Commit Graph
15 Commits
Author SHA1 Message Date
Copilotandmudler c5645795ba fix(kokoros): add missing upscale_image stub to Backend trait impl (#11414)
* Initial plan

* fix(kokoros): add missing upscale_image stub to Backend impl

Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-08-08 08:23:05 +02:00
Leoyandlocalai-org-maint-bot 632c4b6db2 refactor(backends): extract package-system-libs.sh from 31 package.sh (#11095)
refactor(backends): extract shared package-system-libs.sh from package.sh

The arch-detect-and-copy-system-libs block (Darwin rpath / x86_64 / aarch64
loader + libc/libstdc++/libgcc_s/libm/libgomp/libdl/librt/libpthread) was
inlined verbatim in 31 backend package.sh scripts. Extract it into a single
sourced scripts/build/package-system-libs.sh, the CPU-side counterpart to
scripts/build/package-gpu-libs.sh and its sourcing contract.

Consolidating the copies fixes three drift classes that had crept in:
  - libgcc_s.so.1 and libstdc++.so.6 were listed twice in 9 backends
    (acestep-cpp, crispasr, moss-tts-cpp, omnivoice-cpp, piper,
    qwen3-tts-cpp, silero-vad, stablediffusion-ggml, whisper); the shared
    script copies each once.
  - libgomp.so.1 was omitted from opus. OpenMP consumers dlopen it rather
    than link it, so the missing copy only failed at runtime; the shared
    script always includes it.
  - the Darwin @loader_path/lib rpath was applied only in piper and
    silero-vad; both now pass their packaged binary to the shared script,
    preserving that behavior. Every other backend passes an empty binary
    path so no rpath is added, preserving its current behavior.

Each backend's pre/post packaging steps (binary copy, run.sh, ldd closure
walks, ggml variant bundling, espeak/OpenBLAS extras, the ds4 validate step)
are preserved verbatim; only the inline if/elif/else arch block is replaced
by a single source line.

Signed-off-by: supermario_leo <leo.stack@outlook.com>
Co-authored-by: localai-org-maint-bot <bot-opensource@localaisrl.com>
2026-07-30 16:30:49 +02:00
Adiraandlocalai-org-maint-bot ef724a3c9d feat(api): add /v1/detokenize endpoint (#9620)
* feat(api): add /v1/detokenize endpoint

Closes #1649.

Mirror of the existing /v1/tokenize path, requested by @benniekiss in
the issue thread for "complete API workflow" use cases that need to
turn token IDs back into text without local processing.

- Add Detokenize gRPC RPC with DetokenizeRequest{tokens} /
  DetokenizeResponse{content} messages.
- Implement in the llama.cpp backend using common_token_to_piece, the
  same primitive TokenizeString already uses internally.
- Other backends inherit the default Unimplemented from base.Base, in
  line with how Detect, Rerank, etc. are gated per-backend.
- Wire up the Go gRPC interface, server, client, and in-process embed
  wrapper alongside their TokenizeString counterparts.
- Add the schema types, ModelDetokenize wrapper, HTTP handler, route
  registration, RouteFeatureRegistry entry (gated by FeatureTokenize so
  no new feature flag is needed), and the discovery map entry under
  ai_functions.
- Regenerated swagger reflects the new endpoint and types.
- Update authentication.md to list /v1/detokenize alongside /v1/tokenize.

Assisted-by: Claude:claude-opus-4-7
Signed-off-by: Adira Denis Muhando <dennisadira@gmail.com>

* test(e2e): add mock backend tests for /v1/detokenize

Add Detokenize to the mock gRPC backend and wire up two e2e tests in
the MockBackend suite: one that posts known token IDs and asserts a
non-empty content response, and a round-trip that tokenizes first then
detokenizes the returned IDs.

Addresses reviewer feedback on #9620.

Assisted-by: Claude:claude-sonnet-4-6
Signed-off-by: Adira Denis Muhando <dennisadira@gmail.com>

* fix(kokoros): implement detokenize in the Rust backend service

The Detokenize RPC added in this PR grows the tonic-generated Backend
trait. Unlike the other languages there is nothing to inherit a default
from — Rust trait impls must list every method — so
backend/rust/kokoros failed to compile:

  error[E0046]: not all trait items implemented, missing: `detokenize`
    --> src/service.rs:72:1
  72 | impl Backend for KokorosService {

Go backends pick up the Unimplemented default from base.Base, and the
generated C++/Python servicer bases default to UNIMPLEMENTED, which is
why the Rust backend was the only one that broke. kokoros is the sole
Rust crate in the tree, so this is the full extent of the fallout.

Return Status::unimplemented("Not supported"), matching how this same
file already gates tokenize_string and ~20 other unsupported RPCs.

Fixes the tests-kokoros and backend-jobs-singlearch-4 (-cpu-kokoros)
failures on the previous head.

Assisted-by: Claude:claude-opus-5 cargo
Signed-off-by: Adira Denis Muhando <dennisadira@gmail.com>

---------

Signed-off-by: Adira Denis Muhando <dennisadira@gmail.com>
Co-authored-by: localai-org-maint-bot <bot-opensource@localaisrl.com>
2026-07-30 16:01:47 +02:00
Richard Palethorpeandlocalai-org-maint-bot 9058a2bb46 feat: Add 3d generation UI/API and trellis2cpp backend (#10979)
* feat(3d): add Generate3D RPC, FLAG_3D capability, and /v1/3d/generations endpoint

Adds the plumbing for image-conditioned 3D asset generation (binary
glTF / GLB output), modeled on the video generation path:

- backend.proto: Generate3D RPC + Generate3DRequest (staged image src,
  glb dst, seed/step/cfg_scale/texture_steps, quality and background
  enums, params map for backend-specific extras)
- pkg/grpc: thread Generate3D through client, server, embed, base and
  the backend interfaces; connection-evicting and distributed-node
  wrappers (in-flight tracking + file staging) included
- core/config: FLAG_3D usecase (guessed only for the trellis2cpp
  backend), '3d' canonical usecase string mapped to the Generate3D
  method, and a '3d' output modality
- REST: POST /v1/3d/generations (+ unversioned alias) returning
  OpenAIResponse with a /generated-3d URL or b64_json; conditioning
  image accepted as URL, base64, or data URI; quality/background
  validated at the edge; .glb served as model/gltf-binary
- auth: '3d' route feature (default ON); /api/instructions entry

Assisted-by: Claude:claude-fable-5 [Claude Code]
Signed-off-by: Richard Palethorpe <io@richiejp.com>

* feat(trellis2cpp): add the trellis2.cpp image-to-3D backend

Wraps localai-org/trellis2cpp (C++/GGML port of Microsoft TRELLIS.2,
pbr-textures branch) as a Go+purego backend, following the
stablediffusion-ggml pattern:

- backend/go/trellis2cpp: purego bindings to the flat C ABI (v9,
  asserted at startup), eager pipeline load with model-set validation
  (refuses non-trellis GGUFs; degrades coarse/geometry-only/textured
  exactly like the upstream demo), Generate3D via t2_generate +
  t2_bake_glb writing a binary glTF to dst. Weight-free unit tests
  cover resolution/validation/param mapping — CI never downloads the
  multi-GB GGUF set or runs inference.
- CPU SIMD variants build into per-variant directories (the shared
  libggml sonames collide across variants, unlike sd-ggml's flat
  renamed-.so scheme); run.sh picks one via /proc/cpuinfo.
- CI wiring: backend-matrix entries (cpu, cuda12/13, vulkan
  amd64+arm64, l4t, l4t-cuda13, darwin metal), index.yaml meta +
  latest/master image entries, bump_deps tracking of the pbr-textures
  branch, changed-backends.js mapping, top-level Makefile targets.
- Importer: auto-detects trellis GGUF repos/URIs (registered before
  llama-cpp so the .gguf match isn't stolen) and expands any trellis
  URI to the full 10-file component set spanning the three LocalAI-io
  HF repos.
- Gallery: trellis2-4b (full PBR + 1024 cascade) and
  trellis2-4b-geometry (512 untextured) with verified sha256s.

Assisted-by: Claude:claude-fable-5 [Claude Code]
Signed-off-by: Richard Palethorpe <io@richiejp.com>

* feat(ui): 3D generation page with native GLB viewer and IndexedDB history

Adds a Studio tab + /app/3d page for the new image-to-3D endpoint:

- GlbViewer ports the trellis2cpp demo's dependency-free WebGL2
  renderer (quaternion trackball, metallic-roughness PBR, ACES,
  hidden-line wireframe with a bounded index budget) and pairs it with
  a minimal GLB parser for the two forms t2_bake_glb emits — dense
  vertex-PBR (linear COLOR_0 + _METALLIC_ROUGHNESS, uploaded as
  normalized integers) and the opt-in UV-atlas textured form. Parsing
  happens before any GL so stats and errors render without WebGL2.
- use3DHistory stores past generations (params, input thumbnail, and
  the GLB blob itself) in IndexedDB with keep-newest-20 eviction —
  GLBs are multi-MB binaries localStorage can't hold — and the page
  offers a download button for the active GLB.
- Wiring: CAP_3D capability constant (FLAG_3D — the exact string
  /api/models/capabilities serves), threeDApi, router entries, Studio
  tab, vite dev proxy, en locale keys.
- e2e: render-smoke entry plus a focused spec that feeds a real
  one-triangle vertex-PBR GLB through the parser/viewer and exercises
  IndexedDB persistence, selection, deletion, and API errors.

Assisted-by: Claude:claude-fable-5 [Claude Code]
Signed-off-by: Richard Palethorpe <io@richiejp.com>

* fix(3d): address API correctness and UX issues

Keep 3D generation on the LocalAI-specific /3d/generations route and ensure authentication and permissions cover it.

Propagate distributed transfer failures, publish a portable ARM64 backend image, honor importer overrides, and align discovery, upload validation, and touch controls.

Assisted-by: Codex:gpt-5
Signed-off-by: Richard Palethorpe <io@richiejp.com>

* feat(3d): add previewable print remeshing

Add a single-detail CGAL Alpha Wrap workflow for existing Trellis GLBs, including PBR reprojection, API documentation, tracing, and an in-browser preview before download.

Allow the remesh route to enforce its 512 MiB upload cap independently of the smaller global default so generated high-resolution meshes can be processed.

Assisted-by: Codex:gpt-5
Signed-off-by: Richard Palethorpe <io@richiejp.com>

* build(trellis2cpp): centralize remesh dependency pins

Assisted-by: Codex:GPT-5 [apply_patch] [exec_command]
Signed-off-by: Richard Palethorpe <io@richiejp.com>

* fix(kokoros): implement Generate3D stub for new proto RPC

The Generate3D RPC added to backend.proto for the trellis2cpp backend
made tonic's generated Backend trait require generate3_d, breaking the
kokoros-grpc build. Return unimplemented like the other unsupported
modalities.

Assisted-by: Claude Code:claude-fable-5
Signed-off-by: Richard Palethorpe <io@richiejp.com>

---------

Signed-off-by: Richard Palethorpe <io@richiejp.com>
Co-authored-by: localai-org-maint-bot <bot-opensource@localaisrl.com>
2026-07-29 16:15:04 +02:00
LocalAI [bot]andEttore Di Giacinto 2be495f9c0 fix(kokoros): implement AudioTranscriptionLive trait stub (#10612)
The backend.proto AudioTranscriptionLive bidirectional streaming RPC added
new required trait items (AudioTranscriptionLiveStream + audio_transcription_live)
on the generated Backend trait. The kokoros (TTS) backend did not implement
them, breaking its release build with E0046 (missing trait items).

kokoros is text-to-speech and has no live-ASR support, so stub the method to
return UNIMPLEMENTED, mirroring the existing audio_transcription_stream stub.


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>
2026-06-30 19:38:41 +02:00
LocalAI [bot]andEttore Di Giacinto 0258f8af55 fix(backends): repair release CI build/test breaks (kokoros, fish-speech, llama-cpp-quantization, sglang) (#10547)
* fix(kokoros): implement new Backend RPCs to fix the build

The backend.proto grew six RPCs (SoundDetection, Depth, TokenClassify,
Score and the bidi-streaming Forward) that the kokoros gRPC service never
implemented, so the trait impl no longer satisfies `Backend`:

    error[E0046]: not all trait items implemented, missing:
      `sound_detection`, `depth`, `token_classify`, `score`,
      `ForwardStream`, `forward`

kokoros is a TTS backend with no use for these, so add `unimplemented`
stubs (plus the `ForwardStream` associated type) matching the existing
pattern for every other unsupported RPC in this file.

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

* fix(fish-speech): add setuptools-rust for the editable source install

install.sh installs the fish-speech source tree editable with
`--no-build-isolation`, which means the build backends of its transitive
dependencies must already be present in the venv. One of them builds a
Rust extension and its metadata step fails with:

    ModuleNotFoundError: No module named 'setuptools_rust'

Add setuptools-rust to requirements.txt so installRequirements provisions
it before the editable install runs.

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

* fix(llama-cpp-quantization): vendor convert_hf_to_gguf.py with conversion/

Upstream llama.cpp split the model-specific logic out of the single
convert_hf_to_gguf.py file into a sibling `conversion/` package, so the
script now starts with `from conversion import ...`. Downloading just the
one file therefore fails at runtime with:

    ModuleNotFoundError: No module named 'conversion'

Clone the repo (reusing the clone already needed to build llama-quantize)
and copy both the script and the `conversion/` package into the backend
dir. Python puts the script's own directory on sys.path[0], so the package
resolves when it sits beside the script.

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

* fix(sglang): pin the CPU source build to sglang v0.5.11

The CPU profile builds sgl-kernel from a `git clone` of sglang with no
ref, so it always tracks master. Recent master added CPU kernels (e.g.
mamba/fla.cpp) that fail to compile in our builder:

    constexpr variable 'scale' must be initialized by a constant
    static library kineto_LIBRARY-NOTFOUND not found

Pin the clone to v0.5.11, the same release the GPU path already floors on
(requirements-cublas12-after.txt). Overridable via SGLANG_VERSION so the
pin can be bumped deliberately.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
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>
2026-06-27 09:42:22 +02:00
74f07ecc35 fix(backends): quote $CURDIR in run.sh (fixes backends in paths with spaces) (#10519)
fix(backends): quote $CURDIR in run.sh so backends work in paths with spaces

The backend launcher scripts derive their own directory with
CURDIR=$(dirname "$(realpath $0)") and then referenced it unquoted as
$CURDIR (e.g. [ -f $CURDIR/lib/ld.so ], export LD_LIBRARY_PATH=$CURDIR/lib:...,
exec $CURDIR/<binary> "$@"). When a backend is installed under a path that
contains a space - notably macOS's ~/Library/Application Support/... - bash
word-splits the unquoted $CURDIR, so the test builtin fails with
"binary operator expected" and exec tries to run ".../Library/Application",
yielding "No such file or directory". The backend never starts, surfacing as
a gRPC "service not ready" error and an HTTP 500. Quote $CURDIR (and the
realpath "$0") in every affected run.sh; no logic changes.

Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-26 01:02:48 +02:00
Copilotandmudler 270c256409 Fix kokoros backend build break from Backend trait drift (#9972)
* Initial plan

* fix(kokoros): implement missing AudioToAudioStream trait stubs

Agent-Logs-Url: https://github.com/mudler/LocalAI/sessions/e3c6b042-f055-4df9-a05e-e2d8434ee58b

Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
2026-05-24 22:39:15 +02:00
dependabot[bot] c96ce99742 chore(deps): bump openssl from 0.10.76 to 0.10.79 in /backend/rust/kokoros in the cargo group across 1 directory (#9694)
chore(deps): bump openssl

Bumps the cargo group with 1 update in the /backend/rust/kokoros directory: [openssl](https://github.com/rust-openssl/rust-openssl).


Updates `openssl` from 0.10.76 to 0.10.79
- [Release notes](https://github.com/rust-openssl/rust-openssl/releases)
- [Commits](https://github.com/rust-openssl/rust-openssl/compare/openssl-v0.10.76...openssl-v0.10.79)

---
updated-dependencies:
- dependency-name: openssl
  dependency-version: 0.10.79
  dependency-type: indirect
  dependency-group: cargo
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2026-05-07 08:30:18 +02:00
LocalAI [bot]andEttore Di Giacinto a8d7d37a3c fix: unbreak master CI (docs, kokoros, vibevoice-cpp ABI) (#9682)
* fix(docs): correct broken Hugo relrefs

The Hugo build has been failing on master since the relevant pages
landed:

- text-generation.md:720 referenced `/docs/features/distributed-mode`,
  but Hugo `relref` paths are relative to the content root, not the
  rendered URL. Drop the `/docs/` prefix so the lookup matches the
  existing `features/...` form used elsewhere in the file.
- audio-transform.md:144 referenced `tts.md`; the actual page is
  `text-to-audio.md`.

Assisted-by: Claude:claude-opus-4-7[1m]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(kokoros): stub Diarize and AudioTransform Backend trait methods

The recent backend.proto additions (Diarize, AudioTransform,
AudioTransformStream) extended the gRPC Backend trait, breaking
kokoros-grpc compilation with E0046 because the Rust implementation
hadn't picked up the new methods. Add Unimplemented stubs matching the
existing pattern for non-applicable RPCs in this TTS-only backend.

Assisted-by: Claude:claude-opus-4-7[1m]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(vibevoice-cpp): track upstream ABI + wire 1.5B voice cloning

Two recent commits in mudler/vibevoice.cpp reshaped the vv_capi_tts
signature without a corresponding bump on the LocalAI side:

  3bd759c "1.5b: unify into a single tts entry point" inserted a
          ref_audio_path parameter between voice_path and dst_wav_path.
  ad856bd "1.5b: multi-speaker dialog support" promoted that to a
          (const char* const* ref_audio_paths, int n_ref_audio_paths)
          pair for per-speaker conditioning.

Because purego resolves symbols by name and not by signature, the
build kept linking; at runtime the misaligned arguments turned the
TTS->ASR closed-loop test into a SIGSEGV inside cgo. Track HEAD
explicitly and bring the bridge in line with it:

  * Update the CppTTS purego binding to the 9-arg form. purego
    marshals []*byte as a **char by handing the C side the underlying
    array address; nil/empty maps to NULL, which matches the C
    contract for "no reference audio" on the realtime-0.5B path.
  * Add a `ref_audio` gallery option (comma-separated, repeatable)
    that the 1.5B path consumes for runtime voice cloning. Multiple
    entries are interpreted as one WAV per speaker (Speaker 0..n-1).
  * TTSRequest.Voice now routes by extension/shape: `.wav` or a
    comma-separated list goes to ref_audio_paths; anything else stays
    on voice_path (realtime-0.5B's pre-baked voice gguf).
  * Pin VIBEVOICE_CPP_VERSION to ad856bd and wire the Makefile into
    the existing bump_deps matrix so future upstream rolls land as
    reviewable PRs instead of a silent CI break.

Assisted-by: Claude:claude-opus-4-7[1m]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactor(vibevoice-cpp): use ModelOptions.AudioPath for 1.5B ref audio

Use the existing audio_path field from ModelOptions (already plumbed
through config_file's `audio_path:` YAML and consumed by other audio
backends like kokoros) instead of inventing a custom `ref_audio:`
Options[] string. Multi-speaker setups stay on a single comma-
separated value.

No behavior change beyond the gallery key name; per-call routing via
TTSRequest.Voice is unchanged.

Assisted-by: Claude:claude-opus-4-7[1m]
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>
2026-05-06 10:36:59 +02:00
dependabot[bot] 9ab3496de2 chore(deps): bump rustls-webpki from 0.103.10 to 0.103.13 in /backend/rust/kokoros in the cargo group across 1 directory (#9546)
chore(deps): bump rustls-webpki

Bumps the cargo group with 1 update in the /backend/rust/kokoros directory: [rustls-webpki](https://github.com/rustls/webpki).


Updates `rustls-webpki` from 0.103.10 to 0.103.13
- [Release notes](https://github.com/rustls/webpki/releases)
- [Commits](https://github.com/rustls/webpki/compare/v/0.103.10...v/0.103.13)

---
updated-dependencies:
- dependency-name: rustls-webpki
  dependency-version: 0.103.13
  dependency-type: indirect
  dependency-group: cargo
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2026-04-24 22:02:58 +02:00
Ettore Di Giacinto 181ebb6df4 feat: voice recognition (#9500)
* feat(voice-recognition): add /v1/voice/{verify,analyze,embed} + speaker-recognition backend

Audio analog to face recognition. Adds three gRPC RPCs
(VoiceVerify / VoiceAnalyze / VoiceEmbed), their Go service and HTTP
layers, a new FLAG_SPEAKER_RECOGNITION capability flag, and a Python
backend scaffold under backend/python/speaker-recognition/ wrapping
SpeechBrain ECAPA-TDNN with a parallel OnnxDirectEngine for
WeSpeaker / 3D-Speaker ONNX exports.

The kokoros Rust backend gets matching unimplemented trait stubs —
tonic's async_trait has no defaults, so adding an RPC without Rust
stubs breaks the build (same regression fixed by eb01c772 for face).

Swagger, /api/instructions, and the auth RouteFeatureRegistry /
APIFeatures list are updated so the endpoints surface everywhere a
client or admin UI looks.

Assisted-by: Claude:claude-opus-4-7

* feat(voice-recognition): add 1:N identify + register/forget endpoints

Mirrors the face-recognition register/identify/forget surface. New
package core/services/voicerecognition/ carries a Registry interface
and a local-store-backed implementation (same in-memory vector-store
plumbing facerecognition uses, separate instance so the embedding
spaces stay isolated).

Handlers under /v1/voice/{register,identify,forget} reuse
backend.VoiceEmbed to compute the probe vector, then delegate the
nearest-neighbour search to the registry. Default cosine-distance
threshold is tuned for ECAPA-TDNN on VoxCeleb (0.25, EER ~1.9%).

As with the face registry, the current backing is in-memory only — a
pgvector implementation is a future constructor-level swap.

Assisted-by: Claude:claude-opus-4-7

* feat(voice-recognition): gallery, docs, CI and e2e coverage

- backend/index.yaml: speaker-recognition backend entry + CPU and
  CUDA-12 image variants (plus matching development variants).
- gallery/index.yaml: speechbrain-ecapa-tdnn (default) and
  wespeaker-resnet34 model entries. The WeSpeaker SHA-256 is a
  deliberate placeholder — the HF URI must be curl'd and its hash
  filled in before the entry installs.
- docs/content/features/voice-recognition.md: API reference + quickstart,
  mirrors the face-recognition docs.
- React UI: CAP_SPEAKER_RECOGNITION flag export (consumers follow face's
  precedent — no dedicated tab yet).
- tests/e2e-backends: voice_embed / voice_verify / voice_analyze specs.
  Helper resolveFaceFixture is reused as-is — the only thing face/voice
  share is "download a file into workDir", so no need for a new helper.
- Makefile: docker-build-speaker-recognition + test-extra-backend-
  speaker-recognition-{ecapa,all} targets. Audio fixtures default to
  VCTK p225/p226 samples from HuggingFace.
- CI: test-extra.yml grows a tests-speaker-recognition-grpc job
  mirroring insightface. backend.yml matrix gains CPU + CUDA-12 image
  build entries — scripts/changed-backends.js auto-picks these up.

Assisted-by: Claude:claude-opus-4-7

* feat(voice-recognition): wire a working /v1/voice/analyze head

Adds AnalysisHead: a lazy-loading age / gender / emotion inference
wrapper that plugs into both SpeechBrainEngine and OnnxDirectEngine.

Defaults to two open-licence HuggingFace checkpoints:
  - audeering/wav2vec2-large-robust-24-ft-age-gender (Apache 2.0) —
    age regression + 3-way gender (female / male / child).
  - superb/wav2vec2-base-superb-er (Apache 2.0) — 4-way emotion.

Both are optional and degrade gracefully when transformers or the
model can't be loaded — the engine raises NotImplementedError so the
gRPC layer returns 501 instead of a generic 500.

Emotion classes pass through from the model (neutral/happy/angry/sad
on the default checkpoint); the e2e test now accepts any non-empty
dominant gender so custom age_gender_model overrides don't fail it.

Adds transformers to the backend's CPU and CUDA-12 requirements.

Assisted-by: Claude:claude-opus-4-7

* fix(voice-recognition): pin real WeSpeaker ResNet34 ONNX SHA-256

Replaces the placeholder hash in gallery/index.yaml with the actual
SHA-256 (7bb2f06e…) of the upstream
Wespeaker/wespeaker-voxceleb-resnet34-LM ONNX at ~25MB. `local-ai
models install wespeaker-resnet34` now succeeds.

Assisted-by: Claude:claude-opus-4-7

* fix(voice-recognition): soundfile loader + honest analyze default

Two issues surfaced on first end-to-end smoke with the actual backend
image:

1. torchaudio.load in torchaudio 2.8+ requires the torchcodec package
   for audio decoding. Switch SpeechBrainEngine._load_waveform to the
   already-present soundfile (listed in requirements.txt) plus a numpy
   linear resample to 16kHz. Drops a heavy ffmpeg-linked dep and the
   codepath we never exercise (torchaudio's ffmpeg backend).

2. The AnalysisHead was defaulting to audeering/wav2vec2-large-robust-
   24-ft-age-gender, but AutoModelForAudioClassification silently
   mangles that checkpoint — it reports the age head weights as
   UNEXPECTED and re-initialises the classifier head with random
   values, so the "gender" output is noise and there is no age output
   at all. Make age/gender opt-in instead (empty default; users wire
   a cleanly-loadable Wav2Vec2ForSequenceClassification checkpoint via
   age_gender_model: option). Emotion keeps its working Superb default.
   Also broaden _infer_age_gender's tensor-shape handling and catch
   runtime exceptions so a dodgy age/gender head never takes down the
   whole analyze call.

Docs and README updated to match the new policy.

Verified with the branch-scoped gallery on localhost:
- voice/embed    → 192-d ECAPA-TDNN vector
- voice/verify   → same-clip dist≈6e-08 verified=true; cross-speaker
                   dist 0.76–0.99 verified=false (as expected)
- voice/register/identify/forget → round-trip works, 404 on unknown id
- voice/analyze  → emotion populated, age/gender omitted (opt-in)

Assisted-by: Claude:claude-opus-4-7

* fix(voice-recognition): real CI audio fixtures + fixture-agnostic verify spec

Two issues surfaced after CI actually ran the speaker-recognition e2e
target (I'd curl-tested against a running server but hadn't run the
make target locally):

1. The default BACKEND_TEST_VOICE_AUDIO_* URLs pointed at
   huggingface.co/datasets/CSTR-Edinburgh/vctk paths that return 404
   (the dataset is gated). Swap them for the speechbrain test samples
   served from github.com/speechbrain/speechbrain/raw/develop/ —
   public, no auth, correct 16kHz mono format.

2. The VoiceVerify spec required d(file1,file2) < 0.4, assuming
   file1/file2 were same-speaker. The speechbrain samples are three
   different speakers (example1/2/5), and there is no easy un-gated
   source of true same-speaker audio pairs (VoxCeleb/VCTK/LibriSpeech
   are all license- or size-gated for CI use). Replace the ceiling
   check with a relative-ordering assertion: d(pair) > d(same-clip)
   for both file2 and file3 — that's enough to prove the embeddings
   encode speaker info, and it works with any three non-identical
   clips. Actual speaker ordering d(1,2) vs d(1,3) is logged but not
   asserted.

Local run: 4/4 voice specs pass (Health, LoadModel, VoiceEmbed,
VoiceVerify) on the built backend image. 12 non-voice specs skipped
as expected.

Assisted-by: Claude:claude-opus-4-7

* fix(ci): checkout with submodules in the reusable backend_build workflow

The kokoros Rust backend build fails with

    failed to read .../sources/Kokoros/kokoros/Cargo.toml: No such file

because the reusable backend_build.yml workflow's actions/checkout
step was missing `submodules: true`. Dockerfile.rust does `COPY .
/LocalAI`, and without the submodule files the subsequent `cargo
build` can't find the vendored Kokoros crate.

The bug pre-dates this PR — scripts/changed-backends.js only triggers
the kokoros image job when something under backend/rust/kokoros or
the shared proto changes, so master had been coasting past it. The
voice-recognition proto addition re-broke it.

Other checkouts in backend.yml (llama-cpp-darwin) and test-extra.yml
(insightface, kokoros, speaker-recognition) already pass
`submodules: true`; this brings the shared backend image builder in
line.

Assisted-by: Claude:claude-opus-4-7
2026-04-23 12:07:14 +02:00
Ettore Di Giacinto eb01c77214 fix(kokoros): implement face_verify and face_analyze trait stubs (#9499)
The backend.proto was updated to add FaceVerify and FaceAnalyze RPCs
(face detection support), but the Rust KokorosService was never updated
to match the regenerated tonic trait, breaking compilation with E0046:

    not all trait items implemented, missing: `face_verify`, `face_analyze`

Stubs both methods as unimplemented, matching the pattern used for the
other RPCs Kokoros does not support.

Assisted-by: Claude:claude-opus-4-7 [Claude Code]
2026-04-22 22:51:18 +02:00
Ettore Di Giacinto 9cd8d7951f fix(kokoros): implement audio_transcription_stream trait stub (#9422)
The backend.proto was updated to add AudioTranscriptionStream RPC, but
the Rust KokorosService was never updated to match the regenerated
tonic trait, breaking compilation with E0046.

Stubs the new streaming method as unimplemented, matching the pattern
used for the other streaming RPCs Kokoros does not support.
2026-04-19 13:29:58 +02:00
Richard Palethorpe ea6e850809 feat: Add Kokoros backend (#9212)
Signed-off-by: Richard Palethorpe <io@richiejp.com>
2026-04-08 19:23:16 +02:00