more robust approach

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

.github/workflows/secscan.yaml

@@ -18,7 +18,7 @@ jobs:
         if: ${{ github.actor != 'dependabot[bot]' }}
       - name: Run Gosec Security Scanner
         if: ${{ github.actor != 'dependabot[bot]' }}
-        uses: securego/gosec@v2.21.4
+        uses: securego/gosec@v2.22.0
         with:
           # we let the report trigger content trigger a failure using the GitHub Security features.
           args: '-no-fail -fmt sarif -out results.sarif ./...'

Makefile

@@ -8,7 +8,7 @@ DETECT_LIBS?=true
 # llama.cpp versions
 GOLLAMA_REPO?=https://github.com/go-skynet/go-llama.cpp
 GOLLAMA_VERSION?=2b57a8ae43e4699d3dc5d1496a1ccd42922993be
-CPPLLAMA_VERSION?=ba8a1f9c5b675459c55a83e3f97f10df3a66c788
+CPPLLAMA_VERSION?=504af20ee4eae72080a56d59d744f6774f7901ce
 
 # whisper.cpp version
 WHISPER_REPO?=https://github.com/ggerganov/whisper.cpp
@@ -302,14 +302,8 @@ sources/stablediffusion-ggml.cpp:
 	git checkout $(STABLEDIFFUSION_GGML_VERSION) && \
 	git submodule update --init --recursive --depth 1 --single-branch
 
-sources/stablediffusion-ggml.cpp/build/libstable-diffusion.a: sources/stablediffusion-ggml.cpp
-	cd sources/stablediffusion-ggml.cpp && \
-	mkdir -p build && \
-	cd build && \
-	cmake $(CMAKE_ARGS) .. && \
-	cmake --build . --config Release
-
-backend/go/image/stablediffusion-ggml/libsd.a: sources/stablediffusion-ggml.cpp/build/libstable-diffusion.a
+backend/go/image/stablediffusion-ggml/libsd.a: sources/stablediffusion-ggml.cpp
+	$(MAKE) -C backend/go/image/stablediffusion-ggml build/libstable-diffusion.a
 	$(MAKE) -C backend/go/image/stablediffusion-ggml libsd.a
 
 backend-assets/grpc/stablediffusion-ggml: backend/go/image/stablediffusion-ggml/libsd.a backend-assets/grpc

backend/backend.proto

@@ -159,6 +159,7 @@ message Reply {
   bytes message = 1;
   int32 tokens = 2;
   int32 prompt_tokens = 3;
+  bytes audio = 5;
 }
 
 message ModelOptions {

backend/cpp/llama/grpc-server.cpp

@@ -428,6 +428,7 @@ struct llama_server_context
 {
     llama_model *model = nullptr;
     llama_context *ctx = nullptr;
+    const llama_vocab * vocab = nullptr;
 
     clip_ctx *clp_ctx = nullptr;
 
@@ -439,6 +440,7 @@ struct llama_server_context
     bool clean_kv_cache     = true;
     bool all_slots_are_idle = false;
     bool add_bos_token      = true;
+    bool has_eos_token      = true;
 
     int32_t n_ctx;  // total context for all clients / slots
 
@@ -502,7 +504,7 @@ struct llama_server_context
 
         if (multimodal) {
             const int n_embd_clip = clip_n_mmproj_embd(clp_ctx);
-            const int n_embd_llm  = llama_n_embd(model);
+            const int n_embd_llm  = llama_model_n_embd(model);
             if (n_embd_clip != n_embd_llm) {
                 LOG("%s: embedding dim of the multimodal projector (%d) is not equal to that of LLaMA (%d). Make sure that you use the correct mmproj file.\n", __func__, n_embd_clip, n_embd_llm);
                 llama_free(ctx);
@@ -511,23 +513,15 @@ struct llama_server_context
             }
         }
 
+        vocab = llama_model_get_vocab(model);
         n_ctx = llama_n_ctx(ctx);
 
-        add_bos_token = llama_add_bos_token(model);
+        add_bos_token = llama_vocab_get_add_bos(vocab);
+        has_eos_token = llama_vocab_eos(vocab) != LLAMA_TOKEN_NULL;
 
         return true;
     }
 
-    void validate_model_chat_template(server_params & sparams) {
-        llama_chat_message chat[] = {{"user", "test"}};
-        std::vector<char> buf(1);
-        int res = llama_chat_apply_template(model, nullptr, chat, 1, true, buf.data(), buf.size());
-        if (res < 0) {
-            LOG_ERR("The chat template comes with this model is not yet supported, falling back to chatml. This may cause the model to output suboptimal responses", __func__);
-            sparams.chat_template = "<|im_start|>"; // llama_chat_apply_template only checks if <|im_start|> exist in the template
-        }
-    }
-
     llama_client_slot* get_active_slot() {
         for (llama_client_slot& slot : slots) {
             // Check if the slot is currently processing
@@ -725,8 +719,8 @@ struct llama_server_context
             slot->prompt = "";
         }
 
-        if (json_value(data, "ignore_eos", false)) {
-                slot->sparams.logit_bias.push_back({llama_token_eos(model), -INFINITY});
+        if (json_value(data, "ignore_eos", false) && has_eos_token) {
+                slot->sparams.logit_bias.push_back({llama_vocab_eos(vocab), -INFINITY});
         }
         /*
         slot->sparams.penalty_prompt_tokens.clear();
@@ -765,13 +759,13 @@ struct llama_server_context
             }
         }
       */
-
         slot->sparams.logit_bias.clear();
 
         const auto &logit_bias = data.find("logit_bias");
         if (logit_bias != data.end() && logit_bias->is_array())
         {
-            const int n_vocab = llama_n_vocab(model);
+            const llama_vocab * vocab = llama_model_get_vocab(model);
+            const int n_vocab = llama_vocab_n_tokens(vocab);
             for (const auto &el : *logit_bias)
             {
                 if (el.is_array() && el.size() == 2)
@@ -800,7 +794,7 @@ struct llama_server_context
                     }
                     else if (el[0].is_string())
                     {
-                        auto toks = common_tokenize(model, el[0].get<std::string>(), false);
+                        auto toks = common_tokenize(vocab, el[0].get<std::string>(), false);
                         for (auto tok : toks)
                         {
                             slot->sparams.logit_bias.push_back({tok, bias});
@@ -1130,7 +1124,7 @@ struct llama_server_context
             slot.has_next_token = false;
         }
 
-        if (result.tok == llama_token_eos(model))
+        if (result.tok == llama_vocab_eos(vocab) || llama_vocab_is_eog(vocab, result.tok))
         {
             slot.stopped_eos = true;
             slot.has_next_token = false;
@@ -1325,7 +1319,7 @@ struct llama_server_context
         res.error = false;
         res.stop = true;
 
-        const int n_embd = llama_n_embd(model);
+        const int n_embd = llama_model_n_embd(model);
         if (!params.embedding)
         {
             LOG_WARNING("embedding disabled", {
@@ -1424,7 +1418,7 @@ struct llama_server_context
                     n_eval = n_batch;
                 }
 
-                const int n_embd = llama_n_embd(model);
+                const int n_embd = llama_model_n_embd(model);
                 float * embd = img.image_embedding + i * n_embd;
                 llava_embd_batch llava_batch = llava_embd_batch(embd, n_eval, slot.n_past, 0);
                 if (llama_decode(ctx, llava_batch.batch))
@@ -1705,11 +1699,11 @@ struct llama_server_context
                             suffix_tokens.erase(suffix_tokens.begin());
                         }
 
-                        prefix_tokens.insert(prefix_tokens.begin(), llama_token_prefix(model));
-                        prefix_tokens.insert(prefix_tokens.begin(), llama_token_bos(model)); // always add BOS
-                        prefix_tokens.insert(prefix_tokens.end(),   llama_token_suffix(model));
+                        prefix_tokens.insert(prefix_tokens.begin(), llama_vocab_fim_pre(vocab));
+                        prefix_tokens.insert(prefix_tokens.begin(), llama_vocab_bos(vocab)); // always add BOS
+                        prefix_tokens.insert(prefix_tokens.end(),   llama_vocab_fim_suf(vocab));
                         prefix_tokens.insert(prefix_tokens.end(),   suffix_tokens.begin(), suffix_tokens.end());
-                        prefix_tokens.push_back(llama_token_middle(model));
+                        prefix_tokens.push_back(llama_vocab_fim_mid(vocab));
                         prompt_tokens = prefix_tokens;
                     }
                     else

backend/go/image/stablediffusion-ggml/Makefile

@@ -2,20 +2,95 @@ INCLUDE_PATH := $(abspath ./)
 LIBRARY_PATH := $(abspath ./)
 
 AR?=ar
-
+CMAKE_ARGS?=
 BUILD_TYPE?=
+ONEAPI_VARS?=/opt/intel/oneapi/setvars.sh
 # keep standard at C11 and C++11
 CXXFLAGS = -I. -I$(INCLUDE_PATH)/../../../../sources/stablediffusion-ggml.cpp/thirdparty -I$(INCLUDE_PATH)/../../../../sources/stablediffusion-ggml.cpp/ggml/include -I$(INCLUDE_PATH)/../../../../sources/stablediffusion-ggml.cpp -O3 -DNDEBUG -std=c++17 -fPIC
 
+# Disable Shared libs as we are linking on static gRPC and we can't mix shared and static
+CMAKE_ARGS+=-DBUILD_SHARED_LIBS=OFF
+
+# If build type is cublas, then we set -DGGML_CUDA=ON to CMAKE_ARGS automatically
+ifeq ($(BUILD_TYPE),cublas)
+	CMAKE_ARGS+=-DGGML_CUDA=ON
+# If build type is openblas then we set -DGGML_BLAS=ON -DGGML_BLAS_VENDOR=OpenBLAS
+# to CMAKE_ARGS automatically
+else ifeq ($(BUILD_TYPE),openblas)
+	CMAKE_ARGS+=-DGGML_BLAS=ON -DGGML_BLAS_VENDOR=OpenBLAS
+# If build type is clblas (openCL) we set -DGGML_CLBLAST=ON -DCLBlast_DIR=/some/path
+else ifeq ($(BUILD_TYPE),clblas)
+	CMAKE_ARGS+=-DGGML_CLBLAST=ON -DCLBlast_DIR=/some/path
+# If it's hipblas we do have also to set CC=/opt/rocm/llvm/bin/clang CXX=/opt/rocm/llvm/bin/clang++ 
+else ifeq ($(BUILD_TYPE),hipblas)
+	CMAKE_ARGS+=-DGGML_HIP=ON
+# If it's OSX, DO NOT embed the metal library - -DGGML_METAL_EMBED_LIBRARY=ON requires further investigation
+# But if it's OSX without metal, disable it here
+else ifeq ($(OS),Darwin)
+	ifneq ($(BUILD_TYPE),metal)
+		CMAKE_ARGS+=-DGGML_METAL=OFF
+	else
+		CMAKE_ARGS+=-DGGML_METAL=ON
+		CMAKE_ARGS+=-DGGML_METAL_EMBED_LIBRARY=ON
+		TARGET+=--target ggml-metal
+	endif
+endif
+
+# ifeq ($(BUILD_TYPE),sycl_f16)
+# 	CMAKE_ARGS+=-DGGML_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DGGML_SYCL_F16=ON -DSD_SYCL=ON -DGGML_SYCL_F16=ON
+# endif
+
+# ifeq ($(BUILD_TYPE),sycl_f32)
+# 	CMAKE_ARGS+=-DGGML_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DSD_SYCL=ON
+# endif
+
 # warnings
 CXXFLAGS += -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function
 
+# Find all .a archives in ARCHIVE_DIR
+# (ggml can have different backends cpu, cuda, etc., each backend generates a .a archive)
+GGML_ARCHIVE_DIR := build/ggml/src/
+ALL_ARCHIVES := $(shell find $(GGML_ARCHIVE_DIR) -type f -name '*.a')
+
+# Name of the single merged library
+COMBINED_LIB := libggmlall.a
+
+# Rule to merge all the .a files into one
+$(COMBINED_LIB): $(ALL_ARCHIVES)
+	@echo "Merging all .a into $(COMBINED_LIB)"
+	rm -f $@
+	mkdir -p merge-tmp
+	for a in $(ALL_ARCHIVES); do \
+		( cd merge-tmp && ar x ../$$a ); \
+	done
+	( cd merge-tmp && ar rcs ../$@ *.o )
+	# Ensure we have a proper index
+	ranlib $@
+	# Clean up
+	rm -rf merge-tmp
+
+build/libstable-diffusion.a:
+	@echo "Building SD with $(BUILD_TYPE) build type and $(CMAKE_ARGS)"
+ifneq (,$(findstring sycl,$(BUILD_TYPE)))
+	+bash -c "source $(ONEAPI_VARS); \
+	mkdir -p build && \
+	cd build && \
+	cmake $(CMAKE_ARGS) ../../../../../sources/stablediffusion-ggml.cpp && \
+	cmake --build . --config Release"
+else
+	mkdir -p build && \
+	cd build && \
+	cmake $(CMAKE_ARGS) ../../../../../sources/stablediffusion-ggml.cpp && \
+	cmake --build . --config Release
+endif
+	$(MAKE) $(COMBINED_LIB)
+
 gosd.o:
 	$(CXX) $(CXXFLAGS) gosd.cpp -o gosd.o -c
 
 libsd.a: gosd.o
-	cp $(INCLUDE_PATH)/../../../../sources/stablediffusion-ggml.cpp/build/libstable-diffusion.a ./libsd.a
+	cp $(INCLUDE_PATH)/build/libstable-diffusion.a ./libsd.a
 	$(AR) rcs libsd.a gosd.o
 
 clean:
-	rm -f gosd.o libsd.a
+	rm -rf gosd.o libsd.a build $(COMBINED_LIB)

backend/go/image/stablediffusion-ggml/gosd.go

@@ -1,7 +1,7 @@
 package main
 
 // #cgo CXXFLAGS: -I${SRCDIR}/../../../../sources/stablediffusion-ggml.cpp/thirdparty -I${SRCDIR}/../../../../sources/stablediffusion-ggml.cpp -I${SRCDIR}/../../../../sources/stablediffusion-ggml.cpp/ggml/include
-// #cgo LDFLAGS: -L${SRCDIR}/ -L${SRCDIR}/../../../../sources/stablediffusion-ggml.cpp/build/ggml/src/ggml-cpu -L${SRCDIR}/../../../../sources/stablediffusion-ggml.cpp/build/ggml/src -lsd -lstdc++ -lm -lggml -lggml-base -lggml-cpu -lgomp
+// #cgo LDFLAGS: -L${SRCDIR}/ -lsd -lstdc++ -lm -lggmlall -lgomp
 // #include <gosd.h>
 // #include <stdlib.h>
 import "C"

backend/go/vad/silero/vad.go

@@ -21,8 +21,8 @@ func (vad *VAD) Load(opts *pb.ModelOptions) error {
 		SampleRate: 16000,
 		//WindowSize:           1024,
 		Threshold:            0.5,
-		MinSilenceDurationMs: 0,
-		SpeechPadMs:          0,
+		MinSilenceDurationMs: 100,
+		SpeechPadMs:          30,
 	})
 	if err != nil {
 		return fmt.Errorf("create silero detector: %w", err)

backend/python/diffusers/backend.py

@@ -17,7 +17,7 @@ import backend_pb2_grpc
 
 import grpc
 
-from diffusers import StableDiffusion3Pipeline, StableDiffusionXLPipeline, StableDiffusionDepth2ImgPipeline, DPMSolverMultistepScheduler, StableDiffusionPipeline, DiffusionPipeline, \
+from diffusers import SanaPipeline, StableDiffusion3Pipeline, StableDiffusionXLPipeline, StableDiffusionDepth2ImgPipeline, DPMSolverMultistepScheduler, StableDiffusionPipeline, DiffusionPipeline, \
     EulerAncestralDiscreteScheduler, FluxPipeline, FluxTransformer2DModel
 from diffusers import StableDiffusionImg2ImgPipeline, AutoPipelineForText2Image, ControlNetModel, StableVideoDiffusionPipeline
 from diffusers.pipelines.stable_diffusion import safety_checker
@@ -275,6 +275,13 @@ class BackendServicer(backend_pb2_grpc.BackendServicer):
 
                     if request.LowVRAM:
                         self.pipe.enable_model_cpu_offload()
+            elif request.PipelineType == "SanaPipeline":
+                self.pipe = SanaPipeline.from_pretrained(
+                    request.Model,
+                    variant="bf16",
+                    torch_dtype=torch.bfloat16)
+                self.pipe.vae.to(torch.bfloat16)
+                self.pipe.text_encoder.to(torch.bfloat16)
 
             if CLIPSKIP and request.CLIPSkip != 0:
                 self.clip_skip = request.CLIPSkip

core/backend/llm.go

@@ -22,8 +22,9 @@ import (
 )
 
 type LLMResponse struct {
-	Response string // should this be []byte?
-	Usage    TokenUsage
+	Response    string // should this be []byte?
+	Usage       TokenUsage
+	AudioOutput string
 }
 
 type TokenUsage struct {

core/config/backend_config.go

@@ -38,6 +38,7 @@ type BackendConfig struct {
 	TemplateConfig      TemplateConfig         `yaml:"template"`
 	KnownUsecaseStrings []string               `yaml:"known_usecases"`
 	KnownUsecases       *BackendConfigUsecases `yaml:"-"`
+	Pipeline            Pipeline               `yaml:"pipeline"`
 
 	PromptStrings, InputStrings                []string               `yaml:"-"`
 	InputToken                                 [][]int                `yaml:"-"`
@@ -76,6 +77,18 @@ type BackendConfig struct {
 	Options []string `yaml:"options"`
 }
 
+// Pipeline defines other models to use for audio-to-audio
+type Pipeline struct {
+	TTS           string `yaml:"tts"`
+	LLM           string `yaml:"llm"`
+	Transcription string `yaml:"transcription"`
+	VAD           string `yaml:"vad"`
+}
+
+func (p Pipeline) IsNotConfigured() bool {
+	return p.LLM == "" || p.TTS == "" || p.Transcription == ""
+}
+
 type File struct {
 	Filename string         `yaml:"filename" json:"filename"`
 	SHA256   string         `yaml:"sha256" json:"sha256"`

core/http/app.go

@@ -7,6 +7,7 @@ import (
 	"net/http"
 
 	"github.com/dave-gray101/v2keyauth"
+	"github.com/gofiber/websocket/v2"
 	"github.com/mudler/LocalAI/pkg/utils"
 
 	"github.com/mudler/LocalAI/core/http/endpoints/localai"
@@ -89,6 +90,15 @@ func API(application *application.Application) (*fiber.App, error) {
 
 	router.Use(middleware.StripPathPrefix())
 
+	router.Use("/v1/realtime", func(c *fiber.Ctx) error {
+		if websocket.IsWebSocketUpgrade(c) {
+			// Returns true if the client requested upgrade to the WebSocket protocol
+			return c.Next()
+		}
+
+		return nil
+	})
+
 	router.Hooks().OnListen(func(listenData fiber.ListenData) error {
 		scheme := "http"
 		if listenData.TLS {

core/http/ctx/fiber.go

@@ -19,9 +19,11 @@ func ModelFromContext(ctx *fiber.Ctx, cl *config.BackendConfigLoader, loader *mo
 	if ctx.Params("model") != "" {
 		modelInput = ctx.Params("model")
 	}
+
 	if ctx.Query("model") != "" {
 		modelInput = ctx.Query("model")
 	}
+
 	// Set model from bearer token, if available
 	bearer := strings.TrimLeft(ctx.Get("authorization"), "Bear ") // Reduced duplicate characters of Bearer
 	bearerExists := bearer != "" && loader.ExistsInModelPath(bearer)

core/http/endpoints/openai/realtime_model.go

@@ -0,0 +1,186 @@
+package openai
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/mudler/LocalAI/core/backend"
+	"github.com/mudler/LocalAI/core/config"
+	grpcClient "github.com/mudler/LocalAI/pkg/grpc"
+	"github.com/mudler/LocalAI/pkg/grpc/proto"
+	model "github.com/mudler/LocalAI/pkg/model"
+	"github.com/rs/zerolog/log"
+	"google.golang.org/grpc"
+)
+
+var (
+	_ Model = new(wrappedModel)
+	_ Model = new(anyToAnyModel)
+)
+
+// wrappedModel represent a model which does not support Any-to-Any operations
+// This means that we will fake an Any-to-Any model by overriding some of the gRPC client methods
+// which are for Any-To-Any models, but instead we will call a pipeline (for e.g STT->LLM->TTS)
+type wrappedModel struct {
+	TTSConfig           *config.BackendConfig
+	TranscriptionConfig *config.BackendConfig
+	LLMConfig           *config.BackendConfig
+	TTSClient           grpcClient.Backend
+	TranscriptionClient grpcClient.Backend
+	LLMClient           grpcClient.Backend
+
+	VADConfig *config.BackendConfig
+	VADClient grpcClient.Backend
+}
+
+// anyToAnyModel represent a model which supports Any-to-Any operations
+// We have to wrap this out as well because we want to load two models one for VAD and one for the actual model.
+// In the future there could be models that accept continous audio input only so this design will be useful for that
+type anyToAnyModel struct {
+	LLMConfig *config.BackendConfig
+	LLMClient grpcClient.Backend
+
+	VADConfig *config.BackendConfig
+	VADClient grpcClient.Backend
+}
+
+func (m *wrappedModel) VAD(ctx context.Context, in *proto.VADRequest, opts ...grpc.CallOption) (*proto.VADResponse, error) {
+	return m.VADClient.VAD(ctx, in)
+}
+
+func (m *anyToAnyModel) VAD(ctx context.Context, in *proto.VADRequest, opts ...grpc.CallOption) (*proto.VADResponse, error) {
+	return m.VADClient.VAD(ctx, in)
+}
+
+func (m *wrappedModel) Predict(ctx context.Context, in *proto.PredictOptions, opts ...grpc.CallOption) (*proto.Reply, error) {
+	// TODO: Convert with pipeline (audio to text, text to llm, result to tts, and return it)
+	// sound.BufferAsWAV(audioData, "audio.wav")
+
+	return m.LLMClient.Predict(ctx, in)
+}
+
+func (m *wrappedModel) PredictStream(ctx context.Context, in *proto.PredictOptions, f func(reply *proto.Reply), opts ...grpc.CallOption) error {
+	// TODO: Convert with pipeline (audio to text, text to llm, result to tts, and return it)
+
+	return m.LLMClient.PredictStream(ctx, in, f)
+}
+
+func (m *anyToAnyModel) Predict(ctx context.Context, in *proto.PredictOptions, opts ...grpc.CallOption) (*proto.Reply, error) {
+	return m.LLMClient.Predict(ctx, in)
+}
+
+func (m *anyToAnyModel) PredictStream(ctx context.Context, in *proto.PredictOptions, f func(reply *proto.Reply), opts ...grpc.CallOption) error {
+	return m.LLMClient.PredictStream(ctx, in, f)
+}
+
+// returns and loads either a wrapped model or a model that support audio-to-audio
+func newModel(cfg *config.BackendConfig, cl *config.BackendConfigLoader, ml *model.ModelLoader, appConfig *config.ApplicationConfig, modelName string) (Model, error) {
+
+	// Prepare VAD model
+	cfgVAD, err := cl.LoadBackendConfigFileByName(cfg.Pipeline.VAD, ml.ModelPath)
+	if err != nil {
+
+		return nil, fmt.Errorf("failed to load backend config: %w", err)
+	}
+
+	if !cfgVAD.Validate() {
+		return nil, fmt.Errorf("failed to validate config: %w", err)
+	}
+
+	opts := backend.ModelOptions(*cfgVAD, appConfig)
+	VADClient, err := ml.Load(opts...)
+	if err != nil {
+		return nil, fmt.Errorf("failed to load tts model: %w", err)
+	}
+
+	// If we don't have Wrapped model definitions, just return a standard model
+	if cfg.Pipeline.IsNotConfigured() {
+
+		// Otherwise we want to return a wrapped model, which is a "virtual" model that re-uses other models to perform operations
+		cfgAnyToAny, err := cl.LoadBackendConfigFileByName(cfg.Model, ml.ModelPath)
+		if err != nil {
+
+			return nil, fmt.Errorf("failed to load backend config: %w", err)
+		}
+
+		if !cfgAnyToAny.Validate() {
+			return nil, fmt.Errorf("failed to validate config: %w", err)
+		}
+
+		opts := backend.ModelOptions(*cfgAnyToAny, appConfig)
+		anyToAnyClient, err := ml.Load(opts...)
+		if err != nil {
+			return nil, fmt.Errorf("failed to load tts model: %w", err)
+		}
+
+		return &anyToAnyModel{
+			LLMConfig: cfgAnyToAny,
+			LLMClient: anyToAnyClient,
+			VADConfig: cfgVAD,
+			VADClient: VADClient,
+		}, nil
+	}
+
+	log.Debug().Msg("Loading a wrapped model")
+
+	// Otherwise we want to return a wrapped model, which is a "virtual" model that re-uses other models to perform operations
+	cfgLLM, err := cl.LoadBackendConfigFileByName(cfg.Pipeline.LLM, ml.ModelPath)
+	if err != nil {
+
+		return nil, fmt.Errorf("failed to load backend config: %w", err)
+	}
+
+	if !cfgLLM.Validate() {
+		return nil, fmt.Errorf("failed to validate config: %w", err)
+	}
+
+	cfgTTS, err := cl.LoadBackendConfigFileByName(cfg.Pipeline.TTS, ml.ModelPath)
+	if err != nil {
+
+		return nil, fmt.Errorf("failed to load backend config: %w", err)
+	}
+
+	if !cfgTTS.Validate() {
+		return nil, fmt.Errorf("failed to validate config: %w", err)
+	}
+
+	cfgSST, err := cl.LoadBackendConfigFileByName(cfg.Pipeline.Transcription, ml.ModelPath)
+	if err != nil {
+
+		return nil, fmt.Errorf("failed to load backend config: %w", err)
+	}
+
+	if !cfgSST.Validate() {
+		return nil, fmt.Errorf("failed to validate config: %w", err)
+	}
+
+	opts = backend.ModelOptions(*cfgTTS, appConfig)
+	ttsClient, err := ml.Load(opts...)
+	if err != nil {
+		return nil, fmt.Errorf("failed to load tts model: %w", err)
+	}
+
+	opts = backend.ModelOptions(*cfgSST, appConfig)
+	transcriptionClient, err := ml.Load(opts...)
+	if err != nil {
+		return nil, fmt.Errorf("failed to load SST model: %w", err)
+	}
+
+	opts = backend.ModelOptions(*cfgLLM, appConfig)
+	llmClient, err := ml.Load(opts...)
+	if err != nil {
+		return nil, fmt.Errorf("failed to load LLM model: %w", err)
+	}
+
+	return &wrappedModel{
+		TTSConfig:           cfgTTS,
+		TranscriptionConfig: cfgSST,
+		LLMConfig:           cfgLLM,
+		TTSClient:           ttsClient,
+		TranscriptionClient: transcriptionClient,
+		LLMClient:           llmClient,
+
+		VADConfig: cfgVAD,
+		VADClient: VADClient,
+	}, nil
+}

core/http/endpoints/openai/request.go

@@ -48,6 +48,25 @@ func readRequest(c *fiber.Ctx, cl *config.BackendConfigLoader, ml *model.ModelLo
 	return modelFile, input, err
 }
 
+// func readWSRequest(c *websocket.Conn, cl *config.BackendConfigLoader, ml *model.ModelLoader, o *config.ApplicationConfig, firstModel bool) (string, *schema.OpenAIRequest, error) {
+// 	input := new(schema.OpenAIRequest)
+
+// 	input.Model = c.Query("name")
+
+// 	received, _ := json.Marshal(input)
+
+// 	ctx, cancel := context.WithCancel(o.Context)
+
+// 	input.Context = ctx
+// 	input.Cancel = cancel
+
+// 	log.Debug().Msgf("Request received: %s", string(received))
+
+// 	modelFile, err := fiberContext.ModelFromContext(c, cl, ml, input.Model, firstModel)
+
+// 	return modelFile, input, err
+// }
+
 func updateRequestConfig(config *config.BackendConfig, input *schema.OpenAIRequest) {
 	if input.Echo {
 		config.Echo = input.Echo

core/http/routes/openai.go

@@ -11,6 +11,9 @@ func RegisterOpenAIRoutes(app *fiber.App,
 	application *application.Application) {
 	// openAI compatible API endpoint
 
+	// realtime
+	app.Get("/v1/realtime", openai.Realtime(application))
+
 	// chat
 	app.Post("/v1/chat/completions",
 		openai.ChatEndpoint(

docs/data/version.json

@@ -1,3 +1,3 @@
 {
-  "version": "v2.24.2"
+  "version": "v2.25.0"
 }

gallery/index.yaml

@@ -14,15 +14,64 @@
     - https://huggingface.co/microsoft/phi-4
     - https://huggingface.co/bartowski/phi-4-GGUF
   description: |
-      phi-4 is a state-of-the-art open model built upon a blend of synthetic datasets, data from filtered public domain websites, and acquired academic books and Q&A datasets. The goal of this approach was to ensure that small capable models were trained with data focused on high quality and advanced reasoning.
-      phi-4 underwent a rigorous enhancement and alignment process, incorporating both supervised fine-tuning and direct preference optimization to ensure precise instruction adherence and robust safety measures. Phi-4 is a 14B parameters, dense decoder-only Transformer model.
+    phi-4 is a state-of-the-art open model built upon a blend of synthetic datasets, data from filtered public domain websites, and acquired academic books and Q&A datasets. The goal of this approach was to ensure that small capable models were trained with data focused on high quality and advanced reasoning.
+    phi-4 underwent a rigorous enhancement and alignment process, incorporating both supervised fine-tuning and direct preference optimization to ensure precise instruction adherence and robust safety measures. Phi-4 is a 14B parameters, dense decoder-only Transformer model.
   overrides:
     parameters:
       model: phi-4-Q4_K_M.gguf
   files:
     - filename: phi-4-Q4_K_M.gguf
-      sha256: e38bd5fa5f1c03d51ebc34a8d7b284e0da089c8af05e7f409a0079a9c831a10b
       uri: huggingface://bartowski/phi-4-GGUF/phi-4-Q4_K_M.gguf
+      sha256: 009aba717c09d4a35890c7d35eb59d54e1dba884c7c526e7197d9c13ab5911d9
+- !!merge <<: *phi4
+  url: "github:mudler/LocalAI/gallery/phi-4-chat-fcall.yaml@master"
+  name: "LocalAI-functioncall-phi-4-v0.3"
+  icon: https://cdn-uploads.huggingface.co/production/uploads/647374aa7ff32a81ac6d35d4/Dzbdzn27KEc3K6zNNi070.png
+  urls:
+    - https://huggingface.co/mudler/LocalAI-functioncall-phi-4-v0.3
+    - https://huggingface.co/mudler/LocalAI-functioncall-phi-4-v0.3-Q4_K_M-GGUF
+  description: |
+    A model tailored to be conversational and execute function calls with LocalAI. This model is based on phi-4.
+  overrides:
+    parameters:
+      model: localai-functioncall-phi-4-v0.3-q4_k_m.gguf
+  files:
+    - filename: localai-functioncall-phi-4-v0.3-q4_k_m.gguf
+      sha256: 23fee048ded2a6e2e1a7b6bbefa6cbf83068f194caa9552aecbaa00fec8a16d5
+      uri: huggingface://mudler/LocalAI-functioncall-phi-4-v0.3-Q4_K_M-GGUF/localai-functioncall-phi-4-v0.3-q4_k_m.gguf
+- !!merge <<: *phi4
+  url: "github:mudler/LocalAI/gallery/phi-4-chat-fcall.yaml@master"
+  name: "LocalAI-functioncall-phi-4-v0.2"
+  icon: https://cdn-uploads.huggingface.co/production/uploads/647374aa7ff32a81ac6d35d4/Dzbdzn27KEc3K6zNNi070.png
+  description: |
+    A model tailored to be conversational and execute function calls with LocalAI. This model is based on phi-4.
+    This is the second iteration of https://huggingface.co/mudler/LocalAI-functioncall-phi-4-v0.1 with added CoT (o1) capabilities from the marco-o1 dataset.
+  urls:
+    - https://huggingface.co/mudler/LocalAI-functioncall-phi-4-v0.2
+    - https://huggingface.co/mudler/localai-functioncall-phi-4-v0.2-Q4_K_M-GGUF
+  overrides:
+    parameters:
+      model: localai-functioncall-phi-4-v0.2-q4_k_m.gguf
+  files:
+    - filename: localai-functioncall-phi-4-v0.2-q4_k_m.gguf
+      uri: huggingface://mudler/localai-functioncall-phi-4-v0.2-Q4_K_M-GGUF/localai-functioncall-phi-4-v0.2-q4_k_m.gguf
+      sha256: 681b5fb5070f23323a9cc8cbd1306b1c348c2f292041d3ba2335b26b071757b7
+- !!merge <<: *phi4
+  url: "github:mudler/LocalAI/gallery/phi-4-chat-fcall.yaml@master"
+  name: "LocalAI-functioncall-phi-4-v0.1"
+  icon: https://cdn-uploads.huggingface.co/production/uploads/647374aa7ff32a81ac6d35d4/Dzbdzn27KEc3K6zNNi070.png
+  description: |
+    A model tailored to be conversational and execute function calls with LocalAI. This model is based on phi-4.
+  urls:
+    - https://huggingface.co/mudler/LocalAI-functioncall-phi-4-v0.1
+    - https://huggingface.co/mudler/LocalAI-functioncall-phi-4-v0.1-Q4_K_M-GGUF
+  overrides:
+    parameters:
+      model: localai-functioncall-phi-4-v0.1-q4_k_m.gguf
+  files:
+    - filename: localai-functioncall-phi-4-v0.1-q4_k_m.gguf
+      uri: huggingface://mudler/LocalAI-functioncall-phi-4-v0.1-Q4_K_M-GGUF/localai-functioncall-phi-4-v0.1-q4_k_m.gguf
+      sha256: 0ae4e5e4ba89c16c1e810285c5c8b84416fa67f8ed7c175aa0b6fc0a103017aa
 - &falcon3
   name: "falcon3-1b-instruct"
   url: "github:mudler/LocalAI/gallery/falcon3.yaml@master"
@@ -132,6 +181,22 @@
     - filename: Falcon3-7B-Instruct-abliterated-Q4_K_M.gguf
       sha256: 68e10e638668acaa49fb7919224c7d8bcf1798126c7a499c4d9ec3b81313f8c8
       uri: huggingface://bartowski/Falcon3-7B-Instruct-abliterated-GGUF/Falcon3-7B-Instruct-abliterated-Q4_K_M.gguf
+- !!merge <<: *falcon3
+  name: "nightwing3-10b-v0.1"
+  url: "github:mudler/LocalAI/gallery/chatml.yaml@master"
+  icon: https://cdn-uploads.huggingface.co/production/uploads/642265bc01c62c1e4102dc36/C6gY9vxCl3_SFzQLpLG0S.png
+  urls:
+    - https://huggingface.co/Nitral-AI/NightWing3-10B-v0.1
+    - https://huggingface.co/bartowski/NightWing3-10B-v0.1-GGUF
+  description: |
+     Base model: (Falcon3-10B)
+  overrides:
+    parameters:
+      model: NightWing3-10B-v0.1-Q4_K_M.gguf
+  files:
+    - filename: NightWing3-10B-v0.1-Q4_K_M.gguf
+      sha256: 2e87671542d22fe1ef9a68e43f2fdab7c2759479ad531946d9f0bdeffa6f5747
+      uri: huggingface://bartowski/NightWing3-10B-v0.1-GGUF/NightWing3-10B-v0.1-Q4_K_M.gguf
 - &intellect1
   name: "intellect-1-instruct"
   url: "github:mudler/LocalAI/gallery/llama3.1-instruct.yaml@master"
@@ -295,6 +360,47 @@
     - filename: 70B-L3.3-Cirrus-x1-Q4_K_M.gguf
       sha256: 07dd464dddba959df8eb2f937787c2210b4c51c2375bd7c7ab2abbe198142a19
       uri: huggingface://bartowski/70B-L3.3-Cirrus-x1-GGUF/70B-L3.3-Cirrus-x1-Q4_K_M.gguf
+- !!merge <<: *llama33
+  name: "negative_llama_70b"
+  icon: https://huggingface.co/SicariusSicariiStuff/Negative_LLAMA_70B/resolve/main/Images/Negative_LLAMA_70B.png
+  urls:
+    - https://huggingface.co/SicariusSicariiStuff/Negative_LLAMA_70B
+    - https://huggingface.co/bartowski/Negative_LLAMA_70B-GGUF
+  description: |
+    - Strong Roleplay & Creative writing abilities.
+    - Less positivity bias.
+    - Very smart assistant with low refusals.
+    - Exceptionally good at following the character card.
+    - Characters feel more 'alive', and will occasionally initiate stuff on their own (without being prompted to, but fitting to their character).
+    - Strong ability to comprehend and roleplay uncommon physical and mental characteristics.
+  overrides:
+    parameters:
+      model: Negative_LLAMA_70B-Q4_K_M.gguf
+  files:
+    - filename: Negative_LLAMA_70B-Q4_K_M.gguf
+      sha256: 023c6bd38f6a66178529e6bb77b6e76379ae3ee031adc6885531986aa12750d9
+      uri: huggingface://bartowski/Negative_LLAMA_70B-GGUF/Negative_LLAMA_70B-Q4_K_M.gguf
+- !!merge <<: *llama33
+  name: "negative-anubis-70b-v1"
+  icon: https://huggingface.co/knifeayumu/Negative-Anubis-70B-v1/resolve/main/Negative-Anubis.png
+  urls:
+    - https://huggingface.co/knifeayumu/Negative-Anubis-70B-v1
+    - https://huggingface.co/bartowski/Negative-Anubis-70B-v1-GGUF
+  description: |
+    Enjoyed SicariusSicariiStuff/Negative_LLAMA_70B but the prose was too dry for my tastes. So I merged it with TheDrummer/Anubis-70B-v1 for verbosity. Anubis has positivity bias so Negative could balance things out.
+
+    This is a merge of pre-trained language models created using mergekit.
+
+    The following models were included in the merge:
+    SicariusSicariiStuff/Negative_LLAMA_70B
+    TheDrummer/Anubis-70B-v1
+  overrides:
+    parameters:
+      model: Negative-Anubis-70B-v1-Q4_K_M.gguf
+  files:
+    - filename: Negative-Anubis-70B-v1-Q4_K_M.gguf
+      sha256: ac088da9ca70fffaa70c876fbada9fc5a02e7d6049ef68f16b11a9c3256f2510
+      uri: huggingface://bartowski/Negative-Anubis-70B-v1-GGUF/Negative-Anubis-70B-v1-Q4_K_M.gguf
 - &rwkv
   url: "github:mudler/LocalAI/gallery/rwkv.yaml@master"
   name: "rwkv-6-world-7b"
@@ -1175,6 +1281,24 @@
     - filename: MiniThinky-v2-1B-Llama-3.2-Q4_K_M.gguf
       sha256: 086857b6364afd757a123eea0474bede09f25608783e7a6fcf2f88d8cb322ca1
       uri: huggingface://bartowski/MiniThinky-v2-1B-Llama-3.2-GGUF/MiniThinky-v2-1B-Llama-3.2-Q4_K_M.gguf
+- !!merge <<: *llama32
+  icon: https://cdn-uploads.huggingface.co/production/uploads/61c141342aac764ce1654e43/HZ6KOc8IVXXOABrdv0dyK.png
+  name: "finemath-llama-3b"
+  urls:
+    - https://huggingface.co/HuggingFaceTB/FineMath-Llama-3B
+    - https://huggingface.co/bartowski/FineMath-Llama-3B-GGUF
+  description: |
+    This is a continual-pre-training of Llama-3.2-3B on a mix of 📐 FineMath (our new high quality math dataset) and FineWeb-Edu.
+
+    The model demonstrates superior math performance compared to Llama 3.2 3B, while maintaining similar performance on knowledge, reasoning, and common sense benchmarks.
+    It was trained on 160B tokens using a mix of 40% FineWeb-Edu and 60% from FineMath (30% FineMath-4+ subset and 30% InfiWebMath-4+ subset). We use nanotron for the training, and you can find the training scripts in our SmolLM2 GitHub repo.
+  overrides:
+    parameters:
+      model: FineMath-Llama-3B-Q4_K_M.gguf
+  files:
+    - filename: FineMath-Llama-3B-Q4_K_M.gguf
+      sha256: 16c73b5cf2a417a7e1608bcc9469f1461fc3e759ce04a3a337f48df977dc158c
+      uri: huggingface://bartowski/FineMath-Llama-3B-GGUF/FineMath-Llama-3B-Q4_K_M.gguf
 - &qwen25
   ## Qwen2.5
   name: "qwen2.5-14b-instruct"
@@ -2726,14 +2850,7 @@
   urls:
     - https://huggingface.co/Krystalan/DRT-o1-7B
     - https://huggingface.co/QuantFactory/DRT-o1-7B-GGUF
-  description: |
-    In this work, we introduce DRT-o1, an attempt to bring the success of long thought reasoning to neural machine translation (MT). To this end,
-
-    🌟 We mine English sentences with similes or metaphors from existing literature books, which are suitable for translation via long thought.
-    🌟 We propose a designed multi-agent framework with three agents (i.e., a translator, an advisor and an evaluator) to synthesize the MT samples with long thought. There are 22,264 synthesized samples in total.
-    🌟 We train DRT-o1-8B, DRT-o1-7B and DRT-o1-14B using Llama-3.1-8B-Instruct, Qwen2.5-7B-Instruct and Qwen2.5-14B-Instruct as backbones.
-
-    Our goal is not to achieve competitive performance with OpenAI’s O1 in neural machine translation (MT). Instead, we explore technical routes to bring the success of long thought to MT. To this end, we introduce DRT-o1, a byproduct of our exploration, and we hope it could facilitate the corresponding research in this direction.
+  description: "In this work, we introduce DRT-o1, an attempt to bring the success of long thought reasoning to neural machine translation (MT). To this end,\n\n\U0001F31F We mine English sentences with similes or metaphors from existing literature books, which are suitable for translation via long thought.\n\U0001F31F We propose a designed multi-agent framework with three agents (i.e., a translator, an advisor and an evaluator) to synthesize the MT samples with long thought. There are 22,264 synthesized samples in total.\n\U0001F31F We train DRT-o1-8B, DRT-o1-7B and DRT-o1-14B using Llama-3.1-8B-Instruct, Qwen2.5-7B-Instruct and Qwen2.5-14B-Instruct as backbones.\n\nOur goal is not to achieve competitive performance with OpenAI’s O1 in neural machine translation (MT). Instead, we explore technical routes to bring the success of long thought to MT. To this end, we introduce DRT-o1, a byproduct of our exploration, and we hope it could facilitate the corresponding research in this direction.\n"
   overrides:
     parameters:
       model: DRT-o1-7B.Q4_K_M.gguf
@@ -2943,6 +3060,84 @@
     - filename: Chuluun-Qwen2.5-72B-v0.01-Q4_K_M.gguf
       sha256: 901d9d10aad42de3188e721accdc4eb0efec96cbca48563f802793dceaf551f5
       uri: huggingface://bartowski/Chuluun-Qwen2.5-72B-v0.01-GGUF/Chuluun-Qwen2.5-72B-v0.01-Q4_K_M.gguf
+- !!merge <<: *qwen25
+  name: "qwq-32b-preview-ideawhiz-v1"
+  icon: https://cdn-uploads.huggingface.co/production/uploads/6205fefd3f1dc8a642d70b10/JEZgA_xV6oF8AIsya9dop.jpeg
+  urls:
+    - https://huggingface.co/6cf/QwQ-32B-Preview-IdeaWhiz-v1
+    - https://huggingface.co/bartowski/QwQ-32B-Preview-IdeaWhiz-v1-GGUF
+  description: |
+    IdeaWhiz is a fine-tuned version of QwQ-32B-Preview, specifically optimized for scientific creativity and step-by-step reasoning. The model leverages the LiveIdeaBench dataset to enhance its capabilities in generating novel scientific ideas and hypotheses.
+  overrides:
+    parameters:
+      model: QwQ-32B-Preview-IdeaWhiz-v1-Q4_K_M.gguf
+  files:
+    - filename: QwQ-32B-Preview-IdeaWhiz-v1-Q4_K_M.gguf
+      sha256: 1648e13d9974b10d08ee45f48fd3ebd15cf67745fe20d602f9306fe0253b6a96
+      uri: huggingface://bartowski/QwQ-32B-Preview-IdeaWhiz-v1-GGUF/QwQ-32B-Preview-IdeaWhiz-v1-Q4_K_M.gguf
+- !!merge <<: *qwen25
+  name: "rombos-qwen2.5-writer-32b"
+  icon: https://huggingface.co/SubtleOne/Rombos-Qwen2.5-Writer-32b/blob/main/robot-creating-fantasy.jpg
+  urls:
+    - https://huggingface.co/SubtleOne/Rombos-Qwen2.5-Writer-32b
+    - https://huggingface.co/bartowski/Rombos-Qwen2.5-Writer-32b-GGUF
+  description: |
+    This model is a merge using Rombos's top-ranked 32b model, based on Qwen 2.5, and merging three creative writing finetunes. The creative content is a serious upgrade over the base it started with, and I enjoyed it in my DnD RPG campaign.
+  overrides:
+    parameters:
+      model: Rombos-Qwen2.5-Writer-32b-Q4_K_M.gguf
+  files:
+    - filename: Rombos-Qwen2.5-Writer-32b-Q4_K_M.gguf
+      sha256: cf0e48c6cb8b6f41834603900642b5395105980297709c85c4216bd44fac956a
+      uri: huggingface://bartowski/Rombos-Qwen2.5-Writer-32b-GGUF/Rombos-Qwen2.5-Writer-32b-Q4_K_M.gguf
+- !!merge <<: *qwen25
+  name: "sky-t1-32b-preview"
+  icon: https://raw.githubusercontent.com/NovaSky-AI/novasky-ai.github.io/main/assets/images/blue-bird-wider.jpeg
+  urls:
+    - https://huggingface.co/NovaSky-AI/Sky-T1-32B-Preview
+    - https://huggingface.co/bartowski/Sky-T1-32B-Preview-GGUF
+    - https://novasky-ai.github.io/posts/sky-t1/
+  description: |
+    This is a 32B reasoning model trained from Qwen2.5-32B-Instruct with 17K data. The performance is on par with o1-preview model on both math and coding. Please see our blog post for more details.
+  overrides:
+    parameters:
+      model: Sky-T1-32B-Preview-Q4_K_M.gguf
+  files:
+    - filename: Sky-T1-32B-Preview-Q4_K_M.gguf
+      sha256: c735912a582f10e4769461586a02e5b98ef43c2895ec11923b8c4f157e7909e5
+      uri: huggingface://bartowski/Sky-T1-32B-Preview-GGUF/Sky-T1-32B-Preview-Q4_K_M.gguf
+- !!merge <<: *qwen25
+  name: "qwen2.5-72b-rp-ink"
+  icon: https://cdn-uploads.huggingface.co/production/uploads/634262af8d8089ebaefd410e/M9KSL64gppBVatmTdoQnG.png
+  urls:
+    - https://huggingface.co/allura-org/Qwen2.5-72b-RP-Ink
+    - https://huggingface.co/bartowski/Qwen2.5-72b-RP-Ink-GGUF
+  description: |
+    A roleplay-focused LoRA finetune of Qwen 2.5 72b Instruct. Methodology and hyperparams inspired by SorcererLM and Slush.
+    Yet another model in the Ink series, following in the footsteps of the 32b one and the Nemo one
+  overrides:
+    parameters:
+      model: Qwen2.5-72b-RP-Ink-Q4_K_M.gguf
+  files:
+    - filename: Qwen2.5-72b-RP-Ink-Q4_K_M.gguf
+      sha256: 2c2bf785dc5798403e0ccf6c4f5f9d7d53fcfb0c0b28855c584e09be88f91517
+      uri: huggingface://bartowski/Qwen2.5-72b-RP-Ink-GGUF/Qwen2.5-72b-RP-Ink-Q4_K_M.gguf
+- !!merge <<: *qwen25
+  name: "steiner-32b-preview"
+  urls:
+    - https://huggingface.co/peakji/steiner-32b-preview
+    - https://huggingface.co/bartowski/steiner-32b-preview-GGUF
+  description: |
+    Steiner is a series of reasoning models trained on synthetic data using reinforcement learning. These models can explore multiple reasoning paths in an autoregressive manner during inference and autonomously verify or backtrack when necessary, enabling a linear traversal of the implicit search tree.
+
+    Steiner is a personal interest project by Yichao 'Peak' Ji, inspired by OpenAI o1. The ultimate goal is to reproduce o1 and validate the inference-time scaling curves. The Steiner-preview model is currently a work-in-progress. The reason for open-sourcing it is that I’ve found automated evaluation methods, primarily based on multiple-choice questions, struggle to fully reflect the progress of reasoning models. In fact, the assumption that "the correct answer is always among the options" doesn’t align well with real-world reasoning scenarios, as it encourages models to perform substitution-based validation rather than open-ended exploration. For this reason, I’ve chosen to open-source these intermediate results and, when time permits, to build in public. This approach allows me to share knowledge while also gathering more evaluations and feedback from real human users.
+  overrides:
+    parameters:
+      model: steiner-32b-preview-Q4_K_M.gguf
+  files:
+    - filename: steiner-32b-preview-Q4_K_M.gguf
+      sha256: 1d7bf6d6dc8db8c81b3e71dc89756cd23417bb0a645b7dcdd1f9457781a88652
+      uri: huggingface://bartowski/steiner-32b-preview-GGUF/steiner-32b-preview-Q4_K_M.gguf
 - &smollm
   ## SmolLM
   url: "github:mudler/LocalAI/gallery/chatml.yaml@master"
@@ -5874,7 +6069,7 @@
     - https://huggingface.co/Nitral-AI/Nera_Noctis-12B
     - https://huggingface.co/bartowski/Nera_Noctis-12B-GGUF
   description: |
-     Sometimes, the brightest gems are found in the darkest places. For it is in the shadows where we learn to really see the light.
+    Sometimes, the brightest gems are found in the darkest places. For it is in the shadows where we learn to really see the light.
   overrides:
     parameters:
       model: Nera_Noctis-12B-Q4_K_M.gguf

gallery/phi-4-chat-fcall.yaml

@@ -0,0 +1,37 @@
+---
+name: "phi-4-chat"
+
+config_file: |
+  mmap: true
+  function:
+    json_regex_match:
+    - "(?s)<Output>(.*?)</Output>"
+    capture_llm_results:
+      - (?s)<Thought>(.*?)</Thought>
+    replace_llm_results:
+      - key: (?s)<Thought>(.*?)</Thought>
+        value: ""
+    grammar:
+      properties_order: "name,arguments"
+  template:
+    chat_message: |
+      <|im_start|>{{ .RoleName }}<|im_sep|>
+      {{.Content}}<|im_end|>
+    chat: |
+      {{.Input}}
+      <|im_start|>assistant<|im_sep|>
+    completion: |
+      {{.Input}}
+    function: |
+      <|im_start|>system<|im_sep|>
+      You are an AI assistant that executes function calls, and these are the tools at your disposal:
+      {{range .Functions}}
+      {'type': 'function', 'function': {'name': '{{.Name}}', 'description': '{{.Description}}', 'parameters': {{toJson .Parameters}} }}
+      {{end}}
+      {{.Input}}<|im_end|>
+  context_size: 4096
+  f16: true
+  stopwords:
+  - <|end|>
+  - <|endoftext|>
+  - <|im_end|>

go.mod

@@ -19,7 +19,6 @@ require (
 	github.com/fsnotify/fsnotify v1.7.0
 	github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20240626202019-c118733a29ad
 	github.com/go-audio/wav v1.1.0
-	github.com/go-skynet/go-bert.cpp v0.0.0-20231028093757-710044b12454
 	github.com/go-skynet/go-llama.cpp v0.0.0-20240314183750-6a8041ef6b46
 	github.com/gofiber/fiber/v2 v2.52.5
 	github.com/gofiber/swagger v1.0.0
@@ -41,6 +40,7 @@ require (
 	github.com/mudler/edgevpn v0.29.0
 	github.com/mudler/go-processmanager v0.0.0-20240820160718-8b802d3ecf82
 	github.com/mudler/go-stable-diffusion v0.0.0-20240429204715-4a3cd6aeae6f
+	github.com/nikolalohinski/gonja/v2 v2.3.2
 	github.com/onsi/ginkgo/v2 v2.22.2
 	github.com/onsi/gomega v1.36.2
 	github.com/orcaman/writerseeker v0.0.0-20200621085525-1d3f536ff85e
@@ -76,10 +76,9 @@ require (
 	cloud.google.com/go/auth v0.4.1 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.2 // indirect
 	cloud.google.com/go/compute/metadata v0.5.0 // indirect
-	github.com/cpuguy83/go-md2man/v2 v2.0.5 // indirect
 	github.com/dustin/go-humanize v1.0.1 // indirect
 	github.com/envoyproxy/protoc-gen-validate v1.1.0 // indirect
-	github.com/fasthttp/websocket v1.5.3 // indirect
+	github.com/fasthttp/websocket v1.5.8 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/go-task/slim-sprig/v3 v3.0.0 // indirect
 	github.com/go-viper/mapstructure/v2 v2.0.0 // indirect
@@ -87,13 +86,10 @@ require (
 	github.com/googleapis/enterprise-certificate-proxy v0.3.2 // indirect
 	github.com/googleapis/gax-go/v2 v2.12.4 // indirect
 	github.com/json-iterator/go v1.1.12 // indirect
-	github.com/labstack/echo/v4 v4.13.3 // indirect
-	github.com/labstack/gommon v0.4.2 // indirect
 	github.com/moby/docker-image-spec v1.3.1 // indirect
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
 	github.com/modern-go/reflect2 v1.0.2 // indirect
 	github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect
-	github.com/nikolalohinski/gonja/v2 v2.3.2 // indirect
 	github.com/pion/datachannel v1.5.10 // indirect
 	github.com/pion/dtls/v2 v2.2.12 // indirect
 	github.com/pion/ice/v2 v2.3.37 // indirect
@@ -111,16 +107,13 @@ require (
 	github.com/pion/transport/v3 v3.0.7 // indirect
 	github.com/pion/turn/v2 v2.1.6 // indirect
 	github.com/pion/webrtc/v3 v3.3.5 // indirect
-	github.com/russross/blackfriday/v2 v2.1.0 // indirect
-	github.com/savsgio/gotils v0.0.0-20230208104028-c358bd845dee // indirect
+	github.com/savsgio/gotils v0.0.0-20240303185622-093b76447511 // indirect
 	github.com/shirou/gopsutil/v4 v4.24.7 // indirect
-	github.com/urfave/cli/v2 v2.27.5 // indirect
-	github.com/valyala/fasttemplate v1.2.2 // indirect
 	github.com/wlynxg/anet v0.0.5 // indirect
-	github.com/xrash/smetrics v0.0.0-20240521201337-686a1a2994c1 // indirect
 	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.56.0 // indirect
 	go.uber.org/mock v0.5.0 // indirect
 	golang.org/x/oauth2 v0.24.0 // indirect
+	golang.org/x/time v0.8.0 // indirect
 	google.golang.org/genproto/googleapis/api v0.0.0-20241007155032-5fefd90f89a9 // indirect
 )
 

go.sum

@@ -1,5 +1,3 @@
-cel.dev/expr v0.15.0 h1:O1jzfJCQBfL5BFoYktaxwIhuttaQPsVWerH9/EEKx0w=
-cel.dev/expr v0.15.0/go.mod h1:TRSuuV7DlVCE/uwv5QbAiW/v8l5O8C4eEPHeu7gf7Sg=
 cel.dev/expr v0.16.0 h1:yloc84fytn4zmJX2GU3TkXGsaieaV7dQ057Qs4sIG2Y=
 cel.dev/expr v0.16.0/go.mod h1:TRSuuV7DlVCE/uwv5QbAiW/v8l5O8C4eEPHeu7gf7Sg=
 cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
@@ -10,8 +8,6 @@ cloud.google.com/go/auth v0.4.1 h1:Z7YNIhlWRtrnKlZke7z3GMqzvuYzdc2z98F9D1NV5Hg=
 cloud.google.com/go/auth v0.4.1/go.mod h1:QVBuVEKpCn4Zp58hzRGvL0tjRGU0YqdRTdCHM1IHnro=
 cloud.google.com/go/auth/oauth2adapt v0.2.2 h1:+TTV8aXpjeChS9M+aTtN/TjdQnzJvmzKFt//oWu7HX4=
 cloud.google.com/go/auth/oauth2adapt v0.2.2/go.mod h1:wcYjgpZI9+Yu7LyYBg4pqSiaRkfEK3GQcpb7C/uyF1Q=
-cloud.google.com/go/compute/metadata v0.3.0 h1:Tz+eQXMEqDIKRsmY3cHTL6FVaynIjX2QxYC4trgAKZc=
-cloud.google.com/go/compute/metadata v0.3.0/go.mod h1:zFmK7XCadkQkj6TtorcaGlCW1hT1fIilQDwofLpJ20k=
 cloud.google.com/go/compute/metadata v0.5.0 h1:Zr0eK8JbFv6+Wi4ilXAR8FJ3wyNdpxHKJNPos6LTZOY=
 cloud.google.com/go/compute/metadata v0.5.0/go.mod h1:aHnloV2TPI38yx4s9+wAZhHykWvVCfu7hQbF+9CWoiY=
 dario.cat/mergo v1.0.1 h1:Ra4+bf83h2ztPIQYNP99R6m+Y7KfnARDfID+a+vLl4s=
@@ -29,6 +25,8 @@ github.com/KyleBanks/depth v1.2.1 h1:5h8fQADFrWtarTdtDudMmGsC7GPbOAu6RVB3ffsVFHc
 github.com/KyleBanks/depth v1.2.1/go.mod h1:jzSb9d0L43HxTQfT+oSA1EEp2q+ne2uh6XgeJcm8brE=
 github.com/M0Rf30/go-tiny-dream v0.0.0-20240425104733-c04fa463ace9 h1:ASsbvw7wQPldWpwKdmYRszJ2A8Cj3oJDr4zO0DiXvN4=
 github.com/M0Rf30/go-tiny-dream v0.0.0-20240425104733-c04fa463ace9/go.mod h1:UOf2Mb/deUri5agct5OJ4SLWjhI+kZKbsUVUeRb24I0=
+github.com/MakeNowJust/heredoc v1.0.0 h1:cXCdzVdstXyiTqTvfqk9SDHpKNjxuom+DOlyEeQ4pzQ=
+github.com/MakeNowJust/heredoc v1.0.0/go.mod h1:mG5amYoWBHf8vpLOuehzbGGw0EHxpZZ6lCpQ4fNJ8LE=
 github.com/Masterminds/goutils v1.1.1 h1:5nUrii3FMTL5diU80unEVvNevw1nH4+ZV4DSLVJLSYI=
 github.com/Masterminds/goutils v1.1.1/go.mod h1:8cTjp+g8YejhMuvIA5y2vz3BpJxksy863GQaJW2MFNU=
 github.com/Masterminds/semver/v3 v3.3.0 h1:B8LGeaivUe71a5qox1ICM/JLl0NqZSW5CHyL+hmvYS0=
@@ -84,8 +82,6 @@ github.com/chasefleming/elem-go v0.26.0/go.mod h1:hz73qILBIKnTgOujnSMtEj20/epI+f
 github.com/cilium/ebpf v0.2.0/go.mod h1:To2CFviqOWL/M0gIMsvSMlqe7em/l1ALkX1PyjrX2Qs=
 github.com/client9/misspell v0.3.4/go.mod h1:qj6jICC3Q7zFZvVWo7KLAzC3yx5G7kyvSDkc90ppPyw=
 github.com/cncf/udpa/go v0.0.0-20191209042840-269d4d468f6f/go.mod h1:M8M6+tZqaGXZJjfX53e64911xZQV5JYwmTeXPW+k8Sc=
-github.com/cncf/xds/go v0.0.0-20240423153145-555b57ec207b h1:ga8SEFjZ60pxLcmhnThWgvH2wg8376yUJmPhEH4H3kw=
-github.com/cncf/xds/go v0.0.0-20240423153145-555b57ec207b/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
 github.com/cncf/xds/go v0.0.0-20240723142845-024c85f92f20 h1:N+3sFI5GUjRKBi+i0TxYVST9h4Ie192jJWpHvthBBgg=
 github.com/cncf/xds/go v0.0.0-20240723142845-024c85f92f20/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
 github.com/containerd/cgroups v0.0.0-20201119153540-4cbc285b3327/go.mod h1:ZJeTFisyysqgcCdecO57Dj79RfL0LNeGiFUqLYQRYLE=
@@ -108,8 +104,6 @@ github.com/coreos/go-systemd/v22 v22.5.0/go.mod h1:Y58oyj3AT4RCenI/lSvhwexgC+NSV
 github.com/cpuguy83/go-md2man/v2 v2.0.0-20190314233015-f79a8a8ca69d/go.mod h1:maD7wRr/U5Z6m/iR4s+kqSMx2CaBsrgA7czyZG/E6dU=
 github.com/cpuguy83/go-md2man/v2 v2.0.0/go.mod h1:maD7wRr/U5Z6m/iR4s+kqSMx2CaBsrgA7czyZG/E6dU=
 github.com/cpuguy83/go-md2man/v2 v2.0.2/go.mod h1:tgQtvFlXSQOSOSIRvRPT7W67SCa46tRHOmNcaadrF8o=
-github.com/cpuguy83/go-md2man/v2 v2.0.5 h1:ZtcqGrnekaHpVLArFSe4HK5DoKx1T0rq2DwVB0alcyc=
-github.com/cpuguy83/go-md2man/v2 v2.0.5/go.mod h1:tgQtvFlXSQOSOSIRvRPT7W67SCa46tRHOmNcaadrF8o=
 github.com/creachadair/mds v0.21.3 h1:RRgEAPIb52cU0q7UxGyN+13QlCVTZIL4slRr0cYYQfA=
 github.com/creachadair/mds v0.21.3/go.mod h1:1ltMWZd9yXhaHEoZwBialMaviWVUpRPvMwVP7saFAzM=
 github.com/creachadair/otp v0.5.0 h1:q3Th7CXm2zlmCdBjw5tEPFOj4oWJMnVL5HXlq0sNKS0=
@@ -142,8 +136,6 @@ github.com/docker/go-connections v0.5.0/go.mod h1:ov60Kzw0kKElRwhNs9UlUHAE/F9Fe6
 github.com/docker/go-units v0.4.0/go.mod h1:fgPhTUdO+D/Jk86RDLlptpiXQzgHJF7gydDDbaIK4Dk=
 github.com/docker/go-units v0.5.0 h1:69rxXcBk27SvSaaxTtLh/8llcHD8vYHT7WSdRZ/jvr4=
 github.com/docker/go-units v0.5.0/go.mod h1:fgPhTUdO+D/Jk86RDLlptpiXQzgHJF7gydDDbaIK4Dk=
-github.com/donomii/go-rwkv.cpp v0.0.0-20240228065144-661e7ae26d44 h1:7ugfZIj9QLUnddxOJdHk0tpwGMvUTo7vA47Yd49bPX8=
-github.com/donomii/go-rwkv.cpp v0.0.0-20240228065144-661e7ae26d44/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM=
 github.com/dsnet/compress v0.0.2-0.20210315054119-f66993602bf5 h1:iFaUwBSo5Svw6L7HYpRu/0lE3e0BaElwnNO1qkNQxBY=
 github.com/dsnet/compress v0.0.2-0.20210315054119-f66993602bf5/go.mod h1:qssHWj60/X5sZFNxpG4HBPDHVqxNm4DfnCKgrbZOT+s=
 github.com/dsnet/golib v0.0.0-20171103203638-1ea166775780/go.mod h1:Lj+Z9rebOhdfkVLjJ8T6VcRQv3SXugXy999NBtR9aFY=
@@ -159,12 +151,10 @@ github.com/envoyproxy/go-control-plane v0.9.0/go.mod h1:YTl/9mNaCwkRvm6d1a2C3ymF
 github.com/envoyproxy/go-control-plane v0.9.1-0.20191026205805-5f8ba28d4473/go.mod h1:YTl/9mNaCwkRvm6d1a2C3ymFceY/DCBVvsKhRF0iEA4=
 github.com/envoyproxy/go-control-plane v0.9.4/go.mod h1:6rpuAdCZL397s3pYoYcLgu1mIlRU8Am5FuJP05cCM98=
 github.com/envoyproxy/protoc-gen-validate v0.1.0/go.mod h1:iSmxcyjqTsJpI2R4NaDN7+kN2VEUnK/pcBlmesArF7c=
-github.com/envoyproxy/protoc-gen-validate v1.0.4 h1:gVPz/FMfvh57HdSJQyvBtF00j8JU4zdyUgIUNhlgg0A=
-github.com/envoyproxy/protoc-gen-validate v1.0.4/go.mod h1:qys6tmnRsYrQqIhm2bvKZH4Blx/1gTIZ2UKVY1M+Yew=
 github.com/envoyproxy/protoc-gen-validate v1.1.0 h1:tntQDh69XqOCOZsDz0lVJQez/2L6Uu2PdjCQwWCJ3bM=
 github.com/envoyproxy/protoc-gen-validate v1.1.0/go.mod h1:sXRDRVmzEbkM7CVcM06s9shE/m23dg3wzjl0UWqJ2q4=
-github.com/fasthttp/websocket v1.5.3 h1:TPpQuLwJYfd4LJPXvHDYPMFWbLjsT91n3GpWtCQtdek=
-github.com/fasthttp/websocket v1.5.3/go.mod h1:46gg/UBmTU1kUaTcwQXpUxtRwG2PvIZYeA8oL6vF3Fs=
+github.com/fasthttp/websocket v1.5.8 h1:k5DpirKkftIF/w1R8ZzjSgARJrs54Je9YJK37DL/Ah8=
+github.com/fasthttp/websocket v1.5.8/go.mod h1:d08g8WaT6nnyvg9uMm8K9zMYyDjfKyj3170AtPRuVU0=
 github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
 github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U=
 github.com/flynn/go-shlex v0.0.0-20150515145356-3f9db97f8568/go.mod h1:xEzjJPgXI435gkrCt3MPfRiAkVrwSbHsst4LCFVfpJc=
@@ -206,8 +196,6 @@ github.com/go-openapi/spec v0.21.0 h1:LTVzPc3p/RzRnkQqLRndbAzjY0d0BCL72A6j3CdL9Z
 github.com/go-openapi/spec v0.21.0/go.mod h1:78u6VdPw81XU44qEWGhtr982gJ5BWg2c0I5XwVMotYk=
 github.com/go-openapi/swag v0.23.0 h1:vsEVJDUo2hPJ2tu0/Xc+4noaxyEffXNIs3cOULZ+GrE=
 github.com/go-openapi/swag v0.23.0/go.mod h1:esZ8ITTYEsH1V2trKHjAN8Ai7xHb8RV+YSZ577vPjgQ=
-github.com/go-skynet/go-bert.cpp v0.0.0-20231028093757-710044b12454 h1:zn1G3iuSWHvwP45YKMb3oHQlhpS+qB1kv0o5isSqosM=
-github.com/go-skynet/go-bert.cpp v0.0.0-20231028093757-710044b12454/go.mod h1:QGX426328K9dyfFK29lmxlsv1ba0bRRZdzN7PBOpMT8=
 github.com/go-skynet/go-llama.cpp v0.0.0-20240314183750-6a8041ef6b46 h1:lALhXzDkqtp12udlDLLg+ybXVMmL7Ox9tybqVLWxjPE=
 github.com/go-skynet/go-llama.cpp v0.0.0-20240314183750-6a8041ef6b46/go.mod h1:iub0ugfTnflE3rcIuqV2pQSo15nEw3GLW/utm5gyERo=
 github.com/go-sql-driver/mysql v1.7.1 h1:lUIinVbN1DY0xBg0eMOzmmtGoHwWBbvnWubQUrtU8EI=
@@ -285,8 +273,6 @@ github.com/google/gopacket v1.1.19 h1:ves8RnFZPGiFnTS0uPQStjwru6uO6h+nlr9j6fL7kF
 github.com/google/gopacket v1.1.19/go.mod h1:iJ8V8n6KS+z2U1A8pUwu8bW5SyEMkXJB8Yo/Vo+TKTo=
 github.com/google/martian v2.1.0+incompatible/go.mod h1:9I4somxYTbIHy5NJKHRl3wXiIaQGbYVAs8BPL6v8lEs=
 github.com/google/pprof v0.0.0-20181206194817-3ea8567a2e57/go.mod h1:zfwlbNMJ+OItoe0UupaVj+oy1omPYYDuagoSzA8v9mc=
-github.com/google/pprof v0.0.0-20241029153458-d1b30febd7db h1:097atOisP2aRj7vFgYQBbFN4U4JNXUNYpxael3UzMyo=
-github.com/google/pprof v0.0.0-20241029153458-d1b30febd7db/go.mod h1:vavhavw2zAxS5dIdcRluK6cSGGPlZynqzFM8NdvU144=
 github.com/google/pprof v0.0.0-20241210010833-40e02aabc2ad h1:a6HEuzUHeKH6hwfN/ZoQgRgVIWFJljSWa/zetS2WTvg=
 github.com/google/pprof v0.0.0-20241210010833-40e02aabc2ad/go.mod h1:vavhavw2zAxS5dIdcRluK6cSGGPlZynqzFM8NdvU144=
 github.com/google/renameio v0.1.0/go.mod h1:KWCgfxg9yswjAJkECMjeO8J8rahYeXnNhOm40UhjYkI=
@@ -333,10 +319,10 @@ github.com/huandu/xstrings v1.5.0 h1:2ag3IFq9ZDANvthTwTiqSSZLjDc+BedvHPAp5tJy2TI
 github.com/huandu/xstrings v1.5.0/go.mod h1:y5/lhBue+AyNmUVz9RLU9xbLR0o4KIIExikq4ovT0aE=
 github.com/huin/goupnp v1.3.0 h1:UvLUlWDNpoUdYzb2TCn+MuTWtcjXKSza2n6CBdQ0xXc=
 github.com/huin/goupnp v1.3.0/go.mod h1:gnGPsThkYa7bFi/KWmEysQRf48l2dvR5bxr2OFckNX8=
-github.com/ipfs/boxo v0.21.0 h1:XpGXb+TQQ0IUdYaeAxGzWjSs6ow/Lce148A/2IbRDVE=
-github.com/ipfs/boxo v0.21.0/go.mod h1:NmweAYeY1USOaJJxouy7DLr/Y5M8UBSsCI2KRivO+TY=
 github.com/ipfs/boxo v0.24.3 h1:gldDPOWdM3Rz0v5LkVLtZu7A7gFNvAlWcmxhCqlHR3c=
 github.com/ipfs/boxo v0.24.3/go.mod h1:h0DRzOY1IBFDHp6KNvrJLMFdSXTYID0Zf+q7X05JsNg=
+github.com/ipfs/go-block-format v0.2.0 h1:ZqrkxBA2ICbDRbK8KJs/u0O3dlp6gmAuuXUJNiW1Ycs=
+github.com/ipfs/go-block-format v0.2.0/go.mod h1:+jpL11nFx5A/SPpsoBn6Bzkra/zaArfSmsknbPMYgzM=
 github.com/ipfs/go-cid v0.4.1 h1:A/T3qGvxi4kpKWWcPC/PgbvDA2bjVLO7n4UeVwnbs/s=
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@@ -350,6 +336,8 @@ github.com/ipfs/go-log v1.0.5/go.mod h1:j0b8ZoR+7+R99LD9jZ6+AJsrzkPbSXbZfGakb5JP
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@@ -381,13 +369,9 @@ github.com/kisielk/errcheck v1.5.0/go.mod h1:pFxgyoBC7bSaBwPgfKdkLd5X25qrDl4LWUI
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@@ -405,32 +389,20 @@ github.com/kr/text v0.2.0 h1:5Nx0Ya0ZqY2ygV366QzturHI13Jq95ApcVaJBhpS+AY=
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@@ -445,8 +417,6 @@ github.com/libp2p/go-msgio v0.3.0 h1:mf3Z8B1xcFN314sWX+2vOTShIE0Mmn2TXn3YCUQGNj0
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@@ -520,8 +490,6 @@ github.com/modern-go/reflect2 v1.0.2/go.mod h1:yWuevngMOJpCy52FWWMvUC8ws7m/LJsjY
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@@ -543,8 +511,6 @@ github.com/multiformats/go-base36 v0.2.0/go.mod h1:qvnKE++v+2MWCfePClUEjE78Z7P2a
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@@ -556,8 +522,6 @@ github.com/multiformats/go-multicodec v0.9.0/go.mod h1:L3QTQvMIaVBkXOXXtVmYE+LI1
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@@ -566,7 +530,6 @@ github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 h1:C3w9PqII01/Oq
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@@ -577,12 +540,8 @@ github.com/olekukonko/tablewriter v0.0.5 h1:P2Ga83D34wi1o9J6Wh1mRuqd4mF/x/lgBS7N
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@@ -615,19 +574,13 @@ github.com/philhofer/fwd v1.1.2 h1:bnDivRJ1EWPjUIRXV5KfORO897HTbpFAQddBdE8t7Gw=
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@@ -637,17 +590,11 @@ github.com/pion/mdns v0.0.12/go.mod h1:VExJjv8to/6Wqm1FXK+Ii/Z9tsVk/F5sD/N70cnYF
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@@ -667,8 +614,6 @@ github.com/pion/transport/v3 v3.0.7/go.mod h1:YleKiTZ4vqNxVwh77Z0zytYi7rXHl7j6uP
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@@ -683,8 +628,6 @@ github.com/polydawn/refmt v0.89.0/go.mod h1:/zvteZs/GwLtCgZ4BL6CBsk9IKIlexP43ObX
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@@ -692,23 +635,15 @@ github.com/prometheus/client_model v0.0.0-20190812154241-14fe0d1b01d4/go.mod h1:
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@@ -727,12 +662,11 @@ github.com/russross/blackfriday v1.5.2/go.mod h1:JO/DiYxRf+HjHt06OyowR9PTA263kcR
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@@ -803,7 +737,6 @@ github.com/stretchr/testify v1.8.0/go.mod h1:yNjHg4UonilssWZ8iaSj1OCr/vHnekPRkoO
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@@ -827,16 +760,11 @@ github.com/ulikunitz/xz v0.5.9 h1:RsKRIA2MO8x56wkkcd3LbtcE/uMszhb6DpRf+3uwa3I=
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@@ -852,8 +780,6 @@ github.com/warpfork/go-wish v0.0.0-20220906213052-39a1cc7a02d0/go.mod h1:x6AKhvS
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@@ -865,8 +791,6 @@ github.com/xeipuuv/gojsonschema v1.2.0 h1:LhYJRs+L4fBtjZUfuSZIKGeVu0QRy8e5Xi7D17
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@@ -881,43 +805,29 @@ github.com/yusufpapurcu/wmi v1.2.4/go.mod h1:SBZ9tNy3G9/m5Oi98Zks0QjeHVDvuK0qfxQ
 go.opencensus.io v0.18.0/go.mod h1:vKdFvxhtzZ9onBp9VKHK8z/sRpBMnKAsufL7wlDrCOA=
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-go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.52.0/go.mod h1:XLZfZboOJWHNKUv7eH0inh0E9VV6eWDFB/9yJyTLPp0=
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 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.56.0/go.mod h1:qxuZLtbq5QDtdeSHsS7bcf6EH6uO6jUAgk764zd3rhM=
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 go.opentelemetry.io/otel/exporters/prometheus v0.50.0/go.mod h1:pMm5PkUo5YwbLiuEf7t2xg4wbP0/eSJrMxIMxKosynY=
-go.opentelemetry.io/otel/metric v1.28.0 h1:f0HGvSl1KRAU1DLgLGFjrwVyismPlnuU6JD6bOeuA5Q=
-go.opentelemetry.io/otel/metric v1.28.0/go.mod h1:Fb1eVBFZmLVTMb6PPohq3TO9IIhUisDsbJoL/+uQW4s=
 go.opentelemetry.io/otel/metric v1.31.0 h1:FSErL0ATQAmYHUIzSezZibnyVlft1ybhy4ozRPcF2fE=
 go.opentelemetry.io/otel/metric v1.31.0/go.mod h1:C3dEloVbLuYoX41KpmAhOqNriGbA+qqH6PQ5E5mUfnY=
-go.opentelemetry.io/otel/sdk v1.28.0 h1:b9d7hIry8yZsgtbmM0DKyPWMMUMlK9NEKuIG4aBqWyE=
-go.opentelemetry.io/otel/sdk v1.28.0/go.mod h1:oYj7ClPUA7Iw3m+r7GeEjz0qckQRJK2B8zjcZEfu7Pg=
 go.opentelemetry.io/otel/sdk v1.31.0 h1:xLY3abVHYZ5HSfOg3l2E5LUj2Cwva5Y7yGxnSW9H5Gk=
 go.opentelemetry.io/otel/sdk v1.31.0/go.mod h1:TfRbMdhvxIIr/B2N2LQW2S5v9m3gOQ/08KsbbO5BPT0=
 go.opentelemetry.io/otel/sdk/metric v1.28.0 h1:OkuaKgKrgAbYrrY0t92c+cC+2F6hsFNnCQArXCKlg08=
 go.opentelemetry.io/otel/sdk/metric v1.28.0/go.mod h1:cWPjykihLAPvXKi4iZc1dpER3Jdq2Z0YLse3moQUCpg=
-go.opentelemetry.io/otel/trace v1.28.0 h1:GhQ9cUuQGmNDd5BTCP2dAvv75RdMxEfTmYejp+lkx9g=
-go.opentelemetry.io/otel/trace v1.28.0/go.mod h1:jPyXzNPg6da9+38HEwElrQiHlVMTnVfM3/yv2OlIHaI=
 go.opentelemetry.io/otel/trace v1.31.0 h1:ffjsj1aRouKewfr85U2aGagJ46+MvodynlQ1HYdmJys=
 go.opentelemetry.io/otel/trace v1.31.0/go.mod h1:TXZkRk7SM2ZQLtR6eoAWQFIHPvzQ06FJAsO1tJg480A=
 go.uber.org/atomic v1.6.0/go.mod h1:sABNBOSYdrvTF6hTgEIbc7YasKWGhgEQZyfxyTvoXHQ=
 go.uber.org/atomic v1.7.0/go.mod h1:fEN4uk6kAWBTFdckzkM89CLk9XfWZrxpCo0nPH17wJc=
 go.uber.org/dig v1.18.0 h1:imUL1UiY0Mg4bqbFfsRQO5G4CGRBec/ZujWTvSVp3pw=
 go.uber.org/dig v1.18.0/go.mod h1:Us0rSJiThwCv2GteUN0Q7OKvU7n5J4dxZ9JKUXozFdE=
-go.uber.org/fx v1.22.2 h1:iPW+OPxv0G8w75OemJ1RAnTUrF55zOJlXlo1TbJ0Buw=
-go.uber.org/fx v1.22.2/go.mod h1:o/D9n+2mLP6v1EG+qsdT1O8wKopYAsqZasju97SDFCU=
 go.uber.org/fx v1.23.0 h1:lIr/gYWQGfTwGcSXWXu4vP5Ws6iqnNEIY+F/aFzCKTg=
 go.uber.org/fx v1.23.0/go.mod h1:o/D9n+2mLP6v1EG+qsdT1O8wKopYAsqZasju97SDFCU=
 go.uber.org/goleak v1.1.11-0.20210813005559-691160354723/go.mod h1:cwTWslyiVhfpKIDGSZEM2HlOvcqm+tG4zioyIeLoqMQ=
 go.uber.org/goleak v1.3.0 h1:2K3zAYmnTNqV73imy9J1T3WC+gmCePx2hEGkimedGto=
 go.uber.org/goleak v1.3.0/go.mod h1:CoHD4mav9JJNrW/WLlf7HGZPjdw8EucARQHekz1X6bE=
-go.uber.org/mock v0.4.0 h1:VcM4ZOtdbR4f6VXfiOpwpVJDL6lCReaZ6mw31wqh7KU=
-go.uber.org/mock v0.4.0/go.mod h1:a6FSlNadKUHUa9IP5Vyt1zh4fC7uAwxMutEAscFbkZc=
 go.uber.org/mock v0.5.0 h1:KAMbZvZPyBPWgD14IrIQ38QCyjwpvVVV6K/bHl1IwQU=
 go.uber.org/mock v0.5.0/go.mod h1:ge71pBPLYDk7QIi1LupWxdAykm7KIEFchiOqd6z7qMM=
 go.uber.org/multierr v1.5.0/go.mod h1:FeouvMocqHpRaaGuG9EjoKcStLC43Zu/fmqdUMPcKYU=
@@ -944,13 +854,9 @@ golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5y
 golang.org/x/crypto v0.8.0/go.mod h1:mRqEX+O9/h5TFCrQhkgjo2yKi0yYA+9ecGkdQoHrywE=
 golang.org/x/crypto v0.12.0/go.mod h1:NF0Gs7EO5K4qLn+Ylc+fih8BSTeIjAP05siRnAh98yw=
 golang.org/x/crypto v0.18.0/go.mod h1:R0j02AL6hcrfOiy9T4ZYp/rcWeMxM3L6QYxlOuEG1mg=
-golang.org/x/crypto v0.28.0 h1:GBDwsMXVQi34v5CCYUm2jkJvu4cbtru2U4TN2PSyQnw=
-golang.org/x/crypto v0.28.0/go.mod h1:rmgy+3RHxRZMyY0jjAJShp2zgEdOqj2AO7U0pYmeQ7U=
 golang.org/x/crypto v0.31.0 h1:ihbySMvVjLAeSH1IbfcRTkD/iNscyz8rGzjF/E5hV6U=
 golang.org/x/crypto v0.31.0/go.mod h1:kDsLvtWBEx7MV9tJOj9bnXsPbxwJQ6csT/x4KIN4Ssk=
 golang.org/x/exp v0.0.0-20190121172915-509febef88a4/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
-golang.org/x/exp v0.0.0-20240808152545-0cdaa3abc0fa h1:ELnwvuAXPNtPk1TJRuGkI9fDTwym6AYBu0qzT8AcHdI=
-golang.org/x/exp v0.0.0-20240808152545-0cdaa3abc0fa/go.mod h1:akd2r19cwCdwSwWeIdzYQGa/EZZyqcOdwWiwj5L5eKQ=
 golang.org/x/exp v0.0.0-20241217172543-b2144cdd0a67 h1:1UoZQm6f0P/ZO0w1Ri+f+ifG/gXhegadRdwBIXEFWDo=
 golang.org/x/exp v0.0.0-20241217172543-b2144cdd0a67/go.mod h1:qj5a5QZpwLU2NLQudwIN5koi3beDhSAlJwa67PuM98c=
 golang.org/x/lint v0.0.0-20180702182130-06c8688daad7/go.mod h1:UVdnD1Gm6xHRNCYTkRU2/jEulfH38KcIWyp/GAMgvoE=
@@ -967,8 +873,6 @@ golang.org/x/mod v0.4.2/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
 golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4/go.mod h1:jJ57K6gSWd91VN4djpZkiMVwK6gcyfeH4XE8wZrZaV4=
 golang.org/x/mod v0.7.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
 golang.org/x/mod v0.8.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
-golang.org/x/mod v0.21.0 h1:vvrHzRwRfVKSiLrG+d4FMl/Qi4ukBCE6kZlTUkDYRT0=
-golang.org/x/mod v0.21.0/go.mod h1:6SkKJ3Xj0I0BrPOZoBy3bdMptDDU9oJrpohJ3eWZ1fY=
 golang.org/x/mod v0.22.0 h1:D4nJWe9zXqHOmWqj4VMOJhvzj7bEZg4wEYa759z1pH4=
 golang.org/x/mod v0.22.0/go.mod h1:6SkKJ3Xj0I0BrPOZoBy3bdMptDDU9oJrpohJ3eWZ1fY=
 golang.org/x/net v0.0.0-20180724234803-3673e40ba225/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
@@ -996,16 +900,12 @@ golang.org/x/net v0.9.0/go.mod h1:d48xBJpPfHeWQsugry2m+kC02ZBRGRgulfHnEXEuWns=
 golang.org/x/net v0.10.0/go.mod h1:0qNGK6F8kojg2nk9dLZ2mShWaEBan6FAoqfSigmmuDg=
 golang.org/x/net v0.14.0/go.mod h1:PpSgVXXLK0OxS0F31C1/tv6XNguvCrnXIDrFMspZIUI=
 golang.org/x/net v0.20.0/go.mod h1:z8BVo6PvndSri0LbOE3hAn0apkU+1YvI6E70E9jsnvY=
-golang.org/x/net v0.30.0 h1:AcW1SDZMkb8IpzCdQUaIq2sP4sZ4zw+55h6ynffypl4=
-golang.org/x/net v0.30.0/go.mod h1:2wGyMJ5iFasEhkwi13ChkO/t1ECNC4X4eBKkVFyYFlU=
 golang.org/x/net v0.33.0 h1:74SYHlV8BIgHIFC/LrYkOGIwL19eTYXQ5wc6TBuO36I=
 golang.org/x/net v0.33.0/go.mod h1:HXLR5J+9DxmrqMwG9qjGCxZ+zKXxBru04zlTvWlWuN4=
 golang.org/x/oauth2 v0.0.0-20180821212333-d2e6202438be/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U=
 golang.org/x/oauth2 v0.0.0-20181017192945-9dcd33a902f4/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U=
 golang.org/x/oauth2 v0.0.0-20181203162652-d668ce993890/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U=
 golang.org/x/oauth2 v0.0.0-20190226205417-e64efc72b421/go.mod h1:gOpvHmFTYa4IltrdGE7lF6nIHvwfUNPOp7c8zoXwtLw=
-golang.org/x/oauth2 v0.21.0 h1:tsimM75w1tF/uws5rbeHzIWxEqElMehnc+iW793zsZs=
-golang.org/x/oauth2 v0.21.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI=
 golang.org/x/oauth2 v0.24.0 h1:KTBBxWqUa0ykRPLtV69rRto9TLXcqYkeswu48x/gvNE=
 golang.org/x/oauth2 v0.24.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI=
 golang.org/x/perf v0.0.0-20180704124530-6e6d33e29852/go.mod h1:JLpeXjPJfIyPr5TlbXLkXWLhP8nz10XfvxElABhCtcw=
@@ -1019,8 +919,6 @@ golang.org/x/sync v0.0.0-20201020160332-67f06af15bc9/go.mod h1:RxMgew5VJxzue5/jJ
 golang.org/x/sync v0.0.0-20210220032951-036812b2e83c/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.1.0/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
-golang.org/x/sync v0.8.0 h1:3NFvSEYkUoMifnESzZl15y791HH1qU2xm6eCJU5ZPXQ=
-golang.org/x/sync v0.8.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
 golang.org/x/sync v0.10.0 h1:3NQrjDixjgGwUOCaF8w2+VYHv0Ve/vGYSbdkTa98gmQ=
 golang.org/x/sync v0.10.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
 golang.org/x/sys v0.0.0-20180810173357-98c5dad5d1a0/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
@@ -1063,8 +961,6 @@ golang.org/x/sys v0.11.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.12.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.16.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/sys v0.20.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
-golang.org/x/sys v0.27.0 h1:wBqf8DvsY9Y/2P8gAfPDEYNuS30J4lPHJxXSb/nJZ+s=
-golang.org/x/sys v0.27.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/sys v0.29.0 h1:TPYlXGxvx1MGTn2GiZDhnjPA9wZzZeGKHHmKhHYvgaU=
 golang.org/x/sys v0.29.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
@@ -1076,8 +972,6 @@ golang.org/x/term v0.8.0/go.mod h1:xPskH00ivmX89bAKVGSKKtLOWNx2+17Eiy94tnKShWo=
 golang.org/x/term v0.11.0/go.mod h1:zC9APTIj3jG3FdV/Ons+XE1riIZXG4aZ4GTHiPZJPIU=
 golang.org/x/term v0.16.0/go.mod h1:yn7UURbUtPyrVJPGPq404EukNFxcm/foM+bV/bfcDsY=
 golang.org/x/term v0.20.0/go.mod h1:8UkIAJTvZgivsXaD6/pH6U9ecQzZ45awqEOzuCvwpFY=
-golang.org/x/term v0.25.0 h1:WtHI/ltw4NvSUig5KARz9h521QvRC8RmF/cuYqifU24=
-golang.org/x/term v0.25.0/go.mod h1:RPyXicDX+6vLxogjjRxjgD2TKtmAO6NZBsBRfrOLu7M=
 golang.org/x/term v0.27.0 h1:WP60Sv1nlK1T6SupCHbXzSaN0b9wUmsPoRS9b61A23Q=
 golang.org/x/term v0.27.0/go.mod h1:iMsnZpn0cago0GOrHO2+Y7u7JPn5AylBrcoWkElMTSM=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
@@ -1090,14 +984,12 @@ golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
 golang.org/x/text v0.9.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8=
 golang.org/x/text v0.12.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE=
 golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
-golang.org/x/text v0.19.0 h1:kTxAhCbGbxhK0IwgSKiMO5awPoDQ0RpfiVYBfK860YM=
-golang.org/x/text v0.19.0/go.mod h1:BuEKDfySbSR4drPmRPG/7iBdf8hvFMuRexcpahXilzY=
 golang.org/x/text v0.21.0 h1:zyQAAkrwaneQ066sspRyJaG9VNi/YJ1NfzcGB3hZ/qo=
 golang.org/x/text v0.21.0/go.mod h1:4IBbMaMmOPCJ8SecivzSH54+73PCFmPWxNTLm+vZkEQ=
 golang.org/x/time v0.0.0-20180412165947-fbb02b2291d2/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ=
 golang.org/x/time v0.0.0-20181108054448-85acf8d2951c/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ=
-golang.org/x/time v0.5.0 h1:o7cqy6amK/52YcAKIPlM3a+Fpj35zvRj2TP+e1xFSfk=
-golang.org/x/time v0.5.0/go.mod h1:3BpzKBy/shNhVucY/MWOyx10tF3SFh9QdLuxbVysPQM=
+golang.org/x/time v0.8.0 h1:9i3RxcPv3PZnitoVGMPDKZSq1xW1gK1Xy3ArNOGZfEg=
+golang.org/x/time v0.8.0/go.mod h1:3BpzKBy/shNhVucY/MWOyx10tF3SFh9QdLuxbVysPQM=
 golang.org/x/tools v0.0.0-20180828015842-6cd1fcedba52/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20181030000716-a0a13e073c7b/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
@@ -1118,8 +1010,6 @@ golang.org/x/tools v0.1.5/go.mod h1:o0xws9oXOQQZyjljx8fwUC0k7L1pTE6eaCbjGeHmOkk=
 golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
 golang.org/x/tools v0.4.0/go.mod h1:UE5sM2OK9E/d67R0ANs2xJizIymRP5gJU295PvKXxjQ=
 golang.org/x/tools v0.6.0/go.mod h1:Xwgl3UAJ/d3gWutnCtw505GrjyAbvKui8lOU390QaIU=
-golang.org/x/tools v0.26.0 h1:v/60pFQmzmT9ExmjDv2gGIfi3OqfKoEP6I5+umXlbnQ=
-golang.org/x/tools v0.26.0/go.mod h1:TPVVj70c7JJ3WCazhD8OdXcZg/og+b9+tH/KxylGwH0=
 golang.org/x/tools v0.28.0 h1:WuB6qZ4RPCQo5aP3WdKZS7i595EdWqWR8vqJTlwTVK8=
 golang.org/x/tools v0.28.0/go.mod h1:dcIOrVd3mfQKTgrDVQHqCPMWy6lnhfhtX3hLXYVLfRw=
 golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
@@ -1152,12 +1042,8 @@ google.golang.org/genproto v0.0.0-20190819201941-24fa4b261c55/go.mod h1:DMBHOl98
 google.golang.org/genproto v0.0.0-20200526211855-cb27e3aa2013/go.mod h1:NbSheEEYHJ7i3ixzK3sjbqSGDJWnxyFXZblF3eUsNvo=
 google.golang.org/genproto v0.0.0-20240401170217-c3f982113cda h1:wu/KJm9KJwpfHWhkkZGohVC6KRrc1oJNr4jwtQMOQXw=
 google.golang.org/genproto v0.0.0-20240401170217-c3f982113cda/go.mod h1:g2LLCvCeCSir/JJSWosk19BR4NVxGqHUC6rxIRsd7Aw=
-google.golang.org/genproto/googleapis/api v0.0.0-20240617180043-68d350f18fd4 h1:MuYw1wJzT+ZkybKfaOXKp5hJiZDn2iHaXRw0mRYdHSc=
-google.golang.org/genproto/googleapis/api v0.0.0-20240617180043-68d350f18fd4/go.mod h1:px9SlOOZBg1wM1zdnr8jEL4CNGUBZ+ZKYtNPApNQc4c=
 google.golang.org/genproto/googleapis/api v0.0.0-20241007155032-5fefd90f89a9 h1:T6rh4haD3GVYsgEfWExoCZA2o2FmbNyKpTuAxbEFPTg=
 google.golang.org/genproto/googleapis/api v0.0.0-20241007155032-5fefd90f89a9/go.mod h1:wp2WsuBYj6j8wUdo3ToZsdxxixbvQNAHqVJrTgi5E5M=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20240617180043-68d350f18fd4 h1:Di6ANFilr+S60a4S61ZM00vLdw0IrQOSMS2/6mrnOU0=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20240617180043-68d350f18fd4/go.mod h1:Ue6ibwXGpU+dqIcODieyLOcgj7z8+IcskoNIgZxtrFY=
 google.golang.org/genproto/googleapis/rpc v0.0.0-20241007155032-5fefd90f89a9 h1:QCqS/PdaHTSWGvupk2F/ehwHtGc0/GYkT+3GAcR1CCc=
 google.golang.org/genproto/googleapis/rpc v0.0.0-20241007155032-5fefd90f89a9/go.mod h1:GX3210XPVPUjJbTUbvwI8f2IpZDMZuPJWDzDuebbviI=
 google.golang.org/grpc v1.14.0/go.mod h1:yo6s7OP7yaDglbqo1J04qKzAhqBH6lvTonzMVmEdcZw=
@@ -1168,8 +1054,6 @@ google.golang.org/grpc v1.23.0/go.mod h1:Y5yQAOtifL1yxbo5wqy6BxZv8vAUGQwXBOALyac
 google.golang.org/grpc v1.25.1/go.mod h1:c3i+UQWmh7LiEpx4sFZnkU36qjEYZ0imhYfXVyQciAY=
 google.golang.org/grpc v1.27.0/go.mod h1:qbnxyOmOxrQa7FizSgH+ReBfzJrCY1pSN7KXBS8abTk=
 google.golang.org/grpc v1.33.2/go.mod h1:JMHMWHQWaTccqQQlmk3MJZS+GWXOdAesneDmEnv2fbc=
-google.golang.org/grpc v1.65.0 h1:bs/cUb4lp1G5iImFFd3u5ixQzweKizoZJAwBNLR42lc=
-google.golang.org/grpc v1.65.0/go.mod h1:WgYC2ypjlB0EiQi6wdKixMqukr6lBc0Vo+oOgjrM5ZQ=
 google.golang.org/grpc v1.67.1 h1:zWnc1Vrcno+lHZCOofnIMvycFcc0QRGIzm9dhnDX68E=
 google.golang.org/grpc v1.67.1/go.mod h1:1gLDyUQU7CTLJI90u3nXZ9ekeghjeM7pTDZlqFNg2AA=
 google.golang.org/protobuf v0.0.0-20200109180630-ec00e32a8dfd/go.mod h1:DFci5gLYBciE7Vtevhsrf46CRTquxDuWsQurQQe4oz8=
@@ -1181,8 +1065,6 @@ google.golang.org/protobuf v1.22.0/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2
 google.golang.org/protobuf v1.23.0/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2l/sGQquU=
 google.golang.org/protobuf v1.23.1-0.20200526195155-81db48ad09cc/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2l/sGQquU=
 google.golang.org/protobuf v1.25.0/go.mod h1:9JNX74DMeImyA3h4bdi1ymwjUzf21/xIlbajtzgsN7c=
-google.golang.org/protobuf v1.35.1 h1:m3LfL6/Ca+fqnjnlqQXNpFPABW1UD7mjh8KO2mKFytA=
-google.golang.org/protobuf v1.35.1/go.mod h1:9fA7Ob0pmnwhb644+1+CVWFRbNajQ6iRojtC/QF5bRE=
 google.golang.org/protobuf v1.36.1 h1:yBPeRvTftaleIgM3PZ/WBIZ7XM/eEYAaEyCwvyjq/gk=
 google.golang.org/protobuf v1.36.1/go.mod h1:9fA7Ob0pmnwhb644+1+CVWFRbNajQ6iRojtC/QF5bRE=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=

pkg/grpc/backend.go

@@ -35,9 +35,9 @@ type Backend interface {
 	IsBusy() bool
 	HealthCheck(ctx context.Context) (bool, error)
 	Embeddings(ctx context.Context, in *pb.PredictOptions, opts ...grpc.CallOption) (*pb.EmbeddingResult, error)
-	Predict(ctx context.Context, in *pb.PredictOptions, opts ...grpc.CallOption) (*pb.Reply, error)
 	LoadModel(ctx context.Context, in *pb.ModelOptions, opts ...grpc.CallOption) (*pb.Result, error)
 	PredictStream(ctx context.Context, in *pb.PredictOptions, f func(reply *pb.Reply), opts ...grpc.CallOption) error
+	Predict(ctx context.Context, in *pb.PredictOptions, opts ...grpc.CallOption) (*pb.Reply, error)
 	GenerateImage(ctx context.Context, in *pb.GenerateImageRequest, opts ...grpc.CallOption) (*pb.Result, error)
 	TTS(ctx context.Context, in *pb.TTSRequest, opts ...grpc.CallOption) (*pb.Result, error)
 	SoundGeneration(ctx context.Context, in *pb.SoundGenerationRequest, opts ...grpc.CallOption) (*pb.Result, error)

pkg/sound/float32.go

@@ -0,0 +1,12 @@
+package sound
+
+import (
+	"encoding/binary"
+	"math"
+)
+
+func BytesFloat32(bytes []byte) float32 {
+	bits := binary.LittleEndian.Uint32(bytes)
+	float := math.Float32frombits(bits)
+	return float
+}

pkg/sound/int16.go

@@ -0,0 +1,78 @@
+package sound
+
+import "math"
+
+/*
+
+MIT License
+
+Copyright (c) 2024 Xbozon
+
+*/
+
+// calculateRMS16 calculates the root mean square of the audio buffer for int16 samples.
+func CalculateRMS16(buffer []int16) float64 {
+	var sumSquares float64
+	for _, sample := range buffer {
+		val := float64(sample) // Convert int16 to float64 for calculation
+		sumSquares += val * val
+	}
+	meanSquares := sumSquares / float64(len(buffer))
+	return math.Sqrt(meanSquares)
+}
+
+func ResampleInt16(input []int16, inputRate, outputRate int) []int16 {
+	// Calculate the resampling ratio
+	ratio := float64(inputRate) / float64(outputRate)
+
+	// Calculate the length of the resampled output
+	outputLength := int(float64(len(input)) / ratio)
+
+	// Allocate a slice for the resampled output
+	output := make([]int16, outputLength)
+
+	// Perform linear interpolation for resampling
+	for i := 0; i < outputLength-1; i++ {
+		// Calculate the corresponding position in the input
+		pos := float64(i) * ratio
+
+		// Calculate the indices of the surrounding input samples
+		indexBefore := int(pos)
+		indexAfter := indexBefore + 1
+		if indexAfter >= len(input) {
+			indexAfter = len(input) - 1
+		}
+
+		// Calculate the fractional part of the position
+		frac := pos - float64(indexBefore)
+
+		// Linearly interpolate between the two surrounding input samples
+		output[i] = int16((1-frac)*float64(input[indexBefore]) + frac*float64(input[indexAfter]))
+	}
+
+	// Handle the last sample explicitly to avoid index out of range
+	output[outputLength-1] = input[len(input)-1]
+
+	return output
+}
+
+func ConvertInt16ToInt(input []int16) []int {
+	output := make([]int, len(input)) // Allocate a slice for the output
+	for i, value := range input {
+		output[i] = int(value) // Convert each int16 to int and assign it to the output slice
+	}
+	return output // Return the converted slice
+}
+
+func BytesToInt16sLE(bytes []byte) []int16 {
+	// Ensure the byte slice length is even
+	if len(bytes)%2 != 0 {
+		panic("bytesToInt16sLE: input bytes slice has odd length, must be even")
+	}
+
+	int16s := make([]int16, len(bytes)/2)
+	for i := 0; i < len(int16s); i++ {
+		int16s[i] = int16(bytes[2*i]) | int16(bytes[2*i+1])<<8
+	}
+	return int16s
+}