A chain is checked for nested chains when it is saved, but not when
one of its targets is later edited into a chain. Requests then served
the inner chain's config as the target, which has no backend and
triggers backend auto-detection.
Mark such a target missing so no plan picks it, and skip it without a
trip in the HTTP path when it is pinned.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-5-5 [Claude Code]
The warm list held target names as the chain lists them. For an alias
target that is the alias, but the preloader loads the alias stub (no
backend, no model) and the eviction guard compares against loaded
model names, which never include an alias. A warm alias target was
neither preloaded nor protected from eviction.
Report the model that serves each warm target instead.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-5-5 [Claude Code]
A manager snapshots a target publish when it queues it and applies
every echo the sync layer sends back. With one recovery probe, a
success moves a target from down to recovering to healthy under one
lock and queues two publishes. The echo of "recovering" then arrived
after the target was healthy, rolled it back, switched the chain away
with reason trip and restarted the dwell timer.
Tag each target snapshot with the publishing manager and ignore own
echoes. The manager already holds that state or a newer one.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-5-5 [Claude Code]
Transcription and diarization checked response_format only after the
backend had run, and returned a plain error for an unknown value.
Failover counts a plain error as a target failure, so one request with
a bad response_format ran the backend on every target of a chain and
tripped all of them.
Check the format before the backend runs and answer 400.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-5-5 [Claude Code]
SyncedMap.Set and Delete changed memory before they wrote the Store.
When the write failed they returned the error, but the unpersisted
value stayed in memory. Callers that re-read the map then applied it
again. The failover manager rolled back a failed pin, but its periodic
pin re-sync read the pin back from the map and re-applied it on that
frontend until the database came back.
Write the Store first and change memory only after it succeeds. A
failed Set or Delete now leaves memory and peers as they were, so the
map always matches what the Store holds. This also stops a failed
create of a fine-tune, quantization or agent task from leaving an
orphan entry that the API had reported as failed.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-5-5 [Claude Code]
* feat(gallery): publish signed OCI fallbacks
Publish both official gallery indexes with their local base configs so
an outage of the HTTP and GitHub sources can fall back to Quay.
Keep artifact signing policies separate from backend image policies,
and expose each moving gallery tag only after its digest is signed.
Assisted-by: Codex:gpt-6
* fix(gallery): confine packaged files to selected roots
Use directory-scoped file access to reject symlink escapes during gallery packaging. Create private bundle files for the publishing runner.
Assisted-by: Codex:GPT-6
---------
Co-authored-by: localai-org-maint-bot <306269227+localai-org-maint-bot@users.noreply.github.com>
* feat(system): report per-model DRM VRAM
Expose optional resident device memory for local backend process trees.
Deduplicate DRM clients and omit unsupported or incomplete readings.
Document accounting limits and preserve a measured zero in JSON.
Closes#11970.
Assisted-by: Codex:gpt-6
* fix(system): document trusted procfs reads
Scope G304 annotations to paths built from the fixed procfs root,
integer process IDs, and kernel directory entries. These reads accept
no user-controlled path components.
Assisted-by: Codex:GPT-6 gosec
---------
Co-authored-by: localai-org-maint-bot <306269227+localai-org-maint-bot@users.noreply.github.com>
Keep each message and reasoning item at its announced output index.
Include the answer in completed responses with reasoning or fallback
function calls, and retain reasoning supplied through backend deltas.
Add regression coverage for stream indices, final output, plain text,
and automatic tool parsing.
Assisted-by: Codex:GPT-6
Co-authored-by: localai-org-maint-bot <306269227+localai-org-maint-bot@users.noreply.github.com>
Partial JSON parsing heals a name-only chunk into a tool call. The
stream emits that call with empty arguments and skips later chunks.
Require complete JSON before emitting terminal tool-call events.
Preserve complete calls before an unfinished trailing call, and count
only actual tool calls. Add split-chunk regression tests and docs.
Refs #11635. The non-streaming report remains unconfirmed.
Assisted-by: Codex:GPT-6
Co-authored-by: localai-org-maint-bot <306269227+localai-org-maint-bot@users.noreply.github.com>
Swag cannot resolve json.RawMessage in OpenAIResponse and aborts the daily
schema generation. Set its Swagger type without changing JSON encoding,
and regenerate the checked-in specifications.
Assisted-by: Codex:gpt-6
Co-authored-by: localai-org-maint-bot <306269227+localai-org-maint-bot@users.noreply.github.com>
Review asked for constants instead of the stage literals ("vad",
"transcription", "llm", "tts", "sound_detection") passed to resolveStage,
stageCall and isChainStage, so the uses can be cross-checked. Add
PipelineStage* constants next to the Pipeline type in core/config: the
names match its yaml keys, and core/backend (preload roles) and the openai
realtime endpoint both need them.
Use them in realtime_model.go (stage routing and preload roles),
realtime.go (the voice_recognition preload role) and core/backend
preload.go. model_failover events take their stage from the stageChains
keys, so they now carry the constants too. The failover tests use the
constants for inputs and keep literal wire values in their event
assertions.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Review asked for constants instead of the "cloud-proxy" and
"localai-proxy" literals. Add CloudProxyBackend and LocalAIProxyBackend next
to the other backend-name constants in pkg/model (WhisperBackend,
TransformersBackend, ...), which core/config already imports, and use them
in every production check: the proxy options builder, IsRemoteProxy,
IsCloudProxyBackendPassthrough, the PII defaults, the localai-proxy backend
hook and loader warning, and the PII middleware metadata in the routes and
the in-process MCP client.
The proxy options builder now calls IsRemoteProxy() instead of repeating
the two-backend check, so the set of proxy backends is defined once.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
TranscriptEndpoint, DiarizationEndpoint and SoundClassificationEndpoint
returned the raw c.FormFile("file") error. Echo turns a non-HTTPError into
a 500, so a request with no multipart boundary or no file field looked like
a server fault. This became visible in tests/e2e once the suite registered
a transcription-capable model (lp-transcription) at runtime: the
default-model middleware then resolves a model, the request reaches the
handler, and "should return mocked transcription" got a 500 in some spec
orders (seed 1790493709).
Read the upload through a small uploadedFile helper that maps any
FormFile failure to 400 with the field name and parser reason. Server-side
failures after that (temp dir, file create, copy) stay 500. The image and
LocalAI upload endpoints already return 400 here.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
19f6a18b8 moved credential-env resolution behind an explicit lookup
(ApplicationConfig.ProxyAPIKeyEnvLookup / config.WithProxyAPIKeyEnvLookup),
wired only at the CLI boundary (core/cli/run.go). The e2e suite builds its
Application in-process without that option, so the failover prober could
never resolve a remote target's api_key_env, remote liveness never passed,
and "fails over ... and fails back" hung waiting for chain-remote to
recover. Pass config.WithProxyAPIKeyEnvLookup(os.Getenv) there too, same as
the CLI. worker/federated commands don't serve proxy/failover configs and
tests/e2e-ui never sets api_key_env, so neither needs the lookup.
Also make the misconfiguration itself easier to diagnose: the prober now
logs a one-time xlog.Warn per api_key_env when a remote target sets it but
no lookup is configured, instead of only surfacing it as a per-probe
"is unset" error indistinguishable from a genuinely empty env var.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
The failover prober gate calls TryAcquire with the application context,
which never ends. A database that stopped answering blocked the
scheduler goroutine for good, with the lock's mutex held. Bound the
session open and the lock query with the same timeout as Verify.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Every frontend recorded localai_failover_switches_total for the switches
it adopted from the leader, so a cluster of N frontends counted each
switch N times. Only the leader, which decides the switch, records it.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Pin and Unpin apply the change locally first for read-your-writes. When
the shared write then failed, the local pin stayed, so this frontend
served a target the others did not. Restore the previous pin on error,
unless a newer change arrived meanwhile.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
A NATS reconnect re-hydrates the pins map from the DB without OnApply, so
a frontend that missed an unpin kept serving the old pin and flip-flopped
with the leader's republish. Every frontend now reconciles the manager's
pins with the shared set every ten ticks and after a reconnect, and the
pins map re-reads the DB every 30 s to repair a delta dropped without a
reconnect.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
ResourceExhausted is retried and trips the target, which is right for a
rate limit or an out-of-memory backend. A payload over the gRPC message
cap is ResourceExhausted too, but every target rejects it the same way,
so it tripped the whole chain. Classify it as a request error.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
The non-OpenAI endpoints (depth, detection, face_*, voice_*, images,
video, 3d) map a backend's gRPC Unimplemented to an echo 501 without the
gRPC status. The retry loop did not see a capability gap, and IsRetryable
is false for 501, so the client got 501 and the next target was never
tried. Treat a returned or written 501 as a capability gap.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
The failover chain editor leaves the warm toggle enabled on every row
(the model list has no backend field to gate on) and relies on the
server warning instead, so the docs describing it as disabled for
remote targets were wrong. Separately, syncstate's hydrate() returns
early with no Store or Loader, so a Reconcile tick is a no-op rather
than one that empties the map — correct that claim everywhere it was
repeated (contributor guide, distsync comment, design spec).
No behavior change.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Editing a failover chain now shows its state, the target serving it,
and a per-target health table under the editor header. The strip reads
GET /api/failover and follows /api/failover/events, with a 15 s re-list
to cover SSE reconnect gaps. Admins can pin a target or unpin the chain
after a confirmation.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Treating ResourceExhausted as a capability gap skipped the target
without counting a failure, so a target that stays rate limited or out
of memory kept its traffic. It is now an ordinary retryable failure:
the request moves to the next target and the exhausted one trips.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Rerank no longer sends top_n 0, which the upstream rejects. A
mid-stream upstream error frame now fails the call instead of ending
it as a short success. Temperature 0 is forwarded. An upstream 429
becomes ResourceExhausted, which failover skips like Unimplemented.
A localai-proxy config sends its own name upstream when upstream_model
is unset, and a chat proxy defaults to the tokenizer template so chat
reaches the upstream as messages.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
A leader whose host died without closing its connection kept the
advisory lock for about two hours of OS keepalive defaults, and no other
frontend could probe. The lock session now sets short TCP keepalives and
tcp_user_timeout, so the server drops it within about 30 seconds.
Shutdown now closes the lock for good, so a tick that runs after it
cannot take the lock back.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
A lock taken per tick passed between frontends on almost every tick, so
several frontends probed at once and each change of leader re-sent the
warm set and all state. The leader now holds a dedicated PostgreSQL
session with the advisory lock and keeps it until it shuts down or the
session dies.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
A pin arrives from the sync layer once. Dropping it when the chain or
target is unknown here left this frontend routing differently from the
cluster whenever its config lagged or a chain was re-created.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Pass the API key environment lookup through ApplicationConfig to satisfy
core configuration lint. Keep credential resolution dynamic and exclude
the callback from serialization.
Handle the five close results reported by errcheck.
Assisted-by: Codex:gpt-6 golangci-lint
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
The spec promised a load-time warning when a chain marks a remote
target warm, where the flag does nothing; the loader now logs it. The
remote-backend test moves into ModelConfig.IsRemoteProxy so the loader
and the failover manager agree on what is remote.
The spec now says what ships: a load blocked by pinned warm targets
proceeds over the limit after eviction retries, without an error that
names them.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Go resends custom headers such as x-api-key when it follows a redirect,
also to another host, so a redirecting upstream could receive the
target's API key elsewhere. The probe client now treats a redirect as
the response, which fails the probe as a non-2xx status.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Transcription-only and sound-detection-only realtime sessions passed a
chain config straight to the model loader. It has no backend, so the
loader fell back to greedy backend auto-detection: slow, and ending in
an unhelpful error. Sound-only sessions are a main use of chains.
The stage routing of the full pipeline moves into a stageRouter that
both realtime model kinds embed. Every stage resolves to the chain's
active target at build time and goes through the failover plan per
call. The session sends failover events for any model with chain
stages, and restarts them when a transcription session.update swaps
the model.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
A chain request reached a cloud-proxy target with the client's model,
the chain name, whenever the target set no upstream_model: passthrough
forwards the body's model and translate falls back to it. The upstream
answered 404, which neither retries nor trips, while the liveness
probe, which checks the target's own name, kept passing.
PrepareTarget now sets the upstream model of a remote target to
proxy.upstream_model or the target name, the same name the probe uses.
The request pipeline and realtime chain stages both call it.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
A warm target's liveness probe called ModelLoader.Load, which blocked
until the model finished loading (while the warm preload loaded it
too). Tick waited for every probe, so all probing froze, and the probe
then ran HealthCheck on an expired context and tripped the target at
every startup.
The prober now takes a function that returns the running backend
without loading it. A target that is not loaded passes liveness; its
recovery is neither confirmed nor failed and it returns to healthy
after min_dwell, like a cold target. Tick no longer waits for probes:
each probe applies its own result and a target whose probe is running
is skipped.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
The request path called HasChains on every request, and with no chains
it scanned the config source each time: the loader's lock plus a copy
and sort of every config, forever, on every installation without
chains. Sync now keeps an atomic flag and HasChains reads only that.
A chain added since the last sync is still served because Plan syncs
on a miss; only in-request retry waits for the next tick (at most 1s).
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
A stage that names a chain is resolved on every call, so a switch keeps
the session and its conversation. Clients get localai.model.failover
events at session start and on every switch.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
A missing file is not a reliable signal: models download on first use,
some backends need no file, and dotted names like Phi-3.5-mini look like
paths. Marking such a fallback down removed the retry a chain exists
for. Cold targets are now judged only by real requests.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
An admission rejection or a disabled target moves the request to the
next target through Attempt.Skip, which records no failure. A 4xx
response no longer counts as a success. Requests skip body recording
when no chain is configured, and stop it once the model is known not
to be a chain.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
The retry wraps SetModelAndConfig, so each attempt binds the request
again from a replayed body. A 5xx of a chain request is held back until
the handler returns, and a streamed response is never retried.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
applyFailoverWarmTargets ran on the manager's single scheduler goroutine
(Sync -> Tick), so a slow or hung PreloadModelByName call froze probing
and fail-back for every chain. Keep the watchdog pin synchronous but run
the preload loop in its own goroutine. Adds a seam (preloadModelByName)
so a unit test can substitute a blocking loader and assert the callback
still returns promptly.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Warm local targets are pinned in the watchdog and preloaded. Switches
and target health are exported as metrics, skipped attempts as traces.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Matches cloud-proxy's resolveAPIKey exactly: os.Getenv + empty check
rather than os.LookupEnv, so a variable that's set but empty errors
instead of probing unauthenticated.
Assisted-by: Claude:claude-opus-5-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
