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29 Commits

Author SHA1 Message Date
Ettore Di Giacinto
28beac9a18 fix(llama-cpp): terminate tensor/kv override vectors after passthrough
The tensor_buft_overrides padding and the kv/draft override terminators
ran before the generic option passthrough, so a passthrough flag
(--cpu-moe, --override-tensor, --override-kv, ...) appended a real entry
after the null sentinel - tripping the model loader's
back().pattern == nullptr assertion (crash) or being silently dropped.
Move all three termination/padding blocks to the end of params_parse,
after both the named-option loop and common_params_parse have pushed
their real entries. Also widen the exit()-flag skip list so --version,
--license, --list-devices and --cache-list cannot terminate the backend.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-24 17:28:22 +00:00
Ettore Di Giacinto
977ccd88f0 docs(llama-cpp): document cpu_moe/n_cpu_moe and option passthrough
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-24 17:13:13 +00:00
Ettore Di Giacinto
74e6c60045 feat(llama-cpp): forward unknown '-' options to upstream arg parser
Any options: entry starting with '-' is collected and passed verbatim to
llama.cpp's own common_params_parse (LLAMA_EXAMPLE_SERVER) at the end of
params_parse, so every upstream llama-server flag works without a new
hand-wired branch. Passthrough runs last and wins on overlap; n_parallel is
snapshotted to survive parser_init's SERVER reset, and help/usage/completion
flags are skipped to avoid exiting the backend.

Closes #10483

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-24 17:10:18 +00:00
Ettore Di Giacinto
811f0db2e3 feat(llama-cpp): add main-model cpu_moe/n_cpu_moe options
Mirror the existing draft_cpu_moe/draft_n_cpu_moe siblings for the main
model, matching upstream --cpu-moe / --n-cpu-moe (common/arg.cpp). Lets
users keep MoE expert weights on CPU to manage VRAM on large MoE models.

Closes part of #10483

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-24 17:07:14 +00:00
Dedy F. Setyawan
e8ae88a2a0 i18n(id): update and complete Indonesian translations (#10480)
- translate remaining English strings in chat, common, home, and media locales.
- fix typo and improve wording consistency (e.g., klaster -> kluster, otomasi -> automasi).

Signed-off-by: Dedy F. Setyawan <dedyfajars@gmail.com>
2026-06-24 18:35:21 +02:00
Richard Palethorpe
e1994579f8 fix(pii): load default detectors at startup + add LOCALAI_PII_DEFAULT_DETECTORS (#10474)
pii_default_detectors was applied to the live config only by a live
POST /api/settings (ApplyRuntimeSettings) — neither the startup loader nor
the config file watcher read it back. So after a restart the persisted
default detectors were dropped, and the cloud-proxy MITM listener (which
resolves each intercept host's detectors once at start via ResolvePIIPolicy)
came up with an empty set and forwarded intercepted traffic unredacted, even
though the MITM model had pii.enabled:true and the defaults were on disk.
Request-side default redaction broke the same way.

- startup.go: loadRuntimeSettingsFromFile now applies pii_default_detectors,
  before startMITMIfConfigured, with env > file precedence.
- config_file_watcher.go: apply pii_default_detectors on live file edits,
  matching the existing env-guard pattern used for the other fields.
- settings endpoint: rebuild the MITM listener when pii_default_detectors
  changes (its per-host detector map is frozen at listener start), not only
  on a mitm_listen change — so toggling a default detector takes effect on
  cloud-proxy traffic immediately.
- new LOCALAI_PII_DEFAULT_DETECTORS env var / CLI flag (WithPIIDefaultDetectors)
  so the default detector set can be pinned at boot for immutable deployments.

Assisted-by: Claude:claude-opus-4-8 Claude-Code

Signed-off-by: Richard Palethorpe <io@richiejp.com>
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2026-06-24 11:08:57 +02:00
LocalAI [bot]
e5620989dd refactor(distributed): make in-flight tracking coverage a compile-time contract (#10476)
PR #10475 fixed SoundDetection in-flight tracking, but the underlying trap
remains: InFlightTrackingClient embedded the whole grpc.Backend interface
"for passthrough of untracked methods", so any newly added inference method
is silently satisfied by the embedded passthrough and never wrapped with
track(). That leaves onFirstComplete unfired and in-flight stuck at 1 - the
exact SoundDetection bug, waiting to recur for the next backend method.

Close the gap at the type level instead of relying on reviewers to remember:

- Split grpc.Backend into two composed sub-interfaces: InferenceBackend
  (methods that are one discrete inference call and must be tracked) and
  ControlBackend (control-plane calls plus the streaming constructors whose
  work spans the returned stream, safe to pass through). The classification
  now lives next to the interface it documents.
- InFlightTrackingClient embeds only grpc.ControlBackend and implements every
  InferenceBackend method explicitly, delegating to an inner InferenceBackend.
  A `var _ grpc.Backend = (*InFlightTrackingClient)(nil)` assertion makes the
  package fail to compile if any inference method is left unwrapped.

Now adding a method to InferenceBackend is a build error (at the assertion and
every call site: "does not implement grpc.Backend (missing method X)"), not a
silent runtime leak - and the obvious fix is to copy a neighbouring wrapper,
which calls track(). No runtime guard or reviewer vigilance required.

Pure refactor: the composed Backend interface is identical to the old flat
one, so all implementers and consumers are unaffected (verified with a full
`go build ./...`). Behaviour is unchanged; the existing nodes suite passes.


Assisted-by: Claude:claude-opus-4-8 [Claude Code]

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-24 11:08:29 +02:00
LocalAI [bot]
fc618dcee6 fix(distributed): track in-flight for SoundDetection requests (#10475)
The distributed router wraps backend clients in InFlightTrackingClient so
the eviction logic knows which replicas are actively serving. Every
inference method must be wrapped: track() increments in-flight on entry
and decrements (plus fires onFirstComplete, which releases the load-time
reservation) on return.

SoundDetection was added after the tracking client and never got a
wrapper, so its calls fell through to the embedded passthrough Backend.
The increment/decrement never ran and, critically, onFirstComplete never
fired, so the reservation set at model load was never released - leaving
in-flight stuck at 1 and the replica permanently ineligible for eviction.

Wrap SoundDetection like the other non-LLM methods and cover it in the
"non-LLM inference methods track in-flight" table test.


Assisted-by: Claude:claude-opus-4-8 [Claude Code]

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-24 10:13:37 +02:00
LocalAI [bot]
e6042080c0 fix(agents): URL-decode collection/agent name path params (#10443) (#10471)
fix(agents): URL-decode collection/agent name path params

Collection and agent names carry a "legacy-api-key:" prefix, so the ':'
arrives percent-encoded as %3A in the request path. Echo routes such
paths via URL.RawPath and stores the matched path-param value still
escaped, so c.Param("name") returned "legacy-api-key%3ALiteraryResearch"
and the store lookup 404'd ("collection not found").

This was second-order fallout of #10375/#10387: once colons became valid
in names, the URL-decode gap surfaced on every name-bearing endpoint.

Add a decodedParam helper that url.PathUnescape's the param (falling back
to the raw value on invalid encoding) and wire it into all collection
endpoints and the agent :name endpoints, which share the identical
prefix. The entry endpoints already unescaped c.Param("*"); this closes
the same gap for :name.

Fixes #10443


Assisted-by: Claude:claude-opus-4-8 [Claude Code]

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-24 09:42:09 +02:00
LocalAI [bot]
0f3b24436d chore: ⬆️ Update mudler/parakeet.cpp to 89f5e2977b4d8bccd45e7bcc6f2ef7c4ed49e89a (#10468)
⬆️ Update mudler/parakeet.cpp

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-06-24 09:41:43 +02:00
LocalAI [bot]
4b6f911835 chore: ⬆️ Update ggml-org/whisper.cpp to 43d78af5be58f41d6ffbc227d608f104577741ea (#10466)
⬆️ Update ggml-org/whisper.cpp

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-06-24 09:41:14 +02:00
LocalAI [bot]
a5e28942a6 chore: ⬆️ Update ggml-org/llama.cpp to be4a6a63eb2b848e19c277bdcf2bd399e8af76d9 (#10467)
⬆️ Update ggml-org/llama.cpp

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-06-24 09:40:54 +02:00
LocalAI [bot]
dba9cd7ca4 chore: ⬆️ Update CrispStrobe/CrispASR to 96b2a6ee31d30389fed8a7ef1a54239b75231ddc (#10465)
⬆️ Update CrispStrobe/CrispASR

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-06-24 09:40:34 +02:00
LocalAI [bot]
c93190de50 chore: ⬆️ Update ikawrakow/ik_llama.cpp to 7ccf1d209588962b96eacca325b37e9b3e8faf5e (#10456)
⬆️ Update ikawrakow/ik_llama.cpp

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-06-24 09:40:13 +02:00
LocalAI [bot]
4dbf69f889 chore(model gallery): 🤖 add 1 new models via gallery agent (#10472)
chore(model gallery): 🤖 add new models via gallery agent

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-06-24 00:00:26 +02:00
LocalAI [bot]
deb430f3ec chore(model-gallery): ⬆️ update checksum (#10469)
⬆️ Checksum updates in gallery/index.yaml

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-06-23 23:15:47 +02:00
LocalAI [bot]
dd8c8778e2 chore(model gallery): 🤖 add 1 new models via gallery agent (#10464)
chore(model gallery): 🤖 add new models via gallery agent

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-06-23 15:43:21 +02:00
LocalAI [bot]
06a7b6cadb chore: ⬆️ Update leejet/stable-diffusion.cpp to f440ad9c29dd8bc34e5d1f4b863832b96d6ea05f (#10457)
⬆️ Update leejet/stable-diffusion.cpp

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-06-23 13:29:07 +02:00
LocalAI [bot]
67c8889866 chore: ⬆️ Update CrispStrobe/CrispASR to 63b57289255267edf66e43e33bc3911e04a2e92d (#10455)
⬆️ Update CrispStrobe/CrispASR

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-06-23 13:28:49 +02:00
LocalAI [bot]
1d49041c85 chore: ⬆️ Update ggml-org/llama.cpp to 73618f27a801c0b8614ceaf3547d3c2a99baae14 (#10458)
⬆️ Update ggml-org/llama.cpp

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-06-23 13:28:09 +02:00
LocalAI [bot]
2edc4e25b3 chore: ⬆️ Update ggml-org/whisper.cpp to bae6bc02b1940bbfb87b6a0299c565e563b916d1 (#10459)
⬆️ Update ggml-org/whisper.cpp

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-06-23 13:27:51 +02:00
Richard Palethorpe
7888067914 fix(settings): merge partial /api/settings updates instead of overwriting (#10463)
POST /api/settings rebuilt runtime_settings.json from only the request
body, so a focused admin page that submits a single field wiped every
other persisted setting. The Middleware proxy tab (mitm_listen) and
detector table (pii_default_detectors), plus the MCP SetBranding tool
(instance_name/instance_tagline), all POST partial bodies; the
no-omitempty api_keys and pii_default_detectors fields even round-tripped
as JSON null.

Read the persisted settings and overlay only the fields the request set
(RuntimeSettings.MergeNonNil) before writing. Every field is a pointer, so
the reflection-based merge is total over the struct and any field added
later is preserved automatically. Absent or null fields are now kept;
clearing a setting is done by sending its explicit empty/zero value
(api_keys [], mitm_listen "", etc.), unchanged from before. The full
Settings page sends every field, so its Save behaves identically.

Assisted-by: Claude:claude-opus-4-8 Claude-Code

Signed-off-by: Richard Palethorpe <io@richiejp.com>
2026-06-23 13:27:34 +02:00
LocalAI [bot]
9eedbf537a chore(model gallery): 🤖 add 1 new models via gallery agent (#10461)
chore(model gallery): 🤖 add new models via gallery agent

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-06-23 08:04:46 +02:00
LocalAI [bot]
69c16481c8 fix(test): update e2e UpdateProgress calls for new cancellable arg (#10460)
PR #10454 added a `cancellable bool` parameter to GalleryStore.UpdateProgress
but missed two callers under tests/e2e/distributed, breaking the build on
master (golangci-lint and tests-e2e-backend both failed to compile with
"not enough arguments in call to ... UpdateProgress").

Pass cancellable=true (both ops are downloading installs, which are
cancellable) and assert the flag is persisted, exercising the new behavior.


Assisted-by: Claude:claude-opus-4-8 [Claude Code]

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-22 23:45:22 +02:00
LocalAI [bot]
56f8a6623f fix(galleryop): persist cancellable so restarted in-flight ops stay cancellable (#10454)
In distributed mode a model/backend install marks OpStatus.Cancellable=true
while downloading, but the gallery_operations row never recorded it:
UpdateStatus persisted only progress/status and Create left the cancellable
column at its zero value. After a replica restart Hydrate rebuilt the op with
cancellable=false, /api/operations reported false, and the UI hid the cancel
button - the orphaned op then lingered until the 30-minute stale reaper
expired it ("stays there on restart, can't cancel, after a bit it expires").

Persist the flag on every progress tick and at row creation (installs are
cancellable, deletes are not), and clear it on terminal transitions. A
rehydrated in-flight op is now cancellable, so an admin can dismiss the
orphaned op immediately instead of waiting out the reaper. The functional
cancel path already survived restart (CancelOperation persists store.Cancel
even with no live CancelFunc); this restores the UI affordance that drives it.


Assisted-by: Claude:claude-opus-4-8 [Claude Code]

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-22 22:41:16 +02:00
Ettore Di Giacinto
4755d676a3 Revert "feat(ui): role and deployment-mode adaptive UI (landing, sidebar, top navbar)" (#10453)
Revert "feat(ui): role and deployment-mode adaptive UI (landing, sidebar, top…"

This reverts commit 9d54a599b0.
2026-06-22 21:59:05 +02:00
dependabot[bot]
10184b5e28 chore(deps): bump actions/checkout from 6 to 7 (#10451)
Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v6...v7)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-version: '7'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2026-06-22 21:38:37 +02:00
LocalAI [bot]
fdf475ec5f feat(realtime): conversation compaction (summarize-then-drop) + OpenAI item.delete/truncate/clear (#10446)
* feat(realtime): add pipeline.compaction config + resolution

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactor(realtime): extract itemID helper, reuse in item.retrieve

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* test(realtime): drop duplicate Ginkgo bootstrap, fold specs into openai suite

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(realtime): implement conversation.item.delete

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(realtime): implement input_audio_buffer.clear

Add a handler for the input_audio_buffer.clear client event that discards
a partially-captured utterance (raw PCM + buffered Opus frames) via a
unit-tested clearInputAudio helper, then acks with input_audio_buffer.cleared.

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(realtime): implement conversation.item.truncate (text)

Clears both .Text and .Transcript of the assistant content part at
contentIndex so barge-in truncation also works for audio turns whose
spoken words live in .Transcript.

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(realtime): add Conversation.Memory + pair-safe compactionCut

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(realtime): compactionCut returns 0 for keep<=0 (no-cap sentinel, avoids panic)

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* style(realtime): gofmt compaction test helper closures

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(realtime): inject rolling memory into the prompt + summary builders

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(realtime): server-side summarize-then-drop compactor

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* test(realtime): unit-test prefixMatches eviction-safety predicate

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(realtime): resolve summarizer model + schedule compaction per turn

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs(realtime): document conversation compaction + new item events

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(realtime): resolve summary model inside compaction goroutine (lazy, off-path)

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactor(realtime): reuse reasoning.ExtractReasoningComplete for summary stripping

Replace the bespoke <think> regex in the compactor with the shared
pkg/reasoning extractor (via spokenReasoningConfig), matching the rest of
the realtime path and covering all reasoning tag families, not just <think>.

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(config): register pipeline.compaction fields in meta registry

TestAllFieldsHaveRegistryEntries requires every ModelConfig field to have
a UI/meta registry entry; add the four pipeline.compaction.* leaves so they
render with proper labels/descriptions instead of the reflection fallback.

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-22 21:28:49 +02:00
LocalAI [bot]
9d54a599b0 feat(ui): role and deployment-mode adaptive UI (landing, sidebar, top navbar) (#10449)
* feat(ui): add shared DeploymentContext (features + p2p signal)

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactor(ui): extract launchAssistantChat shared helper

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(ui): role/mode-aware landing redirect at /app

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(ui): pin Cluster group and collapse Create for cluster admins

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(ui): desktop top navbar with mode pill and admin-via-chat jump

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(ui): admin token-usage meter in the top navbar

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(ui): top-navbar breakpoint handoff + assistant jump from chat page

M1: the desktop .top-navbar was hidden at max-width 768px while the
.mobile-header only appears at max-width 639px, leaving 640-768px with
neither bar so admins lost the mode pill, token meter and admin-via-chat
jump. Hide the top bar at 639px instead so it covers every width the rail
sidebar is shown and hands off to the mobile-header exactly at 639px.

M2: the navbar 'Admin via chat' button wrote localStorage and called
navigate('/app/chat'), but when already on the chat page Chat does not
remount so its mount-time payload reader never fired and the click was a
no-op until reload. The payload consume logic is factored into a shared
callback; the launcher now dispatches a localai-open-assistant event that
the mounted Chat listens for to re-consume the payload. Mount behavior is
unchanged.

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-22 21:27:43 +02:00
69 changed files with 1816 additions and 330 deletions

View File

@@ -44,7 +44,7 @@ jobs:
has-merges-singlearch: ${{ steps.set-matrix.outputs['has-merges-singlearch'] }}
steps:
- name: Checkout repository
uses: actions/checkout@v6
uses: actions/checkout@v7
- name: Setup Bun
uses: oven-sh/setup-bun@v2

View File

@@ -101,7 +101,7 @@ jobs:
steps:
- name: Checkout
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true

View File

@@ -57,7 +57,7 @@ jobs:
HOMEBREW_NO_ANALYTICS: '1'
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true

View File

@@ -49,7 +49,7 @@ jobs:
# Sparse checkout: the merge job needs `.github/scripts/` (for the
# keepalive cleanup script) but none of the source tree.
- name: Checkout (.github/scripts only)
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
sparse-checkout: |
.github/scripts

View File

@@ -23,7 +23,7 @@ jobs:
has-merges-singlearch: ${{ steps.set-matrix.outputs['has-merges-singlearch'] }}
steps:
- name: Checkout repository
uses: actions/checkout@v6
uses: actions/checkout@v7
- name: Setup Bun
uses: oven-sh/setup-bun@v2

View File

@@ -127,7 +127,7 @@ jobs:
# the original l4t matrix entry which set skip-drivers: 'true'.
skip-drivers: 'true'
steps:
- uses: actions/checkout@v6
- uses: actions/checkout@v7
with:
submodules: false
- name: Free disk space

View File

@@ -11,7 +11,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Checkout
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
fetch-depth: 0
- name: Set up Go
@@ -25,7 +25,7 @@ jobs:
runs-on: macos-latest
steps:
- name: Checkout
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
fetch-depth: 0
- name: Set up Go
@@ -47,7 +47,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Checkout
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
fetch-depth: 0
- name: Configure apt mirror on runner

View File

@@ -14,7 +14,7 @@ jobs:
bump:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v6
- uses: actions/checkout@v7
- uses: actions/setup-go@v5
with:

View File

@@ -92,7 +92,7 @@ jobs:
file: "backend/go/vibevoice-cpp/Makefile"
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v6
- uses: actions/checkout@v7
- name: Bump dependencies 🔧
id: bump
run: |
@@ -128,7 +128,7 @@ jobs:
if: github.repository == 'mudler/LocalAI'
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v6
- uses: actions/checkout@v7
- name: Bump vLLM cu130 wheel pin 🔧
id: bump
run: |

View File

@@ -13,7 +13,7 @@ jobs:
- repository: "mudler/LocalAI"
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v6
- uses: actions/checkout@v7
- name: Bump dependencies 🔧
run: |
bash .github/bump_docs.sh ${{ matrix.repository }}

View File

@@ -8,7 +8,7 @@ jobs:
if: github.repository == 'mudler/LocalAI'
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v6
- uses: actions/checkout@v7
- name: Configure apt mirror on runner
uses: ./.github/actions/configure-apt-mirror
- name: Install dependencies

View File

@@ -16,7 +16,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- uses: actions/setup-go@v5

View File

@@ -31,7 +31,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Checkout repository
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
token: ${{ secrets.GITHUB_TOKEN }}

View File

@@ -44,7 +44,7 @@ jobs:
uses: docker/setup-buildx-action@master
- name: Checkout
uses: actions/checkout@v6
uses: actions/checkout@v7
- name: Cache Intel images
uses: docker/build-push-action@v7

View File

@@ -28,7 +28,7 @@ jobs:
HUGO_VERSION: "0.146.3"
steps:
- name: Checkout
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
fetch-depth: 0 # needed for enableGitInfo
submodules: true

View File

@@ -80,7 +80,7 @@ jobs:
steps:
- name: Checkout
uses: actions/checkout@v6
uses: actions/checkout@v7
- name: Configure apt mirror on runner
id: apt_mirror

View File

@@ -36,7 +36,7 @@ jobs:
# Sparse checkout: needed for .github/scripts/ (the keepalive cleanup
# script). Skips the rest of the source tree.
- name: Checkout (.github/scripts only)
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
sparse-checkout: |
.github/scripts

View File

@@ -20,7 +20,7 @@ jobs:
golangci-lint:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v6
- uses: actions/checkout@v7
with:
# Full history so golangci-lint's new-from-merge-base can reach
# origin/master and compute the diff against it.

View File

@@ -10,7 +10,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Checkout
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
fetch-depth: 0
- name: Set up Go
@@ -28,7 +28,7 @@ jobs:
runs-on: macos-latest
steps:
- name: Checkout
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
fetch-depth: 0
- name: Set up Go
@@ -46,7 +46,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Checkout
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
fetch-depth: 0
- name: Configure apt mirror on runner

View File

@@ -14,7 +14,7 @@ jobs:
GO111MODULE: on
steps:
- name: Checkout Source
uses: actions/checkout@v6
uses: actions/checkout@v7
if: ${{ github.actor != 'dependabot[bot]' }}
- name: Run Gosec Security Scanner
if: ${{ github.actor != 'dependabot[bot]' }}

View File

@@ -50,7 +50,7 @@ jobs:
parakeet-cpp: ${{ steps.detect.outputs.parakeet-cpp }}
steps:
- name: Checkout repository
uses: actions/checkout@v6
uses: actions/checkout@v7
- name: Setup Bun
uses: oven-sh/setup-bun@v2
- name: Install dependencies
@@ -67,7 +67,7 @@ jobs:
# runs-on: ubuntu-latest
# steps:
# - name: Clone
# uses: actions/checkout@v6
# uses: actions/checkout@v7
# with:
# submodules: true
# - name: Dependencies
@@ -90,7 +90,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -113,7 +113,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -137,7 +137,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -158,7 +158,7 @@ jobs:
# runs-on: ubuntu-latest
# steps:
# - name: Clone
# uses: actions/checkout@v6
# uses: actions/checkout@v7
# with:
# submodules: true
# - name: Dependencies
@@ -178,7 +178,7 @@ jobs:
# runs-on: ubuntu-latest
# steps:
# - name: Clone
# uses: actions/checkout@v6
# uses: actions/checkout@v7
# with:
# submodules: true
# - name: Dependencies
@@ -240,7 +240,7 @@ jobs:
# sudo rm -rf "$AGENT_TOOLSDIRECTORY" || true
# df -h
# - name: Clone
# uses: actions/checkout@v6
# uses: actions/checkout@v7
# with:
# submodules: true
# - name: Dependencies
@@ -265,7 +265,7 @@ jobs:
# runs-on: ubuntu-latest
# steps:
# - name: Clone
# uses: actions/checkout@v6
# uses: actions/checkout@v7
# with:
# submodules: true
# - name: Dependencies
@@ -288,7 +288,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -309,7 +309,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -330,7 +330,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -351,7 +351,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -373,7 +373,7 @@ jobs:
# timeout-minutes: 45
# steps:
# - name: Clone
# uses: actions/checkout@v6
# uses: actions/checkout@v7
# with:
# submodules: true
# - name: Dependencies
@@ -394,7 +394,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -415,7 +415,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -436,7 +436,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -462,7 +462,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -484,7 +484,7 @@ jobs:
timeout-minutes: 30
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -513,7 +513,7 @@ jobs:
timeout-minutes: 90
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Setup Go
@@ -530,7 +530,7 @@ jobs:
timeout-minutes: 90
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Setup Go
@@ -552,7 +552,7 @@ jobs:
timeout-minutes: 20
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Setup Go
@@ -579,7 +579,7 @@ jobs:
timeout-minutes: 90
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Setup Go
@@ -604,7 +604,7 @@ jobs:
timeout-minutes: 90
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Setup Go
@@ -625,7 +625,7 @@ jobs:
timeout-minutes: 90
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Setup Go
@@ -645,7 +645,7 @@ jobs:
timeout-minutes: 90
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Setup Go
@@ -664,7 +664,7 @@ jobs:
timeout-minutes: 90
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Setup Go
@@ -681,7 +681,7 @@ jobs:
timeout-minutes: 90
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Setup Go
@@ -698,7 +698,7 @@ jobs:
timeout-minutes: 90
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Setup Go
@@ -741,7 +741,7 @@ jobs:
# timeout-minutes: 90
# steps:
# - name: Clone
# uses: actions/checkout@v6
# uses: actions/checkout@v7
# with:
# submodules: true
# - name: Dependencies
@@ -783,7 +783,7 @@ jobs:
# timeout-minutes: 90
# steps:
# - name: Clone
# uses: actions/checkout@v6
# uses: actions/checkout@v7
# with:
# submodules: true
# - name: Dependencies
@@ -808,7 +808,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -840,7 +840,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -876,7 +876,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -915,7 +915,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -952,7 +952,7 @@ jobs:
timeout-minutes: 90
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -987,7 +987,7 @@ jobs:
timeout-minutes: 90
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Setup Go
@@ -1013,7 +1013,7 @@ jobs:
timeout-minutes: 150
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -1042,7 +1042,7 @@ jobs:
timeout-minutes: 60
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Setup Go
@@ -1058,7 +1058,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -1091,7 +1091,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -1114,7 +1114,7 @@ jobs:
timeout-minutes: 90
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies
@@ -1140,7 +1140,7 @@ jobs:
timeout-minutes: 90
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies

View File

@@ -21,7 +21,7 @@ jobs:
go-version: ['1.26.x']
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Free disk space
@@ -84,7 +84,7 @@ jobs:
go-version: ['1.26.x']
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Setup Go ${{ matrix.go-version }}

View File

@@ -62,7 +62,7 @@ jobs:
sudo rm -rfv build || true
df -h
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Dependencies

View File

@@ -21,7 +21,7 @@ jobs:
go-version: ['1.25.x']
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Configure apt mirror on runner

View File

@@ -57,7 +57,7 @@ jobs:
go-version: ['1.25.x']
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Free disk space

View File

@@ -23,7 +23,7 @@ jobs:
go-version: ['1.26.x']
steps:
- name: Clone
uses: actions/checkout@v6
uses: actions/checkout@v7
with:
submodules: true
- name: Configure apt mirror on runner

View File

@@ -10,7 +10,7 @@ jobs:
fail-fast: false
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v6
- uses: actions/checkout@v7
- name: Configure apt mirror on runner
uses: ./.github/actions/configure-apt-mirror
- uses: actions/setup-go@v5

View File

@@ -1,5 +1,5 @@
IK_LLAMA_VERSION?=6c00e87ac84404af588ad2e65935bd6f079c696f
IK_LLAMA_VERSION?=7ccf1d209588962b96eacca325b37e9b3e8faf5e
LLAMA_REPO?=https://github.com/ikawrakow/ik_llama.cpp
CMAKE_ARGS?=

View File

@@ -1,5 +1,5 @@
LLAMA_VERSION?=7c082bc417bbe53210a83df4ba5b49e18ce6193c
LLAMA_VERSION?=be4a6a63eb2b848e19c277bdcf2bd399e8af76d9
LLAMA_REPO?=https://github.com/ggerganov/llama.cpp
CMAKE_ARGS?=

View File

@@ -37,6 +37,7 @@
#include "backend.pb.h"
#include "backend.grpc.pb.h"
#include "common.h"
#include "arg.h"
#include "chat-auto-parser.h"
#include <getopt.h>
#include <grpcpp/ext/proto_server_reflection_plugin.h>
@@ -592,6 +593,10 @@ static void params_parse(server_context& /*ctx_server*/, const backend::ModelOpt
params.checkpoint_min_step = 256;
#endif
// Raw upstream llama-server flags collected from any option entry that
// starts with '-'. Applied once after the loop via common_params_parse.
std::vector<std::string> extra_argv;
// decode options. Options are in form optname:optvale, or if booleans only optname.
for (int i = 0; i < request->options_size(); i++) {
std::string opt = request->options(i);
@@ -1080,6 +1085,31 @@ static void params_parse(server_context& /*ctx_server*/, const backend::ModelOpt
} catch (...) {}
}
// --- main model MoE on CPU (upstream --cpu-moe / --n-cpu-moe) ---
} else if (!strcmp(optname, "cpu_moe")) {
// Bool-style flag: keep all MoE expert weights on CPU.
const bool enable = (optval == NULL) ||
optval_str == "true" || optval_str == "1" || optval_str == "yes" ||
optval_str == "on" || optval_str == "enabled";
if (enable) {
params.tensor_buft_overrides.push_back(llm_ffn_exps_cpu_override());
}
} else if (!strcmp(optname, "n_cpu_moe")) {
if (optval != NULL) {
try {
int n = std::stoi(optval_str);
if (n < 0) n = 0;
// Keep override-name storage alive for the lifetime of the
// params struct (mirrors upstream arg.cpp's function-local static).
static std::list<std::string> buft_overrides_main;
for (int i = 0; i < n; ++i) {
buft_overrides_main.push_back(llm_ffn_exps_block_regex(i));
params.tensor_buft_overrides.push_back(
{buft_overrides_main.back().c_str(), ggml_backend_cpu_buffer_type()});
}
} catch (...) {}
}
// --- draft model tensor buffer overrides (upstream --spec-draft-override-tensor) ---
} else if (!strcmp(optname, "draft_override_tensor") || !strcmp(optname, "spec_draft_override_tensor")) {
// Format: <tensor regex>=<buffer type>,<tensor regex>=<buffer type>,...
@@ -1111,6 +1141,30 @@ static void params_parse(server_context& /*ctx_server*/, const backend::ModelOpt
else { cur.push_back(c); }
}
if (!cur.empty()) flush(cur);
// --- generic passthrough: any entry starting with '-' is a raw
// upstream llama-server flag, forwarded verbatim to the parser. ---
} else if (optname[0] == '-') {
std::string flag = optname;
// These flags make upstream's parser exit() (printing usage /
// completion), which would kill the backend process. Skip them.
if (flag == "-h" || flag == "--help" || flag == "--usage" ||
flag == "--version" || flag == "--license" ||
flag == "--list-devices" || flag == "-cl" ||
flag == "--cache-list" ||
flag.rfind("--completion", 0) == 0) {
fprintf(stderr,
"[llama-cpp] ignoring passthrough flag that would exit: %s\n",
flag.c_str());
} else {
extra_argv.push_back(flag);
// Preserve the whole value after the first ':' so embedded
// colons (e.g. host:port) survive strtok's truncation of optval.
auto colon = opt.find(':');
if (colon != std::string::npos) {
extra_argv.push_back(opt.substr(colon + 1));
}
}
}
}
@@ -1146,27 +1200,6 @@ static void params_parse(server_context& /*ctx_server*/, const backend::ModelOpt
}
}
if (!params.kv_overrides.empty()) {
params.kv_overrides.emplace_back();
params.kv_overrides.back().key[0] = 0;
}
// tensor_buft_overrides sentinel termination (mirrors upstream common/arg.cpp).
// Real entries are pushed during option parsing; here we pad/terminate so the
// model loader sees back().pattern == nullptr (GGML_ASSERT at common.cpp:1543)
// and so llama_params_fit has the placeholder slots it requires.
{
const size_t ntbo = llama_max_tensor_buft_overrides();
while (params.tensor_buft_overrides.size() < ntbo) {
params.tensor_buft_overrides.push_back({nullptr, nullptr});
}
}
// Terminate the draft tensor_buft_overrides list with a sentinel, mirroring
// the main-model handling above.
if (!params.speculative.draft.tensor_buft_overrides.empty()) {
params.speculative.draft.tensor_buft_overrides.push_back({nullptr, nullptr});
}
// TODO: Add yarn
if (!request->tensorsplit().empty()) {
@@ -1259,6 +1292,69 @@ static void params_parse(server_context& /*ctx_server*/, const backend::ModelOpt
params.sampling.grammar_triggers.push_back(std::move(trigger));
}
}
// Apply any raw upstream flags last so an explicit passthrough flag wins
// over the LocalAI-resolved field it maps to (e.g. --ctx-size beats
// context_size). This is the same parser llama-server itself uses.
if (!extra_argv.empty()) {
// common_params_parser_init resets a few fields for the SERVER example
// (n_parallel -> -1, use_color). Snapshot n_parallel so an unrelated
// passthrough flag can't silently clobber LocalAI's resolved value.
const int saved_n_parallel = params.n_parallel;
std::vector<char *> argv;
std::string prog = "llama-server";
argv.push_back(prog.data());
for (auto & a : extra_argv) {
argv.push_back(a.data());
}
// ctx_arg.params is a reference, so this overlays the given flags onto
// `params` in place. Returns false on a recoverable parse error (and
// self-restores params); may exit() on a hard error, exactly as
// passing the same bad flag to llama-server would.
if (!common_params_parse((int)argv.size(), argv.data(), params,
LLAMA_EXAMPLE_SERVER)) {
fprintf(stderr,
"[llama-cpp] failed to parse passthrough options; ignoring them\n");
}
// Restore n_parallel unless a passthrough flag explicitly set it
// (parser_init's reset sentinel for SERVER is -1).
if (params.n_parallel == -1) {
params.n_parallel = saved_n_parallel;
}
}
// Terminate/pad the override vectors only after BOTH the named-option loop
// and the generic passthrough (common_params_parse above) have pushed their
// real entries, so back() is the null sentinel the model loader asserts on.
// Running these before the passthrough let a passthrough flag (--cpu-moe,
// --override-tensor, --override-kv, ...) append a real entry after the
// sentinel: a GGML_ASSERT crash for tensor_buft_overrides, a silent drop for
// kv_overrides. Double-termination is harmless (the while is a no-op if the
// passthrough parse already padded; an extra trailing null is ignored).
if (!params.kv_overrides.empty()) {
params.kv_overrides.emplace_back();
params.kv_overrides.back().key[0] = 0;
}
// tensor_buft_overrides sentinel termination (mirrors upstream common/arg.cpp).
// Real entries are pushed during option parsing; here we pad/terminate so the
// model loader sees back().pattern == nullptr (GGML_ASSERT at common.cpp:1543)
// and so llama_params_fit has the placeholder slots it requires.
{
const size_t ntbo = llama_max_tensor_buft_overrides();
while (params.tensor_buft_overrides.size() < ntbo) {
params.tensor_buft_overrides.push_back({nullptr, nullptr});
}
}
// Terminate the draft tensor_buft_overrides list with a sentinel, mirroring
// the main-model handling above.
if (!params.speculative.draft.tensor_buft_overrides.empty()) {
params.speculative.draft.tensor_buft_overrides.push_back({nullptr, nullptr});
}
}

View File

@@ -8,7 +8,7 @@ JOBS?=$(shell nproc --ignore=1)
# CrispASR version (release tag)
CRISPASR_REPO?=https://github.com/CrispStrobe/CrispASR
CRISPASR_VERSION?=7a8cb80907341c0204bd0488c1244764f4163883
CRISPASR_VERSION?=96b2a6ee31d30389fed8a7ef1a54239b75231ddc
SO_TARGET?=libgocrispasr.so
CMAKE_ARGS+=-DBUILD_SHARED_LIBS=OFF

View File

@@ -1,6 +1,6 @@
# parakeet-cpp backend Makefile.
#
# Upstream pin lives below as PARAKEET_VERSION?=db755a78d39f789bb7d4e3935158a9e8105dbe36
# Upstream pin lives below as PARAKEET_VERSION?=89f5e2977b4d8bccd45e7bcc6f2ef7c4ed49e89a
# (.github/bump_deps.sh) can find and update it - matches the
# whisper.cpp / ds4 / vibevoice-cpp convention.
#
@@ -15,7 +15,7 @@
# That's what the L0 smoke test uses. The default target below does the
# proper clone-at-pin + cmake build so CI doesn't need a side-checkout.
PARAKEET_VERSION?=db755a78d39f789bb7d4e3935158a9e8105dbe36
PARAKEET_VERSION?=89f5e2977b4d8bccd45e7bcc6f2ef7c4ed49e89a
PARAKEET_REPO?=https://github.com/mudler/parakeet.cpp
GOCMD?=go

View File

@@ -8,7 +8,7 @@ JOBS?=$(shell nproc --ignore=1)
# stablediffusion.cpp (ggml)
STABLEDIFFUSION_GGML_REPO?=https://github.com/leejet/stable-diffusion.cpp
STABLEDIFFUSION_GGML_VERSION?=b12098f5d09fc83da36e65c784f7bdb16a5a5ebf
STABLEDIFFUSION_GGML_VERSION?=f440ad9c29dd8bc34e5d1f4b863832b96d6ea05f
CMAKE_ARGS+=-DGGML_MAX_NAME=128

View File

@@ -8,7 +8,7 @@ JOBS?=$(shell nproc --ignore=1)
# whisper.cpp version
WHISPER_REPO?=https://github.com/ggml-org/whisper.cpp
WHISPER_CPP_VERSION?=5ed76e9a079962f1c85cfce44edd325c27ef1f97
WHISPER_CPP_VERSION?=43d78af5be58f41d6ffbc227d608f104577741ea
SO_TARGET?=libgowhisper.so
CMAKE_ARGS+=-DBUILD_SHARED_LIBS=OFF

View File

@@ -215,6 +215,7 @@ func readRuntimeSettingsJson(startupAppConfig config.ApplicationConfig) fileHand
envBackendGalleries := slices.Equal(appConfig.BackendGalleries, startupAppConfig.BackendGalleries)
envAutoloadGalleries := appConfig.AutoloadGalleries == startupAppConfig.AutoloadGalleries
envAutoloadBackendGalleries := appConfig.AutoloadBackendGalleries == startupAppConfig.AutoloadBackendGalleries
envPIIDefaultDetectors := slices.Equal(appConfig.PIIDefaultDetectors, startupAppConfig.PIIDefaultDetectors)
envAgentJobRetentionDays := appConfig.AgentJobRetentionDays == startupAppConfig.AgentJobRetentionDays
envForceEvictionWhenBusy := appConfig.ForceEvictionWhenBusy == startupAppConfig.ForceEvictionWhenBusy
envLRUEvictionMaxRetries := appConfig.LRUEvictionMaxRetries == startupAppConfig.LRUEvictionMaxRetries
@@ -335,6 +336,15 @@ func readRuntimeSettingsJson(startupAppConfig config.ApplicationConfig) fileHand
if settings.AutoloadBackendGalleries != nil && !envAutoloadBackendGalleries {
appConfig.AutoloadBackendGalleries = *settings.AutoloadBackendGalleries
}
if settings.PIIDefaultDetectors != nil && !envPIIDefaultDetectors {
// Request-side default redaction reads this live via
// ResolvePIIPolicy, so a file edit takes effect on the next chat
// request. The MITM listener resolves its per-host detector map
// once at start, so a raw file edit reaches cloud-proxy traffic
// only after a restart or a POST /api/settings (which rebuilds
// the listener) — the admin UI uses the latter.
appConfig.PIIDefaultDetectors = append([]string(nil), (*settings.PIIDefaultDetectors)...)
}
if settings.AutoUpgradeBackends != nil {
appConfig.AutoUpgradeBackends = *settings.AutoUpgradeBackends
}

View File

@@ -109,6 +109,52 @@ var _ = Describe("loadRuntimeSettingsFromFile", func() {
})
})
// Instance-wide default PII detectors. The file is the only source (no
// env var), and the loader runs immediately before startMITMIfConfigured,
// so a regression here means the cloud-proxy MITM listener resolves an
// empty detector set at boot and forwards intercepted traffic unredacted —
// even though pii_default_detectors is on disk and the MITM model has PII
// enabled. It also breaks request-side default redaction the same way.
Describe("PII default detectors", func() {
It("loads pii_default_detectors from the file", func() {
cfg := &config.ApplicationConfig{DynamicConfigsDir: seedSettings(`{"pii_default_detectors": ["privacy-filter-nemotron", "secret-filter"]}`)}
loadRuntimeSettingsFromFile(cfg)
Expect(cfg.PIIDefaultDetectors).To(Equal([]string{"privacy-filter-nemotron", "secret-filter"}))
})
It("does not override an env/CLI-set value (LOCALAI_PII_DEFAULT_DETECTORS)", func() {
cfg := &config.ApplicationConfig{
DynamicConfigsDir: seedSettings(`{"pii_default_detectors": ["from-file"]}`),
PIIDefaultDetectors: []string{"from-env"}, // simulate WithPIIDefaultDetectors(env)
}
loadRuntimeSettingsFromFile(cfg)
Expect(cfg.PIIDefaultDetectors).To(Equal([]string{"from-env"}), "env var must win over the persisted file value")
})
})
// The live file watcher applies pii_default_detectors on a runtime change
// the same way it handles galleries/threads/etc.: env-set values (current
// == startup snapshot) are left alone, otherwise the file value is applied
// to the live config so request-side default redaction picks it up without
// a restart.
Describe("file watcher: pii_default_detectors", func() {
It("applies a changed file value to the live config", func() {
startup := config.ApplicationConfig{} // no env baseline
live := &config.ApplicationConfig{PIIDefaultDetectors: []string{"old"}}
handler := readRuntimeSettingsJson(startup)
Expect(handler([]byte(`{"pii_default_detectors":["new-a","new-b"]}`), live)).To(Succeed())
Expect(live.PIIDefaultDetectors).To(Equal([]string{"new-a", "new-b"}))
})
It("leaves an env-controlled value untouched", func() {
startup := config.ApplicationConfig{PIIDefaultDetectors: []string{"from-env"}}
live := &config.ApplicationConfig{PIIDefaultDetectors: []string{"from-env"}}
handler := readRuntimeSettingsJson(startup)
Expect(handler([]byte(`{"pii_default_detectors":["from-file"]}`), live)).To(Succeed())
Expect(live.PIIDefaultDetectors).To(Equal([]string{"from-env"}), "env-controlled detectors must not be overwritten by the file")
})
})
// The Agent Pool block has a mix of zero and non-zero defaults
// (Enabled=true, EmbeddingModel="granite-...", MaxChunkingSize=400,
// VectorEngine="chromem", AgentHubURL="https://agenthub.localai.io").

View File

@@ -750,6 +750,20 @@ func loadRuntimeSettingsFromFile(options *config.ApplicationConfig) {
options.MITMListen = *settings.MITMListen
}
// Instance-wide default PII detectors. LOCALAI_PII_DEFAULT_DETECTORS (via
// WithPIIDefaultDetectors) wins when set; otherwise the file is the source
// — apply it only when the env/CLI left the value empty, mirroring the
// "env > file" precedence used for the other fields. This must land before
// startMITMIfConfigured (called right after this loader): the cloud-proxy
// listener resolves each intercept host's detectors once at start via
// ResolvePIIPolicy, and a MITM model that names no detectors of its own
// falls back to these defaults. Without it the listener (and request-side
// default redaction) starts with an empty detector set and forwards
// traffic unredacted even though pii_default_detectors is on disk.
if settings.PIIDefaultDetectors != nil && len(options.PIIDefaultDetectors) == 0 {
options.PIIDefaultDetectors = append([]string(nil), (*settings.PIIDefaultDetectors)...)
}
// Backend upgrade flags
if settings.AutoUpgradeBackends != nil {
if !options.AutoUpgradeBackends {

View File

@@ -181,6 +181,8 @@ type RunCMD struct {
// Cloud-proxy MITM listener (off by default).
MITMListen string `env:"LOCALAI_MITM_LISTEN" help:"Address (host:port) for the cloudproxy MITM listener. Empty = disabled. Clients set HTTPS_PROXY=http://<this>:<port>. Intercept hosts are declared per-model via the model YAML mitm.hosts: block; create one from the Add Model UI." group:"middleware"`
MITMCADir string `env:"LOCALAI_MITM_CA_DIR" type:"path" help:"Directory holding the MITM proxy CA cert + key. Defaults to <data-path>/mitm-ca." group:"middleware"`
PIIDefaultDetectors []string `env:"LOCALAI_PII_DEFAULT_DETECTORS" help:"Instance-wide default PII/secret detector model names applied to any PII-enabled model (chiefly cloud-proxy / MITM models) that names no pii.detectors of its own. Comma-separated, e.g. privacy-filter-nemotron,secret-filter. Takes precedence over the value persisted via the Middleware UI." group:"middleware"`
}
func (r *RunCMD) Run(ctx *cliContext.Context) error {
@@ -243,6 +245,7 @@ func (r *RunCMD) Run(ctx *cliContext.Context) error {
config.WithAPIAddress(r.Address),
config.WithMITMListen(r.MITMListen),
config.WithMITMCADir(r.MITMCADir),
config.WithPIIDefaultDetectors(r.PIIDefaultDetectors),
config.WithAgentJobRetentionDays(r.AgentJobRetentionDays),
config.WithLlamaCPPTunnelCallback(func(tunnels []string) {
tunnelEnvVar := strings.Join(tunnels, ",")

View File

@@ -712,6 +712,18 @@ func WithMITMCADir(dir string) AppOption {
}
}
// WithPIIDefaultDetectors sets the instance-wide default PII/secret detector
// model names applied to any PII-enabled model (chiefly cloud-proxy / MITM
// models) that names no pii.detectors of its own. CLI/env:
// LOCALAI_PII_DEFAULT_DETECTORS. Empty leaves the value to
// runtime_settings.json / the Middleware UI; a non-empty value takes
// precedence over the file (env > file).
func WithPIIDefaultDetectors(detectors []string) AppOption {
return func(o *ApplicationConfig) {
o.PIIDefaultDetectors = detectors
}
}
func WithDynamicConfigDir(dynamicConfigsDir string) AppOption {
return func(o *ApplicationConfig) {
o.DynamicConfigsDir = dynamicConfigsDir

View File

@@ -537,6 +537,36 @@ func DefaultRegistry() map[string]FieldMetaOverride {
Component: "number",
Order: 79,
},
"pipeline.compaction.enabled": {
Section: "pipeline",
Label: "Compaction Enabled",
Description: "Fold conversation items that age out of the live window (Max History Items) into a rolling summary instead of dropping them, so long realtime sessions stay cheap without losing earlier context. Off by default.",
Component: "toggle",
Order: 80,
},
"pipeline.compaction.trigger_items": {
Section: "pipeline",
Label: "Compaction Trigger Items",
Description: "High-water mark: once the live conversation exceeds this many items, the overflow above Max History Items is summarized and evicted. Must be greater than Max History Items; defaults to twice it. The gap controls how often summarization runs.",
Component: "number",
Order: 81,
},
"pipeline.compaction.summary_model": {
Section: "pipeline",
Label: "Compaction Summary Model",
Description: "Optional smaller/cheaper model used to produce the rolling summary. Empty reuses the pipeline's own LLM. On CPU, a tiny model here keeps compaction from competing with the conversation LLM.",
Component: "input",
Advanced: true,
Order: 82,
},
"pipeline.compaction.max_summary_tokens": {
Section: "pipeline",
Label: "Compaction Max Summary Tokens",
Description: "Advisory cap on the rolling summary length (fed to the summarizer prompt). Defaults to 512.",
Component: "number",
Advanced: true,
Order: 83,
},
// --- Functions ---
"function.grammar.parallel_calls": {

View File

@@ -641,11 +641,32 @@ type Pipeline struct {
// context fills.
MaxHistoryItems *int `yaml:"max_history_items,omitempty" json:"max_history_items,omitempty"`
// Compaction folds conversation items that age out of the live window
// (max_history_items) into a rolling summary instead of dropping them, so
// long realtime sessions stay cheap without losing earlier context. Nil
// (block absent) means disabled, preserving existing behavior.
Compaction *PipelineCompaction `yaml:"compaction,omitempty" json:"compaction,omitempty"`
// VoiceRecognition gates the pipeline behind speaker verification. Nil
// (block absent) means no gate, preserving existing behavior.
VoiceRecognition *PipelineVoiceRecognition `yaml:"voice_recognition,omitempty" json:"voice_recognition,omitempty"`
}
// PipelineCompaction configures summarize-then-drop for a realtime pipeline.
type PipelineCompaction struct {
// Enabled turns summarize-then-drop on. Default false.
Enabled bool `yaml:"enabled,omitempty" json:"enabled,omitempty"`
// TriggerItems is the high-water mark: once live items exceed it, overflow
// above max_history_items is summarized and evicted. Must exceed
// max_history_items; clamped up if not. Default: 2x max_history_items.
TriggerItems int `yaml:"trigger_items,omitempty" json:"trigger_items,omitempty"`
// SummaryModel optionally names a smaller/cheaper model for the summary
// call. Empty uses the pipeline's own LLM.
SummaryModel string `yaml:"summary_model,omitempty" json:"summary_model,omitempty"`
// MaxSummaryTokens advises the summary length (fed to the prompt). Default 512.
MaxSummaryTokens int `yaml:"max_summary_tokens,omitempty" json:"max_summary_tokens,omitempty"`
}
// ApplyReasoningEffort resolves the effective reasoning effort — a per-request
// value (requestEffort) overrides the config's own ReasoningEffort default —
// stores it on the config so gRPCPredictOpts forwards it to the backend as the

View File

@@ -5,6 +5,7 @@ import (
"errors"
"os"
"path/filepath"
"reflect"
)
// runtimeSettingsFile is the on-disk filename inside DynamicConfigsDir.
@@ -33,6 +34,35 @@ func (o *ApplicationConfig) ReadPersistedSettings() (RuntimeSettings, error) {
return settings, nil
}
// MergeNonNil overlays every set (non-nil) field of overlay onto the
// receiver, leaving the receiver's value untouched wherever overlay left a
// field unset. Every RuntimeSettings field is a pointer precisely so "set"
// can be told apart from "absent" (see the type doc), which makes this a
// faithful partial update: a caller that submits only the field it owns
// changes exactly that field and never clobbers unrelated settings.
//
// This is the read-modify-write contract the persistence helpers exist for.
// UpdateSettingsEndpoint reads the on-disk settings, merges the request body
// on top, and writes the result — so a focused admin page that POSTs only its
// own field (the Middleware page sends only mitm_listen; the detector table
// only pii_default_detectors) no longer nulls every other setting.
//
// Reflection keeps the merge total over the struct: a field added to
// RuntimeSettings later is merged automatically, so the persistence path can
// never silently drop a new setting the way a hand-maintained field list
// would. Non-pointer fields (none today) are skipped — they cannot express
// "absent", so the receiver wins.
func (s *RuntimeSettings) MergeNonNil(overlay RuntimeSettings) {
dst := reflect.ValueOf(s).Elem()
src := reflect.ValueOf(overlay)
for i := 0; i < src.NumField(); i++ {
f := src.Field(i)
if f.Kind() == reflect.Pointer && !f.IsNil() {
dst.Field(i).Set(f)
}
}
}
// WritePersistedSettings serialises the given RuntimeSettings to
// runtime_settings.json with restricted permissions (it may carry API
// keys and P2P tokens).

View File

@@ -12,6 +12,7 @@ import (
)
func strPtr(s string) *string { return &s }
func boolPtr(b bool) *bool { return &b }
var _ = Describe("RuntimeSettings persistence helpers", func() {
var (
@@ -51,6 +52,47 @@ var _ = Describe("RuntimeSettings persistence helpers", func() {
})
})
// MergeNonNil is the partial-update primitive UpdateSettingsEndpoint
// relies on: a focused admin page POSTs only the field it owns, and the
// handler reads the on-disk settings and overlays the request on top.
// Without it, the body would be written verbatim and every field the
// caller omitted would be nulled (the reported regression: changing
// mitm_listen wiped the galleries, api keys, watchdog config, etc.).
Describe("MergeNonNil partial update", func() {
It("overlays set fields and preserves unset ones", func() {
base := config.RuntimeSettings{
MITMListen: strPtr(":9000"),
Galleries: &[]config.Gallery{{Name: "g1", URL: "http://example/g1"}},
WatchdogIdleEnabled: boolPtr(true),
ApiKeys: &[]string{"persisted-key"},
PIIDefaultDetectors: &[]string{"det-a"},
}
// Simulate the Middleware proxy tab: only mitm_listen is sent.
overlay := config.RuntimeSettings{MITMListen: strPtr(":8443")}
base.MergeNonNil(overlay)
Expect(base.MITMListen).ToNot(BeNil())
Expect(*base.MITMListen).To(Equal(":8443"), "set field should be overlaid")
// Everything the overlay left unset must survive untouched.
Expect(base.Galleries).ToNot(BeNil(), "galleries were clobbered")
Expect(*base.Galleries).To(HaveLen(1))
Expect(base.WatchdogIdleEnabled).ToNot(BeNil())
Expect(*base.WatchdogIdleEnabled).To(BeTrue())
Expect(base.ApiKeys).ToNot(BeNil(), "api_keys were clobbered")
Expect(*base.ApiKeys).To(Equal([]string{"persisted-key"}))
Expect(base.PIIDefaultDetectors).ToNot(BeNil(), "pii_default_detectors were clobbered")
Expect(*base.PIIDefaultDetectors).To(Equal([]string{"det-a"}))
})
It("lets an explicit empty slice clear a field", func() {
base := config.RuntimeSettings{PIIDefaultDetectors: &[]string{"det-a"}}
base.MergeNonNil(config.RuntimeSettings{PIIDefaultDetectors: &[]string{}})
Expect(base.PIIDefaultDetectors).ToNot(BeNil())
Expect(*base.PIIDefaultDetectors).To(BeEmpty(), "an explicit empty slice should clear, not preserve")
})
})
// MITM round trip pins the contract that loadRuntimeSettingsFromFile
// MITM listener address must survive a write/read round trip so the
// next process restart can bring the listener back up. (Intercept

View File

@@ -70,7 +70,7 @@ func UploadToCollectionEndpoint(app *application.Application) echo.HandlerFunc {
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
name := c.Param("name")
name := decodedParam(c, "name")
file, err := c.FormFile("file")
if err != nil {
return c.JSON(http.StatusBadRequest, map[string]string{"error": "file required"})
@@ -116,7 +116,7 @@ func ListCollectionEntriesEndpoint(app *application.Application) echo.HandlerFun
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
entries, err := svc.ListCollectionEntriesForUser(userID, c.Param("name"))
entries, err := svc.ListCollectionEntriesForUser(userID, decodedParam(c, "name"))
if err != nil {
if strings.Contains(err.Error(), "not found") {
return c.JSON(http.StatusNotFound, map[string]string{"error": err.Error()})
@@ -139,7 +139,7 @@ func GetCollectionEntryContentEndpoint(app *application.Application) echo.Handle
if err != nil {
entry = entryParam
}
content, chunkCount, err := svc.GetCollectionEntryContentForUser(userID, c.Param("name"), entry)
content, chunkCount, err := svc.GetCollectionEntryContentForUser(userID, decodedParam(c, "name"), entry)
if err != nil {
if strings.Contains(err.Error(), "not found") {
return c.JSON(http.StatusNotFound, map[string]string{"error": err.Error()})
@@ -164,7 +164,7 @@ func SearchCollectionEndpoint(app *application.Application) echo.HandlerFunc {
if err := c.Bind(&payload); err != nil {
return c.JSON(http.StatusBadRequest, map[string]string{"error": err.Error()})
}
results, err := svc.SearchCollectionForUser(userID, c.Param("name"), payload.Query, payload.MaxResults)
results, err := svc.SearchCollectionForUser(userID, decodedParam(c, "name"), payload.Query, payload.MaxResults)
if err != nil {
if strings.Contains(err.Error(), "not found") {
return c.JSON(http.StatusNotFound, map[string]string{"error": err.Error()})
@@ -182,7 +182,7 @@ func ResetCollectionEndpoint(app *application.Application) echo.HandlerFunc {
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
if err := svc.ResetCollectionForUser(userID, c.Param("name")); err != nil {
if err := svc.ResetCollectionForUser(userID, decodedParam(c, "name")); err != nil {
if strings.Contains(err.Error(), "not found") {
return c.JSON(http.StatusNotFound, map[string]string{"error": err.Error()})
}
@@ -202,7 +202,7 @@ func DeleteCollectionEntryEndpoint(app *application.Application) echo.HandlerFun
if err := c.Bind(&payload); err != nil {
return c.JSON(http.StatusBadRequest, map[string]string{"error": err.Error()})
}
remaining, err := svc.DeleteCollectionEntryForUser(userID, c.Param("name"), payload.Entry)
remaining, err := svc.DeleteCollectionEntryForUser(userID, decodedParam(c, "name"), payload.Entry)
if err != nil {
if strings.Contains(err.Error(), "not found") {
return c.JSON(http.StatusNotFound, map[string]string{"error": err.Error()})
@@ -230,7 +230,7 @@ func AddCollectionSourceEndpoint(app *application.Application) echo.HandlerFunc
if payload.UpdateInterval < 1 {
payload.UpdateInterval = 60
}
if err := svc.AddCollectionSourceForUser(userID, c.Param("name"), payload.URL, payload.UpdateInterval); err != nil {
if err := svc.AddCollectionSourceForUser(userID, decodedParam(c, "name"), payload.URL, payload.UpdateInterval); err != nil {
if strings.Contains(err.Error(), "not found") {
return c.JSON(http.StatusNotFound, map[string]string{"error": err.Error()})
}
@@ -250,7 +250,7 @@ func RemoveCollectionSourceEndpoint(app *application.Application) echo.HandlerFu
if err := c.Bind(&payload); err != nil {
return c.JSON(http.StatusBadRequest, map[string]string{"error": err.Error()})
}
if err := svc.RemoveCollectionSourceForUser(userID, c.Param("name"), payload.URL); err != nil {
if err := svc.RemoveCollectionSourceForUser(userID, decodedParam(c, "name"), payload.URL); err != nil {
return c.JSON(http.StatusInternalServerError, map[string]string{"error": err.Error()})
}
return c.JSON(http.StatusOK, map[string]string{"status": "ok"})
@@ -267,7 +267,7 @@ func GetCollectionEntryRawFileEndpoint(app *application.Application) echo.Handle
if err != nil {
entry = entryParam
}
fpath, err := svc.GetCollectionEntryFilePathForUser(userID, c.Param("name"), entry)
fpath, err := svc.GetCollectionEntryFilePathForUser(userID, decodedParam(c, "name"), entry)
if err != nil {
if strings.Contains(err.Error(), "not found") {
return c.JSON(http.StatusNotFound, map[string]string{"error": err.Error()})
@@ -282,7 +282,7 @@ func ListCollectionSourcesEndpoint(app *application.Application) echo.HandlerFun
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
sources, err := svc.ListCollectionSourcesForUser(userID, c.Param("name"))
sources, err := svc.ListCollectionSourcesForUser(userID, decodedParam(c, "name"))
if err != nil {
if strings.Contains(err.Error(), "not found") {
return c.JSON(http.StatusNotFound, map[string]string{"error": err.Error()})

View File

@@ -0,0 +1,49 @@
package localai
import (
"net/http"
"net/http/httptest"
"github.com/labstack/echo/v4"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
)
// Regression for #10443: agent/collection names carry a "legacy-api-key:"
// prefix, so the ':' is percent-encoded as %3A in the request path. Echo routes
// such paths via URL.RawPath and stores the path-param value still escaped, so
// handlers must URL-decode it before looking the collection up in the store -
// otherwise the lookup sees "legacy-api-key%3ALiteraryResearch" and 404s.
var _ = Describe("decodedParam", func() {
var e *echo.Echo
BeforeEach(func() {
e = echo.New()
})
// route runs a request through Echo's real router so the path param is
// populated exactly as it would be in production, then returns the decoded
// value the handler would observe.
route := func(rawPath string) string {
var got string
e.GET("/api/agents/collections/:name/upload", func(c echo.Context) error {
got = decodedParam(c, "name")
return c.NoContent(http.StatusOK)
})
req := httptest.NewRequest(http.MethodGet, rawPath, nil)
rec := httptest.NewRecorder()
e.ServeHTTP(rec, req)
Expect(rec.Code).To(Equal(http.StatusOK))
return got
}
It("decodes a percent-encoded colon in the collection name", func() {
got := route("/api/agents/collections/legacy-api-key%3ALiteraryResearch/upload")
Expect(got).To(Equal("legacy-api-key:LiteraryResearch"))
})
It("leaves an unencoded name untouched", func() {
got := route("/api/agents/collections/PlainCollection/upload")
Expect(got).To(Equal("PlainCollection"))
})
})

View File

@@ -6,6 +6,7 @@ import (
"io"
"maps"
"net/http"
"net/url"
"os"
"path/filepath"
"slices"
@@ -33,6 +34,22 @@ func getUserID(c echo.Context) string {
return user.ID
}
// decodedParam returns the named path parameter, URL-decoding it.
//
// Echo routes a request via URL.RawPath whenever the path contains
// percent-encoded characters (e.g. %3A for ':'), and in that case stores the
// matched path-param value raw/escaped. Agent and collection names carry a
// "legacy-api-key:" prefix, so the ':' arrives as %3A and the raw param no
// longer matches the stored name. Callers must unescape before lookups.
// Falls back to the raw value if it isn't valid percent-encoding.
func decodedParam(c echo.Context, name string) string {
raw := c.Param(name)
if decoded, err := url.PathUnescape(raw); err == nil {
return decoded
}
return raw
}
// isAdminUser returns true if the authenticated user has admin role.
func isAdminUser(c echo.Context) bool {
user := auth.GetUser(c)
@@ -127,7 +144,7 @@ func GetAgentEndpoint(app *application.Application) echo.HandlerFunc {
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
name := c.Param("name")
name := decodedParam(c, "name")
statuses := svc.ListAgentsForUser(userID)
active, exists := statuses[name]
@@ -142,7 +159,7 @@ func UpdateAgentEndpoint(app *application.Application) echo.HandlerFunc {
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
name := c.Param("name")
name := decodedParam(c, "name")
var cfg state.AgentConfig
if err := c.Bind(&cfg); err != nil {
return c.JSON(http.StatusBadRequest, map[string]string{"error": err.Error()})
@@ -161,7 +178,7 @@ func DeleteAgentEndpoint(app *application.Application) echo.HandlerFunc {
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
name := c.Param("name")
name := decodedParam(c, "name")
if err := svc.DeleteAgentForUser(userID, name); err != nil {
return c.JSON(http.StatusInternalServerError, map[string]string{"error": err.Error()})
}
@@ -173,7 +190,7 @@ func GetAgentConfigEndpoint(app *application.Application) echo.HandlerFunc {
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
name := c.Param("name")
name := decodedParam(c, "name")
cfg := svc.GetAgentConfigForUser(userID, name)
if cfg == nil {
return c.JSON(http.StatusNotFound, map[string]string{"error": "Agent not found"})
@@ -186,7 +203,7 @@ func PauseAgentEndpoint(app *application.Application) echo.HandlerFunc {
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
if err := svc.PauseAgentForUser(userID, c.Param("name")); err != nil {
if err := svc.PauseAgentForUser(userID, decodedParam(c, "name")); err != nil {
return c.JSON(http.StatusNotFound, map[string]string{"error": err.Error()})
}
return c.JSON(http.StatusOK, map[string]string{"status": "ok"})
@@ -197,7 +214,7 @@ func ResumeAgentEndpoint(app *application.Application) echo.HandlerFunc {
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
if err := svc.ResumeAgentForUser(userID, c.Param("name")); err != nil {
if err := svc.ResumeAgentForUser(userID, decodedParam(c, "name")); err != nil {
return c.JSON(http.StatusNotFound, map[string]string{"error": err.Error()})
}
return c.JSON(http.StatusOK, map[string]string{"status": "ok"})
@@ -208,7 +225,7 @@ func GetAgentStatusEndpoint(app *application.Application) echo.HandlerFunc {
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
name := c.Param("name")
name := decodedParam(c, "name")
history := svc.GetAgentStatusForUser(userID, name)
if history == nil {
@@ -241,7 +258,7 @@ func GetAgentObservablesEndpoint(app *application.Application) echo.HandlerFunc
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
name := c.Param("name")
name := decodedParam(c, "name")
history, err := svc.GetAgentObservablesForUser(userID, name)
if err != nil {
@@ -261,7 +278,7 @@ func ClearAgentObservablesEndpoint(app *application.Application) echo.HandlerFun
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
name := c.Param("name")
name := decodedParam(c, "name")
if err := svc.ClearAgentObservablesForUser(userID, name); err != nil {
return c.JSON(http.StatusNotFound, map[string]string{"error": err.Error()})
}
@@ -273,7 +290,7 @@ func ChatWithAgentEndpoint(app *application.Application) echo.HandlerFunc {
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
name := c.Param("name")
name := decodedParam(c, "name")
var payload struct {
Message string `json:"message"`
}
@@ -302,7 +319,7 @@ func AgentSSEEndpoint(app *application.Application) echo.HandlerFunc {
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
name := c.Param("name")
name := decodedParam(c, "name")
// Try local SSE manager first
manager := svc.GetSSEManagerForUser(userID, name)
@@ -334,7 +351,7 @@ func ExportAgentEndpoint(app *application.Application) echo.HandlerFunc {
return func(c echo.Context) error {
svc := app.AgentPoolService()
userID := effectiveUserID(c)
name := c.Param("name")
name := decodedParam(c, "name")
data, err := svc.ExportAgentForUser(userID, name)
if err != nil {
return c.JSON(http.StatusNotFound, map[string]string{"error": err.Error()})

View File

@@ -4,8 +4,6 @@ import (
"encoding/json"
"io"
"net/http"
"os"
"path/filepath"
"time"
"github.com/labstack/echo/v4"
@@ -110,6 +108,18 @@ func UpdateSettingsEndpoint(app *application.Application) echo.HandlerFunc {
})
}
// Read whatever is already persisted: it is both the source of truth
// for branding asset filenames (below) and the base we merge this
// request onto before writing. A read failure must not let a Save
// silently discard the existing settings — surface it instead.
persisted, err := appConfig.ReadPersistedSettings()
if err != nil {
return c.JSON(http.StatusInternalServerError, schema.SettingsResponse{
Success: false,
Error: "Failed to read existing settings: " + err.Error(),
})
}
// Branding asset filenames are owned exclusively by
// /api/branding/asset/{kind} (upload/delete). The Settings page also
// round-trips them via GET /api/settings, but its local state is stale
@@ -118,11 +128,9 @@ func UpdateSettingsEndpoint(app *application.Application) echo.HandlerFunc {
// at page open. Replace whatever the body sent for these three fields
// with the values currently on disk so /api/settings can never
// regress them.
if existing, err := appConfig.ReadPersistedSettings(); err == nil {
settings.LogoFile = existing.LogoFile
settings.LogoHorizontalFile = existing.LogoHorizontalFile
settings.FaviconFile = existing.FaviconFile
}
settings.LogoFile = persisted.LogoFile
settings.LogoHorizontalFile = persisted.LogoHorizontalFile
settings.FaviconFile = persisted.FaviconFile
// The UI reads ApiKeys from GET /api/settings, which already returns the
// merged env+runtime list. When the user clicks Save, the same merged
@@ -145,16 +153,17 @@ func UpdateSettingsEndpoint(app *application.Application) echo.HandlerFunc {
settings.ApiKeys = &runtimeOnly
}
settingsFile := filepath.Join(appConfig.DynamicConfigsDir, "runtime_settings.json")
settingsJSON, err := json.MarshalIndent(settings, "", " ")
if err != nil {
return c.JSON(http.StatusInternalServerError, schema.SettingsResponse{
Success: false,
Error: "Failed to marshal settings: " + err.Error(),
})
}
if err := os.WriteFile(settingsFile, settingsJSON, 0600); err != nil {
// Persist as a partial update: overlay only the fields this request set
// onto the settings already on disk. Focused admin pages POST just the
// keys they own (the Middleware proxy tab sends only mitm_listen; the
// detector table only pii_default_detectors), so writing the request
// body verbatim would null every unrelated setting (the no-omitempty
// api_keys / pii_default_detectors fields even round-trip as JSON
// null). The full Settings page still round-trips every field, so its
// Save is unchanged.
toPersist := persisted
toPersist.MergeNonNil(settings)
if err := appConfig.WritePersistedSettings(toPersist); err != nil {
return c.JSON(http.StatusInternalServerError, schema.SettingsResponse{
Success: false,
Error: "Failed to write settings file: " + err.Error(),
@@ -262,7 +271,14 @@ func UpdateSettingsEndpoint(app *application.Application) echo.HandlerFunc {
}
}
if settings.MITMListen != nil {
// Rebuild the MITM listener when its address OR the instance-wide
// default detectors change. The per-host detector map is resolved once
// at listener start (startMITMLocked → ResolvePIIPolicy), so a
// default-detector change is otherwise invisible to cloud-proxy traffic
// until the next restart — an admin toggling a default detector would
// see no redaction. RestartMITM is a no-op when the listener is
// disabled (empty address).
if settings.MITMListen != nil || settings.PIIDefaultDetectors != nil {
if err := app.RestartMITM(); err != nil {
xlog.Error("Failed to restart MITM proxy", "error", err)
return c.JSON(http.StatusInternalServerError, schema.SettingsResponse{

View File

@@ -52,6 +52,10 @@ var _ = Describe("Settings endpoints", func() {
// Settings are persisted here; set after construction since there's no
// dedicated AppOption for it.
app.ApplicationConfig().DynamicConfigsDir = tmp
// Contain the MITM CA inside tmp too. The partial-save spec flips
// mitm_listen, which starts the listener and writes a CA; without this
// it defaults to ./mitm-ca and litters the package source tree.
app.ApplicationConfig().MITMCADir = filepath.Join(tmp, "mitm-ca")
e = echo.New()
e.GET("/api/settings", GetSettingsEndpoint(app))
@@ -109,6 +113,57 @@ var _ = Describe("Settings endpoints", func() {
Expect(err).ToNot(HaveOccurred())
})
// Regression: a focused admin page (the Middleware proxy tab) POSTs only
// the one field it owns — mitm_listen. The old handler wrote the request
// body verbatim, so every other persisted setting was dropped (and
// api_keys / pii_default_detectors, which lack omitempty, were written as
// null). A partial POST must now merge onto what is already on disk.
It("preserves unrelated persisted settings when a partial POST sets only mitm_listen", func() {
// First save establishes a fuller settings file (as the full Settings
// page would): galleries, an API key, and the MITM listener. The
// listener restart binds a real socket, so use 127.0.0.1:0 for an
// ephemeral free port rather than a fixed one that may be in use.
rec := post(`{"mitm_listen":"127.0.0.1:0","galleries":[{"name":"g1","url":"http://example/g1"}],"api_keys":["k1"],"pii_default_detectors":["det-a"]}`)
Expect(rec.Code).To(Equal(http.StatusOK), rec.Body.String())
// The Middleware proxy tab then changes only the listen address — the
// exact partial body that nulled everything else before the fix.
rec = post(`{"mitm_listen":"127.0.0.1:0"}`)
Expect(rec.Code).To(Equal(http.StatusOK), rec.Body.String())
raw, err := os.ReadFile(filepath.Join(tmp, "runtime_settings.json"))
Expect(err).ToNot(HaveOccurred())
var ondisk config.RuntimeSettings
Expect(json.Unmarshal(raw, &ondisk)).To(Succeed())
Expect(ondisk.MITMListen).ToNot(BeNil())
Expect(*ondisk.MITMListen).To(Equal("127.0.0.1:0"), "the changed field should be saved")
Expect(ondisk.Galleries).ToNot(BeNil(), "galleries were clobbered by the partial save")
Expect(*ondisk.Galleries).To(HaveLen(1))
Expect(ondisk.ApiKeys).ToNot(BeNil(), "api_keys were nulled by the partial save")
Expect(*ondisk.ApiKeys).To(Equal([]string{"k1"}))
Expect(ondisk.PIIDefaultDetectors).ToNot(BeNil(), "pii_default_detectors were nulled by the partial save")
Expect(*ondisk.PIIDefaultDetectors).To(Equal([]string{"det-a"}))
})
// The MITM listener resolves its per-host PII detectors once at start
// (startMITMLocked → ResolvePIIPolicy), and the handler used to restart it
// only when mitm_listen changed. So an admin toggling a default detector
// (the Middleware detector table POSTs only pii_default_detectors) left
// cloud-proxy traffic unredacted until the next reboot. A
// pii_default_detectors change must now rebuild the listener.
It("rebuilds the MITM listener when only pii_default_detectors changes", func() {
rec := post(`{"mitm_listen":"127.0.0.1:0"}`)
Expect(rec.Code).To(Equal(http.StatusOK), rec.Body.String())
srv1 := app.MITMServer()
Expect(srv1).ToNot(BeNil(), "listener should be running after mitm_listen is set")
rec = post(`{"pii_default_detectors":["det-a"]}`)
Expect(rec.Code).To(Equal(http.StatusOK), rec.Body.String())
Expect(app.MITMServer()).ToNot(BeIdenticalTo(srv1),
"a default-detector change must restart the listener so it picks up the new detectors")
})
// Residual #9125: enabling the watchdog from a cold (off) state via the
// React master toggle must start the live watchdog immediately, without a
// restart. The toggle posts watchdog_idle_enabled/busy_enabled=true while

View File

@@ -12,6 +12,7 @@ import (
"os"
"strconv"
"sync"
"sync/atomic"
"time"
"net/http"
@@ -134,6 +135,18 @@ type Session struct {
// pairs are kept together so we never feed an orphaned tool result.
MaxHistoryItems int
// Compaction settings resolved from pipeline.compaction (see resolveCompaction).
CompactionEnabled bool
CompactionTrigger int
SummaryModel string
MaxSummaryTokens int
// summarizerFactory lazily builds the model used for compaction summaries
// when summary_model is configured; nil means reuse the pipeline LLM.
summarizerFactory func() (Model, error)
summarizerOnce sync.Once
summarizerCached Model
// AssistantExecutor is non-nil when the session opted into the in-process
// LocalAI Assistant tool surface. Tool calls whose name matches this
// executor's catalog are run inproc and their output is fed back to the
@@ -241,6 +254,12 @@ type Conversation struct {
ID string
Items []*types.MessageItemUnion
Lock sync.Mutex
// Memory is the rolling summary of items already evicted by compaction. It
// is kept out of Items (so trimRealtimeItems never drops it) and rendered
// as a system message right after the session instructions.
Memory string
// compacting ensures at most one background compaction runs per conversation.
compacting atomic.Bool
}
func (c *Conversation) ToServer() types.Conversation {
@@ -540,13 +559,12 @@ func runRealtimeSession(application *application.Application, t Transport, model
SoundDetectionWindowMs: cfg.Pipeline.SoundDetectionWindowMs,
SoundDetectionHopMs: cfg.Pipeline.SoundDetectionHopMs,
}
session.CompactionEnabled, session.CompactionTrigger, session.MaxSummaryTokens, session.SummaryModel = resolveCompaction(cfg, session.MaxHistoryItems)
// Create a default conversation
conversationID := generateConversationID()
conversation := &Conversation{
ID: conversationID,
// TODO: We need to truncate the conversation items when a new item is added and we have run out of space. There are multiple places where items
// can be added so we could use a datastructure here that enforces truncation upon addition
ID: conversationID,
Items: []*types.MessageItemUnion{},
}
session.Conversations[conversationID] = conversation
@@ -577,6 +595,18 @@ func runRealtimeSession(application *application.Application, t Transport, model
}
session.ModelInterface = m
if session.SummaryModel != "" {
summaryModelName := session.SummaryModel
sid := sessionID
session.summarizerFactory = func() (Model, error) {
summaryCfg, lerr := application.ModelConfigLoader().LoadModelConfigFileByNameDefaultOptions(summaryModelName, application.ApplicationConfig())
if lerr != nil {
return nil, fmt.Errorf("load summary model config %q: %w", summaryModelName, lerr)
}
return newModel(&summaryCfg.Pipeline, application.ModelConfigLoader(), application.ModelLoader(), application.ApplicationConfig(), evaluator, buildRealtimeRoutingContext(application, sid))
}
}
if cfg.Pipeline.VoiceGateEnabled() {
gate, gerr := newVoiceGate(
*cfg.Pipeline.VoiceRecognition,
@@ -807,6 +837,15 @@ func runRealtimeSession(application *application.Application, t Transport, model
commitUtterance(respCtx, allAudio, session, conversation, t)
}()
case types.InputAudioBufferClearEvent:
xlog.Debug("recv", "message", string(msg))
// Discard a partially-captured utterance so the client can restart
// input cleanly without the stale buffer leaking into the next commit.
clearInputAudio(session)
sendEvent(t, types.InputAudioBufferClearedEvent{
ServerEventBase: types.ServerEventBase{EventID: e.EventID},
})
case types.ConversationItemCreateEvent:
xlog.Debug("recv", "message", string(msg))
// Add the item to the conversation
@@ -841,7 +880,39 @@ func runRealtimeSession(application *application.Application, t Transport, model
})
case types.ConversationItemDeleteEvent:
sendError(t, "not_implemented", "Deleting items not implemented", "", "event_TODO")
xlog.Debug("recv", "message", string(msg))
if e.ItemID == "" {
sendError(t, "invalid_item_id", "Need item_id, but none specified", "", "event_TODO")
continue
}
conversation.Lock.Lock()
updated, ok := deleteItem(conversation.Items, e.ItemID)
conversation.Items = updated
conversation.Lock.Unlock()
if !ok {
sendError(t, "invalid_item_id", "Item to delete not found", "", "event_TODO")
continue
}
sendEvent(t, types.ConversationItemDeletedEvent{
ServerEventBase: types.ServerEventBase{EventID: e.EventID},
ItemID: e.ItemID,
})
case types.ConversationItemTruncateEvent:
xlog.Debug("recv", "message", string(msg))
conversation.Lock.Lock()
ok := truncateAssistantText(conversation.Items, e.ItemID, e.ContentIndex)
conversation.Lock.Unlock()
if !ok {
sendError(t, "invalid_item_id", "Item to truncate not found", "", "event_TODO")
continue
}
sendEvent(t, types.ConversationItemTruncatedEvent{
ServerEventBase: types.ServerEventBase{EventID: e.EventID},
ItemID: e.ItemID,
ContentIndex: e.ContentIndex,
AudioEndMs: e.AudioEndMs,
})
case types.ConversationItemRetrieveEvent:
xlog.Debug("recv", "message", string(msg))
@@ -854,21 +925,7 @@ func runRealtimeSession(application *application.Application, t Transport, model
conversation.Lock.Lock()
var retrievedItem types.MessageItemUnion
for _, item := range conversation.Items {
// We need to check ID in the union
var id string
if item.System != nil {
id = item.System.ID
} else if item.User != nil {
id = item.User.ID
} else if item.Assistant != nil {
id = item.Assistant.ID
} else if item.FunctionCall != nil {
id = item.FunctionCall.ID
} else if item.FunctionCallOutput != nil {
id = item.FunctionCallOutput.ID
}
if id == e.ItemID {
if itemID(item) == e.ItemID {
retrievedItem = *item
break
}
@@ -1666,6 +1723,9 @@ const maxAssistantToolTurns = 10
func triggerResponse(ctx context.Context, session *Session, conv *Conversation, t Transport, overrides *types.ResponseCreateParams) {
triggerResponseAtTurn(ctx, session, conv, t, overrides, 0)
// Fold aged-out turns into the rolling memory off the critical path; the
// next turn reaps the smaller buffer.
session.maybeCompact(conv)
}
func triggerResponseAtTurn(ctx context.Context, session *Session, conv *Conversation, t Transport, overrides *types.ResponseCreateParams, toolTurn int) {
@@ -1721,6 +1781,7 @@ func triggerResponseAtTurn(ctx context.Context, session *Session, conv *Conversa
var lastUserSpeaker *types.Speaker
personalize := session.voiceGate != nil && session.voiceGate.cfg.PersonalizeEnabled()
conv.Lock.Lock()
conversationHistory = withMemory(conversationHistory, conv.Memory)
items := trimRealtimeItems(conv.Items, session.MaxHistoryItems)
for _, item := range items {
if item.User != nil {

View File

@@ -0,0 +1,326 @@
package openai
import (
"context"
"fmt"
"strings"
"time"
"github.com/mudler/LocalAI/core/config"
"github.com/mudler/LocalAI/core/http/endpoints/openai/types"
"github.com/mudler/LocalAI/core/schema"
"github.com/mudler/LocalAI/pkg/reasoning"
"github.com/mudler/xlog"
)
const (
defaultMaxSummaryTokens = 512
memoryPrefix = "Summary of earlier conversation:\n"
// compactionTimeout bounds the summarizer call so a stuck model can't pin the
// compacting flag (and thus block all further compaction) forever.
compactionTimeout = 60 * time.Second
)
// withMemory inserts the rolling summary as a system message after the existing
// (instructions) history. No-op when memory is empty.
func withMemory(history schema.Messages, memory string) schema.Messages {
if memory == "" {
return history
}
content := memoryPrefix + memory
return append(history, schema.Message{
Role: string(types.MessageRoleSystem),
StringContent: content,
Content: content,
})
}
// renderItemsTranscript renders conversation items as a plain "role: text"
// transcript for summarization. Non-text items (bare tool calls) are labelled
// so the summarizer keeps track of actions taken.
func renderItemsTranscript(items []*types.MessageItemUnion) string {
var b strings.Builder
for _, item := range items {
switch {
case item.User != nil:
b.WriteString("user: ")
for _, c := range item.User.Content {
if c.Text != "" {
b.WriteString(c.Text)
}
if c.Transcript != "" {
b.WriteString(c.Transcript)
}
}
b.WriteString("\n")
case item.Assistant != nil:
b.WriteString("assistant: ")
// Realtime assistant *audio* turns store the spoken words in
// .Transcript (not .Text), so emit both or spoken turns are dropped.
for _, c := range item.Assistant.Content {
if c.Text != "" {
b.WriteString(c.Text)
}
if c.Transcript != "" {
b.WriteString(c.Transcript)
}
}
b.WriteString("\n")
case item.FunctionCall != nil:
b.WriteString(fmt.Sprintf("assistant called tool %s(%s)\n", item.FunctionCall.Name, item.FunctionCall.Arguments))
case item.FunctionCallOutput != nil:
b.WriteString(fmt.Sprintf("tool result: %s\n", item.FunctionCallOutput.Output))
}
}
return strings.TrimSpace(b.String())
}
// buildSummaryMessages builds the chat messages for the summarizer LLM: a system
// instruction plus prior memory and the new transcript to fold in. maxTokens is
// advisory (fed to the prompt; not hard-enforced in v1).
func buildSummaryMessages(priorMemory, transcript string, maxTokens int) schema.Messages {
system := fmt.Sprintf("You maintain a running memory of a live voice conversation. "+
"Merge the prior memory with the new exchanges into an updated memory. "+
"Keep names, decisions, facts, preferences, and open threads. Be concise "+
"(under ~%d tokens). Output only the updated memory, with no reasoning or tags.", maxTokens)
var user strings.Builder
if priorMemory != "" {
user.WriteString("Prior memory:\n")
user.WriteString(priorMemory)
user.WriteString("\n\n")
}
user.WriteString("New exchanges to fold in:\n")
user.WriteString(transcript)
return schema.Messages{
{Role: string(types.MessageRoleSystem), StringContent: system, Content: system},
{Role: string(types.MessageRoleUser), StringContent: user.String(), Content: user.String()},
}
}
// clearInputAudio resets the session's pending input audio buffer (the raw
// PCM and any buffered Opus frames). Used by the input_audio_buffer.clear
// realtime event so a client can discard a partially-captured utterance.
func clearInputAudio(s *Session) {
s.AudioBufferLock.Lock()
s.InputAudioBuffer = nil
s.AudioBufferLock.Unlock()
s.OpusFramesLock.Lock()
s.OpusFrames = nil
s.OpusFramesLock.Unlock()
}
// itemID extracts the id from any MessageItemUnion variant ("" if none).
func itemID(item *types.MessageItemUnion) string {
switch {
case item == nil:
return ""
case item.System != nil:
return item.System.ID
case item.User != nil:
return item.User.ID
case item.Assistant != nil:
return item.Assistant.ID
case item.FunctionCall != nil:
return item.FunctionCall.ID
case item.FunctionCallOutput != nil:
return item.FunctionCallOutput.ID
default:
return ""
}
}
// deleteItem removes the item with id from items, returning the new slice and
// whether it was found.
func deleteItem(items []*types.MessageItemUnion, id string) ([]*types.MessageItemUnion, bool) {
for i, item := range items {
if itemID(item) == id {
return append(items[:i:i], items[i+1:]...), true
}
}
return items, false
}
// truncateAssistantText clears the text of the assistant item's content part at
// contentIndex. Minimal truncate: used to discard an interrupted/barge-in
// response tail. Both .Text and .Transcript are cleared because realtime audio
// turns store the spoken words in .Transcript (clearing only .Text would no-op).
func truncateAssistantText(items []*types.MessageItemUnion, id string, contentIndex int) bool {
for _, item := range items {
if itemID(item) != id || item.Assistant == nil {
continue
}
if contentIndex >= 0 && contentIndex < len(item.Assistant.Content) {
item.Assistant.Content[contentIndex].Text = ""
item.Assistant.Content[contentIndex].Transcript = ""
}
return true
}
return false
}
// compactionCut returns the index splitting items into overflow (items[:cut],
// to be summarized+evicted) and the kept live tail (items[cut:]), keeping the
// last `keep` items. It mirrors trimRealtimeItems' pair-safety: the cut is
// pulled left so a function_call and its function_call_output are never split
// across the boundary (the whole pair lands in the kept tail). Returns 0 when
// there is nothing to cut.
func compactionCut(items []*types.MessageItemUnion, keep int) int {
// keep <= 0 means no live-window cap (the "unlimited history" sentinel, as
// in trimRealtimeItems): there is nothing to evict, so cut nothing. This
// also avoids indexing items[len(items)] in the pair-safety loop below.
if keep <= 0 {
return 0
}
cut := len(items) - keep
if cut <= 0 {
return 0
}
for cut > 0 && items[cut] != nil && items[cut].FunctionCallOutput != nil {
cut--
}
return cut
}
// resolveCompaction reads the pipeline.compaction block, applying defaults and
// the trigger>max_history invariant. maxHistory is the already-resolved live
// window size. Returns enabled=false (and zero values) when compaction is off.
func resolveCompaction(cfg *config.ModelConfig, maxHistory int) (enabled bool, trigger, maxSummaryTokens int, summaryModel string) {
if cfg == nil || cfg.Pipeline.Compaction == nil || !cfg.Pipeline.Compaction.Enabled {
return false, 0, 0, ""
}
c := cfg.Pipeline.Compaction
trigger = c.TriggerItems
if trigger <= 0 {
trigger = maxHistory * 2
}
if trigger <= maxHistory {
trigger = maxHistory + 1
}
maxSummaryTokens = c.MaxSummaryTokens
if maxSummaryTokens <= 0 {
maxSummaryTokens = defaultMaxSummaryTokens
}
return true, trigger, maxSummaryTokens, c.SummaryModel
}
// prefixMatches reports whether items begins with the same ids, in order, as
// snapshot — i.e. the overflow we summarized is still at the head (no concurrent
// client delete reshuffled it).
func prefixMatches(items, snapshot []*types.MessageItemUnion) bool {
if len(items) < len(snapshot) {
return false
}
for i := range snapshot {
if itemID(items[i]) != itemID(snapshot[i]) {
return false
}
}
return true
}
// compact folds overflow items into conv.Memory and evicts them. It never holds
// conv.Lock across the summarizer call: snapshot under lock, summarize unlocked,
// commit under lock (re-validating the head is unchanged). On any error it
// leaves the conversation untouched — items are never dropped without a summary.
func (s *Session) compact(conv *Conversation, model Model) {
if model == nil {
return
}
// Snapshot.
conv.Lock.Lock()
if len(conv.Items) <= s.CompactionTrigger {
conv.Lock.Unlock()
return
}
cut := compactionCut(conv.Items, s.MaxHistoryItems)
if cut <= 0 {
conv.Lock.Unlock()
return
}
overflow := append([]*types.MessageItemUnion(nil), conv.Items[:cut]...)
prior := conv.Memory
conv.Lock.Unlock()
// Summarize (unlocked).
msgs := buildSummaryMessages(prior, renderItemsTranscript(overflow), s.MaxSummaryTokens)
ctx, cancel := context.WithTimeout(context.Background(), compactionTimeout)
defer cancel()
predFunc, err := model.Predict(ctx, msgs, nil, nil, nil, nil, nil, nil, nil, nil, nil)
if err != nil {
xlog.Warn("realtime compaction: summarizer predict failed", "error", err)
return
}
pred, err := predFunc()
if err != nil {
xlog.Warn("realtime compaction: summarizer inference failed", "error", err)
return
}
// Strip any leaked reasoning/thinking spans using the same extractor the
// rest of the realtime path uses, rather than a bespoke regex.
rcfg := reasoning.Config{}
if mc := model.PredictConfig(); mc != nil {
rcfg = spokenReasoningConfig(mc.ReasoningConfig)
}
_, summary := reasoning.ExtractReasoningComplete(pred.Response, "", rcfg)
summary = strings.TrimSpace(summary)
if summary == "" {
xlog.Warn("realtime compaction: empty summary, skipping eviction")
return
}
// Commit.
conv.Lock.Lock()
defer conv.Lock.Unlock()
if !prefixMatches(conv.Items, overflow) {
xlog.Debug("realtime compaction: head changed during summary, skipping")
return
}
conv.Memory = summary
conv.Items = conv.Items[len(overflow):]
xlog.Debug("realtime compaction: evicted items into memory", "evicted", len(overflow), "remaining", len(conv.Items))
}
// summarizerModel resolves the model used to produce compaction summaries.
// Without a configured summary_model (or factory) it reuses the pipeline LLM.
func (s *Session) summarizerModel() Model {
if s.SummaryModel == "" || s.summarizerFactory == nil {
return s.ModelInterface
}
s.summarizerOnce.Do(func() {
m, err := s.summarizerFactory()
if err != nil {
xlog.Warn("realtime compaction: summary_model load failed, falling back to pipeline LLM", "model", s.SummaryModel, "error", err)
m = s.ModelInterface
}
s.summarizerCached = m
})
return s.summarizerCached
}
// maybeCompact schedules a background compaction when the live buffer has grown
// past the trigger and none is already running. Returns immediately.
func (s *Session) maybeCompact(conv *Conversation) {
if !s.CompactionEnabled {
return
}
conv.Lock.Lock()
over := len(conv.Items) > s.CompactionTrigger
conv.Lock.Unlock()
if !over {
return
}
if !conv.compacting.CompareAndSwap(false, true) {
return
}
go func() {
defer conv.compacting.Store(false)
// Resolve (and, for a configured summary_model, lazily load) the
// summarizer only when a compaction actually runs, off the response
// path — so the model load never blocks a user turn.
model := s.summarizerModel()
if model == nil {
return
}
s.compact(conv, model)
}()
}

View File

@@ -0,0 +1,308 @@
package openai
import (
"errors"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
"github.com/mudler/LocalAI/core/backend"
"github.com/mudler/LocalAI/core/config"
"github.com/mudler/LocalAI/core/http/endpoints/openai/types"
"github.com/mudler/LocalAI/core/schema"
)
var _ = Describe("resolveCompaction", func() {
It("disables when the block is absent", func() {
enabled, _, _, _ := resolveCompaction(&config.ModelConfig{}, 6)
Expect(enabled).To(BeFalse())
})
It("defaults trigger to 2x max history and tokens to 512", func() {
cfg := &config.ModelConfig{Pipeline: config.Pipeline{Compaction: &config.PipelineCompaction{Enabled: true}}}
enabled, trigger, maxTok, _ := resolveCompaction(cfg, 6)
Expect(enabled).To(BeTrue())
Expect(trigger).To(Equal(12))
Expect(maxTok).To(Equal(512))
})
It("clamps trigger to max history + 1 when misconfigured", func() {
cfg := &config.ModelConfig{Pipeline: config.Pipeline{Compaction: &config.PipelineCompaction{Enabled: true, TriggerItems: 4}}}
_, trigger, _, _ := resolveCompaction(cfg, 6)
Expect(trigger).To(Equal(7))
})
It("honors explicit values", func() {
cfg := &config.ModelConfig{Pipeline: config.Pipeline{Compaction: &config.PipelineCompaction{
Enabled: true, TriggerItems: 20, MaxSummaryTokens: 256, SummaryModel: "tiny"}}}
enabled, trigger, maxTok, model := resolveCompaction(cfg, 6)
Expect(enabled).To(BeTrue())
Expect(trigger).To(Equal(20))
Expect(maxTok).To(Equal(256))
Expect(model).To(Equal("tiny"))
})
})
var _ = Describe("deleteItem", func() {
mk := func(ids ...string) []*types.MessageItemUnion {
out := make([]*types.MessageItemUnion, len(ids))
for i, id := range ids {
out[i] = &types.MessageItemUnion{User: &types.MessageItemUser{ID: id}}
}
return out
}
It("removes the item with the given id", func() {
items, ok := deleteItem(mk("a", "b", "c"), "b")
Expect(ok).To(BeTrue())
Expect(len(items)).To(Equal(2))
Expect(itemID(items[0])).To(Equal("a"))
Expect(itemID(items[1])).To(Equal("c"))
})
It("reports not found for an unknown id", func() {
_, ok := deleteItem(mk("a"), "zzz")
Expect(ok).To(BeFalse())
})
})
var _ = Describe("clearInputAudio", func() {
It("resets the pending PCM and buffered Opus frames", func() {
s := &Session{InputAudioBuffer: []byte{1, 2, 3}, OpusFrames: [][]byte{{9}}}
clearInputAudio(s)
Expect(s.InputAudioBuffer).To(BeNil())
Expect(s.OpusFrames).To(BeNil())
})
})
var _ = Describe("truncateAssistantText", func() {
It("clears the text of the assistant content part at the index", func() {
items := []*types.MessageItemUnion{{Assistant: &types.MessageItemAssistant{
ID: "a1",
Content: []types.MessageContentOutput{{Type: types.MessageContentTypeText, Text: "hello world"}},
}}}
ok := truncateAssistantText(items, "a1", 0)
Expect(ok).To(BeTrue())
Expect(items[0].Assistant.Content[0].Text).To(Equal(""))
})
// Realtime assistant *audio* turns store the spoken words in .Transcript, not
// .Text, so a barge-in truncate must clear .Transcript too or it would no-op.
It("clears the transcript of an assistant audio content part", func() {
items := []*types.MessageItemUnion{{Assistant: &types.MessageItemAssistant{
ID: "a1",
Content: []types.MessageContentOutput{{Type: types.MessageContentTypeAudio, Transcript: "hello world"}},
}}}
ok := truncateAssistantText(items, "a1", 0)
Expect(ok).To(BeTrue())
Expect(items[0].Assistant.Content[0].Transcript).To(Equal(""))
})
It("returns false for an unknown id", func() {
Expect(truncateAssistantText(nil, "nope", 0)).To(BeFalse())
})
})
var _ = Describe("compactionCut", func() {
user := func(id string) *types.MessageItemUnion {
return &types.MessageItemUnion{User: &types.MessageItemUser{ID: id}}
}
call := func(id string) *types.MessageItemUnion {
return &types.MessageItemUnion{FunctionCall: &types.MessageItemFunctionCall{ID: id}}
}
out := func(id string) *types.MessageItemUnion {
return &types.MessageItemUnion{FunctionCallOutput: &types.MessageItemFunctionCallOutput{ID: id}}
}
It("cuts exactly len-keep when no pairs straddle the boundary", func() {
items := []*types.MessageItemUnion{user("1"), user("2"), user("3"), user("4")}
Expect(compactionCut(items, 2)).To(Equal(2))
})
It("returns 0 when nothing to cut", func() {
Expect(compactionCut([]*types.MessageItemUnion{user("1")}, 2)).To(Equal(0))
})
It("returns 0 (cuts nothing) when keep is 0 — the unlimited-window sentinel", func() {
items := []*types.MessageItemUnion{user("1"), user("2"), user("3")}
Expect(compactionCut(items, 0)).To(Equal(0))
})
It("moves the boundary so a call/output pair is not split", func() {
// keep=2 -> naive cut=2, but items[2] is the output of items[1]'s call;
// pull the cut right so the whole pair stays in the kept tail.
items := []*types.MessageItemUnion{user("1"), call("c"), out("c"), user("4")}
Expect(compactionCut(items, 2)).To(Equal(1))
})
})
var _ = Describe("withMemory", func() {
It("inserts a memory system message when memory is non-empty", func() {
base := schema.Messages{{Role: "system", StringContent: "instructions"}}
out := withMemory(base, "user is Bob; wants pizza")
Expect(len(out)).To(Equal(2))
Expect(out[1].Role).To(Equal("system"))
Expect(out[1].StringContent).To(ContainSubstring("user is Bob"))
Expect(out[1].StringContent).To(ContainSubstring("Summary of earlier conversation"))
})
It("is a no-op when memory is empty", func() {
base := schema.Messages{{Role: "system", StringContent: "instructions"}}
Expect(withMemory(base, "")).To(HaveLen(1))
})
})
var _ = Describe("renderItemsTranscript", func() {
It("renders user and assistant text turns", func() {
items := []*types.MessageItemUnion{
{User: &types.MessageItemUser{Content: []types.MessageContentInput{{Type: types.MessageContentTypeInputText, Text: "hi"}}}},
{Assistant: &types.MessageItemAssistant{Content: []types.MessageContentOutput{{Type: types.MessageContentTypeText, Text: "hello"}}}},
}
out := renderItemsTranscript(items)
Expect(out).To(ContainSubstring("user: hi"))
Expect(out).To(ContainSubstring("assistant: hello"))
})
// Realtime assistant *audio* turns store the spoken words in .Transcript, not
// .Text, so the transcript builder must emit .Transcript too or spoken turns
// would be dropped from the summary.
It("renders an assistant audio turn from its transcript", func() {
items := []*types.MessageItemUnion{
{Assistant: &types.MessageItemAssistant{Content: []types.MessageContentOutput{{Type: types.MessageContentTypeAudio, Transcript: "spoken words"}}}},
}
Expect(renderItemsTranscript(items)).To(ContainSubstring("assistant: spoken words"))
})
})
var _ = Describe("buildSummaryMessages", func() {
It("includes prior memory and the new transcript", func() {
msgs := buildSummaryMessages("prior facts", "user: hi", 512)
Expect(len(msgs)).To(Equal(2))
Expect(msgs[0].Role).To(Equal("system"))
Expect(msgs[1].StringContent).To(ContainSubstring("prior facts"))
Expect(msgs[1].StringContent).To(ContainSubstring("user: hi"))
})
})
var _ = Describe("compact", func() {
user := func(id, text string) *types.MessageItemUnion {
return &types.MessageItemUnion{User: &types.MessageItemUser{ID: id,
Content: []types.MessageContentInput{{Type: types.MessageContentTypeInputText, Text: text}}}}
}
It("summarizes overflow into Memory and evicts it, keeping the live tail", func() {
conv := &Conversation{Items: []*types.MessageItemUnion{
user("1", "a"), user("2", "b"), user("3", "c"), user("4", "d"),
user("5", "e"), user("6", "f"), user("7", "g"), user("8", "h"),
}}
s := &Session{CompactionEnabled: true, CompactionTrigger: 7, MaxHistoryItems: 4, MaxSummaryTokens: 512}
m := &fakeModel{predictResp: backend.LLMResponse{Response: "ROLLED UP"}}
s.compact(conv, m)
Expect(conv.Memory).To(Equal("ROLLED UP"))
Expect(len(conv.Items)).To(Equal(4))
Expect(itemID(conv.Items[0])).To(Equal("5"))
// The summarizer saw the evicted turns.
Expect(m.lastMessages[1].StringContent).To(ContainSubstring("a"))
})
It("leaves Items and Memory untouched when the summarizer errors", func() {
items := []*types.MessageItemUnion{user("1", "a"), user("2", "b"), user("3", "c")}
conv := &Conversation{Items: items}
s := &Session{CompactionEnabled: true, CompactionTrigger: 2, MaxHistoryItems: 1, MaxSummaryTokens: 512}
m := &fakeModel{predictErr: errors.New("boom")}
s.compact(conv, m)
Expect(conv.Memory).To(Equal(""))
Expect(len(conv.Items)).To(Equal(3))
})
It("strips leaked reasoning tags from the summary via the shared extractor", func() {
conv := &Conversation{Items: []*types.MessageItemUnion{
user("1", "a"), user("2", "b"), user("3", "c"), user("4", "d"),
user("5", "e"), user("6", "f"), user("7", "g"), user("8", "h"),
}}
s := &Session{CompactionEnabled: true, CompactionTrigger: 7, MaxHistoryItems: 4, MaxSummaryTokens: 512}
m := &fakeModel{predictResp: backend.LLMResponse{Response: "<think>planning the summary</think>CLEAN SUMMARY"}}
s.compact(conv, m)
Expect(conv.Memory).To(Equal("CLEAN SUMMARY"))
Expect(conv.Memory).ToNot(ContainSubstring("planning"))
})
It("does nothing when items are at or below the trigger", func() {
conv := &Conversation{Items: []*types.MessageItemUnion{user("1", "a")}}
s := &Session{CompactionEnabled: true, CompactionTrigger: 7, MaxHistoryItems: 4}
s.compact(conv, &fakeModel{predictResp: backend.LLMResponse{Response: "x"}})
Expect(conv.Memory).To(Equal(""))
Expect(len(conv.Items)).To(Equal(1))
})
})
var _ = Describe("prefixMatches", func() {
user := func(id string) *types.MessageItemUnion {
return &types.MessageItemUnion{User: &types.MessageItemUser{ID: id}}
}
It("matches when items begins with the snapshot ids in order", func() {
items := []*types.MessageItemUnion{user("1"), user("2"), user("3")}
snap := []*types.MessageItemUnion{user("1"), user("2")}
Expect(prefixMatches(items, snap)).To(BeTrue())
})
It("matches an empty snapshot", func() {
Expect(prefixMatches([]*types.MessageItemUnion{user("1")}, nil)).To(BeTrue())
})
It("fails when items is shorter than the snapshot (a concurrent delete shrank the head)", func() {
items := []*types.MessageItemUnion{user("1")}
snap := []*types.MessageItemUnion{user("1"), user("2")}
Expect(prefixMatches(items, snap)).To(BeFalse())
})
It("fails when the head ids differ (a concurrent delete reordered the head)", func() {
items := []*types.MessageItemUnion{user("2"), user("3")}
snap := []*types.MessageItemUnion{user("1"), user("2")}
Expect(prefixMatches(items, snap)).To(BeFalse())
})
})
var _ = Describe("summarizerModel", func() {
It("returns the pipeline model when no summary_model is set", func() {
m := &fakeModel{}
s := &Session{ModelInterface: m}
Expect(s.summarizerModel()).To(Equal(m))
})
It("uses the factory (once) when summary_model is set", func() {
pipeline := &fakeModel{}
small := &fakeModel{}
calls := 0
s := &Session{ModelInterface: pipeline, SummaryModel: "tiny",
summarizerFactory: func() (Model, error) { calls++; return small, nil }}
Expect(s.summarizerModel()).To(Equal(small))
Expect(s.summarizerModel()).To(Equal(small))
Expect(calls).To(Equal(1))
})
It("falls back to the pipeline model when the factory errors", func() {
pipeline := &fakeModel{}
s := &Session{ModelInterface: pipeline, SummaryModel: "tiny",
summarizerFactory: func() (Model, error) { return nil, errors.New("nope") }}
Expect(s.summarizerModel()).To(Equal(pipeline))
})
})
var _ = Describe("itemID", func() {
It("returns the id for each variant and empty for nil", func() {
Expect(itemID(nil)).To(Equal(""))
Expect(itemID(&types.MessageItemUnion{User: &types.MessageItemUser{ID: "u1"}})).To(Equal("u1"))
Expect(itemID(&types.MessageItemUnion{Assistant: &types.MessageItemAssistant{ID: "a1"}})).To(Equal("a1"))
Expect(itemID(&types.MessageItemUnion{System: &types.MessageItemSystem{ID: "s1"}})).To(Equal("s1"))
Expect(itemID(&types.MessageItemUnion{FunctionCall: &types.MessageItemFunctionCall{ID: "f1"}})).To(Equal("f1"))
Expect(itemID(&types.MessageItemUnion{FunctionCallOutput: &types.MessageItemFunctionCallOutput{ID: "o1"}})).To(Equal("o1"))
})
})

View File

@@ -45,7 +45,7 @@
},
"scheduling": {
"title": "Penjadwalan",
"subtitle": "Aturan penempatan model dan replika di seluruh klaster"
"subtitle": "Aturan penempatan model dan replika di seluruh kluster"
},
"p2p": {
"title": "Komputasi AI Terdistribusi",
@@ -86,4 +86,4 @@
"title": "Penjelajah",
"subtitle": "Jelajahi file dan konfigurasi"
}
}
}

View File

@@ -72,7 +72,7 @@
"actions": {
"copy": "Salin",
"regenerate": "Hasilkan ulang",
"jumpToLatest": "Jump to latest"
"jumpToLatest": "Lompat ke terbaru"
},
"streaming": {
"transferring": "Mentransfer model...",
@@ -115,4 +115,4 @@
"clearAll": "Hapus semua",
"deleteAllTitle": "Hapus semua percakapan"
}
}
}

View File

@@ -1,8 +1,8 @@
{
"unsaved": {
"title": "Discard unsaved changes?",
"message": "You have unsaved changes that will be lost if you leave this page.",
"leave": "Leave"
"title": "Buang perubahan yang belum disimpan?",
"message": "Anda memiliki perubahan yang belum disimpan. Perubahan tersebut akan hilang jika Anda meninggalkan halaman ini.",
"leave": "Tinggalkan Halaman"
},
"actions": {
"save": "Simpan",

View File

@@ -7,15 +7,15 @@
"resourceGpu": "GPU",
"resourceRam": "RAM",
"greeting": {
"morning": "Good morning",
"afternoon": "Good afternoon",
"evening": "Good evening",
"night": "Working late"
"morning": "Selamat pagi",
"afternoon": "Selamat siang",
"evening": "Selamat malam",
"night": "Selamat lembur"
},
"statusLine": {
"modelsLoaded_one": "{{count}} model loaded",
"modelsLoaded_other": "{{count}} models loaded",
"noModelsLoaded": "No models loaded",
"modelsLoaded_one": "{{count}} model dimuat",
"modelsLoaded_other": "{{count}} model dimuat",
"noModelsLoaded": "Tidak ada model yang dimuat",
"nodes_one": "{{count}} node",
"nodes_other": "{{count}} nodes"
},
@@ -79,14 +79,14 @@
},
"connect": {
"title": "Satu endpoint, semua API",
"subtitle": "LocalAI menyediakan API miliknya sendiri yang lengkap — pembuatan gambar & video, depth, deteksi objek, reranking, audio, pengenalan wajah & suara, serta suara realtime melalui WebRTC dan WebSocket. Di atas itu, lapisan kompatibilitas drop-in membuat aplikasi apa pun yang dibuat untuk OpenAI, Anthropic, Ollama, atau OpenAI Responses bekerja tanpa perubahan.",
"subtitle": "LocalAI menyediakan API miliknya sendiri yang lengkap — pembuatan gambar & video, depth, deteksi objek, reranking, audio, pengenalan wajah & suara, serta suara realtime melalui WebRTC dan WebSocket. Selain itu, lapisan kompatibilitas drop-in membuat aplikasi apa pun yang dibuat untuk OpenAI, Anthropic, Ollama, atau OpenAI Responses bekerja tanpa perubahan.",
"nativeTitle": "API native",
"compatTitle": "Kompatibilitas drop-in",
"apiReference": "Referensi API lengkap",
"copy": "Salin",
"copied": "Disalin",
"browse": "Browse the API",
"hide": "Hide endpoints",
"dismiss": "Dismiss"
"browse": "Jelajahi API",
"hide": "Sembunyikan endpoint",
"dismiss": "Abaikan"
}
}

View File

@@ -5,7 +5,7 @@
"video": "Video",
"tts": "TTS",
"sound": "Suara",
"transform": "Transform"
"transform": "Transformasi"
}
},
"image": {
@@ -30,7 +30,7 @@
"refImagesAdded_other": "{{count}} gambar ditambahkan"
},
"actions": {
"view": "View",
"view": "Lihat",
"generate": "Hasilkan",
"generating": "Menghasilkan..."
},
@@ -153,4 +153,4 @@
"clearConfirm": "Hapus",
"cleared": "Riwayat dihapus"
}
}
}

View File

@@ -19,11 +19,11 @@
"operate": "Operasikan"
},
"operate": {
"inference": "Inference",
"cluster": "Cluster",
"observability": "Observability",
"access": "Access",
"system": "System"
"inference": "Inferensi",
"cluster": "Kluster",
"observability": "Observabilitas",
"access": "Akses",
"system": "Sistem"
},
"items": {
"home": "Beranda",
@@ -64,7 +64,7 @@
"copyright": "© 2023-{{year}} {{author}}"
},
"console": {
"automation": "Otomasi",
"automation": "Automasi",
"training": "Pelatihan"
}
}

View File

@@ -79,21 +79,29 @@ func (s *GalleryStore) Create(op *GalleryOperationRecord) error {
}).Create(op).Error
}
// UpdateProgress updates progress for an operation.
func (s *GalleryStore) UpdateProgress(id string, progress float64, message, downloadedSize string) error {
// UpdateProgress updates progress for an operation. The cancellable flag is
// persisted on every tick so a replica that restarts mid-install rehydrates the
// op as still cancellable — otherwise the column keeps its Create-time zero
// value (false), the UI hides the cancel button, and the orphaned op can only
// be dismissed by waiting for the 30-minute stale reaper.
func (s *GalleryStore) UpdateProgress(id string, progress float64, message, downloadedSize string, cancellable bool) error {
return s.db.Model(&GalleryOperationRecord{}).Where("id = ?", id).Updates(map[string]any{
"progress": progress,
"message": message,
"downloaded_file_size": downloadedSize,
"cancellable": cancellable,
"updated_at": time.Now(),
}).Error
}
// UpdateStatus updates the status of an operation.
// UpdateStatus updates the status of an operation. A terminal status is never
// cancellable, so the flag is cleared here to keep the persisted row consistent
// with what the UI should offer.
func (s *GalleryStore) UpdateStatus(id, status, errMsg string) error {
updates := map[string]any{
"status": status,
"updated_at": time.Now(),
"status": status,
"cancellable": false,
"updated_at": time.Now(),
}
if errMsg != "" {
updates["error"] = errMsg

View File

@@ -0,0 +1,56 @@
package galleryop_test
import (
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
"github.com/mudler/LocalAI/core/config"
"github.com/mudler/LocalAI/core/services/distributed"
"github.com/mudler/LocalAI/core/services/galleryop"
"github.com/mudler/LocalAI/core/services/testutil"
)
// Reproduces "an in-flight install can't be cancelled after a restart". The
// live install path marks OpStatus.Cancellable=true on every progress tick, but
// UpdateStatus persisted progress/status to the gallery store WITHOUT the
// cancellable flag, and Create defaulted it to false. So after a replica
// restart Hydrate rebuilt the op with Cancellable=false, /api/operations
// reported cancellable:false, and the UI hid the cancel button — the orphaned
// op lingered until the 30-minute stale reaper expired it. The cancellable
// state must be persisted so a rehydrated in-flight op stays cancellable.
var _ = Describe("GalleryService cancellable persistence across restart", func() {
It("rehydrates an in-flight op as still cancellable", func() {
db := testutil.SetupTestDB()
store, err := distributed.NewGalleryStore(db)
Expect(err).ToNot(HaveOccurred())
svc := galleryop.NewGalleryService(&config.ApplicationConfig{}, nil)
svc.SetGalleryStore(store)
// Seed the in-flight op row as the worker goroutine does on admission.
Expect(store.Create(&distributed.GalleryOperationRecord{
ID: "op-inflight",
GalleryElementName: "llama-cpp-development",
OpType: "backend_install",
Status: "pending",
})).To(Succeed())
// Simulate a progress tick: the live path always marks installs
// cancellable while they are downloading/processing.
svc.UpdateStatus("op-inflight", &galleryop.OpStatus{
Message: "downloading",
Progress: 25,
Cancellable: true,
})
// A fresh replica boots and hydrates from the store.
fresh := galleryop.NewGalleryService(&config.ApplicationConfig{}, nil)
fresh.SetGalleryStore(store)
Expect(fresh.Hydrate()).To(Succeed())
st := fresh.GetStatus("op-inflight")
Expect(st).ToNot(BeNil(), "the in-flight op must hydrate after a restart")
Expect(st.Cancellable).To(BeTrue(),
"a still-active install must rehydrate as cancellable so the admin can dismiss it")
})
})

View File

@@ -167,7 +167,7 @@ func (g *GalleryService) UpdateStatus(s string, op *OpStatus) {
xlog.Warn("Failed to persist gallery operation status", "op_id", s, "error", err)
}
} else {
if err := store.UpdateProgress(s, op.Progress, op.Message, op.DownloadedFileSize); err != nil {
if err := store.UpdateProgress(s, op.Progress, op.Message, op.DownloadedFileSize, op.Cancellable); err != nil {
xlog.Warn("Failed to persist gallery operation progress", "op_id", s, "error", err)
}
}
@@ -467,6 +467,7 @@ func (g *GalleryService) Start(c context.Context, cl *config.ModelConfigLoader,
GalleryElementName: op.GalleryElementName,
OpType: "backend_install",
Status: "pending",
Cancellable: true,
})
}
err := g.backendHandler(&op, systemState)
@@ -499,6 +500,8 @@ func (g *GalleryService) Start(c context.Context, cl *config.ModelConfigLoader,
GalleryElementName: op.GalleryElementName,
OpType: opType,
Status: "pending",
// A delete is not cancellable; an install is.
Cancellable: !op.Delete,
})
}
err := g.modelHandler(&op, cl, systemState)

View File

@@ -19,25 +19,40 @@ import (
// Per-replica: a single tracker instance is bound to (nodeID, modelName, replicaIndex).
// The router constructs one tracker per Route() result, so each in-flight tick lands
// on the correct row even when multiple replicas of the same model live on the same node.
//
// Embedding only grpc.ControlBackend (not the whole grpc.Backend) is what makes
// the in-flight accounting safe by construction: the control-plane methods pass
// through untracked, while every grpc.InferenceBackend method must be declared
// explicitly below to satisfy grpc.Backend. Adding an inference method to the
// interface therefore breaks this file's build (see the var assertion below)
// until it is wrapped with track() - so a new inference path can't be added
// without an in-flight accounting decision.
type InFlightTrackingClient struct {
grpc.Backend // embed for passthrough of untracked methods
registry InFlightTracker
nodeID string
modelName string
replicaIndex int
grpc.ControlBackend // passthrough for control-plane / streaming-constructor methods
inner grpc.InferenceBackend // tracked inference methods delegate here
registry InFlightTracker
nodeID string
modelName string
replicaIndex int
firstOnce sync.Once // guards onFirstComplete
onFirstComplete func() // called once after the first tracked inference call completes
}
// Compile-time contract: *InFlightTrackingClient must implement the FULL backend
// surface. Because it embeds only ControlBackend, this fails to compile if any
// InferenceBackend method is left unwrapped.
var _ grpc.Backend = (*InFlightTrackingClient)(nil)
// NewInFlightTrackingClient wraps a gRPC backend client with in-flight tracking.
func NewInFlightTrackingClient(inner grpc.Backend, registry InFlightTracker, nodeID, modelName string, replicaIndex int) *InFlightTrackingClient {
return &InFlightTrackingClient{
Backend: inner,
registry: registry,
nodeID: nodeID,
modelName: modelName,
replicaIndex: replicaIndex,
ControlBackend: inner,
inner: inner,
registry: registry,
nodeID: nodeID,
modelName: modelName,
replicaIndex: replicaIndex,
}
}
@@ -91,154 +106,162 @@ func (c *InFlightTrackingClient) reconcile(err error) error {
func (c *InFlightTrackingClient) Predict(ctx context.Context, in *pb.PredictOptions, opts ...ggrpc.CallOption) (*pb.Reply, error) {
defer c.track(ctx)()
reply, err := c.Backend.Predict(ctx, in, opts...)
reply, err := c.inner.Predict(ctx, in, opts...)
return reply, c.reconcile(err)
}
func (c *InFlightTrackingClient) PredictStream(ctx context.Context, in *pb.PredictOptions, f func(reply *pb.Reply), opts ...ggrpc.CallOption) error {
defer c.track(ctx)()
return c.reconcile(c.Backend.PredictStream(ctx, in, f, opts...))
return c.reconcile(c.inner.PredictStream(ctx, in, f, opts...))
}
func (c *InFlightTrackingClient) Embeddings(ctx context.Context, in *pb.PredictOptions, opts ...ggrpc.CallOption) (*pb.EmbeddingResult, error) {
defer c.track(ctx)()
res, err := c.Backend.Embeddings(ctx, in, opts...)
res, err := c.inner.Embeddings(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) GenerateImage(ctx context.Context, in *pb.GenerateImageRequest, opts ...ggrpc.CallOption) (*pb.Result, error) {
defer c.track(ctx)()
res, err := c.Backend.GenerateImage(ctx, in, opts...)
res, err := c.inner.GenerateImage(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) GenerateVideo(ctx context.Context, in *pb.GenerateVideoRequest, opts ...ggrpc.CallOption) (*pb.Result, error) {
defer c.track(ctx)()
res, err := c.Backend.GenerateVideo(ctx, in, opts...)
res, err := c.inner.GenerateVideo(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) TTS(ctx context.Context, in *pb.TTSRequest, opts ...ggrpc.CallOption) (*pb.Result, error) {
defer c.track(ctx)()
res, err := c.Backend.TTS(ctx, in, opts...)
res, err := c.inner.TTS(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) TTSStream(ctx context.Context, in *pb.TTSRequest, f func(reply *pb.Reply), opts ...ggrpc.CallOption) error {
defer c.track(ctx)()
return c.reconcile(c.Backend.TTSStream(ctx, in, f, opts...))
return c.reconcile(c.inner.TTSStream(ctx, in, f, opts...))
}
func (c *InFlightTrackingClient) SoundGeneration(ctx context.Context, in *pb.SoundGenerationRequest, opts ...ggrpc.CallOption) (*pb.Result, error) {
defer c.track(ctx)()
res, err := c.Backend.SoundGeneration(ctx, in, opts...)
res, err := c.inner.SoundGeneration(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) AudioTranscription(ctx context.Context, in *pb.TranscriptRequest, opts ...ggrpc.CallOption) (*pb.TranscriptResult, error) {
defer c.track(ctx)()
res, err := c.Backend.AudioTranscription(ctx, in, opts...)
res, err := c.inner.AudioTranscription(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) AudioTranscriptionStream(ctx context.Context, in *pb.TranscriptRequest, f func(chunk *pb.TranscriptStreamResponse), opts ...ggrpc.CallOption) error {
defer c.track(ctx)()
return c.reconcile(c.Backend.AudioTranscriptionStream(ctx, in, f, opts...))
return c.reconcile(c.inner.AudioTranscriptionStream(ctx, in, f, opts...))
}
func (c *InFlightTrackingClient) Detect(ctx context.Context, in *pb.DetectOptions, opts ...ggrpc.CallOption) (*pb.DetectResponse, error) {
defer c.track(ctx)()
res, err := c.Backend.Detect(ctx, in, opts...)
res, err := c.inner.Detect(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) Depth(ctx context.Context, in *pb.DepthRequest, opts ...ggrpc.CallOption) (*pb.DepthResponse, error) {
defer c.track(ctx)()
res, err := c.Backend.Depth(ctx, in, opts...)
res, err := c.inner.Depth(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) Rerank(ctx context.Context, in *pb.RerankRequest, opts ...ggrpc.CallOption) (*pb.RerankResult, error) {
defer c.track(ctx)()
res, err := c.Backend.Rerank(ctx, in, opts...)
res, err := c.inner.Rerank(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) VAD(ctx context.Context, in *pb.VADRequest, opts ...ggrpc.CallOption) (*pb.VADResponse, error) {
defer c.track(ctx)()
res, err := c.Backend.VAD(ctx, in, opts...)
res, err := c.inner.VAD(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) Diarize(ctx context.Context, in *pb.DiarizeRequest, opts ...ggrpc.CallOption) (*pb.DiarizeResponse, error) {
defer c.track(ctx)()
res, err := c.Backend.Diarize(ctx, in, opts...)
res, err := c.inner.Diarize(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) FaceVerify(ctx context.Context, in *pb.FaceVerifyRequest, opts ...ggrpc.CallOption) (*pb.FaceVerifyResponse, error) {
defer c.track(ctx)()
res, err := c.Backend.FaceVerify(ctx, in, opts...)
res, err := c.inner.FaceVerify(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) FaceAnalyze(ctx context.Context, in *pb.FaceAnalyzeRequest, opts ...ggrpc.CallOption) (*pb.FaceAnalyzeResponse, error) {
defer c.track(ctx)()
res, err := c.Backend.FaceAnalyze(ctx, in, opts...)
res, err := c.inner.FaceAnalyze(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) VoiceVerify(ctx context.Context, in *pb.VoiceVerifyRequest, opts ...ggrpc.CallOption) (*pb.VoiceVerifyResponse, error) {
defer c.track(ctx)()
res, err := c.Backend.VoiceVerify(ctx, in, opts...)
res, err := c.inner.VoiceVerify(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) VoiceAnalyze(ctx context.Context, in *pb.VoiceAnalyzeRequest, opts ...ggrpc.CallOption) (*pb.VoiceAnalyzeResponse, error) {
defer c.track(ctx)()
res, err := c.Backend.VoiceAnalyze(ctx, in, opts...)
res, err := c.inner.VoiceAnalyze(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) VoiceEmbed(ctx context.Context, in *pb.VoiceEmbedRequest, opts ...ggrpc.CallOption) (*pb.VoiceEmbedResponse, error) {
defer c.track(ctx)()
res, err := c.Backend.VoiceEmbed(ctx, in, opts...)
res, err := c.inner.VoiceEmbed(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) TokenClassify(ctx context.Context, in *pb.TokenClassifyRequest, opts ...ggrpc.CallOption) (*pb.TokenClassifyResponse, error) {
defer c.track(ctx)()
res, err := c.Backend.TokenClassify(ctx, in, opts...)
res, err := c.inner.TokenClassify(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) Score(ctx context.Context, in *pb.ScoreRequest, opts ...ggrpc.CallOption) (*pb.ScoreResponse, error) {
defer c.track(ctx)()
res, err := c.Backend.Score(ctx, in, opts...)
res, err := c.inner.Score(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) SoundDetection(ctx context.Context, in *pb.SoundDetectionRequest, opts ...ggrpc.CallOption) (*pb.SoundDetectionResponse, error) {
defer c.track(ctx)()
res, err := c.inner.SoundDetection(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) AudioEncode(ctx context.Context, in *pb.AudioEncodeRequest, opts ...ggrpc.CallOption) (*pb.AudioEncodeResult, error) {
defer c.track(ctx)()
res, err := c.Backend.AudioEncode(ctx, in, opts...)
res, err := c.inner.AudioEncode(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) AudioDecode(ctx context.Context, in *pb.AudioDecodeRequest, opts ...ggrpc.CallOption) (*pb.AudioDecodeResult, error) {
defer c.track(ctx)()
res, err := c.Backend.AudioDecode(ctx, in, opts...)
res, err := c.inner.AudioDecode(ctx, in, opts...)
return res, c.reconcile(err)
}
func (c *InFlightTrackingClient) AudioTransform(ctx context.Context, in *pb.AudioTransformRequest, opts ...ggrpc.CallOption) (*pb.AudioTransformResult, error) {
defer c.track(ctx)()
res, err := c.Backend.AudioTransform(ctx, in, opts...)
res, err := c.inner.AudioTransform(ctx, in, opts...)
return res, c.reconcile(err)
}
// AudioTransformStream, AudioToAudioStream and Forward are deliberately left as
// embedded passthrough: they return a stream client and the inference spans the
// stream's lifetime, not the constructor call. Wrapping the constructor with
// track() would increment and immediately decrement (and fire onFirstComplete)
// before any audio flows. Tracking those correctly needs the done() func tied to
// stream close, which the current Backend interface doesn't surface here.
// AudioTransformStream, AudioToAudioStream and Forward live in grpc.ControlBackend
// and are passed through via the embedded field, NOT tracked: they return a stream
// client and the inference spans the stream's lifetime, not the constructor call.
// Wrapping the constructor with track() would increment and immediately decrement
// (and fire onFirstComplete) before any audio flows. Tracking those correctly needs
// the done() func tied to stream close, which the Backend interface doesn't surface
// here. If they ever need tracking, move them to grpc.InferenceBackend - the build
// will then force an explicit wrapper here.

View File

@@ -408,6 +408,13 @@ var _ = Describe("InFlightTrackingClient", func() {
return err
})
})
It("SoundDetection", func() {
assertTracked(func() error {
_, err := client.SoundDetection(context.Background(), &pb.SoundDetectionRequest{})
return err
})
})
})
Describe("stale model reload (self-heal)", func() {

View File

@@ -494,6 +494,39 @@ These llama.cpp options are passed through the `options:` array.
| `direct_io` / `use_direct_io` | bool | `false` | Open the model with `O_DIRECT` (faster cold loads on NVMe; ignored if not supported). |
| `verbosity` | int | `3` | llama.cpp internal log verbosity threshold. Higher = more verbose. |
| `override_tensor` / `tensor_buft_overrides` | string | "" | Per-tensor buffer-type overrides for the main model. Format: `<tensor regex>=<buffer type>,<tensor regex>=<buffer type>,...`. Mirrors the existing `draft_override_tensor` syntax for the draft model. |
| `cpu_moe` | bool | false | Keep all MoE expert weights of the main model on CPU (upstream `--cpu-moe`). Frees VRAM on large MoE models (DeepSeek, Qwen3 `*-A3B`). |
| `n_cpu_moe` | int | 0 | Keep MoE expert weights of the first N main-model layers on CPU (upstream `--n-cpu-moe`). |
#### Generic option passthrough
Any `options:` entry whose name starts with `-` is forwarded **verbatim** to
upstream llama.cpp's own `llama-server` argument parser. This means any flag the
bundled llama.cpp supports works without LocalAI needing a dedicated option,
even ones added after your LocalAI version was built. See the upstream
[server flags reference](https://github.com/ggml-org/llama.cpp/blob/master/tools/server/README.md).
Format mirrors the rest of the array - `--flag` for a boolean, or `--flag:value`
for a flag that takes a value. Everything after the first `:` is the value, so
embedded colons (e.g. `host:port`) are preserved:
```yaml
options:
- "--cpu-moe" # boolean flag
- "--n-cpu-moe:4" # flag with a value
- "--override-tensor:exps=CPU"
```
Notes:
- **Precedence:** passthrough flags are applied last, so an explicit flag
overrides the LocalAI option it maps to (e.g. `--ctx-size:8192` overrides
`context_size`).
- **Power-user territory:** an invalid flag or value is rejected by the upstream
parser exactly as it would be by `llama-server`, which can fail model loading.
Prefer the named options above when one exists.
- Flags that would terminate the process (such as `--help`, `--usage`,
`--version`, `--license`, `--list-devices`, `--cache-list`, and
`--completion*`) are ignored.
### Prompt Caching

View File

@@ -185,6 +185,13 @@ It is persisted through `POST /api/settings` and read live, so a change takes
effect on the next request without a restart. A default that names a model no
longer loaded still appears (marked *not loaded*) so it can be toggled off.
The default set can also be supplied out-of-band with the
`LOCALAI_PII_DEFAULT_DETECTORS` environment variable (comma-separated model
names, e.g. `privacy-filter-nemotron,secret-filter`). When set it takes
precedence over the value persisted via the UI (env > file), which is the
right behaviour for immutable container deployments that pin filtering policy
at boot rather than via the admin UI.
This is what makes `cloud-proxy` / MITM redaction work out of the box: those
backends default to PII-enabled but ship no detector list, so without a
default detector the filter runs with nothing to scan. Set one here and

View File

@@ -68,6 +68,33 @@ pipeline:
This is applied only to the realtime session's copy of the LLM config, so it does not affect other users of the same model. Leave it unset to use the LLM model config's own reasoning settings.
### Conversation compaction (long sessions on CPU)
By default a realtime session feeds only the last `max_history_items` turns to the LLM; older turns are dropped and forgotten. On CPU, long calls also grow expensive as the prompt fills with verbatim history. Enable `compaction` to instead fold older turns into a rolling summary, so long calls stay cheap without losing earlier context.
Compaction works with two numbers:
- **`max_history_items`** is the *live window* — the recent turns kept verbatim in the prompt.
- **`compaction.trigger_items`** is the *high-water mark* — let the buffer grow to here, then summarize the overflow (everything above `max_history_items`) into a rolling memory and evict it. It must be greater than `max_history_items`; if it is not, it is clamped up.
The gap between the two controls how often summarization runs: a summary call fires roughly every `(trigger_items - max_history_items)` turns (here, about every 6 turns).
```yaml
pipeline:
max_history_items: 6 # live window — recent turns kept verbatim
compaction:
enabled: true
trigger_items: 12 # summarize overflow back down to max_history_items
summary_model: "" # optional: a small model for the summary (CPU); default = pipeline LLM
max_summary_tokens: 512
```
{{% notice tip %}}
On CPU, set `summary_model` to a small, fast model so compaction never competes with the conversation LLM for compute. Left empty, the pipeline's own LLM produces the summary.
{{% /notice %}}
Clients can also manage history directly via the now-supported `conversation.item.delete`, `conversation.item.truncate`, and `input_audio_buffer.clear` realtime events.
## Transports
The Realtime API supports two transports: **WebSocket** and **WebRTC**.

View File

@@ -1,4 +1,225 @@
---
- name: "lfm2.5-1.2b-instruct"
url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
urls:
- https://huggingface.co/LiquidAI/LFM2.5-1.2B-Instruct-GGUF
description: |
Try LFM • Docs • LEAP • Discord
# LFM2.5-1.2B-Instruct
LFM2.5 is a new family of hybrid models designed for **on-device deployment**. It builds on the LFM2 architecture with extended pre-training and reinforcement learning.
- **Best-in-class performance**: A 1.2B model rivaling much larger models, bringing high-quality AI to your pocket.
- **Fast edge inference**: 239 tok/s decode on AMD CPU, 82 tok/s on mobile NPU. Runs under 1GB of memory with day-one support for llama.cpp, MLX, and vLLM.
- **Scaled training**: Extended pre-training from 10T to 28T tokens and large-scale multi-stage reinforcement learning.
Find more information about LFM2.5 in our blog post.
## 🗒️ Model Details
LFM2.5-1.2B-Instruct is a general-purpose text-only model with the following features:
...
license: "other"
tags:
- llm
- gguf
icon: https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/dxnYF2fuLpulismtFSGFi.png
overrides:
backend: llama-cpp
function:
automatic_tool_parsing_fallback: true
grammar:
disable: true
known_usecases:
- chat
options:
- use_jinja:true
parameters:
min_p: 0.15
model: llama-cpp/models/LFM2.5-1.2B-Instruct-GGUF/LFM2.5-1.2B-Instruct-Q4_K_M.gguf
repeat_penalty: 1.05
temperature: 0.1
top_k: 50
top_p: 0.1
template:
use_tokenizer_template: true
files:
- filename: llama-cpp/models/LFM2.5-1.2B-Instruct-GGUF/LFM2.5-1.2B-Instruct-Q4_K_M.gguf
sha256: b1b3de114215d9507409a662a501a631095a479a419584e8a2ded6304b19b4f5
uri: https://huggingface.co/LiquidAI/LFM2.5-1.2B-Instruct-GGUF/resolve/main/LFM2.5-1.2B-Instruct-Q4_K_M.gguf
- name: "qwopus3.6-27b-coder-compat-mtp"
url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
urls:
- https://huggingface.co/Jackrong/Qwopus3.6-27B-Coder-Compat-MTP-GGUF
description: "\U0001FA90 Qwopus-3.6-27B-Coder\nCoder SFT Release\n\nAgentic Coding &amp; Tool-Use Reasoning Model Fine-Tuned on Qwopus3.6-27B-v2\n\n\U0001F9EC Trace Inversion & Negentropy\n\U0001F9E0 27B Dense Model\n⚡ Agentic Coding\n\U0001F6E0 Tool Calling & Agent\n\U0001F3C6 SWE-bench Verified: 67.0% (off-thinking)\n\n\U0001F4A1 What is Qwopus-3.6-27B-Coder?\n\U0001FA90 Qwopus-3.6-27B-Coder is a reasoning-enhanced agentic coding model built on top of Qwopus3.6-27B-v2. It inherits the powerful reasoning foundation of the v2 base — which achieved 87.43% MMLU-Pro and 75.25% SWE-bench Verified — and further specializes it for agentic code generation, structured tool calling, debugging, and instruction-following in developer workflows. The model is designed to excel at repository-level coding tasks, multi-turn tool orchestration, and complex logical reasoning under realistic agent environments.\n\n\U0001F9E9 Agentic Coding\nOptimized for repository-level coding, debugging, patch generation, and structured multi-step development workflows.\n\n\U0001F6E0 Tool Calling\nLearns from real agent trajectories with tool definitions, tool calls, and environment feedback for robust multi-turn execution.\n\n...\n"
license: "apache-2.0"
tags:
- llm
- gguf
- vision
- multimodal
- reasoning
icon: https://cdn-uploads.huggingface.co/production/uploads/66309bd090589b7c65950665/sGQKmrMc6L6guMoaB5_Y2.png
overrides:
backend: llama-cpp
function:
automatic_tool_parsing_fallback: true
grammar:
disable: true
known_usecases:
- chat
mmproj: llama-cpp/mmproj/Qwopus3.6-27B-Coder-Compat-MTP-GGUF/mmproj-F32.gguf
options:
- use_jinja:true
- spec_type:draft-mtp
- spec_n_max:6
- spec_p_min:0.75
parameters:
model: llama-cpp/models/Qwopus3.6-27B-Coder-Compat-MTP-GGUF/Qwopus3.6-27B-Coder-Compat-MTP-Q4_K_M.gguf
template:
use_tokenizer_template: true
files:
- filename: llama-cpp/models/Qwopus3.6-27B-Coder-Compat-MTP-GGUF/Qwopus3.6-27B-Coder-Compat-MTP-Q4_K_M.gguf
sha256: f893632170124da60e159b7bcc9d91e1cda3014b2c6b8ad9c6cde38a1fcd2f6f
uri: https://huggingface.co/Jackrong/Qwopus3.6-27B-Coder-Compat-MTP-GGUF/resolve/main/Qwopus3.6-27B-Coder-Compat-MTP-Q4_K_M.gguf
- filename: llama-cpp/mmproj/Qwopus3.6-27B-Coder-Compat-MTP-GGUF/mmproj-F32.gguf
sha256: 32f7ea0600c07272547da401d460f8abbd980f3a57b69d6df87be0e2505e0b9c
uri: https://huggingface.co/Jackrong/Qwopus3.6-27B-Coder-Compat-MTP-GGUF/resolve/main/mmproj-F32.gguf
- name: "kimi-k2.7-code"
url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
urls:
- https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF
description: |
## 1. Model Introduction
Kimi K2.7 Code is a coding-focused agentic model built upon Kimi K2.6. With substantial improvements on real-world long-horizon coding tasks, it strengthens end-to-end task completion across complex software engineering workflows while improving token efficiency, reducing thinking-token usage by approximately 30% compared with Kimi K2.6.
## 2. Model Summary
## 3. Evaluation Results
Benchmark
Kimi K2.6
Kimi K2.7 Code
GPT-5.5
Claude Opus 4.8
Coding
Kimi Code Bench v2
50.9
62.0
69.0
67.4
Program Bench
48.3
53.6
69.1
63.8
MLS Bench Lite
26.7
35.1
35.5
42.8
Agentic
Kimi Claw 24/7 Bench
42.9
46.9
52.8
50.4
MCP Atlas
69.4
76.0
79.4
81.3
MCP Mark Verified
72.8
81.1
92.9
76.4
Footnotes
...
license: "other"
tags:
- llm
- gguf
icon: https://huggingface.co/moonshotai/Kimi-K2.7-Code/resolve/main/figures/kimi-logo.png
overrides:
backend: llama-cpp
function:
automatic_tool_parsing_fallback: true
grammar:
disable: true
known_usecases:
- chat
mmproj: llama-cpp/mmproj/Kimi-K2.7-Code-GGUF/mmproj-F32.gguf
options:
- use_jinja:true
parameters:
min_p: 0.01
model: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00001-of-00014.gguf
repeat_penalty: 1
temperature: 0.6
top_k: -1
top_p: 0.95
template:
use_tokenizer_template: true
files:
- filename: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00001-of-00014.gguf
sha256: 65f0aca336f876902323a90e2aff32cac76d071b2cdd818c6a8d78be8fc2c680
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00001-of-00014.gguf
- filename: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00002-of-00014.gguf
sha256: 40f4416c130827a11502778891f4ef95b2144db90f51d63aa3548d0952a39683
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00002-of-00014.gguf
- filename: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00003-of-00014.gguf
sha256: ba2ba0b5168784ace7c752ecadfc3631279b2bb023824cb0fe9e2dab3dd28f22
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00003-of-00014.gguf
- filename: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00004-of-00014.gguf
sha256: 10298a6c98b13ef49be286fefbea8663e16473fb69bbeabe153bc80c60ae116e
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00004-of-00014.gguf
- filename: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00005-of-00014.gguf
sha256: 8e9e4c8e35d34fc4fef6bfb65a715ad7defbd196970d833c1df6924d701c88b3
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00005-of-00014.gguf
- filename: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00006-of-00014.gguf
sha256: ccff6e7f299742f82cf6f51a871e3eb3167511efaee967477cc8387f54d16442
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00006-of-00014.gguf
- filename: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00007-of-00014.gguf
sha256: 1a3b639633a2d22f71156a9f643ded2329cdd969cc21177b644b5741bac1af8e
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00007-of-00014.gguf
- filename: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00008-of-00014.gguf
sha256: bde28f682a1eab973538b2102007d952f37a13c1f7d55e2ed99177445ddc4282
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00008-of-00014.gguf
- filename: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00009-of-00014.gguf
sha256: b6a23a95b61e100f7593fa75e2363966323fa767b7e4fdf45d963b59e8fdc69f
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00009-of-00014.gguf
- filename: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00010-of-00014.gguf
sha256: fb10231c2e6d76921d40f22690f4aa08a8090c708edeaf7e581abafc24d3b25c
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00010-of-00014.gguf
- filename: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00011-of-00014.gguf
sha256: d2290be7ed1a22ac1f9f8a4813389689e075ce2ab8abc3aaaa1157a3cb1462d8
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00011-of-00014.gguf
- filename: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00012-of-00014.gguf
sha256: ce0d028314aa3fc783082dbca097e1055d69686a17ab8306574e2949568f26a5
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00012-of-00014.gguf
- filename: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00013-of-00014.gguf
sha256: 217864ce63a1d130ab39dcb0996b6097e1aa78eb896e38efaefdbbac3a00b7ec
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00013-of-00014.gguf
- filename: llama-cpp/models/Kimi-K2.7-Code-GGUF/Kimi-K2.7-Code-UD-Q8_K_XL-00014-of-00014.gguf
sha256: eb7582ad7066c5eaa01bde95acb00b4ad9cd7b07cd50a6cf5c9ee427258bc9dd
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00014-of-00014.gguf
- filename: llama-cpp/mmproj/Kimi-K2.7-Code-GGUF/mmproj-F32.gguf
sha256: b2cc50c8c13fe70fc4968a83332f31e9007ea09ebb9ae91d46a4e4cd2a3053cd
uri: https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/mmproj-F32.gguf
- name: "qwythos-9b-claude-mythos-5-1m"
url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
urls:
@@ -49,33 +270,7 @@
url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
urls:
- https://huggingface.co/unsloth/GLM-5.2-GGUF
description: |
# GLM-5.2
👋 Join our WeChat or Discord community.
📖 Check out the GLM-5.2 blog and GLM-5 Technical report.
📍 Use GLM-5.2 API services on Z.ai API Platform.
🔜 Try GLM-5.2 here.
[Paper]
[GitHub]
## Introduction
We're introducing GLM-5.2, our latest flagship model for long-horizon tasks. It marks a substantial leap in long-horizon task capability over its predecessor GLM-5.1 and, for the first time, delivers that capability on a **solid 1M-token context**. GLM-5.2's new capabilities include:
- **Solid 1M Context:** A solid 1M-token context that stably sustains long-horizon work
- **Advanced Coding with Flexible Effort**: Stronger coding capabilities with multiple thinking effort levels to balance performance and latency
- **Improved Architecture**: We propose IndexShare, which reuses the same indexer across every four sparse attention layers, reducing per-token FLOPs by 2.9× at a 1M context length. We also improve GLM-5.2s MTP layer for speculative decoding, increasing the acceptance length by up to 20%
- **Pure Open**: An MIT open-source license — no regional limits, technical access without borders
## Benchmark
## Serve GLM-5.2 Locally
...
description: "# GLM-5.2\n\n\U0001F44B Join our WeChat or Discord community.\n\n\U0001F4D6 Check out the GLM-5.2 blog and GLM-5 Technical report.\n\n\U0001F4CD Use GLM-5.2 API services on Z.ai API Platform.\n\n\U0001F51C Try GLM-5.2 here.\n\n[Paper]\n[GitHub]\n\n## Introduction\n\nWe're introducing GLM-5.2, our latest flagship model for long-horizon tasks. It marks a substantial leap in long-horizon task capability over its predecessor GLM-5.1 and, for the first time, delivers that capability on a **solid 1M-token context**. GLM-5.2's new capabilities include:\n - **Solid 1M Context:** A solid 1M-token context that stably sustains long-horizon work\n - **Advanced Coding with Flexible Effort**: Stronger coding capabilities with multiple thinking effort levels to balance performance and latency\n - **Improved Architecture**: We propose IndexShare, which reuses the same indexer across every four sparse attention layers, reducing per-token FLOPs by 2.9× at a 1M context length. We also improve GLM-5.2s MTP layer for speculative decoding, increasing the acceptance length by up to 20%\n - **Pure Open**: An MIT open-source license — no regional limits, technical access without borders\n\n## Benchmark\n\n## Serve GLM-5.2 Locally\n\n...\n"
license: "mit"
tags:
- llm
@@ -198,26 +393,7 @@
url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
urls:
- https://huggingface.co/michaelw9999/Qwopus3.6-27B-v2-MTP-NVFP4-GGUF
description: |
🪐 Qwopus3.6-27B-v2-MTP
MTP Release
Multi-Token Prediction reasoning model fine-tuned from Qwen3.6-27B
🧬 Trace Inversion & Negentropy
🧠 27B Parameters
⚡ Speculative Decoding
🛠️ Coding / DevOps / Math
💡 What is Qwopus3.6-27B-v2-MTP?
🪐 Qwopus3.6-27B-v2-MTP is a speed-oriented reasoning release built on top of Qwen3.6-27B. It keeps the Qwopus line's focus on reconstructed reasoning traces, coding discipline, DevOps procedures, and mathematical derivations, while adding Multi-Token Prediction for faster generation. The goal is simple: preserve the depth and structure of a 27B reasoning model while making real interactive use noticeably faster.
⚡ MTP DecodingAuxiliary future-token prediction improves throughput on long reasoning, code, math, and strict-format prompts.
🧩 Structured ReasoningInherits the Qwopus training recipe built around reconstructed step-by-step reasoning trajectories.
🧪 GB10 TestedValidated on a 30-question local benchmark across Logic, Coding, DevOps, Math, and Edge tasks.
🚀 Practical SpeedDesigned for workflows where strong answers matter, but waiting several extra minutes per task does not.
...
description: "\U0001FA90 Qwopus3.6-27B-v2-MTP\nMTP Release\n\nMulti-Token Prediction reasoning model fine-tuned from Qwen3.6-27B\n\n\U0001F9EC Trace Inversion & Negentropy\n\U0001F9E0 27B Parameters\n⚡ Speculative Decoding\n\U0001F6E0 Coding / DevOps / Math\n\n\U0001F4A1 What is Qwopus3.6-27B-v2-MTP?\n\U0001FA90 Qwopus3.6-27B-v2-MTP is a speed-oriented reasoning release built on top of Qwen3.6-27B. It keeps the Qwopus line's focus on reconstructed reasoning traces, coding discipline, DevOps procedures, and mathematical derivations, while adding Multi-Token Prediction for faster generation. The goal is simple: preserve the depth and structure of a 27B reasoning model while making real interactive use noticeably faster.\n\n⚡ MTP DecodingAuxiliary future-token prediction improves throughput on long reasoning, code, math, and strict-format prompts.\n\U0001F9E9 Structured ReasoningInherits the Qwopus training recipe built around reconstructed step-by-step reasoning trajectories.\n\U0001F9EA GB10 TestedValidated on a 30-question local benchmark across Logic, Coding, DevOps, Math, and Edge tasks.\n\U0001F680 Practical SpeedDesigned for workflows where strong answers matter, but waiting several extra minutes per task does not.\n\n...\n"
tags:
- llm
- gguf
@@ -243,28 +419,7 @@
url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
urls:
- https://huggingface.co/michaelw9999/Qwopus3.6-27B-Coder-MTP-NVFP4-GGUF
description: |
🪐 Qwopus-3.6-27B-Coder
Coder SFT Release
Agentic Coding &amp; Tool-Use Reasoning Model Fine-Tuned on Qwopus3.6-27B-v2
🧬 Trace Inversion & Negentropy
🧠 27B Dense Model
⚡ Agentic Coding
🛠️ Tool Calling & Agent
🏆 SWE-bench Verified: 67.0% (off-thinking)
💡 What is Qwopus-3.6-27B-Coder?
🪐 Qwopus-3.6-27B-Coder is a reasoning-enhanced agentic coding model built on top of Qwopus3.6-27B-v2. It inherits the powerful reasoning foundation of the v2 base — which achieved 87.43% MMLU-Pro (300ex) and 75.25% SWE-bench Verified — and further specializes it for agentic code generation, structured tool calling, debugging, and instruction-following in developer workflows. The model is designed to excel at repository-level coding tasks, multi-turn tool orchestration, and complex logical reasoning under realistic agent environments.
🧩 Agentic Coding
Optimized for repository-level coding, debugging, patch generation, and structured multi-step development workflows.
🛠️ Tool Calling
Learns from real agent trajectories with tool definitions, tool calls, and environment feedback for robust multi-turn execution.
...
description: "\U0001FA90 Qwopus-3.6-27B-Coder\nCoder SFT Release\n\nAgentic Coding &amp; Tool-Use Reasoning Model Fine-Tuned on Qwopus3.6-27B-v2\n\n\U0001F9EC Trace Inversion & Negentropy\n\U0001F9E0 27B Dense Model\n⚡ Agentic Coding\n\U0001F6E0 Tool Calling & Agent\n\U0001F3C6 SWE-bench Verified: 67.0% (off-thinking)\n\n\U0001F4A1 What is Qwopus-3.6-27B-Coder?\n\U0001FA90 Qwopus-3.6-27B-Coder is a reasoning-enhanced agentic coding model built on top of Qwopus3.6-27B-v2. It inherits the powerful reasoning foundation of the v2 base — which achieved 87.43% MMLU-Pro (300ex) and 75.25% SWE-bench Verified — and further specializes it for agentic code generation, structured tool calling, debugging, and instruction-following in developer workflows. The model is designed to excel at repository-level coding tasks, multi-turn tool orchestration, and complex logical reasoning under realistic agent environments.\n\n\U0001F9E9 Agentic Coding\nOptimized for repository-level coding, debugging, patch generation, and structured multi-step development workflows.\n\n\U0001F6E0 Tool Calling\nLearns from real agent trajectories with tool definitions, tool calls, and environment feedback for robust multi-turn execution.\n\n...\n"
tags:
- llm
- gguf
@@ -1484,8 +1639,8 @@
use_tokenizer_template: true
files:
- filename: llama-cpp/models/Qwopus3.6-27B-v2-MTP-GGUF/Qwopus3.6-27B-v2-MTP-Q4_K_M.gguf
sha256: 818d68223be4d8518dac0b3b5604dde633cbbcbae1f491d842a3e26711c6606d
uri: https://huggingface.co/Jackrong/Qwopus3.6-27B-v2-MTP-GGUF/resolve/main/Qwopus3.6-27B-v2-MTP-Q4_K_M.gguf
sha256: 31cf5fc2406a0c7aaebcc26d440bf0df94e215d0589d5205bf319649c052b50a
- name: "qwen3.6-40b-claude-4.6-opus-deckard-heretic-uncensored-thinking-neo-code-di-imatrix-max"
url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
urls:

View File

@@ -41,11 +41,34 @@ func buildClient(address string, parallel bool, wd WatchDog, enableWatchDog bool
}
}
// Backend is the full client surface of a model backend. It is deliberately
// composed of two sub-interfaces so that wrappers can get a COMPILE-TIME
// guarantee about which methods they must account for:
//
// - InferenceBackend - methods that each perform one discrete inference call
// (the call begins on entry and ends on return). A wrapper that does
// per-call accounting - e.g. the distributed router's in-flight tracker,
// core/services/nodes.InFlightTrackingClient - embeds only ControlBackend
// and implements every InferenceBackend method explicitly. Adding a method
// to InferenceBackend therefore breaks that wrapper's build until it is
// implemented: inference can't be added without an accounting decision.
// - ControlBackend - everything that is NOT a discrete inference call:
// lifecycle/control-plane operations and the streaming constructors whose
// work spans the returned stream rather than the constructor call. These
// are safe to pass through untracked.
//
// Keep the two sets disjoint; every backend method belongs to exactly one.
type Backend interface {
IsBusy() bool
HealthCheck(ctx context.Context) (bool, error)
InferenceBackend
ControlBackend
}
// InferenceBackend is the subset of Backend whose methods each map to a single
// inference call. Wrappers that account for in-flight work must implement these
// explicitly (see Backend). Do NOT add methods that return a stream client or
// that are control-plane only - those belong in ControlBackend.
type InferenceBackend interface {
Embeddings(ctx context.Context, in *pb.PredictOptions, opts ...grpc.CallOption) (*pb.EmbeddingResult, error)
LoadModel(ctx context.Context, in *pb.ModelOptions, opts ...grpc.CallOption) (*pb.Result, error)
PredictStream(ctx context.Context, in *pb.PredictOptions, f func(reply *pb.Reply), opts ...grpc.CallOption) error
Predict(ctx context.Context, in *pb.PredictOptions, opts ...grpc.CallOption) (*pb.Reply, error)
GenerateImage(ctx context.Context, in *pb.GenerateImageRequest, opts ...grpc.CallOption) (*pb.Result, error)
@@ -53,6 +76,8 @@ type Backend interface {
TTS(ctx context.Context, in *pb.TTSRequest, opts ...grpc.CallOption) (*pb.Result, error)
TTSStream(ctx context.Context, in *pb.TTSRequest, f func(reply *pb.Reply), opts ...grpc.CallOption) error
SoundGeneration(ctx context.Context, in *pb.SoundGenerationRequest, opts ...grpc.CallOption) (*pb.Result, error)
AudioTranscription(ctx context.Context, in *pb.TranscriptRequest, opts ...grpc.CallOption) (*pb.TranscriptResult, error)
AudioTranscriptionStream(ctx context.Context, in *pb.TranscriptRequest, f func(chunk *pb.TranscriptStreamResponse), opts ...grpc.CallOption) error
Detect(ctx context.Context, in *pb.DetectOptions, opts ...grpc.CallOption) (*pb.DetectResponse, error)
Depth(ctx context.Context, in *pb.DepthRequest, opts ...grpc.CallOption) (*pb.DepthResponse, error)
FaceVerify(ctx context.Context, in *pb.FaceVerifyRequest, opts ...grpc.CallOption) (*pb.FaceVerifyResponse, error)
@@ -60,8 +85,25 @@ type Backend interface {
VoiceVerify(ctx context.Context, in *pb.VoiceVerifyRequest, opts ...grpc.CallOption) (*pb.VoiceVerifyResponse, error)
VoiceAnalyze(ctx context.Context, in *pb.VoiceAnalyzeRequest, opts ...grpc.CallOption) (*pb.VoiceAnalyzeResponse, error)
VoiceEmbed(ctx context.Context, in *pb.VoiceEmbedRequest, opts ...grpc.CallOption) (*pb.VoiceEmbedResponse, error)
AudioTranscription(ctx context.Context, in *pb.TranscriptRequest, opts ...grpc.CallOption) (*pb.TranscriptResult, error)
AudioTranscriptionStream(ctx context.Context, in *pb.TranscriptRequest, f func(chunk *pb.TranscriptStreamResponse), opts ...grpc.CallOption) error
Rerank(ctx context.Context, in *pb.RerankRequest, opts ...grpc.CallOption) (*pb.RerankResult, error)
TokenClassify(ctx context.Context, in *pb.TokenClassifyRequest, opts ...grpc.CallOption) (*pb.TokenClassifyResponse, error)
Score(ctx context.Context, in *pb.ScoreRequest, opts ...grpc.CallOption) (*pb.ScoreResponse, error)
VAD(ctx context.Context, in *pb.VADRequest, opts ...grpc.CallOption) (*pb.VADResponse, error)
Diarize(ctx context.Context, in *pb.DiarizeRequest, opts ...grpc.CallOption) (*pb.DiarizeResponse, error)
SoundDetection(ctx context.Context, in *pb.SoundDetectionRequest, opts ...grpc.CallOption) (*pb.SoundDetectionResponse, error)
AudioEncode(ctx context.Context, in *pb.AudioEncodeRequest, opts ...grpc.CallOption) (*pb.AudioEncodeResult, error)
AudioDecode(ctx context.Context, in *pb.AudioDecodeRequest, opts ...grpc.CallOption) (*pb.AudioDecodeResult, error)
AudioTransform(ctx context.Context, in *pb.AudioTransformRequest, opts ...grpc.CallOption) (*pb.AudioTransformResult, error)
}
// ControlBackend is the subset of Backend that is NOT per-call inference:
// lifecycle/control-plane operations and the streaming constructors whose work
// spans the returned stream rather than the constructor call. In-flight-tracking
// wrappers embed this directly and pass it through untracked (see Backend).
type ControlBackend interface {
IsBusy() bool
HealthCheck(ctx context.Context) (bool, error)
LoadModel(ctx context.Context, in *pb.ModelOptions, opts ...grpc.CallOption) (*pb.Result, error)
TokenizeString(ctx context.Context, in *pb.PredictOptions, opts ...grpc.CallOption) (*pb.TokenizationResponse, error)
Status(ctx context.Context) (*pb.StatusResponse, error)
@@ -70,24 +112,11 @@ type Backend interface {
StoresGet(ctx context.Context, in *pb.StoresGetOptions, opts ...grpc.CallOption) (*pb.StoresGetResult, error)
StoresFind(ctx context.Context, in *pb.StoresFindOptions, opts ...grpc.CallOption) (*pb.StoresFindResult, error)
Rerank(ctx context.Context, in *pb.RerankRequest, opts ...grpc.CallOption) (*pb.RerankResult, error)
TokenClassify(ctx context.Context, in *pb.TokenClassifyRequest, opts ...grpc.CallOption) (*pb.TokenClassifyResponse, error)
Score(ctx context.Context, in *pb.ScoreRequest, opts ...grpc.CallOption) (*pb.ScoreResponse, error)
GetTokenMetrics(ctx context.Context, in *pb.MetricsRequest, opts ...grpc.CallOption) (*pb.MetricsResponse, error)
VAD(ctx context.Context, in *pb.VADRequest, opts ...grpc.CallOption) (*pb.VADResponse, error)
Diarize(ctx context.Context, in *pb.DiarizeRequest, opts ...grpc.CallOption) (*pb.DiarizeResponse, error)
SoundDetection(ctx context.Context, in *pb.SoundDetectionRequest, opts ...grpc.CallOption) (*pb.SoundDetectionResponse, error)
AudioEncode(ctx context.Context, in *pb.AudioEncodeRequest, opts ...grpc.CallOption) (*pb.AudioEncodeResult, error)
AudioDecode(ctx context.Context, in *pb.AudioDecodeRequest, opts ...grpc.CallOption) (*pb.AudioDecodeResult, error)
AudioTransform(ctx context.Context, in *pb.AudioTransformRequest, opts ...grpc.CallOption) (*pb.AudioTransformResult, error)
// Streaming constructors: these return a stream client immediately; the
// actual inference spans the stream's lifetime, not this call, so they are
// NOT tracked as a single in-flight unit.
AudioTransformStream(ctx context.Context, opts ...grpc.CallOption) (AudioTransformStreamClient, error)
AudioToAudioStream(ctx context.Context, opts ...grpc.CallOption) (AudioToAudioStreamClient, error)

View File

@@ -53,12 +53,13 @@ var _ = Describe("Gallery Distributed", Label("Distributed"), func() {
Expect(retrieved.Status).To(Equal("downloading"))
Expect(retrieved.FrontendID).To(Equal("f1"))
// Update progress
Expect(galleryStore.UpdateProgress(op.ID, 0.75, "75% complete", "6GB")).To(Succeed())
// Update progress (cancellable: a downloading install can be cancelled)
Expect(galleryStore.UpdateProgress(op.ID, 0.75, "75% complete", "6GB", true)).To(Succeed())
updated, _ := galleryStore.Get(op.ID)
Expect(updated.Progress).To(BeNumerically("~", 0.75, 0.01))
Expect(updated.Message).To(Equal("75% complete"))
Expect(updated.Cancellable).To(BeTrue())
// Complete
Expect(galleryStore.UpdateStatus(op.ID, "completed", "")).To(Succeed())

View File

@@ -104,11 +104,12 @@ var _ = Describe("Phase 4: MCP, Skills, Gallery, Fine-Tuning", Label("Distribute
}
stores.Gallery.Create(op)
Expect(stores.Gallery.UpdateProgress(op.ID, 0.5, "50% complete", "2GB")).To(Succeed())
Expect(stores.Gallery.UpdateProgress(op.ID, 0.5, "50% complete", "2GB", true)).To(Succeed())
updated, _ := stores.Gallery.Get(op.ID)
Expect(updated.Progress).To(BeNumerically("~", 0.5, 0.01))
Expect(updated.Message).To(Equal("50% complete"))
Expect(updated.Cancellable).To(BeTrue())
})
It("should deduplicate concurrent downloads", func() {