chore(deps): bump torch

Bumps the pip group with 1 update in the /backend/python/transformers directory: torch.


Updates `torch` from 2.7.1 to 2.7.1+xpu

---
updated-dependencies:
- dependency-name: torch
  dependency-version: 2.7.1+xpu
  dependency-type: direct:production
  dependency-group: pip
...

Signed-off-by: dependabot[bot] <support@github.com>

backend/cpp/ik-llama-cpp/Makefile

@@ -1,5 +1,5 @@
 
-IK_LLAMA_VERSION?=6b9de3dbaa21ae95ea80638e5ee836795cc48c93
+IK_LLAMA_VERSION?=1520eda980564241434b791ce2bbbd128c4be9ea
 LLAMA_REPO?=https://github.com/ikawrakow/ik_llama.cpp
 
 CMAKE_ARGS?=

backend/go/parakeet-cpp/Makefile

@@ -1,6 +1,6 @@
 # parakeet-cpp backend Makefile.
 #
-# Upstream pin lives below as PARAKEET_VERSION?=50dfc24b4faa4ee23a1f59401f1d0c87fc4042b0
+# Upstream pin lives below as PARAKEET_VERSION?=b11fe5bca78ad8b342dd559a43d76df3984bb447
 # (.github/bump_deps.sh) can find and update it - matches the
 # whisper.cpp / ds4 / vibevoice-cpp convention.
 #
@@ -15,7 +15,7 @@
 # That's what the L0 smoke test uses. The default target below does the
 # proper clone-at-pin + cmake build so CI doesn't need a side-checkout.
 
-PARAKEET_VERSION?=50dfc24b4faa4ee23a1f59401f1d0c87fc4042b0
+PARAKEET_VERSION?=b11fe5bca78ad8b342dd559a43d76df3984bb447
 PARAKEET_REPO?=https://github.com/mudler/parakeet.cpp
 
 GOCMD?=go

backend/go/parakeet-cpp/batcher.go

@@ -7,12 +7,8 @@ import "time"
 type batchRequest struct {
 	pcm     []float32
 	decoder int32
-	// language is the per-request target locale ("" means the model default).
-	// parakeet.cpp's batched C-API takes ONE target_lang for the whole batch,
-	// so the dispatcher only coalesces requests that share a language.
-	language string
-	tag      string
-	reply    chan batchReply
+	tag     string
+	reply   chan batchReply
 }
 
 // batchReply carries one per-item JSON object string (an element of the C-API's
@@ -47,25 +43,13 @@ func newBatcher(maxSize int, maxWait time.Duration, runBatch func([]*batchReques
 // run is the dispatcher loop: accumulate submitted requests until either maxSize
 // is reached or maxWait elapses since the first queued request, then dispatch.
 // Exits when stop is closed (draining any partially-filled batch first).
-//
-// A batch carries ONE language (parakeet.cpp's batched C-API takes a single
-// target_lang), so a request whose language differs from the batch leader is
-// not coalesced: it is held in carry and becomes the leader of the next batch.
-// carry is therefore never dropped and its caller never deadlocks: every batch
-// (including a lone carry on stop) is dispatched, and runBatch replies to all.
 func (b *batcher) run(stop <-chan struct{}) {
-	var carry *batchRequest
 	for {
 		var first *batchRequest
-		if carry != nil {
-			// A mismatched request from the previous fill leads this batch.
-			first, carry = carry, nil
-		} else {
-			select {
-			case first = <-b.submit:
-			case <-stop:
-				return
-			}
+		select {
+		case first = <-b.submit:
+		case <-stop:
+			return
 		}
 		batch := []*batchRequest{first}
 
@@ -80,22 +64,12 @@ func (b *batcher) run(stop <-chan struct{}) {
 		for len(batch) < b.maxSize {
 			select {
 			case r := <-b.submit:
-				if r.language != first.language {
-					// Different language: carry it to the next batch so this
-					// batch stays single-language, then dispatch what we have.
-					carry = r
-					break fill
-				}
 				batch = append(batch, r)
 			case <-timer.C:
 				break fill
 			case <-stop:
 				timer.Stop()
 				b.runBatch(batch)
-				// Don't strand a carried request's caller on shutdown.
-				if carry != nil {
-					b.runBatch([]*batchRequest{carry})
-				}
 				return
 			}
 		}

backend/go/parakeet-cpp/batcher_test.go

@@ -105,60 +105,4 @@ var _ = Describe("batcher", func() {
 		go func() { <-rep }()
 		Eventually(dispatched, "2s").Should(Receive(Equal(1)))
 	})
-
-	It("never coalesces requests with different languages into one batch", func() {
-		// parakeet.cpp's batched C-API takes ONE target_lang per batch, so the
-		// dispatcher must keep every dispatched batch single-language. Submit a
-		// mix of languages and assert (a) no batch ever carries more than one
-		// distinct language and (b) every submitted request still gets a reply
-		// (the mismatched carry-over is never dropped).
-		var mu sync.Mutex
-		var langsPerBatch [][]string
-		run := func(reqs []*batchRequest) {
-			seen := map[string]struct{}{}
-			var distinct []string
-			for _, r := range reqs {
-				if _, ok := seen[r.language]; !ok {
-					seen[r.language] = struct{}{}
-					distinct = append(distinct, r.language)
-				}
-			}
-			mu.Lock()
-			langsPerBatch = append(langsPerBatch, distinct)
-			mu.Unlock()
-			echoReply(reqs)
-		}
-		// Large window + size so the fill loop stays open across submits and the
-		// language constraint (not the timer) is what splits the batches.
-		b := newBatcher(16, 200*time.Millisecond, run)
-		stop := make(chan struct{})
-		go b.run(stop)
-		defer close(stop)
-
-		langs := []string{"en", "en", "de", "de", "en", "fr", "fr"}
-		const N = 7
-		var wg sync.WaitGroup
-		got := make([]string, N)
-		for i := 0; i < N; i++ {
-			wg.Add(1)
-			go func(i int) {
-				defer wg.Done()
-				rep := make(chan batchReply, 1)
-				b.submit <- &batchRequest{tag: string(rune('a' + i)), language: langs[i], reply: rep}
-				got[i] = (<-rep).json
-			}(i)
-		}
-		wg.Wait()
-
-		mu.Lock()
-		defer mu.Unlock()
-		// Invariant: every dispatched batch is single-language.
-		for _, distinct := range langsPerBatch {
-			Expect(len(distinct)).To(Equal(1), "a batch coalesced more than one language: %v", distinct)
-		}
-		// Liveness: every request got a reply (carry-over never stranded).
-		for i := 0; i < N; i++ {
-			Expect(got[i]).To(Equal(string(rune('a' + i))))
-		}
-	})
 })

backend/go/parakeet-cpp/goparakeetcpp.go

@@ -48,13 +48,6 @@ var (
 	// side reads them as const float*/const int*.
 	CppTranscribePcmBatchJSON func(ctx uintptr, samplesConcat []float32, nSamples []int32, nClips int32, sampleRate int32, decoder int32) uintptr
 
-	// CppTranscribePcmBatchJSONLang is the multilingual variant of the batched
-	// JSON entry point: identical, plus a trailing target_lang. "" (the model
-	// default, "auto") is passed for non-prompt models, which ignore it; an
-	// unknown locale on a prompt model returns 0 and sets last_error. Present
-	// only in newer libparakeet.so; nil falls back to CppTranscribePcmBatchJSON.
-	CppTranscribePcmBatchJSONLang func(ctx uintptr, samplesConcat []float32, nSamples []int32, nClips int32, sampleRate int32, decoder int32, targetLang string) uintptr
-
 	// Cache-aware streaming (RNN-T) entry points. stream_begin returns 0 for
 	// non-streaming models. feed/finalize return a malloc'd char* (uintptr,
 	// freed via CppFreeString); feed writes 1 to *eouOut on an <EOU>/<EOB>.
@@ -62,11 +55,6 @@ var (
 	CppStreamFeed     func(s uintptr, pcm []float32, nSamples int32, eouOut unsafe.Pointer) uintptr
 	CppStreamFinalize func(s uintptr) uintptr
 	CppStreamFree     func(s uintptr)
-
-	// CppStreamBeginLang is the multilingual variant of stream_begin: identical,
-	// plus a trailing target_lang ("" means the model default). Present only in
-	// newer libparakeet.so; nil falls back to CppStreamBegin.
-	CppStreamBeginLang func(ctx uintptr, targetLang string) uintptr
 )
 
 // streamChunkSamples is how much 16 kHz mono PCM we hand to stream_feed per
@@ -199,19 +187,8 @@ func (p *ParakeetCpp) runBatch(reqs []*batchRequest) {
 	if len(reqs) > 0 {
 		dec = reqs[0].decoder
 	}
-	// All requests in a batch share one language (the batcher coalesces only
-	// same-language requests), so any element's language describes the batch.
-	lang := ""
-	if len(reqs) > 0 {
-		lang = reqs[0].language
-	}
 	p.engineMu.Lock()
-	var cstr uintptr
-	if CppTranscribePcmBatchJSONLang != nil {
-		cstr = CppTranscribePcmBatchJSONLang(p.ctxPtr, concat, nSamples, int32(len(reqs)), 16000, dec, lang)
-	} else {
-		cstr = CppTranscribePcmBatchJSON(p.ctxPtr, concat, nSamples, int32(len(reqs)), 16000, dec)
-	}
+	cstr := CppTranscribePcmBatchJSON(p.ctxPtr, concat, nSamples, int32(len(reqs)), 16000, dec)
 	p.engineMu.Unlock()
 	if cstr == 0 {
 		err := fmt.Errorf("parakeet-cpp: batch transcribe failed: %s", CppLastError(p.ctxPtr))
@@ -249,9 +226,8 @@ func (p *ParakeetCpp) runBatch(reqs []*batchRequest) {
 // OpenAI API, whose default is segment-level); token ids always populate
 // Segment.Tokens.
 //
-// translate/diarize/prompt/temperature/threads are not applicable to parakeet
-// and are ignored; language is honored on the batched + streaming paths (see
-// opts.GetLanguage() below); streaming is handled by AudioTranscriptionStream
+// translate/diarize/prompt/temperature/language/threads are not applicable to
+// parakeet and are ignored; streaming is handled by AudioTranscriptionStream
 // (L2).
 func (p *ParakeetCpp) AudioTranscription(ctx context.Context, opts *pb.TranscriptRequest) (pb.TranscriptResult, error) {
 	if p.ctxPtr == 0 {
@@ -295,7 +271,7 @@ func (p *ParakeetCpp) AudioTranscription(ctx context.Context, opts *pb.Transcrip
 	}
 	rep := make(chan batchReply, 1)
 	select {
-	case p.bat.submit <- &batchRequest{pcm: pcm, decoder: 0, language: opts.GetLanguage(), reply: rep}:
+	case p.bat.submit <- &batchRequest{pcm: pcm, decoder: 0, reply: rep}:
 	case <-ctx.Done():
 		return pb.TranscriptResult{}, status.Error(codes.Canceled, "transcription cancelled")
 	}
@@ -385,12 +361,7 @@ func (p *ParakeetCpp) AudioTranscriptionStream(ctx context.Context, opts *pb.Tra
 		return status.Error(codes.Canceled, "transcription cancelled")
 	}
 
-	var stream uintptr
-	if CppStreamBeginLang != nil {
-		stream = CppStreamBeginLang(p.ctxPtr, opts.GetLanguage())
-	} else {
-		stream = CppStreamBegin(p.ctxPtr)
-	}
+	stream := CppStreamBegin(p.ctxPtr)
 	if stream == 0 {
 		// Not a cache-aware streaming model: run a normal offline
 		// transcription and emit it as one delta + a closing final result.

backend/go/parakeet-cpp/main.go

@@ -65,17 +65,6 @@ func main() {
 		purego.RegisterLibFunc(&CppTranscribePcmBatchJSON, lib, "parakeet_capi_transcribe_pcm_batch_json")
 	}
 
-	// Per-request language variants (multilingual nemotron). Same probe pattern:
-	// present only in libparakeet.so built with multilingual support, so the
-	// backend still loads against an older library and falls back to the
-	// non-lang batched + streaming entry points (model default / "auto").
-	if sym, err := purego.Dlsym(lib, "parakeet_capi_transcribe_pcm_batch_json_lang"); err == nil && sym != 0 {
-		purego.RegisterLibFunc(&CppTranscribePcmBatchJSONLang, lib, "parakeet_capi_transcribe_pcm_batch_json_lang")
-	}
-	if sym, err := purego.Dlsym(lib, "parakeet_capi_stream_begin_lang"); err == nil && sym != 0 {
-		purego.RegisterLibFunc(&CppStreamBeginLang, lib, "parakeet_capi_stream_begin_lang")
-	}
-
 	fmt.Fprintf(os.Stderr, "[parakeet-cpp] ABI=%d\n", CppAbiVersion())
 
 	flag.Parse()

backend/python/transformers/requirements-cpu.txt

@@ -1,4 +1,4 @@
-torch==2.7.1
+torch==2.7.1+xpu
 llvmlite==0.43.0
 numba==0.60.0
 accelerate

backend/python/transformers/requirements-cublas12.txt

@@ -1,4 +1,4 @@
-torch==2.7.1
+torch==2.7.1+xpu
 accelerate
 llvmlite==0.43.0
 numba==0.60.0

backend/python/transformers/requirements-cublas13.txt

@@ -1,5 +1,5 @@
 --extra-index-url https://download.pytorch.org/whl/cu130
-torch==2.9.0
+torch==2.7.1+xpu
 llvmlite==0.43.0
 numba==0.60.0
 transformers>=5.9.0

backend/python/transformers/requirements-hipblas.txt

@@ -1,5 +1,5 @@
 --extra-index-url https://download.pytorch.org/whl/rocm7.0
-torch==2.10.0+rocm7.0
+torch==2.7.1+xpu
 accelerate
 transformers>=5.9.0
 llvmlite==0.43.0

backend/python/transformers/requirements-mps.txt

@@ -1,4 +1,4 @@
-torch==2.7.1
+torch==2.7.1+xpu
 llvmlite==0.43.0
 numba==0.60.0
 accelerate

gallery/index.yaml

@@ -1,57 +1,4 @@
 ---
-- name: "gemma-4-12b-it-qat-q4_0"
-  url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
-  urls:
-    - https://huggingface.co/google/gemma-4-12B-it-qat-q4_0-gguf
-  description: |
-    Hugging Face |
-    GitHub |
-    Launch Blog |
-    Documentation
-
-    License: Apache 2.0 | Authors: Google DeepMind
-
-    > [!Note]
-    > This model card is for the new versions of the Gemma 4 family optimized with Quantization-Aware Training (QAT), which allows preserving similar quality to bfloat16 while dramatically reducing the memory requirements to load the model.
-    > Four versions of the QAT checkpoints are available:
-    > * **Unquantized QAT checkpoints** (Q4_0): Half-precision weights extracted from the QAT pipeline, ideal for custom downstream compilation and research. Available for Gemma 4 E2B, E4B, 12B, 26B A4B, and 31B, and their drafter models.
-    > * **GGUF** (Q4_0): Ready-to-deploy formats for broad ecosystem compatibility. Available for Gemma 4 E2B, E4B, 12B, 26B A4B, and 31B.
-    > * **Mobile-optimized** (wNa8o8): A custom schema engineered explicitly for mobile hardware efficiency. It features targeted 2-bit decoding layers, optimized KV caches, and static activations to maximize VRAM savings. Available for Gemma 4 E2B and E4B.
-    > * **Compressed Tensors** (w4a16): QAT checkpoints serialized in the compressed-tensors format for native, optimized inference with vLLM. Available for Gemma 4 E2B, E4B, 12B
-
-    ...
-  license: "apache-2.0"
-  tags:
-    - llm
-    - gguf
-  icon: https://ai.google.dev/gemma/images/gemma4_banner.png
-  overrides:
-    backend: llama-cpp
-    function:
-      automatic_tool_parsing_fallback: true
-      grammar:
-        disable: true
-    known_usecases:
-      - chat
-    mmproj: llama-cpp/mmproj/gemma-4-12B-it-qat-q4_0-gguf/mmproj-gemma-4-12b-it-qat-q4_0.gguf
-    options:
-      - use_jinja:true
-    parameters:
-      min_p: 0
-      model: llama-cpp/models/gemma-4-12B-it-qat-q4_0-gguf/gemma-4-12b-it-qat-q4_0.gguf
-      repeat_penalty: 1
-      temperature: 1
-      top_k: 64
-      top_p: 0.95
-    template:
-      use_tokenizer_template: true
-  files:
-    - filename: llama-cpp/models/gemma-4-12B-it-qat-q4_0-gguf/gemma-4-12b-it-qat-q4_0.gguf
-      sha256: faff1a63667fac17ac5e777f47114688fcefea96e220e211aaa8d62c2c4561f1
-      uri: https://huggingface.co/google/gemma-4-12B-it-qat-q4_0-gguf/resolve/main/gemma-4-12b-it-qat-q4_0.gguf
-    - filename: llama-cpp/mmproj/gemma-4-12B-it-qat-q4_0-gguf/mmproj-gemma-4-12b-it-qat-q4_0.gguf
-      sha256: e70b0e5cd80323d5d588b4ed06780356b7b1ba03995a4b8164c6ae9db0ff5989
-      uri: https://huggingface.co/google/gemma-4-12B-it-qat-q4_0-gguf/resolve/main/mmproj-gemma-4-12b-it-qat-q4_0.gguf
 - name: "step-3.7-flash"
   url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
   urls:
@@ -31940,41 +31887,6 @@
     - filename: parakeet-cpp/tdt_ctc-1.1b-f16.gguf
       uri: huggingface://mudler/parakeet-cpp-gguf/tdt_ctc-1.1b-f16.gguf
       sha256: cd53f64eefac2623a12f2f118ef50b56622dc3012f42c815c6adf0d08292f387
-- name: parakeet-cpp-nemotron-3.5-asr-streaming-0.6b
-  url: github:mudler/LocalAI/gallery/virtual.yaml@master
-  urls:
-    - https://huggingface.co/mudler/parakeet-cpp-gguf
-    - https://huggingface.co/nvidia/nemotron-3.5-asr-streaming-0.6b
-    - https://github.com/mudler/parakeet.cpp
-  description: |
-    Multilingual (40+ locales), prompt-conditioned, cache-aware streaming FastConformer RNN-T, 0.6B.
-    Q8_0 GGUF for the parakeet-cpp backend (C++/ggml port of NVIDIA NeMo). Byte-identical to NeMo at
-    WER 0 offline and streaming, about 2.5x faster than NeMo on CPU with no GPU. Select a language with
-    the request "language" field (for example en, de, es, ja-JP), or leave it empty for automatic
-    detection. License OpenMDW-1.1.
-  license: other
-  tags:
-    - parakeet
-    - parakeet-cpp
-    - nemotron
-    - asr
-    - speech-recognition
-    - stt
-    - multilingual
-    - streaming
-    - gguf
-    - ggml
-  overrides:
-    backend: parakeet-cpp
-    known_usecases:
-      - transcript
-    name: parakeet-cpp-nemotron-3.5-asr-streaming-0.6b
-    parameters:
-      model: parakeet-cpp/nemotron-3.5-asr-streaming-0.6b-q8_0.gguf
-  files:
-    - filename: parakeet-cpp/nemotron-3.5-asr-streaming-0.6b-q8_0.gguf
-      uri: huggingface://mudler/parakeet-cpp-gguf/nemotron-3.5-asr-streaming-0.6b-q8_0.gguf
-      sha256: ba2f13eccd4a5245be728f77e6149bd6a4fdcdd133ff2e08ac6005bcef7a99f1
 - name: parakeet-crispasr
   url: github:mudler/LocalAI/gallery/virtual.yaml@master
   urls:

go.mod

@@ -219,8 +219,8 @@ require (
 	github.com/kevinburke/ssh_config v1.2.0 // indirect
 	github.com/labstack/gommon v0.4.2 // indirect
 	github.com/mschoch/smat v0.2.0 // indirect
-	github.com/mudler/LocalAGI v0.0.0-20260606071251-14aed1ae4336
-	github.com/mudler/localrecall v0.6.3-0.20260606070048-9a3b3321a9cd // indirect
+	github.com/mudler/LocalAGI v0.0.0-20260508125235-37810d918a87
+	github.com/mudler/localrecall v0.6.1-0.20260507074622-a7724fef6f81 // indirect
 	github.com/mudler/skillserver v0.0.7-0.20260520220837-a7317cbf9145
 	github.com/olekukonko/tablewriter v0.0.5 // indirect
 	github.com/oxffaa/gopher-parse-sitemap v0.0.0-20191021113419-005d2eb1def4 // indirect

go.sum

@@ -966,8 +966,8 @@ github.com/mr-tron/base58 v1.3.0 h1:K6Y13R2h+dku0wOqKtecgRnBUBPrZzLZy5aIj8lCcJI=
 github.com/mr-tron/base58 v1.3.0/go.mod h1:2BuubE67DCSWwVfx37JWNG8emOC0sHEU4/HpcYgCLX8=
 github.com/mschoch/smat v0.2.0 h1:8imxQsjDm8yFEAVBe7azKmKSgzSkZXDuKkSq9374khM=
 github.com/mschoch/smat v0.2.0/go.mod h1:kc9mz7DoBKqDyiRL7VZN8KvXQMWeTaVnttLRXOlotKw=
-github.com/mudler/LocalAGI v0.0.0-20260606071251-14aed1ae4336 h1:iKBkSnpisOvMVxFoYsAObvAuOqXBakRPMD0PWxWG5EE=
-github.com/mudler/LocalAGI v0.0.0-20260606071251-14aed1ae4336/go.mod h1:U+g6u8mF2wQxhkdBl3dr8G4db1cv3n7KTKmraoJ7D0c=
+github.com/mudler/LocalAGI v0.0.0-20260508125235-37810d918a87 h1:az+2umaD/sT1rRvI3WZHWXjzdJVJHxcyxp0SNYbqlFk=
+github.com/mudler/LocalAGI v0.0.0-20260508125235-37810d918a87/go.mod h1:x77p9W1zKZr+W+UcEwg8/qdp00p4XXOI69wE7WlXZc0=
 github.com/mudler/cogito v0.9.5-0.20260315222927-63abdec7189b h1:A74T2Lauvg61KodYqsjTYDY05kPLcW+efVZjd23dghU=
 github.com/mudler/cogito v0.9.5-0.20260315222927-63abdec7189b/go.mod h1:6sfja3lcu2nWRzEc0wwqGNu/eCG3EWgij+8s7xyUeQ4=
 github.com/mudler/edgevpn v0.34.0 h1:qDrD/rCPFY/FdURbXudIZWihVKY4VOX3nMn3CcbeQEU=
@@ -976,8 +976,8 @@ github.com/mudler/go-piper v0.0.0-20241023091659-2494246fd9fc h1:RxwneJl1VgvikiX
 github.com/mudler/go-piper v0.0.0-20241023091659-2494246fd9fc/go.mod h1:O7SwdSWMilAWhBZMK9N9Y/oBDyMMzshE3ju8Xkexwig=
 github.com/mudler/go-processmanager v0.1.1 h1:c/1NRZOZpW8HuFv9RhBG57nQu1oDMRomEHedwBFMlrw=
 github.com/mudler/go-processmanager v0.1.1/go.mod h1:h6kmHUZeafr+k5hRYpGLMzJFH4hItHffgpRo2QIkP+o=
-github.com/mudler/localrecall v0.6.3-0.20260606070048-9a3b3321a9cd h1:trn9D5UHAE6zdRyD2uX04W1tLSslAwozVwcyNTd72Ak=
-github.com/mudler/localrecall v0.6.3-0.20260606070048-9a3b3321a9cd/go.mod h1:28k5n19raUrkuwXkacdNsBlj8yuSnGhpT16tu+2+4dU=
+github.com/mudler/localrecall v0.6.1-0.20260507074622-a7724fef6f81 h1:8D9NJ/ikhsJCxUwbdzIzadw6RqDrW+L0FPqpQQSeux8=
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