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ca51606bfe
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chore: ⬆️ Update ikawrakow/ik_llama.cpp to 40aae0b6d86d50c0ee7011b3ce59a233203e430a (#9875)
⬆️ 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>
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cb502de309
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feat: add flake.nix for dockerless setup (#9851)
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* Add flake.nix Signed-off-by: Azteczek <243776410+Azteczek@users.noreply.github.com> * Add flake.lock Signed-off-by: Azteczek <243776410+Azteczek@users.noreply.github.com> --------- Signed-off-by: Azteczek <243776410+Azteczek@users.noreply.github.com> |
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5d0b549049
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feat(gallery): verify backend OCI images with keyless cosign (#9823)
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* feat(gallery): verify backend OCI images with keyless cosign Close a trust gap where a registry compromise or MITM could silently replace a backend image: the gallery YAML tells LocalAI which image to pull, but until now nothing verified the bytes came from our CI. Consumer (pkg/oci/cosignverify): - New package using sigstore-go to verify keyless-cosign signatures. - OCI 1.1 referrers API + new bundle format (no legacy :tag.sig). - Policy fields: Issuer / IssuerRegex / Identity / IdentityRegex / NotBefore. NotBefore is the revocation lever — keyless Fulcio certs are ephemeral so revocation is policy-side; advancing not_before in the gallery YAML invalidates every signature predating the cutoff. - TUF trusted root cached process-wide so N backends from one gallery do 1 fetch, not N. Plumbing: - pkg/downloader: ImageVerifier interface + WithImageVerifier option threaded through DownloadFileWithContext. Verification runs between oci.GetImage and oci.ExtractOCIImage, with digest pinning via pinnedImageRef to close the TOCTOU window. Skips the verifier's HEAD when the ref is already digest-pinned. - core/config: Gallery.Verification YAML block. - core/gallery: backendDownloadOptions builds the verifier from the policy; applied on initial URI, mirrors, and tag fallbacks. - core/gallery/upgrade: the upgrade path now routes through the same options builder. A regression Ginkgo spec pins this contract — without it, UpgradeBackend silently bypassed verification. - core/cli: --require-backend-integrity (LOCALAI_REQUIRE_BACKEND_INTEGRITY) escalates missing policy / empty SHA256 from warn to hard-fail. Producer (.github/workflows/backend_merge.yml): - id-token: write at job scope (PR-fork-safe via existing event gate). - sigstore/cosign-installer@v3 pinned to v2.4.1. - After each docker buildx imagetools create, resolve the manifest list digest and run cosign sign --recursive --new-bundle-format --registry-referrers-mode=oci-1-1 against repo@digest. --recursive signs the index and every per-arch entry, matching how the consumer resolves a tag to a platform-specific manifest before verifying. Rollout: backend/index.yaml has no `verification:` block yet, so this PR is backward-compatible — installs proceed with a warning until the gallery is populated. Strict mode is opt-in. Assisted-by: claude-code:claude-opus-4-7 [Bash] [Edit] [Read] [Write] [WebSearch] [WebFetch] Signed-off-by: Richard Palethorpe <io@richiejp.com> * refactor(gallery): plumb RequireBackendIntegrity through config instead of env The previous implementation re-exported the --require-backend-integrity CLI flag into LOCALAI_REQUIRE_BACKEND_INTEGRITY via os.Setenv, then re-read it in core/gallery via os.Getenv. This leaked process state into the gallery package and made the flag impossible to override per-call or test without touching the env. Add RequireBackendIntegrity to ApplicationConfig (with a matching WithRequireBackendIntegrity AppOption) and thread the bool through every install/upgrade path: InstallBackend, InstallBackendFromGallery, UpgradeBackend, InstallModelFromGallery, InstallExternalBackend, ApplyGalleryFromString/File, startup.InstallModels. Worker subcommands gain the same env-bound flag on WorkerFlags so distributed-worker installs honor it consistently with the worker daemon path. Add a forbidigo lint rule against os.Getenv / os.LookupEnv / os.Environ to keep the env-leak pattern from creeping back. Existing offenders (p2p, config loaders, etc.) are baseline-grandfathered by the existing new-from-merge-base: origin/master setting; targeted path exclusions cover the legitimate cases — kong CLI entry points, backend subprocesses, system capability probes, gRPC AUTH_TOKEN inheritance, test gating env vars. Assisted-by: claude-code:claude-opus-4-7 Signed-off-by: Richard Palethorpe <io@richiejp.com> --------- Signed-off-by: Richard Palethorpe <io@richiejp.com> |
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11cff1b309
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chore: ⬆️ Update ggml-org/llama.cpp to 87589042cac2c390cec8d68fb2fad64e0a2a252a (#9855)
⬆️ 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>
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4ca3d2cdc0
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docs: ⬆️ update docs version mudler/LocalAI (#9863)
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⬆️ Update docs version mudler/LocalAI
Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
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3cba35ed32
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chore: ⬆️ Update antirez/ds4 to c9dd9499bfa57c1bbfbb4446eff963330ab5329b (#9864)
⬆️ Update antirez/ds4
Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
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265ae35231
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chore: ⬆️ Update ikawrakow/ik_llama.cpp to c35189d83c91aad780aba62b89f2830cb2916223 (#9866)
⬆️ 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>
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6a48157a80
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chore: ⬆️ Update leejet/stable-diffusion.cpp to bd17f53b7386fb5f60e8587b75e73c4b2fed3426 (#9854)
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Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
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41c838b2df
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chore: ⬆️ Update ikawrakow/ik_llama.cpp to 3e573cfea6e0a332eff822ffbdb1dd3b112e9051 (#9856)
⬆️ 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>
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21e793ad2a
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chore: ⬆️ Update antirez/ds4 to ef0a4905d05263df8e63689f2dd1efac618a752c (#9857)
⬆️ Update antirez/ds4
Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
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7c190bb4b9
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docs: ⬆️ update docs version mudler/LocalAI (#9853)
⬆️ Update docs version mudler/LocalAI
Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
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d77a9137d8
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feat(llama-cpp): bump to MTP-merge SHA and automatically set MTP defaults (#9852)
* feat(llama-cpp): bump to MTP-merge SHA and document draft-mtp spec type Update LLAMA_VERSION to 0253fb21 (post ggml-org/llama.cpp#22673 merge, 2026-05-16) to pick up Multi-Token Prediction support. No grpc-server.cpp changes are required: the existing `spec_type` option delegates to upstream's `common_speculative_types_from_names()`, which already accepts the new `draft-mtp` name. The `n_rs_seq` cparam needed by MTP is auto-derived inside `common_context_params_to_llama` from `params.speculative.need_n_rs_seq()`, and when no `draft_model` is set the upstream server builds the MTP context off the target model itself. Docs: extend the speculative-decoding section of the model-configuration guide with the new type, both load paths (MTP head embedded in the main GGUF vs. separate `mtp-*.gguf` sibling), the PR's recommended `spec_n_max:2-3`, and the chained `draft-mtp,ngram-mod` recipe. Also notes that the upstream `-hf` auto-discovery of `mtp-*.gguf` siblings is not wired through LocalAI's gRPC layer. Agent guide: short note explaining that new upstream spec types are picked up automatically and that MTP needs no gRPC plumbing. Assisted-by: Claude:claude-opus-4-7 [Claude Code] Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * feat(llama-cpp): auto-detect MTP heads and enable draft-mtp on import + load Detect upstream's `<arch>.nextn_predict_layers` GGUF metadata key (set by `convert_hf_to_gguf.py` for Qwen3.5/3.6 family models and similar) and, when present and the user has not configured a `spec_type` explicitly, auto-append the upstream-recommended speculative-decoding tuple: - spec_type:draft-mtp - spec_n_max:6 - spec_p_min:0.75 The 0.75 p_min is pinned defensively because upstream marks the current default with a "change to 0.0f" TODO; locking it here keeps acceptance thresholds stable across future llama.cpp bumps. Detection runs in two places: - The model importer (`POST /models/import-uri`, the `/import-model` UI) range-fetches the GGUF header for HuggingFace / direct-URL imports via `gguf.ParseGGUFFileRemote`, with a 30s timeout and non-fatal error handling. OCI/Ollama URIs are skipped because the artifact is not directly streamable; the load-time hook covers them once the file is on disk. - The llama-cpp load-time hook (`guessGGUFFromFile`) reads the local header on every model start and appends the same options if `spec_type` is not already set. Both paths share `ApplyMTPDefaults` and respect an explicit user-set `spec_type:` / `speculative_type:` so YAML overrides win. Ginkgo specs cover the append, preserve-user-choice, legacy alias, and nil safety paths. Assisted-by: Claude:claude-opus-4-7 [Claude Code] Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * fix(importer): resolve huggingface:// URIs before MTP header probe `gguf.ParseGGUFFileRemote` only speaks HTTP(S), but the importer was handing it the raw `huggingface://...` URI directly (and similarly for any other custom downloader scheme). Live-test against `huggingface://ggml-org/Qwen3.6-27B-MTP-GGUF/Qwen3.6-27B-MTP-Q8_0.gguf` exposed this: the probe failed with `unsupported protocol scheme "huggingface"`, was caught by the non-fatal error path, and the MTP options were silently never applied to the generated YAML. Route every candidate URI through `downloader.URI.ResolveURL()` and require the resolved form to be HTTP(S). After the fix the probe successfully reads `<arch>.nextn_predict_layers=1` from the real HF GGUF and the emitted ConfigFile carries spec_type:draft-mtp, spec_n_max:6, spec_p_min:0.75 as intended. Assisted-by: Claude:claude-opus-4-7 [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> |
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661a0c3b9d
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fix(ollama): accept float-encoded integer options (fixes #9837) (#9849)
fix(ollama): accept float-encoded integer options (num_ctx, top_k, ...) Home Assistant's Ollama integration encodes integer options as JSON floats (e.g. `"num_ctx": 8192.0`). Stdlib `json.Unmarshal` refuses to decode a number with fractional notation into an `int` field, so the entire request was rejected with HTTP 400 before reaching the backend: Unmarshal type error: expected=int, got=number 8192.0, field=options.num_ctx Add a custom `UnmarshalJSON` on `OllamaOptions` that routes the int fields (`top_k`, `num_predict`, `seed`, `repeat_last_n`, `num_ctx`) through `*json.Number`, then converts via `Int64()` with a `Float64()` fallback. Public field types are unchanged, so endpoint code is untouched. Float fields and `stop` continue to parse via the default path. Fixes #9837 Assisted-by: Claude Code:claude-opus-4-7 Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Co-authored-by: Ettore Di Giacinto <mudler@localai.io> |
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00b8989886
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chore: ⬆️ Update ggml-org/llama.cpp to 1348f67c58f561808136e8a152a9eddec168f221 (#9842)
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⬆️ Update ggml-org/llama.cpp
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43e0d397ca
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chore: ⬆️ Update ggml-org/whisper.cpp to 968eebe77225d25e57a3f981da7c696310f0e881 (#9843)
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⬆️ 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>
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a1a7a219ed
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chore: ⬆️ Update antirez/ds4 to 950e8e6474a1c9fabe04e669d607606a7ef8824f (#9844)
⬆️ Update antirez/ds4
Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
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3937ec6527
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chore: ⬆️ Update ikawrakow/ik_llama.cpp to 5cc0d86c760e9858e4bed4418400bb39dbe025f2 (#9845)
⬆️ 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>
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1355b55794
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chore: ⬆️ Update vllm-project/vllm cu130 wheel to 0.21.0 (#9846)
⬆️ Update vllm-project/vllm cu130 wheel
Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
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5a2626d465
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fix(deps): bump gomarkdown/markdown for GHSA-77fj-vx54-gvh7 (#9841)
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Out-of-bounds read in SmartypantsRenderer.smartLeftAngle (CWE-125, CVSS 7.5). Reachable transitively via LocalAGI's Email connector, which renders inbound HTML email replies using html.CommonFlags (includes Smartypants). An unmatched `<` in the inbound body could panic the agent service. Bump to v0.0.0-20260411013819-759bbc3e3207 (contains the fix). The klauspost/compress entry loses its `// indirect` tag because go mod tidy noticed pkg/utils/untar.go imports it directly. Assisted-by: Claude:claude-opus-4-7 [Claude-Code] Signed-off-by: Richard Palethorpe <io@richiejp.com> |
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a39591f144
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realtime: honor output_modalities to skip TTS in text-only mode (#9838)
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* realtime: honor output_modalities to skip TTS in text-only mode The emulated realtime pipeline previously ignored the OpenAI Realtime spec field output_modalities and always synthesized TTS. Add resolveOutputModalities + modalitiesContainAudio helpers and gate the TTS / ResponseOutputAudio* emission so a client requesting ["text"] gets only ResponseOutputText* events. This lets thin clients (e.g. thing5-poc) cache TTS on the client side while still using the realtime WS for VAD + STT + LLM + tool-call parsing. Assisted-by: Claude:claude-opus-4-7 * realtime: plumb response-level output_modalities and echo on session Follow-up to the previous commit: - Resolve response.create's output_modalities at the gate so a per-response override of an audio session is honored (the test asserted this contract but the production call site was passing nil). - Mirror OutputModalities in the RealtimeSession echo so session.update round-trips the client-supplied value, matching MaxOutputTokens's pattern. Assisted-by: Claude:claude-opus-4-7 * realtime: silence errcheck on deferred os.Remove of TTS file CI's errcheck flagged the pre-existing `defer os.Remove(audioFilePath)` inside the audio-emission block (now wrapped by the modality gate). Wrap the call in a closure that explicitly discards the error — the canonical Go pattern for "I want to defer a cleanup whose error I genuinely don't care about." Assisted-by: Claude:claude-opus-4-7 golangci-lint --------- Co-authored-by: Ettore Di Giacinto <mudler@localai.io> |
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8c785dbe4a
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Validate archive member paths before extraction (#9820)
Signed-off-by: massy-o <telitos000@gmail.com> |
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4abf5befbb
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chore: ⬆️ Update ggml-org/llama.cpp to 834a243664114487f99520370a7a7b00fc7a486f (#9826)
⬆️ 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>
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195b910260
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chore: ⬆️ Update leejet/stable-diffusion.cpp to 0b8296915c4094090cff6bd2e09a5e98288c3c7d (#9827)
⬆️ 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>
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ba21bf667c
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docs: ⬆️ update docs version mudler/LocalAI (#9825)
⬆️ Update docs version mudler/LocalAI
Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
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7bd1693ad0
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chore: ⬆️ Update ikawrakow/ik_llama.cpp to 0fcffdb64d21e57f0778f342415754156e01adfa (#9828)
⬆️ 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>
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b5ac3a7373
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chore: ⬆️ Update ggml-org/whisper.cpp to 46ca43d6399fdeada1b49fb2126ba373bd9ebc38 (#9829)
⬆️ 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>
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53de474ef5
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chore: ⬆️ Update antirez/ds4 to 04b6fda2be395094cbf2d20d921e7a705a4166ef (#9830)
⬆️ Update antirez/ds4
Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
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c33d36b870
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fix(ollama): guard nil filter in galleryop.ListModels (#9817) (#9836)
The Ollama /api/tags handler passes a nil filter to galleryop.ListModels. When ModelsPath contains any non-skipped loose file the function then calls filter(name, nil) and panics, which Echo surfaces to clients as "Server disconnected without sending a response" - the exact failure Home Assistant's Ollama integration reports against LocalAI. Mirror the nil guard already present in ModelConfigLoader.GetModelConfigsByFilter so every caller is safe, and add a regression test that exercises the loose-file path with a nil filter. Assisted-by: claude:claude-opus-4-7 [Claude Code] Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Co-authored-by: Ettore Di Giacinto <mudler@localai.io> |
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57fa178a64
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feat(swagger): update swagger (#9824)
Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: mudler <2420543+mudler@users.noreply.github.com> |
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745473cbe6
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Validate video image URLs before download (#9819)
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Signed-off-by: massy-o <telitos000@gmail.com> |
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594c9fd92e
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Close Hugging Face scan response body (#9818)
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Signed-off-by: massy-o <telitos000@gmail.com> |
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8af963bdd9
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fix(streaming): comply with OpenAI usage / stream_options spec (#9815)
* fix(streaming): comply with OpenAI usage / stream_options spec (#8546) LocalAI emitted `"usage":{"prompt_tokens":0,...}` on every streamed chunk because `OpenAIResponse.Usage` was a value type without `omitempty`. The official OpenAI Node SDK and its consumers (continuedev/continue, Kilo Code, Roo Code, Zed, IntelliJ Continue) filter on a truthy `result.usage` to detect the trailing usage chunk; LocalAI's zero-but-non-null usage on every intermediate chunk made that filter swallow every content chunk and surface an empty chat response while the server log looked successful. Changes: - `core/schema/openai.go`: `Usage *OpenAIUsage \`json:"usage,omitempty"\`` so intermediate chunks no longer carry a `usage` key. Add `OpenAIRequest.StreamOptions` with `include_usage` to mirror OpenAI's request field. - `core/http/endpoints/openai/chat.go` and `completion.go`: keep using the `Usage` struct field as an in-process channel for the running cumulative, but strip it before JSON marshalling. When the request set `stream_options.include_usage: true`, emit a dedicated trailing chunk with `"choices": []` and the populated usage (matching the OpenAI spec and llama.cpp's server behavior). - `chat_emit.go`: new `streamUsageTrailerJSON` helper; drop the `usage` parameter from `buildNoActionFinalChunks` since chunks no longer carry usage. - Update `image.go`, `inpainting.go`, `edit.go` to wrap their Usage values with `&` for the new pointer field. - UI: send `stream_options:{include_usage:true}` from the React (`useChat.js`) and legacy (`static/chat.js`) chat clients so the token-count badge keeps populating now that the server is spec-compliant. Tests: - New `chat_stream_usage_test.go` pins the spec invariants: intermediate chunks have no `usage` key, the trailer JSON has `"choices":[]` and a populated `usage`, and `OpenAIRequest` parses `stream_options.include_usage`. - Update `chat_emit_test.go` to reflect that finals no longer embed usage. Verified against the live LocalAI instance: before the fix Continue's filter logic swallowed 16/16 token chunks; with the new shape it yields 4/5 and routes usage through the dedicated trailer chunk. Fixes #8546 Assisted-by: Claude:opus-4.7 [Claude Code] Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * fix(streaming): silence errcheck on usage trailer Fprintf The new spec-compliant `stream_options.include_usage` trailer writes were flagged by errcheck since they're new code (golangci-lint runs new-from-merge-base on master); the surrounding `fmt.Fprintf` data: writes are grandfathered. Drop the return values explicitly to match the linter's contract without adding a nolint shim. Assisted-by: Claude:opus-4.7 [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> |
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6e1dbae256
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feat(llama-cpp): expose 12 missing common_params via options[] (#9814)
The llama.cpp backend already accepts a free-form options: array in the
model config that maps to common_params fields, but a coverage audit
against upstream pin 7f3f843c flagged 12 user-visible knobs that were
neither set via the typed proto fields nor reachable via options:.
Wire them up under the existing if/else chain in params_parse, before
the speculative section. Each new option follows the file's prevailing
patterns (try/catch around numeric parses, the same true/1/yes/on bool
form used elsewhere, hardware_concurrency() fallback for thread counts,
mirror of draft_override_tensor for override_tensor).
Top-level / batching / IO:
- n_ubatch (alias ubatch) -- physical batch size; was previously
force-aliased to n_batch at line 482, blocking embedding/rerank
workloads that need independent control
- threads_batch (alias n_threads_batch) -- main-model batch threads;
mirrors the existing draft_threads_batch
- direct_io (alias use_direct_io) -- O_DIRECT model loads
- verbosity -- llama.cpp log threshold (line 479 had this commented
out)
- override_tensor (alias tensor_buft_overrides) -- per-tensor buffer
overrides for the main model; mirrors draft_override_tensor
Embedding / multimodal:
- pooling_type (alias pooling) -- mean/cls/last/rank/none; previously
only auto-flipped to RANK for rerankers
- embd_normalize (alias embedding_normalize) -- and the embedding
handler now reads params_base.embd_normalize instead of a hardcoded
2 at the previous embd_normalize literal in Embedding()
- mmproj_use_gpu (alias mmproj_offload) -- mmproj on CPU vs GPU
- image_min_tokens / image_max_tokens -- per-image vision token budget
Reasoning surface (the audit-focus three; LocalAI's existing
ReasoningConfig.DisableReasoning only feeds the per-request
chat_template_kwargs.enable_thinking and does not touch any of these):
- reasoning_format -- none/auto/deepseek/deepseek-legacy parser
- enable_reasoning (alias reasoning_budget) -- -1/0/>0 thinking budget
- prefill_assistant -- trailing-assistant-message prefill toggle
All 14 referenced fields exist on both the upstream pin and the
turboquant fork's common.h, so no LOCALAI_LEGACY_LLAMA_CPP_SPEC guard
is needed.
Docs: extend model-configuration.md with new "Reasoning Models",
"Multimodal Backend Options", "Embedding & Reranking Backend Options",
and "Other Backend Tuning Options" subsections; also refresh the
Speculative Type Values table to show the new dash-separated canonical
names alongside the underscore aliases LocalAI still accepts.
Assisted-by: claude-code:claude-opus-4-7
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
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53bdb18d10
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chore: ⬆️ Update ggml-org/llama.cpp to 7f3f843c31cd32dc4adc10b393342dfee071c332 (#9809)
* ⬆️ Update ggml-org/llama.cpp Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> * fix(llama-cpp): adapt to upstream COMMON_SPECULATIVE_TYPE_DRAFT rename ggml-org/llama.cpp#22964 ("spec: update CLI arguments for better consistency") renamed the speculative type enum values: COMMON_SPECULATIVE_TYPE_DRAFT -> COMMON_SPECULATIVE_TYPE_DRAFT_SIMPLE COMMON_SPECULATIVE_TYPE_EAGLE3 -> COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3 and the registered name strings flipped from underscore- to dash- separated form (e.g. ngram_simple -> ngram-simple), with the bare draft/eagle3 aliases replaced by draft-simple/draft-eagle3. This broke the build with the new LLAMA_VERSION on every variant (vulkan/arm64, darwin and likely all the rest) at grpc-server.cpp:461. Update the upstream branch of the speculative-type fallback to use the new identifier (the LOCALAI_LEGACY_LLAMA_CPP_SPEC fork branch keeps the old name), and normalize spec_type option tokens before passing them to common_speculative_types_from_names so existing model configs that say spec_type:draft / spec_type:ngram_simple keep working. Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Assisted-by: claude-code:claude-opus-4-7 --------- Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Co-authored-by: mudler <2420543+mudler@users.noreply.github.com> Co-authored-by: Ettore Di Giacinto <mudler@localai.io> |
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42a8db3573
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ci(image): publish missing :latest-* and :v<X>-* singleton image tags (#9812)
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* ci(image): wire singleton merges + `--` artifact separator Closes the same singletons gap on the LocalAI server image workflow that PR #9781 closed for backends. The user observed it as missing :latest-gpu-nvidia-cuda-12 etc. on quay.io/go-skynet/local-ai — the build matrix has six single-arch entries with no corresponding merge step, so their per-arch digests push (push-by-digest=true) and never get tagged: - -gpu-hipblas (hipblas-jobs) - -gpu-nvidia-cuda-12 (core-image-build) - -gpu-nvidia-cuda-13 (core-image-build) - -gpu-intel (core-image-build) - -nvidia-l4t-arm64 (gh-runner) - -nvidia-l4t-arm64-cuda-13 (gh-runner) Only :latest, :v<X>, :latest-gpu-vulkan and :v<X>-gpu-vulkan were actually being published before this commit (the two multiarch suffixes that had merge jobs). Changes: 1. image.yml: add six new merge jobs, one per single-arch entry. Each `needs:` only its parent build job (matching the existing pattern for core-image-merge / gpu-vulkan-image-merge). 2. image_build.yml: switch artifact name to `digests-localai<suffix>--<platform-tag-or-"single">`. The `--` separator anchors the merge-side glob so a singleton tag-suffix doesn't over-match a longer suffix that shares its prefix (-nvidia-l4t-arm64 vs -nvidia-l4t-arm64-cuda-13). Same convention as backend_build.yml's fix. 3. image_merge.yml: update the download pattern to match. Next master push or tag release should produce :latest-gpu-hipblas, :latest-gpu-nvidia-cuda-12, :latest-gpu-nvidia-cuda-13, :latest-gpu-intel, :latest-nvidia-l4t-arm64, :latest-nvidia-l4t-arm64-cuda-13 (and their :v<X>-* equivalents) for the first time on the post-#9781 workflow. Assisted-by: Claude:claude-opus-4-7 Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * ci(image): add !cancelled() guard to all 8 image merge jobs Parity pass with backend.yml's merge jobs ( |
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0353d3bd77
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chore: ⬆️ Update ggml-org/whisper.cpp to 3e9b7d0fef3528ee2208da3cdb873a2c53d2ae2f (#9808)
⬆️ 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>
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ec49995190
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chore: ⬆️ Update ikawrakow/ik_llama.cpp to 949bb8f1d660fc1264c137a6f3dbd619375f6134 (#9807)
⬆️ 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>
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67c34bbb96
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fix(middleware): parse OpenAI-spec tool_choice in /v1/chat/completions (#9559)
* fix(middleware): parse OpenAI-spec tool_choice in /v1/chat/completions Follows up on #9526 (the 3-site setter fix) by addressing the remaining clause in #9508 — string mode and OpenAI-spec specific-function shape both silently failed in the /v1/chat/completions parsing path. Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * fix(middleware): restore LF endings and cover tool_choice parsing with specs The previous commit on this branch saved core/http/middleware/request.go with CRLF line endings, ballooning the diff against master to 684 / 651 for what is in reality a ~50-line parsing change. Restore LF (matches .editorconfig end_of_line = lf). Add 11 Ginkgo specs under "SetModelAndConfig tool_choice parsing (chat completions)" that parallel the existing MergeOpenResponsesConfig specs from #9509. They drive the full middleware chain (SetModelAndConfig + SetOpenAIRequest) and assert: * "required" -> ShouldUseFunctions=true, no specific name * "none" -> ShouldUseFunctions=false (tools disabled per OpenAI spec) * "auto" -> default, tools available, no specific name * {type:function, function:{name:X}} (spec) -> X is forced * {type:function, name:X} (legacy) -> X is forced * nested wins when both forms are present * malformed shapes (no type, wrong type, no name, empty name) are no-ops Update the inline comment on the string case to describe the actual mechanism: "none" reaches SetFunctionCallString("none") downstream and is then honored by ShouldUseFunctions() returning false. Before this PR json.Unmarshal([]byte("none"), &functions.Tool{}) failed silently, so "none" was ignored - making "none" actually work is a real behavior fix this PR brings. Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Assisted-by: Claude:opus-4-7 [Claude Code] * fix(middleware): preserve pre-#9559 support for JSON-string-encoded tool_choice Some non-spec clients send tool_choice as a JSON-encoded string of an object form, e.g. "{\"type\":\"function\",\"function\":{\"name\":\"X\"}}". The pre-#9559 code accepted this by accident: its case string: branch ran json.Unmarshal([]byte(content), &functions.Tool{}), which succeeded for that double-encoded shape even though it failed for the legitimate plain string modes "auto" / "none" / "required". The first version of this PR routed every string straight to SetFunctionCallString as a mode, which fixed the plain-string cases but silently regressed the double-encoded one (funcs.Select("{...}") returns nothing). Restore the fallback: when a string looks like a JSON object, try parsing it as a tool_choice map first; fall through to mode-string handling only when no usable name comes out. Factor the map-name extraction into a small helper (extractToolChoiceFunctionName) so the string-fallback and the regular map case go through identical code, and accept both the OpenAI-spec nested shape and the legacy/Anthropic flat shape from either entry point. Add 3 Ginkgo specs covering the double-encoded case (nested form, legacy form, and the fall-through when the JSON has no usable name). Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Assisted-by: Claude:opus-4-7 [Claude Code] * test(middleware): silence errcheck on AfterEach os.RemoveAll The new tool_choice parsing tests added a second AfterEach that calls os.RemoveAll(modelDir) without checking the error; errcheck flagged it. Suppress with the standard _ = idiom. The pre-existing AfterEach on the earlier Describe still elides the check the same way it did before - leaving that untouched to keep this commit minimal. Assisted-by: Claude:opus-4-7 [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> |
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4430fae779
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chore: ⬆️ Update antirez/ds4 to 0cba357ca1bc0e7510421cc26888e420ea942123 (#9806)
⬆️ Update antirez/ds4
Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
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ab01ed1a3e
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fix(agentpool): close truncate-then-read race in agent_jobs.json persistence (#9811)
* fix(agentpool): close truncate-then-read race in agent_jobs.json persistence
Three call sites wrote and read agent_jobs.json (and agent_tasks.json)
through three independent mutexes:
- AgentJobService.ExecuteJob spawns go saveJobs(job) -> fileJobPersister
holding p.mu
- AgentJobService.SaveJobsToFile holding service.fileMutex
- AgentJobService.LoadJobsFromFile on a separate service instance holding
a different service.fileMutex
Nothing serialized those mutexes, and both writers used os.WriteFile, which
opens O_TRUNC. A reader landing between the truncate and the write saw a
zero-byte file and surfaced as `unexpected end of JSON input` at offset 0.
The macOS tests-apple job started hitting this consistently once the path
filter was removed from .github/workflows/test.yml and the file-mode race
test ran on every push (run 25823124797 was the first observed failure).
Two changes close the window:
1. fileJobPersister.saveTasksToFile / saveJobsToFile now write to a
same-directory temp file and os.Rename to the final path. rename(2) is
atomic on POSIX, so concurrent readers see either the prior contents or
the new contents and never a zero-byte window. The helper Syncs before
close so a crash mid-write leaves either the old file intact or the temp
behind (cleaned up on next save).
2. AgentJobService.{Load,Save}{Tasks,Jobs}{FromFile,ToFile} are collapsed
to thin wrappers around fileJobPersister, removing the duplicate write
path and the redundant service.fileMutex / service.tasksFile /
service.jobsFile fields. Within a single service all task/job I/O now
serializes on the persister's mutex; the atomic rename handles the
cross-instance case the tests exercise.
Adds a regression test that hammers SaveJobsToFile and LoadJobsFromFile
concurrently for 500ms across two service instances on the same paths.
On master this reproduces `unexpected end of JSON input` on Linux within
~500ms; with the fix the suite ran -until-it-fails for 30s (54 attempts,
all green).
Assisted-by: Claude:claude-opus-4-7 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* refactor(agentpool): route service flush/load through JobPersister interface
The first cut of the race fix made AgentJobService.{Save,Load}{Tasks,Jobs}*
type-assert s.persister to *fileJobPersister so they could reach the
unexported saveTasksToFile / saveJobsToFile helpers. That defeats the
JobPersister interface: the service is back to reasoning about a concrete
implementation instead of an abstraction.
Promote the bulk-flush operations to the interface as FlushTasks / FlushJobs:
- fileJobPersister.FlushTasks/FlushJobs call the existing private helpers
(atomic temp+rename writes from the prior commit).
- dbJobPersister.FlushTasks/FlushJobs are no-ops because SaveTask/SaveJob
are already write-through to the database.
The service's four file-named methods now talk only to the interface:
LoadTasks/LoadJobs read through s.persister.LoadTasks/LoadJobs, and the
Save side calls FlushTasks/FlushJobs. The "FromFile"/"ToFile" suffixes
stay for backward compat with user_services.go and the existing tests,
but they no longer claim a file-only contract.
Assisted-by: Claude:claude-opus-4-7 [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>
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6bfe7f8c05 |
ci(image-merge): apply the keepalive+ci-cache source fix to image_merge
Mirror of
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5a42dbf3ec
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docs: ⬆️ update docs version mudler/LocalAI (#9805)
⬆️ Update docs version mudler/LocalAI
Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
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c2fe0a6475
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fix(http): honor X-Forwarded-Prefix when proxy strips the prefix (#9614)
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* fix(http): honor X-Forwarded-Prefix when proxy strips the prefix Closes #9145. Two related issues kept the React UI from loading when a reverse proxy rewrites a sub-path with prefix-stripping (e.g. Caddy `handle_path`): 1. `BaseURL` only computed a prefix from the path StripPathPrefix had removed, so when the proxy strips the prefix before forwarding, the request arrives without it and the base URL was returned without a prefix. Extract a `BasePathPrefix` helper and add an `X-Forwarded-Prefix` header fallback so the prefix is recovered. 2. `<base href>` only changes how relative URLs resolve; the build emits path-absolute references like `/assets/...` and `/favicon.svg`, which still resolve against the origin and bypass the proxy prefix. Rewrite those references in the served `index.html` so the browser requests them through the proxy. Adds unit coverage for `BaseURL` with a pre-stripped path and an end-to-end test for the proxy-stripped scenario. Assisted-by: Claude:claude-opus-4-7 * fix(http): gate X-Forwarded-Prefix through SafeForwardedPrefix in BasePathPrefix BasePathPrefix consumed X-Forwarded-Prefix directly, so a value the codebase elsewhere rejects (e.g. "//evil.com") slipped through and was interpolated into the SPA index.html — both into the path-absolute asset URL rewrite in serveIndex (turning "/assets/..." into "//evil.com/assets/...", a protocol-relative URL that loads JS from a foreign origin) and into <base href>. Route the header through the existing SafeForwardedPrefix validator that StripPathPrefix and prefixRedirect already use, and HTML-escape the prefix before injecting it into the asset rewrite as defense in depth against attribute breakout. Tests cover //evil.com, backslashes, control chars, CR/LF and a missing leading slash; the integration test asserts an unsafe prefix can't poison asset URLs. Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Assisted-by: claude-code:claude-opus-4-7-1m [Read] [Edit] [Bash] --------- Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Co-authored-by: Ettore Di Giacinto <mudler@localai.io> |
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ddbbdf45b9
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chore: ⬆️ Update TheTom/llama-cpp-turboquant to 5aeb2fdbe26cd4c534c6fa15de73cb5749bd0403 (#9740)
⬆️ Update TheTom/llama-cpp-turboquant
Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
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b4fdb41dcc
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fix(distributed): cascade-clean stale node_models rows + filter routing by healthy status (#9754)
* fix(distributed): cascade-clean stale node_models on drain and filter routing by healthy status Stale node_models rows (state="loaded") were surviving past the healthy state of their owning node, causing /embeddings (and other inference paths) to dispatch to a backend whose process was gone or drained. The downstream symptom in a live cluster was pgvector rejecting inserts with "vector cannot have more than 16000 dimensions (SQLSTATE 54000)" because the misbehaving backend silently returned a malformed (oversized) tensor; the Models page showed the model as "running" without an associated node, like a stale entry, even though the node was no longer visible in the Nodes view. Two changes here, plus a third in a follow-up commit: - MarkDraining now cascade-deletes node_models rows for the affected node, mirroring MarkOffline. Drains are explicit operator actions — the box has been intentionally taken out of rotation — so clearing the rows stops the Models UI from misreporting and prevents the routing layer from picking those rows if scheduling logic is ever relaxed. In-flight requests already hold their gRPC client through Route() and finish normally; the only observable effect is a non-fatal IncrementInFlight warning, acceptable for a drain. MarkUnhealthy is deliberately left status-only: it fires from managers_distributed / reconciler on a single nats.ErrNoResponders with no retry, so a transient NATS hiccup must not nuke every loaded model and force a full reload on recovery. - FindAndLockNodeWithModel's inner JOIN now filters on backend_nodes.status = healthy in addition to node_models.state = loaded. The previous version relied on the second node-fetch step to reject non-healthy nodes, but a concurrent reader could still pick the same stale row in the same window. Belt-and-braces. - DistributedConfig.PerModelHealthCheck renamed to DisablePerModelHealthCheck and inverted at the call site so per-model gRPC probing is on by default. The probe (now made consecutive-miss aware in a follow-up commit) independently health- checks each model's gRPC address and removes stale node_models rows when the backend has crashed even though the worker's node-level heartbeat is still arriving. Migration: the field had no CLI flag, env var binding, or YAML key in tree (only the bare struct field), so there is no user-facing migration. Anything constructing DistributedConfig in code needs to drop the assignment (default now does the right thing) or invert it. Assisted-by: Claude:claude-opus-4-7 go-vet go-test golangci-lint Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * fix(distributed): require consecutive misses before per-model probe removes a row The per-model gRPC probe used to remove a node_models row on a single failed health check. With the per-model probe now on by default, that made any 5-second gRPC blip (network jitter, a long-running request hogging the worker's gRPC server thread, brief GC pause) trigger a full reload of the affected model — too eager for production. Require perModelMissThreshold (3) consecutive failed probes before removal. At the default 15s tick a model must be unreachable for ~45s before reap; a single successful probe in between resets the streak. Per-(node, model, replica) state tracked under a mutex on the monitor. If the removal call itself fails, the miss counter is left in place so the next tick retries rather than starting the streak over. Tests: - removes stale model via per-model health check after consecutive failures (replaces the single-shot expectation) - preserves model row when an intermittent failure is followed by a success (covers the reset-on-success path and verifies the counter reset by failing twice more without crossing threshold) - newTestHealthMonitor initializes the misses map so direct-construct test helpers don't nil-map-panic in the probe path Assisted-by: Claude:claude-opus-4-7 go-vet go-test golangci-lint 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> |
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0245b33eab
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feat(realtime): Add Liquid Audio s2s model and assistant mode on talk page (#9801)
* feat(liquid-audio): add LFM2.5-Audio any-to-any backend + realtime_audio usecase
Wires LiquidAI's LFM2.5-Audio-1.5B as a self-contained Realtime API model:
single engine handles VAD, transcription, LLM, and TTS in one bidirectional
stream — drop-in alternative to a VAD+STT+LLM+TTS pipeline.
Backend
- backend/python/liquid-audio/ — new Python gRPC backend wrapping the
`liquid-audio` package. Modes: chat / asr / tts / s2s, voice presets,
Load/Predict/PredictStream/AudioTranscription/TTS/VAD/AudioToAudioStream/
Free and StartFineTune/FineTuneProgress/StopFineTune. Runtime monkey-patch
on `liquid_audio.utils.snapshot_download` so absolute local paths from
LocalAI's gallery resolve without a HF round-trip. soundfile in place of
torchaudio.load/save (torchcodec drags NVIDIA NPP we don't bundle).
- backend/backend.proto + pkg/grpc/{backend,client,server,base,embed,
interface}.go — new AudioToAudioStream RPC mirroring AudioTransformStream
(config/frame/control oneof in; typed event+pcm+meta out).
- core/services/nodes/{health_mock,inflight}_test.go — add stubs for the
new RPC to the test fakes.
Config + capabilities
- core/config/backend_capabilities.go — UsecaseRealtimeAudio, MethodAudio
ToAudioStream, UsecaseInfoMap entry, liquid-audio BackendCapability row.
- core/config/model_config.go — FLAG_REALTIME_AUDIO bitmask, ModalityGroups
membership in both speech-input and audio-output groups so a lone flag
still reads as multimodal, GetAllModelConfigUsecases entry, GuessUsecases
branch.
Realtime endpoint
- core/http/endpoints/openai/realtime.go — extract prepareRealtimeConfig()
so the gate is unit-testable; accept realtime_audio models and self-fill
empty pipeline slots with the model's own name (user-pinned slots win).
- core/http/endpoints/openai/realtime_gate_test.go — six specs covering nil
cfg, empty pipeline, legacy pipeline, self-contained realtime_audio,
user-pinned VAD slot, and partial legacy pipeline.
UI + endpoints
- core/http/routes/ui.go — /api/pipeline-models accepts either a legacy
VAD+STT+LLM+TTS pipeline or a realtime_audio model; surfaces a
self_contained flag so the Talk page can collapse the four cards.
- core/http/routes/ui_api.go — realtime_audio in usecaseFilters.
- core/http/routes/ui_pipeline_models_test.go — covers both code paths.
- core/http/react-ui/src/pages/Talk.jsx — self-contained badge instead of
the four-slot grid; rename Edit Pipeline → Edit Model Config; less
pipeline-specific wording.
- core/http/react-ui/src/pages/Models.jsx + locales/en/models.json — new
realtime_audio filter button + i18n.
- core/http/react-ui/src/utils/capabilities.js — CAP_REALTIME_AUDIO.
- core/http/react-ui/src/pages/FineTune.jsx — voice + validation-dataset
fields, surfaced when backend === liquid-audio, plumbed via
extra_options on submit/export/import.
Gallery + importer
- gallery/liquid-audio.yaml — config template with known_usecases:
[realtime_audio, chat, tts, transcript, vad].
- gallery/index.yaml — four model entries (realtime/chat/asr/tts) keyed by
mode option. Fixed pre-existing `transcribe` typo on the asr entry
(loader silently dropped the unknown string → entry never surfaced as a
transcript model).
- gallery/lfm.yaml — function block for the LFM2 Pythonic tool-call format
`<|tool_call_start|>[name(k="v")]<|tool_call_end|>` matching
common_chat_params_init_lfm2 in vendored llama.cpp.
- core/gallery/importers/{liquid-audio,liquid-audio_test}.go — detector
matches LFM2-Audio HF repos (excludes -gguf mirrors); mode/voice
preferences plumbed through to options.
- core/gallery/importers/importers.go — register LiquidAudioImporter
before LlamaCPPImporter.
- pkg/functions/parse_lfm2_test.go — seven specs for the response/argument
regex pair on the LFM2 pythonic format.
Build matrix
- .github/backend-matrix.yml — seven liquid-audio targets (cuda12, cuda13,
l4t-cuda-13, hipblas, intel, cpu amd64, cpu arm64). Jetpack r36 cuda-12
is skipped (Ubuntu 22.04 / Python 3.10 incompatible with liquid-audio's
3.12 floor).
- backend/index.yaml — anchor + 13 image entries.
- Makefile — .NOTPARALLEL, prepare-test-extra, test-extra,
docker-build-liquid-audio.
Docs
- .agents/plans/liquid-audio-integration.md — phased plan; PR-D (real
any-to-any wiring via AudioToAudioStream), PR-E (mid-audio tool-call
detector), PR-G (GGUF entries once upstream llama.cpp PR #18641 lands)
remain.
- .agents/api-endpoints-and-auth.md — expand the capability-surface
checklist with every place a new FLAG_* needs to be registered.
Assisted-by: claude-code:claude-opus-4-7-1m [Claude Code]
Signed-off-by: Richard Palethorpe <io@richiejp.com>
* feat(realtime): function calling + history cap for any-to-any models
Three pieces, all on the realtime_audio path that just landed:
1. liquid-audio backend (backend/python/liquid-audio/backend.py):
- _build_chat_state grows a `tools_prelude` arg.
- new _render_tools_prelude parses request.Tools (the OpenAI Chat
Completions function array realtime.go already serialises) and
emits an LFM2 `<|tool_list_start|>…<|tool_list_end|>` system turn
ahead of the user history. Mirrors gallery/lfm.yaml's `function:`
template so the model sees the same prompt shape whether served
via llama-cpp or here. Without this the backend silently dropped
tools — function calling was wired end-to-end on the Go side but
the model never saw a tool list.
2. Realtime history cap (core/http/endpoints/openai/realtime.go):
- Session grows MaxHistoryItems int; default picked by new
defaultMaxHistoryItems(cfg) — 6 for realtime_audio models (LFM2.5
1.5B degrades quickly past a handful of turns), 0/unlimited for
legacy pipelines composing larger LLMs.
- triggerResponse runs conv.Items through trimRealtimeItems before
building conversationHistory. Helper walks the cut left if it
would orphan a function_call_output, so tool result + call pairs
stay intact.
- realtime_gate_test.go: specs for defaultMaxHistoryItems and
trimRealtimeItems (zero cap, under cap, over cap, tool-call pair
preservation).
3. Talk page (core/http/react-ui/src/pages/Talk.jsx):
- Reuses the chat page's MCP plumbing — useMCPClient hook,
ClientMCPDropdown component, same auto-connect/disconnect effect
pattern. No bespoke tool registry, no new REST endpoints; tools
come from whichever MCP servers the user toggles on, exactly as
on the chat page.
- sendSessionUpdate now passes session.tools=getToolsForLLM(); the
update re-fires when the active server set changes mid-session.
- New response.function_call_arguments.done handler executes via
the hook's executeTool (which round-trips through the MCP client
SDK), then replies with conversation.item.create
{type:function_call_output} + response.create so the model
completes its turn with the tool output. Mirrors chat's
client-side agentic loop, translated to the realtime wire shape.
UI changes require a LocalAI image rebuild (Dockerfile:308-313 bakes
react-ui/dist into the runtime image). Backend.py changes can be
swapped live in /backends/<id>/backend.py + /backend/shutdown.
Assisted-by: claude-code:claude-opus-4-7-1m [Claude Code]
Signed-off-by: Richard Palethorpe <io@richiejp.com>
* feat(realtime): LocalAI Assistant ("Manage Mode") for the Talk page
Mirrors the chat-page metadata.localai_assistant flow so users can ask the
realtime model what's loaded / installed / configured. Tools are run
server-side via the same in-process MCP holder that powers the chat
modality — no transport switch, no proxy, no new wire protocol.
Wire:
- core/http/endpoints/openai/realtime.go:
- RealtimeSessionOptions{LocalAIAssistant,IsAdmin}; isCurrentUserAdmin
helper mirrors chat.go's requireAssistantAccess (no-op when auth
disabled, else requires auth.RoleAdmin).
- Session grows AssistantExecutor mcpTools.ToolExecutor.
- runRealtimeSession, when opts.LocalAIAssistant is set: gate on admin,
fail closed if DisableLocalAIAssistant or the holder has no tools,
DiscoverTools and inject into session.Tools, prepend
holder.SystemPrompt() to instructions.
- Tool-call dispatch loop: when AssistantExecutor.IsTool(name), run
ExecuteTool inproc, append a FunctionCallOutput to conv.Items, skip
the function_call_arguments client emit (the client can't execute
these — it doesn't know about them). After the loop, if any
assistant tool ran, trigger another response so the model speaks the
result. Mirrors chat's agentic loop, driven server-side rather than
via client round-trip.
- core/http/endpoints/openai/realtime_webrtc.go: RealtimeCallRequest
gains `localai_assistant` (JSON omitempty). Handshake calls
isCurrentUserAdmin and builds RealtimeSessionOptions.
- core/http/react-ui/src/pages/Talk.jsx: admin-only "Manage Mode"
checkbox under the Tools dropdown; passes localai_assistant: true to
realtimeApi.call's body, captured in the connect callback's deps.
Mirroring chat's pattern means the in-process MCP tools surface "just
works" for the Talk page without exposing a Streamable-HTTP MCP endpoint
(which was the alternative). Clients with their own MCP servers can
still use the existing ClientMCPDropdown path in parallel; the realtime
handler distinguishes them by AssistantExecutor.IsTool() at dispatch
time.
Assisted-by: claude-code:claude-opus-4-7-1m [Claude Code]
Signed-off-by: Richard Palethorpe <io@richiejp.com>
* feat(realtime): render Manage Mode tool calls in the Talk transcript
Previously the realtime endpoint only emitted response.output_item.added
for the FunctionCall item, and Talk.jsx's switch ignored the event — so
server-side tool runs were invisible in the UI. The model would speak
the result but the user had no way to see what tool was actually
called.
realtime.go: after executing an assistant tool inproc, emit a second
output_item.added/.done pair for the FunctionCallOutput item. Mirrors
the way the chat page displays tool_call + tool_result blocks.
Talk.jsx: handle both response.output_item.added and .done. Render
FunctionCall (with arguments) and FunctionCallOutput (pretty-printed
JSON when possible) as two transcript entries — `tool_call` with the
wrench icon, `tool_result` with the clipboard icon, both in mono-space
secondary-colour. Resets streamingRef after the result so the next
assistant text delta starts a fresh transcript entry instead of
appending to the previous turn.
Assisted-by: claude-code:claude-opus-4-7-1m [Claude Code]
Signed-off-by: Richard Palethorpe <io@richiejp.com>
* refactor(realtime): bound the Manage Mode tool-loop + preserve assistant tools
Fallout from a review pass on the Manage Mode patches:
- Bound the server-side agentic loop. triggerResponse used to recurse on
executedAssistantTool with no cap — a model that kept calling tools
would blow the goroutine stack. New maxAssistantToolTurns = 10 (mirrors
useChat.js's maxToolTurns). Public triggerResponse is now a thin shim
over triggerResponseAtTurn(toolTurn int); recursion increments the
counter and stops at the cap with an xlog.Warn.
- Preserve Manage Mode tools across client session.update. The handler
used to blindly overwrite session.Tools, so toggling a client MCP
server mid-session silently wiped the in-process admin tools. Session
now caches the original AssistantTools slice at session creation and
the session.update handler merges them back in (client names win on
collision — the client is explicit).
- strconv.ParseBool for the localai_assistant query param instead of
hand-rolled "1" || "true". Mirrors LocalAIAssistantFromMetadata.
- Talk.jsx: render both tool_call and tool_result on
response.output_item.done instead of splitting them across .added and
.done. The server's event pairing (added → done) stays correct; the
UI just doesn't need to inspect both phases of the same item. One
switch case instead of two, no behavioural change.
Out of scope (noted for follow-ups): extract a shared assistant-tools
helper between chat.go and realtime.go (duplication is small enough
that two parallel implementations stay readable for now), and an i18n
key for the Manage Mode helper text (Talk.jsx doesn't use i18n
anywhere else yet).
Assisted-by: claude-code:claude-opus-4-7-1m [Claude Code]
Signed-off-by: Richard Palethorpe <io@richiejp.com>
* ci(test-extra): wire liquid-audio backend smoke test
The backend ships test.py + a `make test` target and is listed in
backend-matrix.yml, so scripts/changed-backends.js already writes a
`liquid-audio=true|false` output when files under backend/python/liquid-audio/
change. The workflow just wasn't reading it.
- Expose the `liquid-audio` output on the detect-changes job
- Add a tests-liquid-audio job that runs `make` + `make test` in
backend/python/liquid-audio, gated on the per-backend detect flag
The smoke covers Health() and LoadModel(mode:finetune); fine-tune mode
short-circuits before any HuggingFace download (backend.py:192), so the
job needs neither weights nor a GPU. The full-inference path remains
gated on LIQUID_AUDIO_MODEL_ID, which CI doesn't set.
The four new Go test files (core/gallery/importers/liquid-audio_test.go,
core/http/endpoints/openai/realtime_gate_test.go,
core/http/routes/ui_pipeline_models_test.go, pkg/functions/parse_lfm2_test.go)
are already picked up by the existing test.yml workflow via `make test` →
`ginkgo -r ./pkg/... ./core/...`; their packages all carry RunSpecs entries.
Assisted-by: Claude:claude-opus-4-7
Signed-off-by: Richard Palethorpe <io@richiejp.com>
---------
Signed-off-by: Richard Palethorpe <io@richiejp.com>
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a2940e5d47
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feat: also parse VRAM budget/usage from vulkaninfo (#9800)
Signed-off-by: Andreas Egli <github@kharan.ch> |
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chore: ⬆️ Update ggml-org/llama.cpp to a9883db8ee021cf16783016a60996d41820b5195 (#9796)
⬆️ 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>
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957619af53
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chore: ⬆️ Update ikawrakow/ik_llama.cpp to f9a93c37e2fc021760c3c1aa99cf74c73b7591a7 (#9795)
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Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
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ad0ab37230
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docs: ⬆️ update docs version mudler/LocalAI (#9792)
⬆️ Update docs version mudler/LocalAI
Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
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