10 Commits
Author SHA1 Message Date
Ettore Di Giacinto ab3f7fc904 fix(qwen-asr): select Intel XPU devices
The Intel backend installs PyTorch XPU wheels, but Qwen ASR only
checked CUDA and MPS. Every Intel model therefore loaded on the CPU.

Select XPU when available and place the model on xpu:0. Keep the
existing CUDA, MPS, and CPU placement behavior.

Assisted-by: Codex:GPT-5 [apply_patch] [gh]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-09-05 22:09:16 +00:00
Tai An 217fdd2234 fix(qwen-asr): map ISO language codes to the names Qwen3-ASR expects (#10959)
request.language usually carries an ISO 639-1 code (e.g. "de"), which
OpenAI-compatible clients such as Home Assistant / wyoming_openai send,
but qwen_asr.validate_language() only accepts full English names
("German") and raises ValueError otherwise. Normalize the requested
language: accept full names case-insensitively, translate ISO codes
(with optional region suffix like "de-DE") to the expected name, and
pass anything unrecognised through so qwen_asr still reports it clearly.

Fixes #10958

Signed-off-by: Tai An <antai12232931@outlook.com>
2026-07-19 22:00:23 +02:00
LocalAI [bot]andEttore Di Giacinto bcc41219f7 feat: materialize Hugging Face model artifacts (#10825)
* feat(config): add model artifact source contract

Assisted-by: Codex:GPT-5 [Codex]

* feat(downloader): add authenticated raw-byte progress

Assisted-by: Codex:GPT-5 [Codex]

* feat(huggingface): resolve immutable snapshot manifests

Assisted-by: Codex:GPT-5 [Codex]

* feat(models): add artifact storage primitives

Assisted-by: Codex:GPT-5 [Codex]

* feat(models): materialize pinned Hugging Face snapshots

Assisted-by: Codex:GPT-5 [Codex]

* feat(models): bind managed snapshots at runtime

Assisted-by: Codex:GPT-5 [Codex]

* feat(gallery): materialize model artifacts during install

Assisted-by: Codex:GPT-5 [Codex]

* feat(gallery): declare managed Hugging Face artifacts

Assisted-by: Codex:GPT-5 [Codex]

* feat(models): preload managed model artifacts

Assisted-by: Codex:GPT-5 [Codex]

* fix(gallery): retain shared artifact caches on delete

Assisted-by: Codex:GPT-5 [Codex]

* feat(models): report artifact acquisition progress

Assisted-by: Codex:GPT-5 [Codex]

* refactor(backends): load managed models from ModelFile

Assisted-by: Codex:GPT-5 [Codex]

* refactor(backends): load staged speech model snapshots

Assisted-by: Codex:GPT-5 [Codex]

* refactor(backends): use staged snapshots in engine backends

Assisted-by: Codex:GPT-5 [Codex]

* test(distributed): cover staged artifact snapshots

Assisted-by: Codex:GPT-5 [Codex]

* docs: explain managed model artifacts

Assisted-by: Codex:GPT-5 [Codex]

* docs: add product design context

Assisted-by: Codex:GPT-5 [Codex]

* feat(ui): show model artifact download progress

Assisted-by: Codex:GPT-5 [Codex]

* Eagerly materialize Hugging Face artifacts

Materialize HF-backed model references as managed GGUF artifacts during load, with lazy download retained only as fallback.

Assisted-by: Codex:GPT-5 [shell]

* Refactor HF
  downloads through a shared executor

Assisted-by: Codex:GPT-5 [shell]

* drop

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>
2026-07-15 01:09:33 +02:00
番茄摔成番茄酱andfqscfqj 4e5ec6f67b fix(qwen-asr): enable timestamp output when forced_aligner is configured (#10013)
* fix(qwen-asr): enable timestamp output when forced_aligner is configured

Two bugs prevented timestamps from working in the qwen-asr backend:

1. transcribe() was called without return_time_stamps=True, so the
   forced aligner was loaded but never invoked. Now we pass
   return_time_stamps=True when a forced_aligner is present.

2. The timestamp parsing code expected (list, tuple) items, but the
   qwen_asr library returns ForcedAlignItem dataclass instances with
   .text, .start_time, .end_time attributes. Added hasattr() check
   to handle this correctly, falling back to tuple parsing for
   backward compatibility.

* refactor: address Copilot review for qwen-asr timestamps

- Wrap return_time_stamps kwarg in try/except TypeError for safety
- Add defensive float() normalization for timestamp times
- Use str() for text extraction to ensure string type

* fix(qwen-asr): convert seconds to nanoseconds for Go time.Duration

The Go server reads TranscriptSegment.start/end via time.Duration,
which is in nanoseconds. Previously the backend sent milliseconds
(* 1000), causing timestamps to be 1000x too small (e.g. 8e-8
instead of 0.08). Convert seconds → nanoseconds (* 1e9) instead.

Also applies to the legacy tuple path for consistency.

* feat(qwen-asr): respect timestamp_granularities (segment vs word)

Read request.timestamp_granularities from the gRPC request.
- 'word': return one segment per aligned item (character / word)
- 'segment' (default): merge consecutive items at sentence boundaries

Sentence boundaries detected via CJK punctuation (。!?;…)
and Latin endings (. ! ? ;). This matches the OpenAI Whisper API
contract where omitting the parameter defaults to segment-level.

* fix(qwen-asr): escape smart quotes in punctuation set

Unicode curly quotes (U+2018/2019) were being interpreted as Python
string delimiters, causing SyntaxError. Use explicit unicode escapes.

* fix(qwen-asr): use time-gap threshold for segment boundaries

The forced aligner strips punctuation from its output, so text-based
sentence detection doesn't work. Instead, detect segment boundaries
by measuring time gaps between consecutive aligned items.

Threshold = max(median_gap * 4, 0.3s). This cleanly separates
intra-sentence gaps (< 0.24s) from inter-sentence gaps (> 0.3s)
across Chinese, English, and other languages.

* fix(qwen-asr): smart join with spaces for non-CJK tokens

The forced aligner strips whitespace from tokenized text, so English
words like ['hello', 'world'] were joined as 'helloworld'. Add
_smart_join() that inserts spaces between non-CJK tokens while
keeping CJK characters and punctuation unspaced. Works for Chinese,
English, Korean, Japanese, and mixed-language text.

---------

Co-authored-by: fqscfqj <fqsfqj@outlook.com>
2026-05-26 20:34:21 +00:00
Ettore Di Giacinto 151ad271f2 feat(rocm): bump to 7.x (#9323)
feat(rocm): bump to 7.2.1

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-04-12 08:51:30 +02:00
Ettore Di Giacinto 3bb8b65d31 chore(qwen3-asr): pass prompt as context to transcribe (#9301)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-04-10 08:45:59 +02:00
Ettore Di Giacinto 59108fbe32 feat: add distributed mode (#9124)
* feat: add distributed mode (experimental)

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

* fix data races, mutexes, transactions

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

* refactorings

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

* fixups

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

* fix events and tool stream in agent chat

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

* use ginkgo

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

* refactoring and consolidation

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

* refactoring and consolidation

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

* refactoring and consolidation

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

* refactoring and consolidation

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

* refactoring and consolidation

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

* refactoring and consolidation

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

* refactoring and consolidation

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

* refactoring and consolidation

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

* fix(cron): compute correctly time boundaries avoiding re-triggering

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

* enhancements, refactorings

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

* do not flood of healthy checks

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

* do not list obvious backends as text backends

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

* tests fixups

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

* refactoring and consolidation

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

* Drop redundant healthcheck

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

* enhancements, refactorings

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

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-03-30 00:47:27 +02:00
Ettore Di Giacinto 820bd7dd01 fix(ci): try to fix deps for l4t13 on qwen-*
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-02-14 10:21:23 +01:00
Richard Palethorpe 15c12674b6 fix(qwen-asr): Remove contagious slop (DEFAULT_GOAL) from Makefile (#8431)
Signed-off-by: Richard Palethorpe <io@richiejp.com>
2026-02-06 17:12:45 +01:00
Ettore Di Giacinto 1e08e02598 feat(qwen-asr): add support to qwen-asr (#8281)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-01-29 21:50:35 +01:00