down
out.append(series("up", lab, up_values(n, d, vanish, back)))
return out
# Error-ratio blip (RT-4): two minutes at 2.6x the threshold on a 0.2x baseline. A 5m window over 1m samples
# holds four increments: with both bad minutes in it the ratio is 1.4x, with one it is 0.8x, so the condition
# is true on three evaluations. README's `for: 10m` (anything from 3m up) stays silent; no `for` pages.
BLIP_AT = 20
BLIP_BOUND = 0.85
def blip_err(T: float, n: int, base: float = 0.2) -> list[float]:
return [2.6 * T if BLIP_AT <= m < BLIP_AT + 2 else base * T for m in range(n + 1)]
def drop_for(names):
"""The fixed rules with their `for` removed (the A-flap-for0 shape)."""
def f(files, am):
for n in names:
for _, _, r in rules_named(files, n):
r.pop("for", None)
return f
# ---------------------------------------------------------------------------- H01
class RegexAbsent(Item):
"""One legacy Down rule covers two services with `absent(up{service=~"a|b"})`: it never fires when only
one of them leaves discovery (sp1)."""
code, kind, ticket_like = "H01", "outcome", True
@staticmethod
def prepare(w: World, rng: random.Random) -> tuple[str, str] | None:
by_prefix: dict[str, list] = {}
for s in w.services:
by_prefix.setdefault(s.name.split("-")[0], []).append(s)
pairs = [v for v in by_prefix.values() if len(v) == 2 and v[0].team == v[1].team]
if pairs:
a, b = rng.choice(pairs)
return a.name, b.name
return None
def setup(self, w, rng):
pair = self.prepare(w, rng)
if pair is None:
return False
a, b = pair
self.p.update(a=a, b=b, prefix=a.split("-")[0], team=w.svc(a).team)
self.p["legacy"] = f"{self.p['prefix'].capitalize()}Down"
# FA-1: in the pristine repo both services' Down alert is this legacy rule; a fix that keeps its name is
# accepted here, so the other items have to accept that name as "the service's Down alert" too
legacy = w.notes.setdefault("legacy_down", {})
legacy[a] = legacy[b] = self.p["legacy"]
self.names = {f"{w.svc(a).camel}Down", f"{w.svc(b).camel}Down"}
self.touch = self.names | {self.p["legacy"]}
self.p["ops"] = f"{w.company.key}-{rng.randint(1500, 2400)}"
return True
def break_(self, files, am, w):
a, b, pre = self.p["a"], self.p["b"], self.p["prefix"]
sa = w.svc(a)
rule = first_rule(files, f"{sa.camel}Down")
legacy = {"alert": self.p["legacy"],
"expr": f'absent(up{{service=~"{a}|{b}"}}) or sum by (service) (up{{service=~"{pre}-.*"}}) == 0',
"for": rule.get("for", "3m"), "labels": dict(rule["labels"]),
"annotations": {"summary": f"{pre} has no healthy scrape targets",
"runbook_url": w.runbook(self.p["legacy"])},
"_comment": [f"one rule for both {pre} services, see {self.p['ops']}"]}
replace_rule(files, f"{sa.camel}Down", [legacy])
replace_rule(files, f"{w.svc(b).camel}Down", [])
def spec(self, w, rng):
a, b, n, tv = self.p["a"], self.p["b"], 30, 20
groups = []
def grp(name, skip, fam, build):
g = G(self.rid, name, n)
g.series += background(w, rng, n, skip) + build()
fam(g)
g.labelless()
groups.append(g.done())
grp("vanish_one", {a}, lambda g: (g.fire(tv + 10, a), g.quiet(0, tv + 1, a)),
lambda: _targets(rng, w, a, n, vanish=tv))
grp("vanish_other", {b}, lambda g: (g.fire(tv + 10, b), g.quiet(0, tv + 1, b)),
lambda: _targets(rng, w, b, n, vanish=tv))
grp("vanish_both", {a, b}, lambda g: (g.fire(tv + 10, a), g.fire(tv + 10, b)),
lambda: _targets(rng, w, a, n, vanish=tv) + _targets(rng, w, b, n, vanish=tv))
grp("flap_2m", {a}, lambda g: g.quiet(0, n, a), lambda: _targets(rng, w, a, n, vanish=tv, back=tv + 2))
grp("partial", {a}, lambda g: g.quiet(0, n, a), lambda: _targets(rng, w, a, n, down=[(10, 99), None, None]))
grp("all_up_zero", {a}, lambda g: (g.fire(20, a, "F_regress"), g.quiet(0, 11, a)),
lambda: _targets(rng, w, a, n, down=(10, 99)))
e = outcome_entry(self, w, {a: svc_class(w, a), b: svc_class(w, b)})
return e, groups
def variants(self, w):
a, b = w.svc(self.p["a"]), w.svc(self.p["b"])
def per_service(expr_fn, for_):
def f(files, am):
for s in (a, b):
for _, _, r in rules_named(files, f"{s.camel}Down"):
r["expr"], r["for"] = expr_fn(s.name), for_
return f
def keep_legacy(files, am):
legacy = copy.deepcopy(files)
self.break_(legacy, am, w)
rule = first_rule(legacy, self.p["legacy"])
home = next(f for f in files.values() for g in f.groups for r in g["rules"] if r.get("alert") == f"{a.camel}Down")
home.groups[0]["rules"].append(rule)
def pristine(files, am):
self.break_(files, am, w)
def static_label(files, am):
self.break_(files, am, w)
for _, _, r in rules_named(files, self.p["legacy"]):
r["labels"]["service"] = a.name
return [
("oracle", lambda f, m: None, "accept"),
("absent_over_time_5m_for_2m", per_service(
lambda s: f'absent_over_time(up{{service="{s}"}}[5m]) or sum by (service) (up{{service="{s}"}}) == 0', "2m"),
"accept"),
("absent_max_for_10m", per_service(
lambda s: f'absent(up{{service="{s}"}}) or max by (service) (up{{service="{s}"}}) == 0', "10m"), "accept"),
("pristine_regex", pristine, 0.0),
("regex_plus_static_service", static_label, 0.3),
("new_rules_next_to_regex", keep_legacy, 0.7),
("for_1m", per_service(lambda s: f'sum by (service) (up{{service="{s}"}}) == 0 or absent(up{{service="{s}"}})',
"1m"), 0.5),
]
def ticket(self, w, rng):
return prose.h01(self, w, rng)
# ---------------------------------------------------------------------------- H03
class ManyToOne(Item):
"""A service error-ratio alert joins `by (service, code)` to `by (service)` with `on (service)`. With one
5xx code in history it works; the outage adds a second code and the rule fails to evaluate (sp2, sp14)."""
code, kind, ticket_like = "H03", "outcome", True
def setup(self, w, rng):
cands = [s for s in w.services if s.kind == "api" and s.family == "http" and s.name not in w.notes.get("busy", set())]
if not cands:
return False
s = rng.choice(cands)
w.notes.setdefault("busy", set()).add(s.name)
self.p.update(svc=s.name, alert=f"{s.camel}HighErrorRatio", stopgap=rng.random() < 0.6)
self.touch = {self.p["alert"]}
# whoever put the stopgap in was on call for it that night: someone on the rota the page should have reached
from .people import rota
from .repo import owner_then
self.p["person"] = rng.choice(rota(w, owner_then(w, s))).first
self.p["times"] = prose.h03_times(w, rng, self.p["stopgap"])
self.p["inc"] = self.p["times"]["inc"]
return True
def broken_expr(self, s, window):
return self._broken_expr(s, window)
def _broken_expr(self, s, window):
m, bad = err_sel(s.family)
return (f'sum by (service, code) (rate({m}{{service="{s.name}",{bad}}}[{window}]))'
f' / on (service) sum by (service) (rate({m}{{service="{s.name}"}}[{window}])) > {s.err_thr}')
def break_(self, files, am, w):
s = w.svc(self.p["svc"])
for _, _, r in rules_named(files, self.p["alert"]):
r["expr"] = self._broken_expr(s, "15m" if self.p["stopgap"] else "5m")
r["annotations"]["summary"] = "{{ $labels.service }} is returning {{ $labels.code }}s ({{ $value | humanizePercentage }})"
c = ["keep code on the alert so the Slack message says which 5xx it is"]
if self.p["stopgap"]:
c.append(f"TODO({self.p['person'].lower()}) revert, {self.p['inc']} stopgap, {self.p['times']['stop_hm']}")
r["_comment"] = c
def spec(self, w, rng):
s = w.svc(self.p["svc"])
T, svc = float(s.err_thr), s.name
groups = []
def grp(name, n, err, codes, fam):
g = G(self.rid, name, n)
rps = [s.rps * rng.uniform(0.93, 1.07) for _ in range(n + 1)]
g.series += background(w, rng, n) + http_series(rng, w, svc, n, rps, err, s.pods, codes)
fam(g)
g.labelless()
groups.append(g.done())
n = 52
grp("second_code", n, [0.2 * T if m < 30 else 3 * T for m in range(n + 1)],
{"500": [1.0 if m < 30 else 0.3 for m in range(n + 1)], "503": [0.0 if m < 30 else 0.7 for m in range(n + 1)]},
lambda g: (g.fire(50, svc), g.quiet(0, 29, svc)))
grp("split_codes", 32, [0.2 * T if m < 10 else 1.35 * T for m in range(33)],
{"500": [1.0 if m < 10 else 0.5 for m in range(33)], "503": [0.0 if m < 10 else 0.5 for m in range(33)]},
lambda g: (g.fire(30, svc), g.quiet(0, 9, svc)))
grp("bracket_high", 42, [0.2 * T if m < 20 else 1.15 * T for m in range(43)], {"500": 1.0},
lambda g: g.fire(40, svc, "F_regress"))
grp("bracket_low", 40, [0.85 * T] * 41, {"500": 1.0}, lambda g: g.quiet(0, 40, svc))
grp("normal", 40, [rng.uniform(0.2, 0.5) * T] * 41, {"500": 1.0}, lambda g: g.quiet(0, 40, svc))
grp("blip", 40, blip_err(T, 40), {"500": 1.0}, lambda g: g.quiet(0, 40, svc))
return outcome_entry(self, w, {svc: svc_class(w, svc)}), groups
def variants(self, w):
s = w.svc(self.p["svc"])
m, bad = err_sel(s.family)
sel_e, sel_t = f'{m}{{service="{s.name}",{bad}}}', f'{m}{{service="{s.name}"}}'
def expr(e, window="5m"):
def f(files, am):
for _, _, r in rules_named(files, self.p["alert"]):
r["expr"] = e.replace("WIN", window)
return f
wo = "code, instance, pod, method"
v = [("oracle", lambda f, a: None, "accept"),
("sum_without_code", expr(f"sum without ({wo}) (rate({sel_e}[WIN])) / sum without ({wo}) (rate({sel_t}[WIN])) > {s.err_thr}"), "accept"),
("ignoring_code", expr(f"sum by (service) (rate({sel_e}[WIN])) / ignoring (code) sum by (service) (rate({sel_t}[WIN])) > {s.err_thr}"), "accept"),
("group_left", expr(f"sum by (service, code) (rate({sel_e}[WIN])) / on (service) group_left sum by (service) (rate({sel_t}[WIN])) > {s.err_thr}"), 0.5),
("literal_ignoring", expr(f"sum by (service, code) (rate({sel_e}[WIN])) / ignoring (code) sum by (service) (rate({sel_t}[WIN])) > {s.err_thr}"), 0.0),
("pristine", lambda f, a: self.break_(f, a, w), 0.0)]
v.append(("join_fixed_window_15m", expr(error_ratio_rule(w, s, "15m")["expr"]), 0.0))
v.append(("for_zero", drop_for(self.touch), BLIP_BOUND))
v.append(("ratio_at_the_ingress", expr(ingress_ratio_expr(s)), "accept")) # the LB view (README: scraped)
return v
def ticket(self, w, rng):
return prose.h03(self, w, rng)
# ---------------------------------------------------------------------------- H04
class TrafficVoid(Item):
"""Nothing pages when traffic stops while the pods stay up: ratios turn NaN and resolve. The catalog
already has traffic floors (a postmortem action item that was done); the page that reads them was not."""
code, kind, ticket_like = "H04", "outcome", True
@staticmethod
def prepare(w, rng):
cands = [s for s in w.services if s.kind == "api" and s.family == "http" and s.name not in w.notes.get("busy", set())]
if not cands:
return None
s = rng.choice(cands)
s.rps = rng.choice([40, 50, 60, 75])
s.floor = float(rng.choice([3, 4, 5, 6]))
w.notes.setdefault("busy", set()).add(s.name)
return s.name
def setup(self, w, rng):
s = next((x for x in w.services if x.floor is not None and x.name not in w.notes.get("floors_taken", set())), None)
if s is None:
return False
w.notes.setdefault("floors_taken", set()).add(s.name)
self.p.update(svc=s.name, alert=f"{s.camel}TrafficBelowFloor", floor=s.floor)
self.touch = {self.p["alert"], f"{s.camel}HighErrorRatio"}
f = "g" if s.floor != int(s.floor) else "d"
rule = {"alert": self.p["alert"],
"expr": (f'sum by (service) (rate(http_requests_total{{service="{s.name}"}}[5m])) < {int(s.floor) if f == "d" else s.floor}'
f' and on (service) sum by (service) (up{{service="{s.name}"}}) > 0'),
"for": "5m", "labels": {"severity": "page", "team": s.team},
"annotations": {"summary": "{{ $labels.service }} is serving under its traffic floor with its pods up",
"runbook_url": w.runbook(self.p["alert"])}}
grp = next(g for g in w.files[s.home].groups if any(r.get("alert") == f"{s.camel}HighErrorRatio" for r in g["rules"]))
add_rules(w.files, s.home, grp["name"], [rule], after=f"{s.camel}HighErrorRatio")
return True
def break_(self, files, am, w):
replace_rule(files, self.p["alert"], [])
def spec(self, w, rng):
s = w.svc(self.p["svc"])
F_, svc = s.floor, s.name
groups = []
def grp(name, n, rps, fam):
g = G(self.rid, name, n)
err = [0.002] * (n + 1)
g.series += background(w, rng, n) + http_series(rng, w, svc, n, rps, err, s.pods)
fam(g)
g.labelless()
groups.append(g.done())
n = 48
norm = lambda: s.rps * rng.uniform(0.9, 1.1) # noqa: E731
# silent windows start after WARM: a `rate()` over a window that reaches back before the first sample
# reads low (extrapolation stops half an interval past the data), which real servers never see
warm = 20
# the sample at 29 is the last one with requests in it: the postmortem's 15 minutes run from there
grp("void", n, [norm() if m < 30 else 0.0 for m in range(n + 1)], lambda g: (g.fire(44, svc), g.quiet(warm, 29, svc)))
# the milder detect: traffic under the floor, not gone (the postmortem's floor, not "zero", is the line)
grp("under_floor", n, [norm() if m < 30 else 0.4 * F_ for m in range(n + 1)], lambda g: g.fire(44, svc))
grp("night_trough", 70, [1.5 * F_ * rng.uniform(0.97, 1.03) for _ in range(71)], lambda g: g.quiet(warm, 70, svc))
grp("restart_dip", 50, [0.0 if m == 30 else norm() for m in range(51)], lambda g: g.quiet(warm, 50, svc))
return outcome_entry(self, w, {svc: svc_class(w, svc)}), groups
def variants(self, w):
s = w.svc(self.p["svc"])
fl = int(s.floor) if s.floor == int(s.floor) else s.floor
rate = lambda win: f'sum by (service) (rate(http_requests_total{{service="{s.name}"}}[{win}]))' # noqa: E731
def floor_rule(expr, for_):
def f(files, am):
for _, _, r in rules_named(files, self.p["alert"]):
r["expr"] = expr
r["for"] = for_
return f
def or_into_ratio(files, am):
replace_rule(files, self.p["alert"], [])
for _, _, r in rules_named(files, f"{s.camel}HighErrorRatio"):
r["expr"] = f"({r['expr']}) or ({rate('2m')} < {fl})"
# Floors written to survive a request counter that isn't there at all (fresh pods that never served):
# missing traffic reads as none. Correct readings of the action item; every scenario has request series
# wherever pods are up and serving (scraped.py), so these stay quiet outside the outages, like the oracle.
up = f'sum by (service) (up{{service="{s.name}"}})'
raw = f'http_requests_total{{service="{s.name}"}}'
tolerant = [("or_up_times_zero", f"({rate('5m')} or {up} * 0) < {fl} and on (service) {up} > 0"),
("absent_counter", f"({rate('5m')} < {fl} or absent({raw})) and on (service) {up} > 0"),
("unless_at_floor", f"{up} > 0 unless on (service) {rate('5m')} >= {fl}"),
("or_labelled_vector_zero", f'({rate("5m")} or label_replace(vector(0), "service", "{s.name}", "", ""))'
f" < {fl} and on (service) {up} > 0")]
# appended after the existing list: the partial policy's wrong-variant draw and the alt solver's pick
# (the second accepted variant) stay what they were
return [("oracle", lambda f, a: None, "accept"),
("window_10m_for_5m", floor_rule(f"{rate('10m')} < {fl}", "5m"), "accept"),
("or_into_ratio_alert", or_into_ratio, "accept"),
("window_15m_for_5m", floor_rule(f"{rate('15m')} < {fl}", "5m"), 0.0),
("floor_from_packet", floor_rule(f"{rate('5m')} < {round(s.rps * 0.5)}", "5m"), 0.7),
("equals_zero", floor_rule(f"{rate('5m')} == 0", "5m"), 0.5),
("pristine", lambda f, a: self.break_(f, a, w), 0.0),
*[(name, floor_rule(expr, "5m"), "accept") for name, expr in tolerant]]
def ticket(self, w, rng):
from .prose_pm import h04
return h04(self, w, rng)
# ---------------------------------------------------------------------------- H06
class ValueInLabel(Item):
"""`labels: {current: "{{ $value }}"}` on an alert with `for`: every evaluation is a new series, so a
steadily rising condition stays pending forever (p11)."""
code, kind, ticket_like = "H06", "outcome", True
ALERT = "ReplicationLagHigh"
def setup(self, w, rng):
cands = [s for s in w.services if s.kind in ("api", "worker") and s.home.startswith("legacy-")
and s.name not in w.notes.get("busy", set())]
if not cands or any(r.get("alert") == self.ALERT for f in w.files.values() for g in f.groups for r in g["rules"]):
return False
s = rng.choice(cands)
w.notes.setdefault("busy", set()).add(s.name)
self.p.update(svc=s.name, thr=30, for_=10)
self.names = self.touch = {self.ALERT}
rule = {"alert": self.ALERT, "expr": f'max by (service) (pg_replication_lag_seconds{{service="{s.name}"}}) > 30',
"for": "10m", "labels": {"severity": "page", "team": s.team},
"annotations": {"summary": "{{ $labels.service }} replica is behind the primary",
"description": "Replication lag is {{ $value | humanize }}s.",
"runbook_url": w.runbook(self.ALERT)}}
grp = home_group(w, s)
grp["rules"].append(rule)
w.runbooks[self.ALERT] = {"file": "replication-lag.md", "alerts": [self.ALERT],
"card": "H06", "body": lambda: prose.replication_runbook(s, w)}
return True
def break_(self, files, am, w):
for _, _, r in rules_named(files, self.ALERT):
r["labels"]["current"] = "{{ $value | humanize }}s"
r["annotations"].pop("description", None)
def _lag_labels(self, w) -> dict:
return {"service": self.p["svc"], "instance": "10.40.3.12:9187", "job": "postgres-exporter",
"namespace": w.namespace}
def exporters(self, w):
# the replica's exporter is scraped whatever the app's pods do: a healthy few seconds of lag elsewhere
return [{"service": self.p["svc"], "metric": "pg_replication_lag_seconds", "labels": self._lag_labels(w),
"key": ("service",), "values": ("ints", 1, 4)}]
def spec(self, w, rng):
svc, groups = self.p["svc"], []
def grp(name, vals, fam):
n = len(vals) - 1
g = G(self.rid, name, n)
g.series += background(w, rng, n)
g.series.append(series("pg_replication_lag_seconds", self._lag_labels(w), vals))
fam(g)
g.labelless()
groups.append(g.done())
start = rng.randint(1, 3)
rising = [start + 3 * m for m in range(61)]
cross = next(m for m, v in enumerate(rising) if v > 30)
grp("rising", rising, lambda g: (g.fire(cross + 15, svc), g.quiet(0, cross + 8, svc)))
grp("plateau", [rng.randint(1, 3) if m < 10 else 120 for m in range(41)], lambda g: g.fire(25, svc, "F_regress"))
grp("spike", [rng.randint(1, 4) if not 15 <= m < 21 else 90 for m in range(41)], lambda g: g.quiet(0, 40, svc))
grp("normal", [rng.randint(1, 5) for _ in range(41)], lambda g: g.quiet(0, 40, svc))
# the milder detect: a replica creeping past the threshold a few hundredths of a second a minute. The value
# in the label still changes every evaluation; a label rounded to whole seconds holds still long enough
creep = [round(29.0 + 0.03 * m, 2) for m in range(61)]
c2 = next(m for m, v in enumerate(creep) if v > 30)
grp("slow_creep", creep, lambda g: (g.fire(c2 + 15, svc), g.quiet(0, c2 + 8, svc)))
return outcome_entry(self, w, {svc: svc_class(w, svc)}, named=self.ALERT), groups
def variants(self, w):
def mod(fn):
def f(files, am):
for _, _, r in rules_named(files, self.ALERT):
fn(r)
return f
def printf(r):
r["labels"]["current"] = '{{ $value | printf "%.0f" }}'
def for0(r):
r["labels"]["current"] = "{{ $value | humanize }}s"
r.pop("for", None)
return [("oracle", lambda f, a: None, "accept"),
("dropped_value", mod(lambda r: r["annotations"].pop("description", None)), "accept"),
("printf_rounding", mod(printf), 0.5),
("for_zero", mod(for0), 0.5),
("pristine", lambda f, a: self.break_(f, a, w), 0.0)]
def ticket(self, w, rng):
return prose.h06(self, w, rng)
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