* feat(proto): add speaker field to TranscriptSegment for diarization
Add speaker field to the gRPC TranscriptSegment message and map it
through the Go schema, enabling backends to return speaker labels.
Signed-off-by: eureka928 <meobius123@gmail.com>
* feat(whisperx): add whisperx backend for transcription with diarization
Add Python gRPC backend using WhisperX for speech-to-text with
word-level timestamps, forced alignment, and speaker diarization
via pyannote-audio when HF_TOKEN is provided.
Signed-off-by: eureka928 <meobius123@gmail.com>
* feat(whisperx): register whisperx backend in Makefile
Signed-off-by: eureka928 <meobius123@gmail.com>
* feat(whisperx): add whisperx meta and image entries to index.yaml
Signed-off-by: eureka928 <meobius123@gmail.com>
* ci(whisperx): add build matrix entries for CPU, CUDA 12/13, and ROCm
Signed-off-by: eureka928 <meobius123@gmail.com>
* fix(whisperx): unpin torch versions and use CPU index for cpu requirements
Address review feedback:
- Use --extra-index-url for CPU torch wheels to reduce size
- Remove torch version pins, let uv resolve compatible versions
Signed-off-by: eureka928 <meobius123@gmail.com>
* fix(whisperx): pin torch ROCm variant to fix CI build failure
Signed-off-by: eureka928 <meobius123@gmail.com>
* fix(whisperx): pin torch CPU variant to fix uv resolution failure
Pin torch==2.8.0+cpu so uv resolves the CPU wheel from the extra
index instead of picking torch==2.8.0+cu128 from PyPI, which pulls
unresolvable CUDA dependencies.
Signed-off-by: eureka928 <meobius123@gmail.com>
* fix(whisperx): use unsafe-best-match index strategy to fix uv resolution failure
uv's default first-match strategy finds torch on PyPI before checking
the extra index, causing it to pick torch==2.8.0+cu128 instead of the
CPU variant. This makes whisperx's transitive torch dependency
unresolvable. Using unsafe-best-match lets uv consider all indexes.
Signed-off-by: eureka928 <meobius123@gmail.com>
* fix(whisperx): drop +cpu local version suffix to fix uv resolution failure
PEP 440 ==2.8.0 matches 2.8.0+cpu from the extra index, avoiding the
issue where uv cannot locate an explicit +cpu local version specifier.
This aligns with the pattern used by all other CPU backends.
Signed-off-by: eureka928 <meobius123@gmail.com>
* fix(backends): drop +rocm local version suffixes from hipblas requirements to fix uv resolution
uv cannot resolve PEP 440 local version specifiers (e.g. +rocm6.4,
+rocm6.3) in pinned requirements. The --extra-index-url already points
to the correct ROCm wheel index and --index-strategy unsafe-best-match
(set in libbackend.sh) ensures the ROCm variant is preferred.
Applies the same fix as 7f5d72e8 (which resolved this for +cpu) across
all 14 hipblas requirements files.
Signed-off-by: eureka928 <meobius123@gmail.com>
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Signed-off-by: eureka928 <meobius123@gmail.com>
* revert: scope hipblas suffix fix to whisperx only
Reverts changes to non-whisperx hipblas requirements files per
maintainer review — other backends are building fine with the +rocm
local version suffix.
Signed-off-by: eureka928 <meobius123@gmail.com>
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Signed-off-by: eureka928 <meobius123@gmail.com>
---------
Signed-off-by: eureka928 <meobius123@gmail.com>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
* WIP response format implementation for audio transcriptions
(cherry picked from commit e271dd764bbc13846accf3beb8b6522153aa276f)
Signed-off-by: Andres Smith <andressmithdev@pm.me>
* Rework transcript response_format and add more formats
(cherry picked from commit 6a93a8f63e2ee5726bca2980b0c9cf4ef8b7aeb8)
Signed-off-by: Andres Smith <andressmithdev@pm.me>
* Add test and replace go-openai package with official openai go client
(cherry picked from commit f25d1a04e46526429c89db4c739e1e65942ca893)
Signed-off-by: Andres Smith <andressmithdev@pm.me>
* Fix faster-whisper backend and refactor transcription formatting to also work on CLI
Signed-off-by: Andres Smith <andressmithdev@pm.me>
(cherry picked from commit 69a93977d5e113eb7172bd85a0f918592d3d2168)
Signed-off-by: Andres Smith <andressmithdev@pm.me>
---------
Signed-off-by: Andres Smith <andressmithdev@pm.me>
Co-authored-by: nanoandrew4 <nanoandrew4@gmail.com>
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
* feat(tts): add support for streaming mode
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Send first audio, make sure it's 16
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* chore: drop mode from image generation(unused)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(UI): improve image generation front-end
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(UI): only ref images. files is to be deprecated
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* do not override default steps
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* chore(makefile): Add buildargs for sd and cuda when building backend
Signed-off-by: Richard Palethorpe <io@richiejp.com>
* feat(whisper): Add prompt to condition transcription output
Signed-off-by: Richard Palethorpe <io@richiejp.com>
---------
Signed-off-by: Richard Palethorpe <io@richiejp.com>
* feat(loader): refactor single active backend support to LRU
This changeset introduces LRU management of loaded backends. Users can
set now a maximum number of models to be loaded concurrently, and, when
setting LocalAI in single active backend mode we set LRU to 1 for
backward compatibility.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* chore: add tests
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Update docs
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Fixups
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat: add support to logprobs in results
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat: add support to logitbias
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(ui): allow to cancel ops
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Improve progress text
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Cancel queued ops, don't show up message cancellation always
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix: fixup displaying of total progress over multiple files
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(llama.cpp): expose env vars as options for consistency
This allows to configure everything in the YAML file of the model rather
than have global configurations
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(llama.cpp): respect usetokenizertemplate and use llama.cpp templating system to process messages
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* WIP
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Detect template exists if use tokenizer template is enabled
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Better recognization of chat
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Fixes to support tool calls while using templates from tokenizer
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Fixups
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Drop template guessing, fix passing tools to tokenizer
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Extract grammar and other options from chat template, add schema struct
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* WIP
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* WIP
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Automatically set use_jinja
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Cleanups, identify by default gguf models for chat
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Update docs
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix(llama.cpp): correctly set grammar triggers
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Do not enable lazy by default
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* WIP - add endpoint
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Rename
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Wire the Completion API
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Try to make it functional
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Almost functional
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Bump golang versions used in tests
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Add description of the tool
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Make it working
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Small optimizations
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Cleanup/refactor
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Update docs
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(diffusers): add support for wan2.2
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* chore(ci): use ttl.sh for PRs
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Add ftfy deps
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Revert "chore(ci): use ttl.sh for PRs"
This reverts commit c9fc3ecf28.
* Simplify
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* chore: do not pin torch/torchvision on cuda12
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
- Add a system backend path
- Refactor and consolidate system information in system state
- Use system state in all the components to figure out the system paths
to used whenever needed
- Refactor BackendConfig -> ModelConfig. This was otherway misleading as
now we do have a backend configuration which is not the model config.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(stablediffusion-ggml): add support to ref images
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Add it to the model gallery
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat: split remaining backends and drop embedded backends
- Drop silero-vad, huggingface, and stores backend from embedded
binaries
- Refactor Makefile and Dockerfile to avoid building grpc backends
- Drop golang code that was used to embed backends
- Simplify building by using goreleaser
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* chore(gallery): be specific with llama-cpp backend templates
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* chore(docs): update
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* chore(ci): minor fixes
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* chore: drop all ffmpeg references
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix: run protogen-go
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Always enable p2p mode
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Update gorelease file
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix(stores): do not always load
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Fix linting issues
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Simplify
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Mac OS fixup
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(realtime): Initial Realtime API implementation
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* chore: go mod tidy
Signed-off-by: Richard Palethorpe <io@richiejp.com>
* feat: Implement transcription only mode for realtime API
Reduce the scope of the real time API for the initial realease and make
transcription only mode functional.
Signed-off-by: Richard Palethorpe <io@richiejp.com>
* chore(build): Build backends on a separate layer to speed up core only changes
Signed-off-by: Richard Palethorpe <io@richiejp.com>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: Richard Palethorpe <io@richiejp.com>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
* Add machine tag option, add extraUsage option, grpc-server -> proto -> endpoint extraUsage data is broken for now
Signed-off-by: mintyleaf <mintyleafdev@gmail.com>
* remove redurant timing fields, fix not working timings output
Signed-off-by: mintyleaf <mintyleafdev@gmail.com>
* use middleware for Machine-Tag only if tag is specified
Signed-off-by: mintyleaf <mintyleafdev@gmail.com>
---------
Signed-off-by: mintyleaf <mintyleafdev@gmail.com>
* Use pb.Reply instead of []byte with Reply.GetMessage() in llama grpc to get the proper usage data in reply streaming mode at the last [DONE] frame
* Fix 'hang' on empty message from the start
Seems like that empty message marker trick was unnecessary
---------
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
Use pb.Reply instead of []byte with Reply.GetMessage() in llama grpc to get the proper usage data in reply streaming mode at the last [DONE] frame
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
