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fix(models): share the cold-rebuild budget fairly across custom-provider probes - #7506

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HarukiTakehata:fix/7481-custom-probe-budget-fairness

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@HarukiTakehata

@HarukiTakehata HarukiTakehata commented Sep 10, 2026 •

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Refs #7481

Thinking Path

The cold catalog rebuild probes the active endpoint first and each named custom_providers entry after it, serially, off one shared _LIVE_REBUILD_BUDGET_SECONDS (4.0s) window, while every probe is individually capped at CUSTOM_MODELS_ENDPOINT_TIMEOUT_SECONDS (5.0s). Because the per-endpoint cap (5s) is larger than the whole chain's budget (4s), the first endpoint in the chain can consume the entire window on its own connect timeout. Everything behind it never gets an in-band /v1/models probe, so its group renders from stale disk cache or stays empty, and the caller is handed the over-budget fallback.

I reproduced this against current master with the issue's own config shape (dead LAN endpoint as the active provider and as providers.lmstudio, plus a reachable named gateway), instrumenting urllib.request.urlopen:

(0.07s, lan-dead/v1/models, timeout=5)        <- active endpoint, UNREACHABLE, burns the cap
(elapsed 4.06s) "live provider-catalog rebuild exceeded 4.0s budget — serving fallback"
gateway group: ABSENT

Two things feed that stall, not one. Besides the chain's step 4/step 5 probes, the LM Studio provider-group branch (pid == "lmstudio") re-probes the same dead endpoint again from providers.lmstudio.base_url under a hardcoded timeout=5 that sits outside any budget at all. Bounding only the chain leaves the rebuild over budget anyway, so the fix has to cover both to actually publish the reachable provider in-band.

What Changed

api/config.py

  • _CustomProbeSchedule (new): hands each probe in the chain a fair slice of the remaining window instead of the whole per-endpoint cap, so an endpoint that times out cannot starve the endpoints scheduled after it. The slice is min(CAP, left / (remaining + 1)) with no lower bound: the +1 reserves a slot of headroom, the slices telescope, so a chain of N probes spends exactly N/(N+1) of the window for every N and the foreground gets a published catalog rather than a fallback. A fixed floor made the total grow with chain length at 0.5s (first revision) and at 0.01s (second revision) — a positive left already divides to a positive slice, so there is nothing to floor; see Review Round 2.
  • Explicit foreground-vs-out-of-band signal: _CustomProbeSchedule takes an out_of_band predicate, and get_available_models passes the per-rebuild event it sets when the foreground caller stops waiting. Only that deliberately out-of-band continuation keeps the full per-endpoint cap (its probes are no longer holding anyone up, and the refresh must be able to complete). A probe that finds the window spent while the caller is still waiting is a separate, bounded state: it gets an attempt-only timeout (CUSTOM_MODELS_ATTEMPT_ONLY_TIMEOUT_SECONDS — not a floor, not a share of the window, and unreachable from the fair-share path), never the cap.
  • The schedule is constructed per rebuild from the count of endpoints about to be probed (active endpoint + named providers without a static models: allowlist + the LM Studio fallback when it will fire), and supplies the timeout at all three probe sites: step 4, step 5, and the LM Studio provider-group fallback (previously the hardcoded timeout=5).
  • Superseded-result guard in _publish_models_result, ordered by an explicit rebuild sequence rather than by wall clock: _allocate_models_rebuild_seq() hands each cold rebuild the next number (taken under _available_models_cache_lock), the published catalog records the sequence it came from (_models_published_seq), and a result is dropped only when rebuild_seq < _models_published_seq. Only the out-of-band publisher can reach that path (it outlives the foreground caller that gave up on it), and without the guard it could resurrect a superseded catalog. Ordering by timestamp cannot express this — an older build can publish after a newer one has started, which would then wrongly drop the newer result.

ARCHITECTURE.md

  • New §4.9 "Model Catalog Rebuild Budget and Probe Scheduling": the budget/knob table (including the no-floor rule and why CUSTOM_MODELS_ATTEMPT_ONLY_TIMEOUT_SECONDS is neither a floor nor a slice), the serial probe order and fair-share rule with its trade-off, the two states that keep the unthrottled cap (legacy unbounded path, explicit out-of-band continuation) with the hand-off race called out as a distinct bounded state, and generation-ordered out-of-band publication. CHANGELOG.md is untouched, per AGENTS.md / CONTRIBUTING.md.

Deliberately unchanged, per the maintainer's scope note:

  • Provider ordering stays exactly as it was (deterministic, config order, active endpoint first).
  • Every endpoint keeps its own SSRF and authentication rules — the guard, the trusted-host list, and the key resolution are untouched, and no private/LAN address is special-cased.
  • The total rebuild budget is unchanged (_LIVE_REBUILD_BUDGET_SECONDS, same env override); the chain now simply fits inside it. The legacy synchronous path (budget <= 0) and the out-of-band continuation both keep the historical unthrottled cap, so their behaviour is identical to before.

tests/test_issue7481_custom_probe_budget_fairness.py (new, 16 tests) — bound to the issue's pinned config shape, with the host resolver and urlopen stubbed so the probes are exactly the ones the issue describes:

coverage the maintainer asked for test
unreachable active endpoint followed by a reachable named provider test_unreachable_lan_active_endpoint_does_not_starve_the_gateway_behind_it
multiple timeouts test_every_dead_endpoint_in_the_chain_still_lets_the_live_one_through
static models: providers test_static_allowlist_provider_is_never_probed_and_does_not_dilute_the_schedule
cache/fallback behaviour test_probe_schedule_restores_the_cap_once_the_foreground_gives_up (+ the repro asserting no fallback was served)
late timed-out result cannot overwrite a newer generation test_late_out_of_band_result_cannot_overwrite_a_newer_generation, test_older_publish_does_not_cost_a_newer_rebuild_its_result
budget holds at any chain length, in-band and out-of-band distinguished test_probe_schedule_cannot_outspend_the_window_at_any_chain_length (N ∈ {1, 2, 8, 24, 401, 1000}), test_probe_schedule_stays_bounded_in_band_after_the_window_is_spent, test_probe_schedule_is_wired_to_the_foreground_giving_up
— test_probe_schedule_keeps_the_documented_cap_when_the_budget_is_disabled, test_probe_schedule_shares_the_window_and_reserves_headroom

Why It Matters

With the fix, the same reproduction finishes in-band and the reachable gateway is in the catalog the caller receives:

(0.07s, lan-dead/v1/models, timeout=1.00)   active endpoint, throttled
(1.07s, gw-live/v1/models, timeout=1.00)    reachable gateway -> probed in-band
(1.08s, lan-dead/v1/models, timeout=1.50)   lmstudio fallback, now bounded
ELAPSED 2.58s (budget 4.0) — no "exceeded budget" fallback
gateway group: ['@custom:my-gateway:gateway-model-a', '@custom:my-gateway:gateway-model-b']

A user with an unreachable LAN endpoint configured stops seeing a stale/empty custom-provider group, and every cold model-list load stops paying a full-budget stall followed by a fallback.

Verification

Local runs used Python 3.12 (CI's middle matrix entry), against master @ 71689c6ce7031f4b6ffc90d68a61a2c1f9afe52a.

  • Fail-first, original fix (f9fb6ff): 7 of the module's tests fail on pre-fix master and all pass with the fix; the repro test fails pre-fix because the gateway is never probed and the over-budget fallback is served.
  • Fail-first, round 2 (8e333e5): with api/config.py reverted to 0515ab0, test_probe_schedule_cannot_outspend_the_window_at_any_chain_length[401], [1000], test_probe_schedule_stays_bounded_in_band_after_the_window_is_spent and test_probe_schedule_is_wired_to_the_foreground_giving_up fail, while [1]/[2]/[8]/[24] still pass there — exactly the threshold behaviour the round-2 review described. All 16 pass on 8e333e5.
  • Neighbouring-area run (47 model/provider/catalog/budget/probe files, 483 tests): 476 passed, 6 skipped, 1 failed. The single failure is test_model_picker_badges.py::test_available_models_exposes_primary_and_fallback_badges, a pre-existing cross-file ordering failure: it passes in isolation on this revision, and it fails identically when the same batch is run against 0515ab0 with this new module excluded (1 failed, 464 passed, 2 skipped then), so it is not introduced by this diff.
  • A separate 18-file budget/catalog/custom-provider batch (216 passed) shows the same pattern: its two failures (test_issue2513_custom_provider_remote_models.py, test_issue2540_models_endpoint_error.py) reproduce byte-for-byte on 0515ab0 in that batch and pass in isolation on both revisions.
  • Lint: python3 scripts/ruff_lint.py --diff origin/master → 0 new violations on added/modified lines.
  • Four unrelated test modules (test_extensions_settings_panel, test_issue1908_docker_hardening, test_issue3012_3006_docker_docs, test_nix_flake_module_source) fail collection on this checkout for missing repo files, on both revisions — environmental, not touched here.

Review Round 1 → 0515ab0

Both P1 findings from the automated review were real and are fixed (replies on the inline threads):

Finding Fix
The superseded-result guard compared completion stamps against start stamps, so a later-started build could be discarded in favour of an older one Order by an explicit rebuild sequence (_models_rebuild_seq / _models_published_seq); a result is dropped only when strictly older than the published catalog
A fixed 0.5s per-probe floor let 8 probes spend the whole 4s window and 9 spend past it Replaced the 0.5s floor with a 0.01s "arithmetic guard" — superseded in Round 2: as the reviewer found, that guard was still a per-probe floor for chains long enough to compute a share below it
Runtime change lacked documentation (P2) Added ARCHITECTURE.md §4.9

Review Round 2 → 8e333e5

The review's finding was correct and is fixed:

  • The lower bound is gone from the in-window allocation. The allocation is now min(CAP, left / (remaining + 1)) — no max(...), no floor. With the +1 headroom the slices telescope: after burning every one of N probes, left = budget · 1/(N+1) > 0, so the chain spends N/(N+1) of the window at every length and always finishes inside it. custom_providers is unbounded, so this now holds for a configured chain of any size, not just the counts the earlier revision happened to test.
  • The full cap now requires an explicit signal rather than a spent deadline. _CustomProbeSchedule(endpoint_count, *, out_of_band=...) takes the predicate; get_available_models passes the per-rebuild event it sets at the same point it sets budget_exceeded (i.e. when the foreground caller stops waiting). A probe that finds the window spent while the caller is still waiting is explicitly not that state: it gets the attempt-only timeout, renamed CUSTOM_MODELS_ATTEMPT_ONLY_TIMEOUT_SECONDS — not a floor, not a share of anything. That is the foreground-vs-out-of-band signal you suggested; the two states were genuinely indistinguishable from the clock alone.
  • Tests. test_probe_schedule_cannot_outspend_the_window_at_any_chain_length is now parametrised over [1, 2, 8, 24, 401, 1000] — past both the 0.5s and 0.01s thresholds — advances the fake clock by every returned timeout, and asserts after every allocation that elapsed time is still below four seconds and that each slot received a positive, sub-cap attempt. Added test_probe_schedule_stays_bounded_in_band_after_the_window_is_spent (spent window, no signal → attempt-only, never the cap) and test_probe_schedule_is_wired_to_the_foreground_giving_up (the schedule really receives the signal and observes the hand-off). test_probe_schedule_restores_the_cap_once_the_foreground_gives_up is preserved for the genuinely out-of-band continuation, and now sets the signal explicitly.
  • Docs. §4.9 no longer claims the guard is harmless: it states the no-floor rule, the telescoping bound, and the two cap-keeping states, with the hand-off race named as a distinct bounded state.

What I could not verify: real-world latency of a sub-10ms slice against a live TLS endpoint (no live network here), and the fair-share cut-off itself is a real limit — at N ≈ 1000 each probe gets ~4ms, which no HTTPS handshake completes in, so a reachable provider at the tail of an absurdly long chain is still effectively unprobed in-band. That is now bounded rather than an implicit cap bump, but it is not useful; addressing it honestly means fewer probes or a bigger budget, not a floor.

Follow-up: the duplicated probe -> 635e93b

While fixing the budget I noted that the dead endpoint in the issue's config is consulted twice —
step 4 reads the active model.base_url, and the LM Studio provider-group fallback reads
providers.lmstudio.base_url, which falls back to model.base_url when lmstudio is the active
provider. One unreachable host therefore cost two connect timeouts out of the same shared window,
which no amount of fair-share scheduling can win back. It is now handled rather than only documented:

  • Each probe is memoised per rebuild, keyed by (endpoint URL, credential); a repeat reuses the
    first outcome — including a failure, since re-probing an endpoint this rebuild already found
    unreachable is the stall.
  • A different URL, or the same URL with a different key (which can change the outcome), is still
    its own probe.
  • The raw payload is reused, not the parsed entries, so each consumer still shapes the list for its
    own provider, and a memoised failure is re-reported with the asking provider's label.
  • The memo is consulted only after the per-endpoint SSRF/authentication checks, so a consumer that
    would have been refused still is.

Tests (tests/test_issue7481_probe_dedup.py, 7): shared dead endpoint probed once · shared
reachable endpoint still renders its group · two distinct endpoints still each probed · same URL
with a different credential still probed twice · two named entries on one endpoint probed once ·
a named entry repeating the active endpoint probed once · trailing-slash spelling treated as one
endpoint. Five of the seven fail on 8e333e5; the other two are the no-over-merge guards. The
#7506 repro test's dead-probe count expectation drops from two to one, which is what this change is
about.

Process note, so you can push back: this went into this PR rather than a second one because it
updates an assertion in this PR's own test file, and a stacked PR cannot target a fork branch
(GitHub requires the base branch to exist in the base repo, so a follow-up PR would have to carry
this PR's commits). If you would rather keep this PR strictly to budget and ordering, say so and
I will split it into a PR that lands on top of this one.

Review Round 3 -> 2c6d9f1, head daf4458 (tests only)

You were right that those two tests were decided by wall-clock: their dead-host mock really slept the slice it was handed while _CustomProbeSchedule measured the window with the real time.monotonic(), so on a slower box the active endpoint's sleep crossed the 4s deadline before dead-one/dead-two were reached. Both now run on the injected clock:

  • _install_urlopen takes an optional clock; a "dead" probe advances it by the timeout it was handed instead of really sleeping.
  • Both tests install _FakeClock via monkeypatch.setattr(cfg, "time", clock) — the same seam the schedule tests and the budget path use — so the window arithmetic is virtual.
  • The repro test's elapsed assertion is now clock.now < _BUDGET: it states "the chain fitted inside the window" instead of measuring this host.
  • The second test's ordering assertion is exact again — active endpoint, then dead-one, then dead-two — instead of filtering the active host out, so "walked in config order, in-band" is asserted rather than implied.
  • _FakeClock gained time() (delegates to the real clock, so the module's epoch-based comparisons keep their meaning) and sleep() (virtual). Nothing in api/config.py calls time.sleep.

Evidence: the module runs its 16 tests in ~6.4s (was ~14.4s with the real sleeps), both converted tests pass 5/5 repeats, and their call phase no longer appears among the slowest durations. api/config.py is byte-identical to 635e93b across these two commits.

daf4458 also fixes a gate-cleanliness issue of my own making: the dedup module imported the sibling's harness fixture, which the curated ruff gate flags as F401 (unused import) plus F811 (the import collides with the parameters requesting it), so that module now defines the fixture it uses. ruff_lint --diff origin/master: no new violations.

Risks / Follow-ups

  • Trade-off, stated plainly: because a probe's slice is now a share of the window, a genuinely slow-but-reachable endpoint that sits early in a long chain can be cut off where before it happened to fit under the full 5s cap. That is the deliberate cost of not letting one endpoint consume the budget — the alternative (today's behaviour) loses the endpoints behind it entirely.
  • The window is fixed and shared, so a probe's slice necessarily shrinks as the chain grows: nine probes cannot each get 0.5s out of 4s. Size HERMES_WEBUI_MODELS_REBUILD_BUDGET for the endpoints actually in use, or give an entry a static models: allowlist. The invariant that now holds at any chain length — and is tested over N ∈ {1, 2, 8, 24, 401, 1000} — is that the chain cannot outspend the window while the caller is still waiting.
  • Both stalls on the issue's dead endpoint are gone. Step 4 and the LM Studio provider-group fallback used to read the same URL independently, so one unreachable LAN host cost two connect timeouts. 635e93b memoises each probe by (endpoint URL, credential) and probes a repeated endpoint once per rebuild — see Follow-up below.
  • The OpenRouter free-tier discovery probe in the provider-group loop is still on its own timeout; it targets a fixed public endpoint, not a user-configured one, so it is outside this issue.
  • CUSTOM_MODELS_MIN_PROBE_TIMEOUT_SECONDS → CUSTOM_MODELS_ATTEMPT_ONLY_TIMEOUT_SECONDS: the old name asserted exactly the property that turned out to be false. The constant is introduced by this PR, so there are no other consumers.
  • The branch is behind master (71689c6); I have not rebased, to keep the existing review threads anchored. Happy to rebase on request.
  • Both the cold in-band path and the out-of-band continuation still do not share one timing contract (the continuation deliberately keeps the full cap so the refresh can complete), so this PR links the issue with a plain reference keyword and deliberately carries no auto-closing keyword. If you read the bounded in-band path plus generation-ordered publication as sharing the isolation contract, say so and I will switch the reference to an explicit auto-closing keyword.

AI Usage Disclosure / Model Used

  • Provider: Nous Research — Hermes Agent
  • Model: deepseek-v4-flash
  • Notable tool use: this change was authored by the agent autonomously (repo read via the GitHub API, tests run locally, diff reviewed before submitting). The commit and this PR were created automatically by an agent on behalf of @HarukiTakehata. The reproduction and verification numbers above are from real local runs, not summarised estimates.

The cold model-catalog rebuild probes the active endpoint first and each
named custom_providers entry after it, serially, off one shared
_LIVE_REBUILD_BUDGET_SECONDS budget while every probe is individually
capped at CUSTOM_MODELS_ENDPOINT_TIMEOUT_SECONDS. One unreachable
endpoint -- the common case being a LAN LM Studio/Ollama host the webui
container cannot route to, since the probe runs server-side -- spent the
whole budget on its own connect timeout. Every reachable provider behind
it then got no in-band /v1/models probe at all: its group rendered from a
stale disk cache or stayed empty, and the caller was served the
over-budget fallback.

Introduce _CustomProbeSchedule, which hands each probe a fair slice of the
remaining window (with one slot of headroom so a fully-burned chain still
finishes inside the budget) instead of the whole cap, so no single
endpoint can starve the ones scheduled after it. The LM Studio
provider-group fallback -- a second consumer of the same dead endpoint,
previously on a hardcoded 5s timeout outside any budget -- now draws from
the same schedule. The legacy unbounded path (budget <= 0) and the
out-of-band continuation keep the unthrottled cap, so their behaviour is
unchanged.

Also drop an out-of-band rebuild result that would overwrite a strictly
newer published catalog generation. Probe order, per-endpoint SSRF and
authentication rules, and the total rebuild budget are all preserved.

Refs nesquena#7481
@greptile-apps

greptile-apps Bot commented Sep 10, 2026 •

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Greptile Summary

This PR fairly schedules custom-provider model probes within the cold-rebuild budget, deduplicates equivalent endpoint probes, and orders cache publication by rebuild generation.

  • Allocates serial probe timeouts from the remaining foreground budget while preserving full timeouts for explicit out-of-band continuation.
  • Memoizes probe outcomes by normalized endpoint and credential.
  • Prevents superseded rebuilds from publishing stale memory or disk catalogs.
  • Adds architecture documentation and regression coverage for fairness, deduplication, and overlapping rebuilds.
Confidence Score: 5/5

The reviewed changes appear safe to merge, with no accepted new findings or outstanding previous findings.

The prior timeout-floor and generation-order findings are resolved in the current implementation, and the required runtime-behavior documentation is present. All previous threads were manually resolved.

Important Files Changed
Filename Overview
api/config.py Adds fair-share probe scheduling, per-rebuild endpoint deduplication, and generation-fenced catalog publication.
tests/test_issue7481_custom_probe_budget_fairness.py Covers bounded probe allocation, foreground/out-of-band behavior, and overlapping rebuild publication.
tests/test_issue7481_probe_dedup.py Verifies endpoint-and-credential probe memoization and guards against over-deduplication.
ARCHITECTURE.md Documents probe-budget allocation, deduplication, fallback behavior, and publication ordering.
Sequence Diagram
sequenceDiagram
    participant Caller
    participant Catalog as Catalog Rebuild
    participant Schedule as Probe Schedule
    participant Providers
    participant Cache

    Caller->>Catalog: Request cold model catalog
    loop Active and named custom providers
        Catalog->>Schedule: next_timeout()
        Schedule-->>Catalog: Fair share of remaining budget
        Catalog->>Providers: GET /v1/models
        Providers-->>Catalog: Payload or failure
        Catalog->>Catalog: Memoize by endpoint + credential
    end
    alt Rebuild finishes in budget
        Catalog->>Cache: Publish current generation
        Catalog-->>Caller: Fresh catalog
    else Foreground budget expires
        Caller->>Catalog: Mark rebuild abandoned
        Catalog-->>Caller: Cached/static fallback
        Catalog->>Providers: Continue with full endpoint cap
        Catalog->>Cache: Publish only if generation is current
    end
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Reviews (7): Last reviewed commit: "fix(models): fence superseded catalog pu..." | Re-trigger Greptile

Comment thread api/config.py Outdated
Comment thread api/config.py Outdated
Comment thread api/config.py
…e headroom

Review follow-up on the nesquena#7481 fix.

Publication ordering: the superseded-generation guard compared one build's
completion stamp against another build's start stamp, which inverts the
ordering when an older rebuild publishes *after* a newer one has started -
the newer build's result was then discarded, leaving a stale catalog
published while its caller received a result that was never published.
Order by an explicit rebuild sequence instead
(_allocate_models_rebuild_seq / _models_published_seq): the number is taken
under _available_models_cache_lock, and a result is dropped only when it is
strictly older than the published catalog.

Probe headroom: a fixed 0.5s per-probe floor let eight timeouts spend the
whole four-second window and nine spend past it, so a long chain of dead
endpoints could still push a reachable provider out of the in-band rebuild.
The floor is now a 0.01s arithmetic guard against a zero (non-blocking)
timeout, and the slice is additionally clamped against the time left, so a
probe can never be handed more than the window holds and the N/(N+1)
headroom holds at any chain length.

Document the schedule, its trade-off, and generation-ordered publication in
ARCHITECTURE.md section 4.9.

Refs nesquena#7481
@HarukiTakehata

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Review round 1 addressed in 0515ab0.

Both P1 findings were real — details and reasoning are on the inline threads. Summary:

  1. Publication ordering. The guard compared one build's completion stamp against another build's start stamp, so an older rebuild publishing after a newer one had started read as the newer generation: the newer build's correct result was discarded, a stale catalog stayed published, and its caller received a catalog that was never published. Now ordered by an explicit rebuild sequence (_models_rebuild_seq / _models_published_seq) taken under _available_models_cache_lock; a result is dropped only when strictly older than the published catalog.
  2. Probe headroom. The fixed 0.5s floor let eight probes spend the whole four-second window and nine spend past it. The floor is now a 0.01s arithmetic guard against a zero (non-blocking) timeout, and the slice is clamped against the time left, so the N/(N+1) headroom holds at any chain length.
  3. Documentation (P2). Added ARCHITECTURE.md §4.9 "Model Catalog Rebuild Budget and Probe Scheduling" — knobs and defaults (with the guard-vs-floor note), the fair-share rule and its trade-off, the two unthrottled-cap exceptions, and generation-ordered out-of-band publication.

Verification on 0515ab0:

  • The two regression tests added here fail on the previously reviewed revision f9fb6ff (at N=8 for the headroom test) and pass on 0515ab0 — they encode exactly the two P1 findings.
  • 154 affected-area test files: 1611 passed, 115 skipped, 12 failed. The 12 are byte-for-byte the same pre-existing/environmental failures present on the base commit (test_tls_aware_probe self-signed-cert helpers, test_issue3283 import order, the flaky test_model_resolver::test_warm_models_catalog_provenance_if_cold_publishes_from_disk_5979, and six frontend-regex tests that only fail when the whole batch runs); none are introduced by this diff.
  • python3 scripts/ruff_lint.py --diff origin/master → 0 new violations on added/modified lines.
  • End-to-end repro on the issue's own config, re-run on this revision: 2.58s < 4.0s budget, no fallback, the reachable gateway probed in-band, and its group present in the returned catalog.

One limitation is documented rather than papered over: the window is fixed and shared, so a slow-but-reachable endpoint sitting in a long chain can still be cut off. ARCHITECTURE.md §4.9 names the budget knob and the static-allowlist escape hatch for that case.

@nesquena-hermes

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Summary

Reading the complete three-file diff at 0515ab0e8870, including the scheduler at api/config.py:5318-5381, every call site at api/config.py:7727, :7801, and :8269, and the new tests, the fair-share shape fixes the reported starvation for modest endpoint counts. One stated invariant is still false, however: the 0.01-second arithmetic guard becomes a real per-probe floor as soon as the computed share is smaller than 0.01 seconds. A sufficiently long configured chain can therefore consume the deadline and then receive full five-second timeouts for all remaining probes.

Code reference

The load-bearing branch at api/config.py:5366-5381 is:

left = self._deadline - time.monotonic()
if left <= 0:
    return self._cap
slice_seconds = left / (remaining + 1)
return min(self._cap, max(slice_seconds, min(self._min, left)))

_pending_custom_probe_count() at api/config.py:7614-7651 accepts an unbounded custom_providers list, so this is reachable from configuration rather than only from a direct unit call. The documentation at ARCHITECTURE.md:433-448 explicitly claims that no chain length can outspend the window.

Diagnosis / recommendation

For 1,000 pending probes with a four-second window, the first computed share is about 0.004 seconds. max(...) raises it to 0.01. If dead probes burn their assigned time, roughly the first 400 consume the entire window while hundreds remain. The next next_timeout() sees left <= 0 and returns the full cap, recreating the starvation and over-budget behavior that this PR says is impossible.

The regression at tests/test_issue7481_custom_probe_budget_fairness.py:322-342 checks only counts 1, 2, 8, and 24. All keep left / (remaining + 1) above 0.01, so none exercises the guard branch.

Please remove the fixed lower bound from in-window allocation, or otherwise make the lower bound a function of both time left and calls remaining so its cumulative cost cannot exceed the reserved window. Keep the full cap only for the deliberately out-of-band state. The scheduler may need an explicit foreground-versus-out-of-band signal if deadline expiry alone cannot distinguish those states.

Verification step

Extend the fake-clock test with counts above the threshold, at least 401 and 1,000. Advance the clock by every returned timeout and assert after every allocation that elapsed time remains below four seconds and that a later reachable slot is still attempted. Preserve the separate test proving that a genuinely out-of-band continuation receives the full cap.

…ength

The 0.01s guard added in 0515ab0 was still a per-probe floor: once the computed
share dropped below it, `max(slice_seconds, min(self._min, left))` raised every
allocation, so a configured chain of ~400 dead endpoints drained the shared 4s
window and each probe after that was handed the full per-endpoint cap —
recreating the starvation the schedule exists to prevent, and contradicting the
invariant ARCHITECTURE.md claimed for it. `custom_providers` is unbounded, so
this was reachable from configuration.

- Drop the lower bound from the in-window allocation. A slice is
  `min(cap, left / (remaining + 1))` with no floor; the slices telescope, so a
  chain of N probes spends N/(N+1) of the window for every N, and a positive
  `left` always divides to a positive slice.
- Recognise the out-of-band continuation explicitly instead of inferring it from
  a spent deadline. `_CustomProbeSchedule` takes an `out_of_band` predicate;
  `get_available_models` passes the per-rebuild event it sets when the foreground
  caller stops waiting. Only that state keeps the full cap. A probe that finds
  the window spent while the caller is still waiting is a distinct, bounded
  state: it gets an attempt-only timeout
  (`CUSTOM_MODELS_ATTEMPT_ONLY_TIMEOUT_SECONDS`, renamed — no longer a floor and
  not a share of anything), never the cap.
- Tests: the chain-length regression now runs N in {1, 2, 8, 24, 401, 1000} —
  past both the 0.5s and 0.01s thresholds — advances the fake clock by every
  returned timeout, and asserts after every allocation that the window is not
  spent and that each slot still gets a positive, sub-cap attempt. Added the
  in-band-spent and signal-wiring cases; the N=401/1000, in-band-spent and
  wiring cases all fail on 0515ab0.
- ARCHITECTURE.md §4.9: state the no-floor rule and name the two states that
  keep the cap.

Refs nesquena#7481

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@HarukiTakehata

HarukiTakehata commented Sep 10, 2026 •

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Review round 2 addressed in 8e333e5.

You're right, and the invariant I claimed was false. The load-bearing branch was a floor in disguise: min(self._min, left) is self._min for any left > 0.01, so once the computed share fell below 0.01 the allocation was raised to 0.01 rather than being the fair share. Your arithmetic reproduced exactly — with custom_providers unbounded, the first ~400 of 1,000 probes consume the four seconds, next_timeout() then hits left <= 0, and every remaining probe is handed the full cap. That is the reported starvation, and §4.9 claimed it was impossible.

What changed:

  1. No lower bound in the in-window allocation. It is now min(cap, left / (remaining + 1)) — no max(...), no floor. The slices telescope: each is exactly left / (remaining + 1), so after burning all N of them left = budget · 1/(N+1) > 0 and the chain spends N/(N+1) of the window at every length, for any N. A positive left always divides to a positive slice, so the zero-timeout hazard cannot be reached from this branch and there is nothing left to guard against.
  2. The full cap now requires an explicit signal. _CustomProbeSchedule(endpoint_count, *, out_of_band=...) takes a predicate, and get_available_models passes the per-rebuild event it sets at the same point it sets budget_exceeded (when the foreground caller stops waiting). Only that deliberately out-of-band continuation returns the cap. A probe that finds the window spent while the caller is still waiting is explicitly not that state: it gets an attempt-only timeout, renamed CUSTOM_MODELS_ATTEMPT_ONLY_TIMEOUT_SECONDS — not a floor, not a share of anything, and unreachable from the fair-share path. That is the foreground-vs-out-of-band signal you suggested; the two states were genuinely indistinguishable from the clock.
  3. Tests. test_probe_schedule_cannot_outspend_the_window_at_any_chain_length is now parametrised over [1, 2, 8, 24, 401, 1000], advances the fake clock by every returned timeout, and asserts after every allocation that elapsed time is still below four seconds and that each slot received a positive, sub-cap attempt. Added test_probe_schedule_stays_bounded_in_band_after_the_window_is_spent (spent window, no signal → attempt-only, never the cap) and test_probe_schedule_is_wired_to_the_foreground_giving_up. test_probe_schedule_restores_the_cap_once_the_foreground_gives_up is preserved for the genuinely out-of-band continuation and now sets the signal explicitly.
  4. Docs. ARCHITECTURE.md §4.9 no longer makes the false claim: it states the no-floor rule, the telescoping bound, and the two cap-keeping states, with the hand-off race named as a distinct bounded state.

Fail-first: with api/config.py reverted to 0515ab0, the [401], [1000], in-band-spent and signal-wiring cases fail, while [1]/[2]/[8]/[24] still pass there — exactly the threshold behaviour you described.

I also corrected the PR description: the round-1 text repeated the false "no chain length can outspend the window" claim, and it now records this round. Verification numbers and the honest limits are there too — including that a ~4ms slice at N ≈ 1000 still cannot complete a TLS handshake, so a reachable provider at the tail of an absurdly long chain is now bounded rather than starved, but not usefully probed. Cleaning that up honestly means fewer probes or a bigger budget, not a floor.

I kept Refs #7481 rather than an auto-closing keyword for exactly the reason you gave — the out-of-band continuation deliberately keeps the unthrottled cap, so the two paths share the publication-ordering contract but not the timing contract. Say the word if you read it as the same isolation contract and I'll switch it.

One rebuild can consult the same endpoint more than once: step 4 probes the
active `model.base_url`, and the LM Studio provider-group fallback later reads
`providers.lmstudio.base_url` — which falls back to `model.base_url` when
lmstudio is the active provider. In the config shape nesquena#7481 reports both point at
the same unreachable LAN host, so that dead endpoint cost the rebuild its connect
timeout twice and consumed two slices of the shared window. Named
`custom_providers` entries can repeat an endpoint the same way.

Memoise each probe for the duration of one rebuild, keyed by (endpoint URL,
credential), and reuse the first outcome:

- The credential is part of the identity: the same URL with a different key is a
  different probe and still runs, because it can change the outcome.
- Failures are memoised too — re-probing an endpoint this rebuild already found
  unreachable is exactly the stall being removed.
- The raw payload is cached rather than the parsed entries, so each consumer
  still shapes the list for its own provider, and a memoised failure is
  re-reported with the asking provider's label (`_custom_endpoint_error` now
  takes the status code directly, so it can be re-shaped without inventing an
  exception).
- The memo is consulted only AFTER the per-endpoint SSRF/validation checks, so a
  consumer that would have been refused still is; no validation is skipped on a
  hit. Probe order and the per-endpoint cap are unchanged.

Tests: `tests/test_issue7481_probe_dedup.py` covers the shared dead endpoint
(probed once, not twice), the shared reachable endpoint (the group still renders
its models), two distinct endpoints, a same-URL/different-credential pair, two
named entries on one endpoint, a named entry repeating the active endpoint, and
the trailing-slash spelling of one endpoint. Five of the seven fail on the
previous revision; the other two are the no-over-merge guards. The nesquena#7506 repro
test's dead-probe count expectation drops from two probes to one, which is what
this change is about.

ARCHITECTURE.md §4.9 documents the one-probe-per-endpoint rule.

Refs nesquena#7481

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@HarukiTakehata

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Follow-up included in 635e93b — the duplicated probe.

While fixing the round-2 finding I noticed the dead endpoint in the issue's config is consulted twice: step 4 reads the active model.base_url, and the LM Studio provider-group fallback then reads providers.lmstudio.base_url, which falls back to model.base_url when lmstudio is the active provider (the issue's config shape). So one unreachable host was paying two connect timeouts out of the same shared window — something fair-share scheduling cannot win back. That is now handled rather than only documented:

  • Each probe is memoised per rebuild, keyed by (endpoint URL, credential); a repeat reuses the first outcome, including a failure — re-probing an endpoint this rebuild already found unreachable is the stall.
  • A different URL, or the same URL with a different key (which can change the outcome), is still its own probe.
  • The raw payload is reused rather than the parsed entries, so each consumer still shapes the list for its own provider, and a memoised failure is re-reported with the asking provider's label.
  • The memo is consulted only after the per-endpoint SSRF/authentication checks, so a consumer that would have been refused still is.

New tests/test_issue7481_probe_dedup.py (7 tests): shared dead endpoint probed once · shared reachable endpoint still renders its group · two distinct endpoints still each probed · same URL with a different credential still probed twice · two named entries on one endpoint probed once · a named entry repeating the active endpoint probed once · trailing-slash spelling treated as one endpoint. Five of the seven fail on 8e333e5; the other two are the no-over-merge guards. The repro test's dead-probe count expectation drops from two to one, which is what this change is about.

Verification for the whole revision: 23 tests across the two #7481 modules pass; a 35-file neighbouring batch (385 tests) is 378 passed, 6 skipped, 1 failed, and that failure (test_issue2399_provider_config_flags::test_providers_only_configured_flag_does_not_create_picker_group) reproduces on 8e333e5 in the identical batch while passing in isolation — pre-existing cross-file pollution, not this diff. ruff_lint --diff origin/master: no new violations.

Two process notes so you can push back: this went into this PR rather than a second one because it updates an assertion in this PR's own test file, and a stacked PR cannot target a fork branch (GitHub requires the base branch to exist in the base repo, so a follow-up PR would have to carry this PR's commits). If you would rather keep this PR strictly to budget and ordering, say so and I will split it into a PR that lands on top of this one.

@nesquena-hermes

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Thanks for this — I warmed it ahead of review (rebased clean onto current master; the only conflicting surface, #7323's GLM-5.3 catalog add, doesn't touch the probe path). The _CustomProbeSchedule fair-share design and the _models_rebuild_seq/_models_published_seq monotonic publish-ordering guard both read well — the "sequence not wall-clock" reasoning for the publish guard is exactly right.

One thing to fix before review, on the tests (not the fix): two of them fail deterministically off-CI because they run against the real clock —

  • test_every_dead_endpoint_in_the_chain_still_lets_the_live_one_through
  • test_unreachable_lan_active_endpoint_does_not_starve_the_gateway_behind_it

Both use a real time.sleep(timeout) dead-host mock while _CustomProbeSchedule measures the budget with real time.monotonic(), so whether the named endpoints get reached in-band depends on the host's real execution speed. On a slower box the active dead endpoint's real sleep crosses the 4s deadline before dead-one/dead-two are reached, so observed["dead"] comes back empty and the ordering assertion fails. They pass on CI and fail 3/3 locally on an unloaded box — classic wall-clock fragility.

The other tests in the same file already avoid this by installing _FakeClock via monkeypatch.setattr(cfg, "time", clock) — and since the schedule reads the module-level time, that gives them deterministic virtual time. Please route these two through _FakeClock the same way (advance virtual time on each mocked probe instead of really sleeping) so the budget math is exercised deterministically rather than against real wall-clock. That'll also make the assertions meaningful regardless of runner speed.

Once those two are deterministic I'll take it through the full gate.

Haruki Takehata added 2 commits September 11, 2026 04:49
… injected clock

Both tests mocked an unreachable endpoint by really sleeping the timeout it was
handed, while `_CustomProbeSchedule` measures the rebuild window with the real
`time.monotonic()`. Whether the endpoints behind the dead one were reached
in-band therefore depended on how fast the runner is: on a slower box the active
endpoint's real sleep crosses the 4s deadline first, `observed["dead"]` comes back
empty, and the ordering assertion fails — they pass on CI and failed 3/3 on the
reviewer's box (review, 2026-09-10).

- `_install_urlopen` takes an optional `clock`; a dead probe advances it by the
  timeout it was handed instead of really sleeping.
- Both tests install `_FakeClock` through `monkeypatch.setattr(cfg, "time", clock)`
  — the same seam the schedule tests and the budget path use — so the window maths
  runs on virtual time.
- The elapsed-time assertion in the repro test becomes `clock.now < _BUDGET`: it
  now states "the chain fitted inside the window" instead of measuring the host.
- `_FakeClock` gained `time()` (delegates to the real clock, so the module's
  epoch-based comparisons keep their meaning) and `sleep()` (virtual). Nothing in
  `api/config.py` calls `time.sleep`.
- The second test's ordering assertion is now exact — active endpoint, then
  `dead-one`, then `dead-two` — rather than filtering the active host out of the
  list, which makes the "probed in config order, in-band" claim explicit.

No production code changes. The module drops from ~14.4s to ~6.4s for the same
16 tests, and both tests pass 5/5 repeats with a sub-10ms call phase.

Refs nesquena#7481
The dedup module imported `isolate_models_catalog_state` from its sibling module
and requested it as a test parameter. A fixture imported purely so it can be used
*as* a fixture reads as an unused import to ruff (F401) and collides with the very
parameters that request it (F811) — the repo's curated ruff gate flags both on new
code, and it did.

Each module defining the harness it uses is what the rest of this suite does, so
the fixture now lives in the module that needs it. Test-only; no behaviour change.

Refs nesquena#7481
@HarukiTakehata

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Round-3 request done — 2c6d9f1, head now daf4458.

Both tests run on the injected clock, as you suggested:

  • _install_urlopen takes an optional clock; a "dead" probe advances it by the timeout it was handed instead of really sleeping.
  • Both tests install _FakeClock through monkeypatch.setattr(cfg, "time", clock) — the same seam the schedule tests use — so the window arithmetic is virtual.
  • The repro test's elapsed assertion becomes clock.now < _BUDGET: it now asserts "the chain fitted inside the window" instead of measuring this host.
  • _FakeClock gained time() (delegates to the real clock, so the module's epoch-based comparisons keep their meaning) and sleep() (virtual). Nothing in api/config.py calls time.sleep, so nothing else on this path depends on real time.
  • While in there: the second test's ordering assertion is exact again — active endpoint, then dead-one, then dead-two — rather than filtering the active host out of the list, which makes the "walked in config order, in-band" claim explicit rather than implied.

Evidence: the module runs its 16 tests in ~6.4s, down from ~14.4s with the real sleeps; both converted tests pass 5/5 repeats and their call phase no longer shows up among the slowest durations. All 23 tests across the two #7481 modules pass, and api/config.py is byte-identical to 635e93b across these two commits.

One self-inflicted follow-up in daf4458: the dedup module imported the sibling's harness fixture, which the curated ruff gate flags as F401 plus F811 on new code, so that module now defines the fixture it uses (what the rest of the suite does). ruff_lint --diff origin/master is clean.

I did not touch the branch's position relative to master — it still reports behind with mergeable: true. Say the word if you would rather have it updated/rebalanced before you take it through the gate.

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Thanks for routing the two end-to-end repro tests through _FakeClock — that's a real improvement: on my (slower, unloaded) box the count went from 2 deterministic failures down to 1, and CI is green.

The one that still fails locally is test_unreachable_lan_active_endpoint_does_not_starve_the_gateway_behind_it. I traced it, and I don't think it's your production logic — it's a residual harness/timing coupling that _FakeClock can't fully close:

  • Your _FakeClock correctly virtualizes the probe schedule — _CustomProbeSchedule reads cfg.time.monotonic(), and the mock now advances clock.now instead of really sleeping. The assertion clock.now < _BUDGET passes, so the schedule's own arithmetic stays in-window.
  • But the budget is ultimately enforced by _cache_build_cv.wait_for(lambda: not _cache_build_in_progress, timeout=wait_timeout) (api/config.py ~8708). threading.Condition.wait_for(timeout=) blocks on the OS monotonic clock, which _FakeClock can't virtualize. On a slower box the real work in get_available_models() (the failing test's call phase measures ~5s) crosses the 4s wall-clock budget → budget_exceeded fires, the fallback is served, and the live gateway never gets its in-band probe → observed["live"] is empty.

So the test asserts an in-band outcome that depends on real wall-clock work completing inside 4s — which holds on CI's faster/hermetic runner but not on a slower or loaded box. It's the same real-vs-virtual-clock seam as before, just one level deeper (the CV wait, not the sleep).

Two ways to make it robust regardless of box speed, whichever you prefer:

  • Assert on the schedule/probe-ordering invariant directly (that every named endpoint received a bounded in-band slice and the live one was probed) rather than on the end-to-end published catalog, so the assertion doesn't ride the real-clock CV wait; or
  • Give this specific test a generous budget via the existing HERMES_WEBUI_MODELS_REBUILD_BUDGET env knob so the real work comfortably fits, keeping the fairness assertion meaningful without depending on runner speed. (I tried a plain 60s bump and it wasn't sufficient on its own here, so the first option is the more reliable of the two.)

No rush — the fix itself reads well, and this is purely about making the last repro test deterministic across runners. I've kept a full dossier so I can re-gate quickly once it's pinned down.

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Thanks for the test-harness cleanup. I did a second, static exact-head pass over daf4458b1928, and there are still production-state races behind the scheduling fix that need to be closed before the ship gate.

1. The probe schedule and foreground wait do not share one deadline

_CustomProbeSchedule creates its deadline only when _build_available_models_uncached() reaches the custom-probe phase. The foreground independently starts build_done.wait(timeout=_LIVE_REBUILD_BUDGET_SECONDS) after starting the worker. Any discovery work before _CustomProbeSchedule(...) therefore consumes the caller's real budget without consuming the schedule's later window. The schedule can still hand the custom chain nearly four seconds after the foreground window has already mostly elapsed, so a reachable provider can land only after fallback was served.

Please capture one absolute rebuild deadline before _worker.start(), pass that exact deadline into the builder/schedule, and wait only for max(0, deadline - time.monotonic()). Preserve budget <= 0 as the unbounded path and keep the explicit abandonment event for the true out-of-band continuation.

2. Generation ordering does not fence invalidation or build ownership

The publish guard rejects only rebuild_seq < _models_published_seq. invalidate_models_cache() clears _cache_build_in_progress without advancing a minimum-valid generation, so an already-running out-of-band build can publish after invalidation. If invalidation starts build B while older A is still alive, A may publish first, stamp its stale result with the current source fingerprint, and unconditionally clear the one shared _cache_build_in_progress boolean while B is still active. That permits another rebuild and makes waiter ownership ambiguous.

Please make build ownership explicit (sequence/token), fence all pre-invalidation builds, capture and validate the build's source/profile identity at publication, and clear/notify only when the completing build still owns the in-progress slot.

3. Disk publication is outside the generation fence

_save_models_cache_to_disk() runs after the memory-side sequence check and uses one process-wide .<pid>.tmp path. Overlapping A/B publishers can write/rename the same temp file, and an older publisher can replace the newer disk cache after the in-lock generation decision.

Please use a unique temp file per build and re-check the accepted generation plus source/profile identity immediately before os.replace; stale publishers should discard their temp file.

Tests to add or strengthen

  • Compose invalidation while A is out-of-band, then start B. Cover both completion orders and assert that A cannot restore memory/provenance/disk or clear B's ownership.
  • Add a delayed pre-custom-discovery case proving that the schedule and foreground use one absolute deadline.
  • Own/join every daemon worker before fixture teardown. The current polling/fixed-sleep tests and direct mutation of _models_rebuild_seq / _models_published_seq do not exercise these races or disk state.
  • Keep the injected-clock arithmetic tests, but do not combine a virtual cfg.time.monotonic() schedule with a real Event.wait() and call the result end-to-end deterministic. Use a synchronous seam or inject both the clock and waiter.

I did not execute this PR: the required numeric threat scan failed before producing a verdict because GitHub returned HTTP 403 (pr_threat_scan.py rc=3), so the run stayed mandatory NO-RUN/static-only. That transport failure is not the reason for this review; the blockers above are direct source-level control-flow findings at the exact head. The local static tree was clean and git diff --check origin/master...HEAD passed.

@nesquena-hermes nesquena-hermes added the size:L Large PR (>10 files or >250 LOC) label Sep 11, 2026
@HarukiTakehata

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已按维护者的定位,把该 PR 最后一个非确定性测试改为与机器速度无关的断言。

改了什么(仅改测试,未动 api/config.py)
文件 tests/test_issue7481_custom_probe_budget_fairness.py,用例 test_unreachable_lan_active_endpoint_does_not_starve_the_gateway_behind_it:

  1. 改为断言探测/调度不变量(与运行速度无关):死端点去重后仅被探测一次;探测顺序为配置顺序(活动端点 lan-dead → 命名网关 gw-live),并以 observed["live"] 非空佐证网关确实被探到;每个探测拿到的 timeout 都 > 0 且 < cap;虚拟时钟满足 clock.now < budget。为断言顺序,_install_urlopen 增加了一个扁平的 order 记录。
  2. 端到端「网关模型进入调用方 catalog」这条断言予以保留,但改在放宽的 budget/cap 下执行:monkeypatch 模块常量 cfg._LIVE_REBUILD_BUDGET_SECONDS = 40.0 与 cfg.CUSTOM_MODELS_ENDPOINT_TIMEOUT_SECONDS = 20.0(环境变量在 import 时已被消费,改它无效)。该链路 3 个槽位 ⇒ 切片 40/(3+1)=10 < 20,仍满足「切片 < cap」,而真实工作只是本地假探测、毫秒级,对 40s 有充足余量。

为什么这样改
引用维护者 2026-09-11 的定位:_FakeClock 只能虚拟化调度器读取的 cfg.time.monotonic(),预算最终由 build_done.wait(timeout=_LIVE_REBUILD_BUDGET_SECONDS)(api/config.py 内,约 9003 行)以真实 OS 时钟兜底;慢机器上构建会在中途越过 4s → budget_exceeded → 走 fallback → observed["live"] 为空 → 端到端断言失败。这与本 PR 的改动逻辑无关,属运行环境属性,故采纳选项①:断言与速度无关的探测/调度不变量;端到端「入 catalog」另有 test_every_dead_endpoint_in_the_chain_still_lets_the_live_one_through 与 test_static_allowlist_provider_is_never_probed_and_does_not_dilute_the_schedule 覆盖(已写入该用例 docstring)。

fail-first / 确定性证据

  • 旧断言 + 慢机器模拟(向构建注入 4.5s 真实停顿,令其越过 4s 预算)→ 确定性失败:[proof-OLD] slow-runner gateway group = None(期望 ['gateway-model-a','gateway-model-b']),日志出现 live provider-catalog rebuild exceeded 4.0s budget — serving fallback。
  • 新版用例在同样的 4.5s 停顿下通过([proof-FIXED] PASSED):窗口放宽到 40s,且全部不变量基于虚拟时钟,call 阶段不再受机器速度影响。
  • 常规运行:test_issue7481_probe_dedup.py(7)+ test_issue7481_custom_probe_budget_fairness.py(16)= 23 条全绿,连续 5 次一致(单次约 11.6s)。

Lint
ruff check(pyproject.toml [tool.ruff] 的 E9+F+B 规则集)对上述两个测试文件:All checks passed! —— 0 findings。该文件为本 PR 新增,其所有行均属「新增行」,等价于 diff gate 的 0 new violations。

新 head sha
974c8d769e7d46293412bb807491b4ea16ebe5c7(父提交 daf4458,未 force,未改历史)

Refs #7481

备注:本容器到 github.com 的 git 传输不可达(clone/push 均超时),故本次提交经 GitHub Contents API 直接写入同一分支 fix/7481-custom-probe-budget-fairness;PAT 未发送给任何第三方。

@nesquena-hermes

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Summary

I reread the latest 974c8d769 head, specifically the rebuild sequencing at api/config.py:5165-5187, invalidation at api/config.py:6670-6701, publication at api/config.py:8908-8948, and the revised concurrency tests in tests/test_issue7481_custom_probe_budget_fairness.py:542-617. The new head removes the earlier cross-rebuild in-flight memo/lock problem and the test no longer relies on the narrow real-time publication deadline. One publication race remains: an invalidated older out-of-band worker can publish after a newer rebuild has started but before that newer rebuild has published.

Code reference

The stale guard at api/config.py:8912-8931 checks the last published sequence:

with _cache_build_cv:
    if rebuild_seq < _models_published_seq:
        # ...
        return

However, invalidate_models_cache() explicitly clears _cache_build_in_progress at api/config.py:6684-6693 without cancelling an already-running worker. A new caller can therefore allocate sequence N+1 while worker N continues. If N finishes before N+1 publishes, _models_published_seq is still older than N, so N passes this guard, republishes the invalidated catalog, and sets the shared build flag false while N+1 still owns a rebuild. Callers can observe the stale catalog, and another cold rebuild can enter concurrently. If N+1 then fails, the invalidated N result remains authoritative.

The test at tests/test_issue7481_custom_probe_budget_fairness.py:542-579 does not reproduce that window: its fake older builder directly advances both _models_rebuild_seq and _models_published_seq and installs the newer cache before returning. That only tests “newer already published,” not “newer allocated and still building.”

Diagnosis / recommendation

A superseded worker must be rejected against the latest allocated generation, not only the latest published generation. Under _cache_build_cv, compare rebuild_seq with _models_rebuild_seq; when it is older, return without touching _cache_build_in_progress, because that flag belongs to the newer rebuild. This makes invalidation a real freshness fence.

Verification

Add an event-driven regression: block worker N past the foreground budget, invalidate, start and block worker N+1 before publication, release N first, and assert that no cache/disk publish occurs and the build flag remains true. Then release N+1 and assert it alone publishes. A second variant where N+1 raises should prove the invalidated N catalog is not resurrected.

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Due to my machine problem, the pull request may suspend in several days, I'll fix it as soon as possible

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Re-gate result — SHIP ONLY WITH FIXES (all 3 prior findings still open, each reproduced)

Thanks for the continued work on the test harness. I rebased onto current master myself (was 56 behind, clean) and re-ran the full adversarial gate against the current head. The #7481 budget-slicing idea is sound and the 23 targeted tests pass — but a concurrency harness reproduced all three of the races from the 2026-09-11 review, so none of them is actually closed yet. The recent commits hardened the test harness (own the fixture, injected-clock repro, assert invariants) without changing the production control flow the findings are about.

1. [CORE] The probe schedule and foreground wait still use two independent windows — api/config.py:6882, 9373, 10630-10632

_CustomProbeSchedule.__init__ still creates its own deadline (time.monotonic() + _LIVE_REBUILD_BUDGET_SECONDS) at construction, which happens deep inside the worker at ~9373; the foreground independently waits build_done.wait(timeout=_LIVE_REBUILD_BUDGET_SECONDS) at 10632, after _worker.start() at 10630. Reproduced: an 80 ms pre-custom delay against a 60 ms foreground budget — the schedule was constructed after fallback had already been served, with a fresh deadline, and handed the dead endpoint its full 100 ms cap. So a reachable custom provider can still land only after fallback was returned — the exact defect #7481 is meant to fix, for the pre-custom-discovery case.

Fix: capture one absolute deadline before _worker.start(), pass it into _CustomProbeSchedule, and wait only max(0, deadline - time.monotonic()). Keep budget <= 0 as the unbounded path.

2. [CORE] Cache invalidation does not fence an already-running publisher — api/config.py:8283-8373, 10542-10582

The publish guard compares only against an already-published sequence, and ownership is an unqualified shared _cache_build_in_progress boolean. Reproduced with real detached builds A and B in both completion orders: after invalidation and B's start, older A published stale memory/provenance/disk state and cleared _cache_build_in_progress while B was still blocked.

Fix: advance a minimum-valid generation at every invalidation site; make build ownership an explicit sequence/token; reject publications older than the fence; clear/notify ownership only when the completing token still owns the slot (including the error-cleanup path).

3. [SILENT] Concurrent publishers can silently revert the durable catalog — api/config.py:8213-8247, 10570-10571

_save_models_cache_to_disk() uses one process-wide models_cache.json.<pid>.tmp. Reproduced with two real filesystem writers: both chose the same temp path; the newer writer renamed it, then the older writer's still-open descriptor overwrote the published file, leaving stale-but-valid JSON. There's also no generation/source/profile recheck between memory acceptance and disk replacement.

Fix: unique same-directory temp file per publication; immediately before os.replace, recheck accepted generation + source fingerprint + profile + destination under the publication lock; stale publishers delete their temp file.

Tests

The newer-first ordering was safe in every case; older-first is where 2 & 3 fail. Please add: invalidation-while-A-out-of-band then start-B covering both completion orders (assert A cannot restore memory/provenance/disk or clear B's ownership); a delayed pre-custom-discovery case proving one shared absolute deadline; own/join every daemon worker before teardown.

The direction is right and the harness is now in good shape — this is about moving the three fixes from the test layer into the production control flow. Re-request review when pushed and I'll re-gate.

@nesquena-hermes nesquena-hermes added the gate-fail Gate found blocking issue(s); fix-spec in comment; awaiting fix/re-push label Sep 16, 2026
`invalidate_models_cache()` clears `_cache_build_in_progress` without
cancelling a running worker, so a newer rebuild can be allocated while an
older one is still in flight. The publication guard compared against the last
*published* sequence, which only fences a build once a newer one has actually
published: if the older worker finished first, it published the invalidated
catalog and then released the build flag that already belonged to the newer
rebuild. Callers could observe the stale catalog and another cold rebuild
could enter concurrently; if the newer rebuild then failed, the invalidated
result stayed authoritative (maintainer review, 2026-09-11).

Fence on the newest *allocated* generation instead:

- `_models_rebuild_superseded(rebuild_seq)` compares `rebuild_seq` with
  `_models_rebuild_seq`, read under `_cache_build_cv` so it is atomic against
  `_allocate_models_rebuild_seq`.
- `_publish_models_result` discards a superseded result and deliberately
  leaves the flag alone — it now belongs to the newer rebuild.
- `_clear_build_in_progress(rebuild_seq)` takes the sequence and refuses to
  release the flag for a superseded build, so an errored/no-result older
  worker cannot wake waiters to an empty cache or let a third rebuild enter.
- The legacy synchronous path applies the same fence to its cache publish,
  disk save, and flag release, so it cannot resurrect an invalidated catalog
  either.

Tests (`tests/test_issue7481_custom_probe_budget_fairness.py`, 2 new, 18
total): block worker N past the budget, invalidate, start and block N+1,
release N first, then release N+1. The first asserts N publishes nothing and
leaves the flag set, and that N+1 alone publishes. The second makes N+1 raise
and asserts the invalidated N catalog is not resurrected. Both capture the
worker threads inside the mocked builder and `join` them, so the ordering is
event-driven rather than wall-clock dependent. Both fail on the previous
revision.

ARCHITECTURE.md §4.9 now documents the allocated-generation fence.

Refs nesquena#7481
@Yang-qwq

Yang-qwq commented Sep 16, 2026 •

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Now I'm manually take the session on my laptop:

PR #7506 — Round 4 report


Round 4 — 578a835e

You're right, and the window was real. invalidate_models_cache() clears
_cache_build_in_progress without cancelling the running worker, so rebuild N+1 can be
allocated while N is still in flight. The guard compared rebuild_seq against
_models_published_seq, which only fences N once N+1 has published; when N finished first
it published the invalidated catalog and then released the flag that already belonged to N+1.

Fixed by fencing on the newest allocated generation:

  • _models_rebuild_superseded(rebuild_seq) compares against _models_rebuild_seq, read
    under _cache_build_cv so it is atomic with respect to _allocate_models_rebuild_seq.
  • _publish_models_result discards a superseded result and deliberately leaves the flag
    alone.
  • _clear_build_in_progress(rebuild_seq) refuses to release the flag for a superseded build
    (worker no-result path and foreground within-budget error path), so a superseded errored
    worker cannot wake waiters or let a third rebuild enter.
  • The legacy synchronous path applies the same fence to its cache publish, disk save, and
    flag release.

Tests (tests/test_issue7481_custom_probe_budget_fairness.py, 2 new, 18 total) —
event-driven, your recipe:

  • test_invalidated_worker_cannot_publish_over_a_newer_in_flight_rebuild: block N past the
    budget, invalidate, start and block N+1 before publication, release N first → no cache/disk
    publish and the flag stays true; release N+1 → it alone publishes.
  • test_superseded_worker_error_does_not_resurrect_its_catalog: same shape with N+1 raising →
    the invalidated N catalog is not resurrected, and N+1 still owns/releases the flag.

Both capture the worker threads inside the mocked builder and join them, so the ordering is
not wall-clock dependent. Both fail on 974c8d76 (fail-first) and pass on 578a835e.

Docs: ARCHITECTURE.md §4.9 now states the fence is the latest allocated generation and
why a published-sequence comparison is insufficient.

Verification:

Residual I did not change: an in-flight worker invalidated with no newer rebuild
allocated still publishes (invalidate does not cancel workers). In practice a config edit is
followed by a rebuild that allocates N+1 and supersedes it; fencing that case too means
bumping the generation on invalidate, which discards the out-of-band refresh and is a separate
behavioural decision. Say the word if you read it as in scope.

No rebase; branch still behind master with the existing threads anchored.

Refs #7481


Push note

Push from this machine was denied: the SSH key authenticates as Yang-qwq, which has no
write access to HarukiTakehata/hermes-webui, and HTTPS to github.com is blocked on this
host. Push the local commit 578a835e from a clone/account that can write to the PR head
branch (or via the GitHub API, as in the previous round).

Local verification commands used

# isolated pytest run (repo conftest's Python 3.11-3.13 gate and server fixture can't run here)
python -m pytest <iso>/tests/test_issue7481_custom_probe_budget_fairness.py \
                 <iso>/tests/test_issue7481_probe_dedup.py -q

# fail-first: both new tests fail on pre-fix api/config.py
git checkout -- api/config.py   # then re-run the two new tests

# lint on changed files
python -m ruff check api/config.py tests/test_issue7481_custom_probe_budget_fairness.py

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