From 58f6aab637ca67f9e49a8da9ac2ce3a9f5efdb01 Mon Sep 17 00:00:00 2001
From: Ettore Di Giacinto <mudler@localai.io>
Date: Sat, 15 Jul 2023 01:19:43 +0200
Subject: [PATCH] feat: move llama to a grpc

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---
 Makefile                            |   9 +-
 api/prediction.go                   | 298 ++++------------------------
 cmd/grpc/llama/main.go              |  25 +++
 pkg/grpc/client.go                  |  11 +
 pkg/grpc/interface.go               |   1 +
 pkg/grpc/llm/falcon/falcon.go       |   4 +
 pkg/grpc/llm/llama/llama.go         | 165 +++++++++++++++
 pkg/grpc/proto/llmserver.pb.go      | 205 +++++++++++++------
 pkg/grpc/proto/llmserver.proto      |   8 +-
 pkg/grpc/proto/llmserver_grpc.pb.go |  36 ++++
 pkg/grpc/server.go                  |   9 +
 pkg/model/initializers.go           |  15 +-
 pkg/model/options.go                |   8 -
 13 files changed, 454 insertions(+), 340 deletions(-)
 create mode 100644 cmd/grpc/llama/main.go
 create mode 100644 pkg/grpc/llm/llama/llama.go

diff --git a/Makefile b/Makefile
index abac2b4..3514161 100644
--- a/Makefile
+++ b/Makefile
@@ -67,8 +67,8 @@ WHITE  := $(shell tput -Txterm setaf 7)
 CYAN   := $(shell tput -Txterm setaf 6)
 RESET  := $(shell tput -Txterm sgr0)
 
-C_INCLUDE_PATH=$(shell pwd)/go-llama:$(shell pwd)/go-stable-diffusion/:$(shell pwd)/gpt4all/gpt4all-bindings/golang/:$(shell pwd)/go-ggml-transformers:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert:$(shell pwd)/bloomz
-LIBRARY_PATH=$(shell pwd)/go-piper:$(shell pwd)/go-llama:$(shell pwd)/go-stable-diffusion/:$(shell pwd)/gpt4all/gpt4all-bindings/golang/:$(shell pwd)/go-ggml-transformers:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert:$(shell pwd)/bloomz
+C_INCLUDE_PATH=$(shell pwd)/go-stable-diffusion/:$(shell pwd)/gpt4all/gpt4all-bindings/golang/:$(shell pwd)/go-ggml-transformers:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert:$(shell pwd)/bloomz
+LIBRARY_PATH=$(shell pwd)/go-piper:$(shell pwd)/go-stable-diffusion/:$(shell pwd)/gpt4all/gpt4all-bindings/golang/:$(shell pwd)/go-ggml-transformers:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert:$(shell pwd)/bloomz
 
 ifeq ($(BUILD_TYPE),openblas)
 	CGO_LDFLAGS+=-lopenblas
@@ -369,5 +369,8 @@ falcon-grpc: backend-assets/grpc
 	CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-ggllm LIBRARY_PATH=$(shell pwd)/go-ggllm \
 	$(GOCMD) build -x -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/falcon ./cmd/grpc/falcon/
 
+llama-grpc: backend-assets/grpc
+	CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-llama LIBRARY_PATH=$(shell pwd)/go-llama \
+	$(GOCMD) build -x -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/llama ./cmd/grpc/llama/
 
-grpcs: falcon-grpc
\ No newline at end of file
+grpcs: falcon-grpc llama-grpc
\ No newline at end of file
diff --git a/api/prediction.go b/api/prediction.go
index b9b5710..970f06e 100644
--- a/api/prediction.go
+++ b/api/prediction.go
@@ -18,7 +18,6 @@ import (
 	"github.com/go-skynet/bloomz.cpp"
 	bert "github.com/go-skynet/go-bert.cpp"
 	transformers "github.com/go-skynet/go-ggml-transformers.cpp"
-	llama "github.com/go-skynet/go-llama.cpp"
 
 	gpt4all "github.com/nomic-ai/gpt4all/gpt4all-bindings/golang"
 )
@@ -36,6 +35,11 @@ func gRPCModelOpts(c Config) *pb.ModelOptions {
 		ContextSize: int32(c.ContextSize),
 		Seed:        int32(c.Seed),
 		NBatch:      int32(b),
+		F16Memory:   c.F16,
+		MLock:       c.MMlock,
+		NUMA:        c.NUMA,
+		Embeddings:  c.Embeddings,
+		LowVRAM:     c.LowVRAM,
 		NGPULayers:  int32(c.NGPULayers),
 		MMap:        c.MMap,
 		MainGPU:     c.MainGPU,
@@ -43,32 +47,6 @@ func gRPCModelOpts(c Config) *pb.ModelOptions {
 	}
 }
 
-// func defaultGGLLMOpts(c Config) []ggllm.ModelOption {
-// 	ggllmOpts := []ggllm.ModelOption{}
-// 	if c.ContextSize != 0 {
-// 		ggllmOpts = append(ggllmOpts, ggllm.SetContext(c.ContextSize))
-// 	}
-// 	// F16 doesn't seem to produce good output at all!
-// 	//if c.F16 {
-// 	//	llamaOpts = append(llamaOpts, llama.EnableF16Memory)
-// 	//}
-
-// 	if c.NGPULayers != 0 {
-// 		ggllmOpts = append(ggllmOpts, ggllm.SetGPULayers(c.NGPULayers))
-// 	}
-
-// 	ggllmOpts = append(ggllmOpts, ggllm.SetMMap(c.MMap))
-// 	ggllmOpts = append(ggllmOpts, ggllm.SetMainGPU(c.MainGPU))
-// 	ggllmOpts = append(ggllmOpts, ggllm.SetTensorSplit(c.TensorSplit))
-// 	if c.Batch != 0 {
-// 		ggllmOpts = append(ggllmOpts, ggllm.SetNBatch(c.Batch))
-// 	} else {
-// 		ggllmOpts = append(ggllmOpts, ggllm.SetNBatch(512))
-// 	}
-
-// 	return ggllmOpts
-// }
-
 func gRPCPredictOpts(c Config, modelPath string) *pb.PredictOptions {
 	promptCachePath := ""
 	if c.PromptCachePath != "" {
@@ -77,14 +55,18 @@ func gRPCPredictOpts(c Config, modelPath string) *pb.PredictOptions {
 		promptCachePath = p
 	}
 	return &pb.PredictOptions{
-		Temperature:       float32(c.Temperature),
-		TopP:              float32(c.TopP),
-		TopK:              int32(c.TopK),
-		Tokens:            int32(c.Maxtokens),
-		Threads:           int32(c.Threads),
-		PromptCacheAll:    c.PromptCacheAll,
-		PromptCacheRO:     c.PromptCacheRO,
-		PromptCachePath:   promptCachePath,
+		Temperature:     float32(c.Temperature),
+		TopP:            float32(c.TopP),
+		TopK:            int32(c.TopK),
+		Tokens:          int32(c.Maxtokens),
+		Threads:         int32(c.Threads),
+		PromptCacheAll:  c.PromptCacheAll,
+		PromptCacheRO:   c.PromptCacheRO,
+		PromptCachePath: promptCachePath,
+		F16KV:           c.F16,
+		DebugMode:       c.Debug,
+		Grammar:         c.Grammar,
+
 		Mirostat:          int32(c.Mirostat),
 		MirostatETA:       float32(c.MirostatETA),
 		MirostatTAU:       float32(c.MirostatTAU),
@@ -105,200 +87,6 @@ func gRPCPredictOpts(c Config, modelPath string) *pb.PredictOptions {
 	}
 }
 
-// func buildGGLLMPredictOptions(c Config, modelPath string) []ggllm.PredictOption {
-// 	// Generate the prediction using the language model
-// 	predictOptions := []ggllm.PredictOption{
-// 		ggllm.SetTemperature(c.Temperature),
-// 		ggllm.SetTopP(c.TopP),
-// 		ggllm.SetTopK(c.TopK),
-// 		ggllm.SetTokens(c.Maxtokens),
-// 		ggllm.SetThreads(c.Threads),
-// 	}
-
-// 	if c.PromptCacheAll {
-// 		predictOptions = append(predictOptions, ggllm.EnablePromptCacheAll)
-// 	}
-
-// 	if c.PromptCacheRO {
-// 		predictOptions = append(predictOptions, ggllm.EnablePromptCacheRO)
-// 	}
-
-// 	if c.PromptCachePath != "" {
-// 		// Create parent directory
-// 		p := filepath.Join(modelPath, c.PromptCachePath)
-// 		os.MkdirAll(filepath.Dir(p), 0755)
-// 		predictOptions = append(predictOptions, ggllm.SetPathPromptCache(p))
-// 	}
-
-// 	if c.Mirostat != 0 {
-// 		predictOptions = append(predictOptions, ggllm.SetMirostat(c.Mirostat))
-// 	}
-
-// 	if c.MirostatETA != 0 {
-// 		predictOptions = append(predictOptions, ggllm.SetMirostatETA(c.MirostatETA))
-// 	}
-
-// 	if c.MirostatTAU != 0 {
-// 		predictOptions = append(predictOptions, ggllm.SetMirostatTAU(c.MirostatTAU))
-// 	}
-
-// 	if c.Debug {
-// 		predictOptions = append(predictOptions, ggllm.Debug)
-// 	}
-
-// 	predictOptions = append(predictOptions, ggllm.SetStopWords(c.StopWords...))
-
-// 	if c.RepeatPenalty != 0 {
-// 		predictOptions = append(predictOptions, ggllm.SetPenalty(c.RepeatPenalty))
-// 	}
-
-// 	if c.Keep != 0 {
-// 		predictOptions = append(predictOptions, ggllm.SetNKeep(c.Keep))
-// 	}
-
-// 	if c.Batch != 0 {
-// 		predictOptions = append(predictOptions, ggllm.SetBatch(c.Batch))
-// 	}
-
-// 	if c.IgnoreEOS {
-// 		predictOptions = append(predictOptions, ggllm.IgnoreEOS)
-// 	}
-
-// 	if c.Seed != 0 {
-// 		predictOptions = append(predictOptions, ggllm.SetSeed(c.Seed))
-// 	}
-
-// 	//predictOptions = append(predictOptions, llama.SetLogitBias(c.Seed))
-
-// 	predictOptions = append(predictOptions, ggllm.SetFrequencyPenalty(c.FrequencyPenalty))
-// 	predictOptions = append(predictOptions, ggllm.SetMlock(c.MMlock))
-// 	predictOptions = append(predictOptions, ggllm.SetMemoryMap(c.MMap))
-// 	predictOptions = append(predictOptions, ggllm.SetPredictionMainGPU(c.MainGPU))
-// 	predictOptions = append(predictOptions, ggllm.SetPredictionTensorSplit(c.TensorSplit))
-// 	predictOptions = append(predictOptions, ggllm.SetTailFreeSamplingZ(c.TFZ))
-// 	predictOptions = append(predictOptions, ggllm.SetTypicalP(c.TypicalP))
-
-// 	return predictOptions
-// }
-
-func defaultLLamaOpts(c Config) []llama.ModelOption {
-	llamaOpts := []llama.ModelOption{}
-	if c.ContextSize != 0 {
-		llamaOpts = append(llamaOpts, llama.SetContext(c.ContextSize))
-	}
-	if c.F16 {
-		llamaOpts = append(llamaOpts, llama.EnableF16Memory)
-	}
-	if c.Embeddings {
-		llamaOpts = append(llamaOpts, llama.EnableEmbeddings)
-	}
-
-	if c.NGPULayers != 0 {
-		llamaOpts = append(llamaOpts, llama.SetGPULayers(c.NGPULayers))
-	}
-
-	llamaOpts = append(llamaOpts, llama.SetMMap(c.MMap))
-	llamaOpts = append(llamaOpts, llama.SetMainGPU(c.MainGPU))
-	llamaOpts = append(llamaOpts, llama.SetTensorSplit(c.TensorSplit))
-	if c.Batch != 0 {
-		llamaOpts = append(llamaOpts, llama.SetNBatch(c.Batch))
-	} else {
-		llamaOpts = append(llamaOpts, llama.SetNBatch(512))
-	}
-
-	if c.NUMA {
-		llamaOpts = append(llamaOpts, llama.EnableNUMA)
-	}
-
-	if c.LowVRAM {
-		llamaOpts = append(llamaOpts, llama.EnabelLowVRAM)
-	}
-
-	return llamaOpts
-}
-
-func buildLLamaPredictOptions(c Config, modelPath string) []llama.PredictOption {
-	// Generate the prediction using the language model
-	predictOptions := []llama.PredictOption{
-		llama.SetTemperature(c.Temperature),
-		llama.SetTopP(c.TopP),
-		llama.SetTopK(c.TopK),
-		llama.SetTokens(c.Maxtokens),
-		llama.SetThreads(c.Threads),
-	}
-
-	if c.PromptCacheAll {
-		predictOptions = append(predictOptions, llama.EnablePromptCacheAll)
-	}
-
-	if c.PromptCacheRO {
-		predictOptions = append(predictOptions, llama.EnablePromptCacheRO)
-	}
-
-	predictOptions = append(predictOptions, llama.WithGrammar(c.Grammar))
-
-	if c.PromptCachePath != "" {
-		// Create parent directory
-		p := filepath.Join(modelPath, c.PromptCachePath)
-		os.MkdirAll(filepath.Dir(p), 0755)
-		predictOptions = append(predictOptions, llama.SetPathPromptCache(p))
-	}
-
-	if c.Mirostat != 0 {
-		predictOptions = append(predictOptions, llama.SetMirostat(c.Mirostat))
-	}
-
-	if c.MirostatETA != 0 {
-		predictOptions = append(predictOptions, llama.SetMirostatETA(c.MirostatETA))
-	}
-
-	if c.MirostatTAU != 0 {
-		predictOptions = append(predictOptions, llama.SetMirostatTAU(c.MirostatTAU))
-	}
-
-	if c.Debug {
-		predictOptions = append(predictOptions, llama.Debug)
-	}
-
-	predictOptions = append(predictOptions, llama.SetStopWords(c.StopWords...))
-
-	if c.RepeatPenalty != 0 {
-		predictOptions = append(predictOptions, llama.SetPenalty(c.RepeatPenalty))
-	}
-
-	if c.Keep != 0 {
-		predictOptions = append(predictOptions, llama.SetNKeep(c.Keep))
-	}
-
-	if c.Batch != 0 {
-		predictOptions = append(predictOptions, llama.SetBatch(c.Batch))
-	}
-
-	if c.F16 {
-		predictOptions = append(predictOptions, llama.EnableF16KV)
-	}
-
-	if c.IgnoreEOS {
-		predictOptions = append(predictOptions, llama.IgnoreEOS)
-	}
-
-	if c.Seed != 0 {
-		predictOptions = append(predictOptions, llama.SetSeed(c.Seed))
-	}
-
-	//predictOptions = append(predictOptions, llama.SetLogitBias(c.Seed))
-
-	predictOptions = append(predictOptions, llama.SetFrequencyPenalty(c.FrequencyPenalty))
-	predictOptions = append(predictOptions, llama.SetMlock(c.MMlock))
-	predictOptions = append(predictOptions, llama.SetMemoryMap(c.MMap))
-	predictOptions = append(predictOptions, llama.SetPredictionMainGPU(c.MainGPU))
-	predictOptions = append(predictOptions, llama.SetPredictionTensorSplit(c.TensorSplit))
-	predictOptions = append(predictOptions, llama.SetTailFreeSamplingZ(c.TFZ))
-	predictOptions = append(predictOptions, llama.SetTypicalP(c.TypicalP))
-
-	return predictOptions
-}
-
 func ImageGeneration(height, width, mode, step, seed int, positive_prompt, negative_prompt, dst string, loader *model.ModelLoader, c Config, o *Option) (func() error, error) {
 	if c.Backend != model.StableDiffusionBackend {
 		return nil, fmt.Errorf("endpoint only working with stablediffusion models")
@@ -351,14 +139,12 @@ func ModelEmbedding(s string, tokens []int, loader *model.ModelLoader, c Config,
 
 	modelFile := c.Model
 
-	llamaOpts := defaultLLamaOpts(c)
 	grpcOpts := gRPCModelOpts(c)
 
 	var inferenceModel interface{}
 	var err error
 
 	opts := []model.Option{
-		model.WithLlamaOpts(llamaOpts...),
 		model.WithLoadGRPCOpts(grpcOpts),
 		model.WithThreads(uint32(c.Threads)),
 		model.WithAssetDir(o.assetsDestination),
@@ -377,14 +163,34 @@ func ModelEmbedding(s string, tokens []int, loader *model.ModelLoader, c Config,
 
 	var fn func() ([]float32, error)
 	switch model := inferenceModel.(type) {
-	case *llama.LLama:
+	case *grpc.Client:
 		fn = func() ([]float32, error) {
-			predictOptions := buildLLamaPredictOptions(c, loader.ModelPath)
+			predictOptions := gRPCPredictOpts(c, loader.ModelPath)
 			if len(tokens) > 0 {
-				return model.TokenEmbeddings(tokens, predictOptions...)
+				embeds := []int32{}
+
+				for _, t := range tokens {
+					embeds = append(embeds, int32(t))
+				}
+				predictOptions.EmbeddingTokens = embeds
+
+				res, err := model.Embeddings(context.TODO(), predictOptions)
+				if err != nil {
+					return nil, err
+				}
+
+				return res.Embeddings, nil
+			}
+			predictOptions.Embeddings = s
+
+			res, err := model.Embeddings(context.TODO(), predictOptions)
+			if err != nil {
+				return nil, err
 			}
-			return model.Embeddings(s, predictOptions...)
+
+			return res.Embeddings, nil
 		}
+
 	// bert embeddings
 	case *bert.Bert:
 		fn = func() ([]float32, error) {
@@ -432,14 +238,12 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, o *Option, to
 	supportStreams := false
 	modelFile := c.Model
 
-	llamaOpts := defaultLLamaOpts(c)
 	grpcOpts := gRPCModelOpts(c)
 
 	var inferenceModel interface{}
 	var err error
 
 	opts := []model.Option{
-		model.WithLlamaOpts(llamaOpts...),
 		model.WithLoadGRPCOpts(grpcOpts),
 		model.WithThreads(uint32(c.Threads)),
 		model.WithAssetDir(o.assetsDestination),
@@ -708,26 +512,6 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, o *Option, to
 				predictOptions = append(predictOptions, gpt4all.SetBatch(c.Batch))
 			}
 
-			str, er := model.Predict(
-				s,
-				predictOptions...,
-			)
-			// Seems that if we don't free the callback explicitly we leave functions registered (that might try to send on closed channels)
-			// For instance otherwise the API returns: {"error":{"code":500,"message":"send on closed channel","type":""}}
-			// after a stream event has occurred
-			model.SetTokenCallback(nil)
-			return str, er
-		}
-	case *llama.LLama:
-		supportStreams = true
-		fn = func() (string, error) {
-
-			if tokenCallback != nil {
-				model.SetTokenCallback(tokenCallback)
-			}
-
-			predictOptions := buildLLamaPredictOptions(c, loader.ModelPath)
-
 			str, er := model.Predict(
 				s,
 				predictOptions...,
diff --git a/cmd/grpc/llama/main.go b/cmd/grpc/llama/main.go
new file mode 100644
index 0000000..d75ef48
--- /dev/null
+++ b/cmd/grpc/llama/main.go
@@ -0,0 +1,25 @@
+package main
+
+// GRPC Falcon server
+
+// Note: this is started internally by LocalAI and a server is allocated for each model
+
+import (
+	"flag"
+
+	llama "github.com/go-skynet/LocalAI/pkg/grpc/llm/llama"
+
+	grpc "github.com/go-skynet/LocalAI/pkg/grpc"
+)
+
+var (
+	addr = flag.String("addr", "localhost:50051", "the address to connect to")
+)
+
+func main() {
+	flag.Parse()
+
+	if err := grpc.StartServer(*addr, &llama.LLM{}); err != nil {
+		panic(err)
+	}
+}
diff --git a/pkg/grpc/client.go b/pkg/grpc/client.go
index f63a89a..06628eb 100644
--- a/pkg/grpc/client.go
+++ b/pkg/grpc/client.go
@@ -47,6 +47,17 @@ func (c *Client) HealthCheck(ctx context.Context) bool {
 	return false
 }
 
+func (c *Client) Embeddings(ctx context.Context, in *pb.PredictOptions, opts ...grpc.CallOption) (*pb.EmbeddingResult, error) {
+	conn, err := grpc.Dial(c.address, grpc.WithTransportCredentials(insecure.NewCredentials()))
+	if err != nil {
+		return nil, err
+	}
+	defer conn.Close()
+	client := pb.NewLLMClient(conn)
+
+	return client.Embedding(ctx, in, opts...)
+}
+
 func (c *Client) Predict(ctx context.Context, in *pb.PredictOptions, opts ...grpc.CallOption) (*pb.Reply, error) {
 	conn, err := grpc.Dial(c.address, grpc.WithTransportCredentials(insecure.NewCredentials()))
 	if err != nil {
diff --git a/pkg/grpc/interface.go b/pkg/grpc/interface.go
index 8ac851a..70b830f 100644
--- a/pkg/grpc/interface.go
+++ b/pkg/grpc/interface.go
@@ -8,4 +8,5 @@ type LLM interface {
 	Predict(*pb.PredictOptions) (string, error)
 	PredictStream(*pb.PredictOptions, chan string)
 	Load(*pb.ModelOptions) error
+	Embeddings(*pb.PredictOptions) ([]float32, error)
 }
diff --git a/pkg/grpc/llm/falcon/falcon.go b/pkg/grpc/llm/falcon/falcon.go
index a0a53be..5d8cf75 100644
--- a/pkg/grpc/llm/falcon/falcon.go
+++ b/pkg/grpc/llm/falcon/falcon.go
@@ -42,6 +42,10 @@ func (llm *LLM) Load(opts *pb.ModelOptions) error {
 	return err
 }
 
+func (llm *LLM) Embeddings(opts *pb.PredictOptions) ([]float32, error) {
+	return nil, fmt.Errorf("not implemented")
+}
+
 func buildPredictOptions(opts *pb.PredictOptions) []ggllm.PredictOption {
 	predictOptions := []ggllm.PredictOption{
 		ggllm.SetTemperature(float64(opts.Temperature)),
diff --git a/pkg/grpc/llm/llama/llama.go b/pkg/grpc/llm/llama/llama.go
new file mode 100644
index 0000000..a31e274
--- /dev/null
+++ b/pkg/grpc/llm/llama/llama.go
@@ -0,0 +1,165 @@
+package llama
+
+// This is a wrapper to statisfy the GRPC service interface
+// It is meant to be used by the main executable that is the server for the specific backend type (falcon, gpt3, etc)
+import (
+	"fmt"
+
+	pb "github.com/go-skynet/LocalAI/pkg/grpc/proto"
+	"github.com/go-skynet/go-llama.cpp"
+)
+
+type LLM struct {
+	llama *llama.LLama
+}
+
+func (llm *LLM) Load(opts *pb.ModelOptions) error {
+	llamaOpts := []llama.ModelOption{}
+
+	if opts.ContextSize != 0 {
+		llamaOpts = append(llamaOpts, llama.SetContext(int(opts.ContextSize)))
+	}
+	if opts.F16Memory {
+		llamaOpts = append(llamaOpts, llama.EnableF16Memory)
+	}
+	if opts.Embeddings {
+		llamaOpts = append(llamaOpts, llama.EnableEmbeddings)
+	}
+	if opts.NGPULayers != 0 {
+		llamaOpts = append(llamaOpts, llama.SetGPULayers(int(opts.NGPULayers)))
+	}
+
+	llamaOpts = append(llamaOpts, llama.SetMMap(opts.MMap))
+	llamaOpts = append(llamaOpts, llama.SetMainGPU(opts.MainGPU))
+	llamaOpts = append(llamaOpts, llama.SetTensorSplit(opts.TensorSplit))
+	if opts.NBatch != 0 {
+		llamaOpts = append(llamaOpts, llama.SetNBatch(int(opts.NBatch)))
+	} else {
+		llamaOpts = append(llamaOpts, llama.SetNBatch(512))
+	}
+
+	if opts.NUMA {
+		llamaOpts = append(llamaOpts, llama.EnableNUMA)
+	}
+
+	if opts.LowVRAM {
+		llamaOpts = append(llamaOpts, llama.EnabelLowVRAM)
+	}
+
+	model, err := llama.New(opts.Model, llamaOpts...)
+	llm.llama = model
+	return err
+}
+
+func buildPredictOptions(opts *pb.PredictOptions) []llama.PredictOption {
+	predictOptions := []llama.PredictOption{
+		llama.SetTemperature(float64(opts.Temperature)),
+		llama.SetTopP(float64(opts.TopP)),
+		llama.SetTopK(int(opts.TopK)),
+		llama.SetTokens(int(opts.Tokens)),
+		llama.SetThreads(int(opts.Threads)),
+	}
+
+	if opts.PromptCacheAll {
+		predictOptions = append(predictOptions, llama.EnablePromptCacheAll)
+	}
+
+	if opts.PromptCacheRO {
+		predictOptions = append(predictOptions, llama.EnablePromptCacheRO)
+	}
+
+	predictOptions = append(predictOptions, llama.WithGrammar(opts.Grammar))
+
+	// Expected absolute path
+	if opts.PromptCachePath != "" {
+		predictOptions = append(predictOptions, llama.SetPathPromptCache(opts.PromptCachePath))
+	}
+
+	if opts.Mirostat != 0 {
+		predictOptions = append(predictOptions, llama.SetMirostat(int(opts.Mirostat)))
+	}
+
+	if opts.MirostatETA != 0 {
+		predictOptions = append(predictOptions, llama.SetMirostatETA(float64(opts.MirostatETA)))
+	}
+
+	if opts.MirostatTAU != 0 {
+		predictOptions = append(predictOptions, llama.SetMirostatTAU(float64(opts.MirostatTAU)))
+	}
+
+	if opts.Debug {
+		predictOptions = append(predictOptions, llama.Debug)
+	}
+
+	predictOptions = append(predictOptions, llama.SetStopWords(opts.StopPrompts...))
+
+	if opts.PresencePenalty != 0 {
+		predictOptions = append(predictOptions, llama.SetPenalty(float64(opts.PresencePenalty)))
+	}
+
+	if opts.NKeep != 0 {
+		predictOptions = append(predictOptions, llama.SetNKeep(int(opts.NKeep)))
+	}
+
+	if opts.Batch != 0 {
+		predictOptions = append(predictOptions, llama.SetBatch(int(opts.Batch)))
+	}
+
+	if opts.F16KV {
+		predictOptions = append(predictOptions, llama.EnableF16KV)
+	}
+
+	if opts.IgnoreEOS {
+		predictOptions = append(predictOptions, llama.IgnoreEOS)
+	}
+
+	if opts.Seed != 0 {
+		predictOptions = append(predictOptions, llama.SetSeed(int(opts.Seed)))
+	}
+
+	//predictOptions = append(predictOptions, llama.SetLogitBias(c.Seed))
+
+	predictOptions = append(predictOptions, llama.SetFrequencyPenalty(float64(opts.FrequencyPenalty)))
+	predictOptions = append(predictOptions, llama.SetMlock(opts.MLock))
+	predictOptions = append(predictOptions, llama.SetMemoryMap(opts.MMap))
+	predictOptions = append(predictOptions, llama.SetPredictionMainGPU(opts.MainGPU))
+	predictOptions = append(predictOptions, llama.SetPredictionTensorSplit(opts.TensorSplit))
+	predictOptions = append(predictOptions, llama.SetTailFreeSamplingZ(float64(opts.TailFreeSamplingZ)))
+	predictOptions = append(predictOptions, llama.SetTypicalP(float64(opts.TypicalP)))
+	return predictOptions
+}
+
+func (llm *LLM) Predict(opts *pb.PredictOptions) (string, error) {
+	return llm.llama.Predict(opts.Prompt, buildPredictOptions(opts)...)
+}
+
+func (llm *LLM) PredictStream(opts *pb.PredictOptions, results chan string) {
+	predictOptions := buildPredictOptions(opts)
+
+	predictOptions = append(predictOptions, llama.SetTokenCallback(func(token string) bool {
+		results <- token
+		return true
+	}))
+
+	go func() {
+		_, err := llm.llama.Predict(opts.Prompt, predictOptions...)
+		if err != nil {
+			fmt.Println("err: ", err)
+		}
+		close(results)
+	}()
+}
+
+func (llm *LLM) Embeddings(opts *pb.PredictOptions) ([]float32, error) {
+	predictOptions := buildPredictOptions(opts)
+
+	if len(opts.EmbeddingTokens) > 0 {
+		tokens := []int{}
+		for _, t := range opts.EmbeddingTokens {
+			tokens = append(tokens, int(t))
+		}
+		return llm.llama.TokenEmbeddings(tokens, predictOptions...)
+	}
+
+	return llm.llama.Embeddings(opts.Embeddings, predictOptions...)
+}
diff --git a/pkg/grpc/proto/llmserver.pb.go b/pkg/grpc/proto/llmserver.pb.go
index 067c3a1..d54c393 100644
--- a/pkg/grpc/proto/llmserver.pb.go
+++ b/pkg/grpc/proto/llmserver.pb.go
@@ -87,7 +87,6 @@ type PredictOptions struct {
 	MirostatTAU       float32  `protobuf:"fixed32,21,opt,name=MirostatTAU,proto3" json:"MirostatTAU,omitempty"`
 	PenalizeNL        bool     `protobuf:"varint,22,opt,name=PenalizeNL,proto3" json:"PenalizeNL,omitempty"`
 	LogitBias         string   `protobuf:"bytes,23,opt,name=LogitBias,proto3" json:"LogitBias,omitempty"`
-	PathPromptCache   string   `protobuf:"bytes,24,opt,name=PathPromptCache,proto3" json:"PathPromptCache,omitempty"`
 	MLock             bool     `protobuf:"varint,25,opt,name=MLock,proto3" json:"MLock,omitempty"`
 	MMap              bool     `protobuf:"varint,26,opt,name=MMap,proto3" json:"MMap,omitempty"`
 	PromptCacheAll    bool     `protobuf:"varint,27,opt,name=PromptCacheAll,proto3" json:"PromptCacheAll,omitempty"`
@@ -98,6 +97,8 @@ type PredictOptions struct {
 	TopP              float32  `protobuf:"fixed32,32,opt,name=TopP,proto3" json:"TopP,omitempty"`
 	PromptCachePath   string   `protobuf:"bytes,33,opt,name=PromptCachePath,proto3" json:"PromptCachePath,omitempty"`
 	Debug             bool     `protobuf:"varint,34,opt,name=Debug,proto3" json:"Debug,omitempty"`
+	EmbeddingTokens   []int32  `protobuf:"varint,35,rep,packed,name=EmbeddingTokens,proto3" json:"EmbeddingTokens,omitempty"`
+	Embeddings        string   `protobuf:"bytes,36,opt,name=Embeddings,proto3" json:"Embeddings,omitempty"`
 }
 
 func (x *PredictOptions) Reset() {
@@ -293,13 +294,6 @@ func (x *PredictOptions) GetLogitBias() string {
 	return ""
 }
 
-func (x *PredictOptions) GetPathPromptCache() string {
-	if x != nil {
-		return x.PathPromptCache
-	}
-	return ""
-}
-
 func (x *PredictOptions) GetMLock() bool {
 	if x != nil {
 		return x.MLock
@@ -370,6 +364,20 @@ func (x *PredictOptions) GetDebug() bool {
 	return false
 }
 
+func (x *PredictOptions) GetEmbeddingTokens() []int32 {
+	if x != nil {
+		return x.EmbeddingTokens
+	}
+	return nil
+}
+
+func (x *PredictOptions) GetEmbeddings() string {
+	if x != nil {
+		return x.Embeddings
+	}
+	return ""
+}
+
 // The response message containing the result
 type Reply struct {
 	state         protoimpl.MessageState
@@ -624,13 +632,60 @@ func (x *Result) GetSuccess() bool {
 	return false
 }
 
+type EmbeddingResult struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	Embeddings []float32 `protobuf:"fixed32,1,rep,packed,name=embeddings,proto3" json:"embeddings,omitempty"`
+}
+
+func (x *EmbeddingResult) Reset() {
+	*x = EmbeddingResult{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_pkg_grpc_proto_llmserver_proto_msgTypes[5]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *EmbeddingResult) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*EmbeddingResult) ProtoMessage() {}
+
+func (x *EmbeddingResult) ProtoReflect() protoreflect.Message {
+	mi := &file_pkg_grpc_proto_llmserver_proto_msgTypes[5]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use EmbeddingResult.ProtoReflect.Descriptor instead.
+func (*EmbeddingResult) Descriptor() ([]byte, []int) {
+	return file_pkg_grpc_proto_llmserver_proto_rawDescGZIP(), []int{5}
+}
+
+func (x *EmbeddingResult) GetEmbeddings() []float32 {
+	if x != nil {
+		return x.Embeddings
+	}
+	return nil
+}
+
 var File_pkg_grpc_proto_llmserver_proto protoreflect.FileDescriptor
 
 var file_pkg_grpc_proto_llmserver_proto_rawDesc = []byte{
 	0x0a, 0x1e, 0x70, 0x6b, 0x67, 0x2f, 0x67, 0x72, 0x70, 0x63, 0x2f, 0x70, 0x72, 0x6f, 0x74, 0x6f,
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-	0x65, 0x73, 0x73, 0x61, 0x67, 0x65, 0x22, 0x80, 0x08, 0x0a, 0x0e, 0x50, 0x72, 0x65, 0x64, 0x69,
+	0x65, 0x73, 0x73, 0x61, 0x67, 0x65, 0x22, 0xa0, 0x08, 0x0a, 0x0e, 0x50, 0x72, 0x65, 0x64, 0x69,
 	0x63, 0x74, 0x4f, 0x70, 0x74, 0x69, 0x6f, 0x6e, 0x73, 0x12, 0x16, 0x0a, 0x06, 0x50, 0x72, 0x6f,
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@@ -673,28 +728,30 @@ var file_pkg_grpc_proto_llmserver_proto_rawDesc = []byte{
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@@ -724,26 +781,33 @@ var file_pkg_grpc_proto_llmserver_proto_rawDesc = []byte{
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-	0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33,
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+	0x72, 0x65, 0x61, 0x6d, 0x12, 0x13, 0x2e, 0x6c, 0x6c, 0x6d, 0x2e, 0x50, 0x72, 0x65, 0x64, 0x69,
+	0x63, 0x74, 0x4f, 0x70, 0x74, 0x69, 0x6f, 0x6e, 0x73, 0x1a, 0x0a, 0x2e, 0x6c, 0x6c, 0x6d, 0x2e,
+	0x52, 0x65, 0x70, 0x6c, 0x79, 0x22, 0x00, 0x30, 0x01, 0x12, 0x38, 0x0a, 0x09, 0x45, 0x6d, 0x62,
+	0x65, 0x64, 0x64, 0x69, 0x6e, 0x67, 0x12, 0x13, 0x2e, 0x6c, 0x6c, 0x6d, 0x2e, 0x50, 0x72, 0x65,
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+	0x6d, 0x2e, 0x45, 0x6d, 0x62, 0x65, 0x64, 0x64, 0x69, 0x6e, 0x67, 0x52, 0x65, 0x73, 0x75, 0x6c,
+	0x74, 0x22, 0x00, 0x42, 0x57, 0x0a, 0x1b, 0x69, 0x6f, 0x2e, 0x73, 0x6b, 0x79, 0x6e, 0x65, 0x74,
+	0x2e, 0x6c, 0x6f, 0x63, 0x61, 0x6c, 0x61, 0x69, 0x2e, 0x6c, 0x6c, 0x6d, 0x73, 0x65, 0x72, 0x76,
+	0x65, 0x72, 0x42, 0x09, 0x4c, 0x4c, 0x4d, 0x53, 0x65, 0x72, 0x76, 0x65, 0x72, 0x50, 0x01, 0x5a,
+	0x2b, 0x67, 0x69, 0x74, 0x68, 0x75, 0x62, 0x2e, 0x63, 0x6f, 0x6d, 0x2f, 0x67, 0x6f, 0x2d, 0x73,
+	0x6b, 0x79, 0x6e, 0x65, 0x74, 0x2f, 0x4c, 0x6f, 0x63, 0x61, 0x6c, 0x41, 0x49, 0x2f, 0x70, 0x6b,
+	0x67, 0x2f, 0x67, 0x72, 0x70, 0x63, 0x2f, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x62, 0x06, 0x70, 0x72,
+	0x6f, 0x74, 0x6f, 0x33,
 }
 
 var (
@@ -758,25 +822,28 @@ func file_pkg_grpc_proto_llmserver_proto_rawDescGZIP() []byte {
 	return file_pkg_grpc_proto_llmserver_proto_rawDescData
 }
 
-var file_pkg_grpc_proto_llmserver_proto_msgTypes = make([]protoimpl.MessageInfo, 5)
+var file_pkg_grpc_proto_llmserver_proto_msgTypes = make([]protoimpl.MessageInfo, 6)
 var file_pkg_grpc_proto_llmserver_proto_goTypes = []interface{}{
-	(*HealthMessage)(nil),  // 0: llm.HealthMessage
-	(*PredictOptions)(nil), // 1: llm.PredictOptions
-	(*Reply)(nil),          // 2: llm.Reply
-	(*ModelOptions)(nil),   // 3: llm.ModelOptions
-	(*Result)(nil),         // 4: llm.Result
+	(*HealthMessage)(nil),   // 0: llm.HealthMessage
+	(*PredictOptions)(nil),  // 1: llm.PredictOptions
+	(*Reply)(nil),           // 2: llm.Reply
+	(*ModelOptions)(nil),    // 3: llm.ModelOptions
+	(*Result)(nil),          // 4: llm.Result
+	(*EmbeddingResult)(nil), // 5: llm.EmbeddingResult
 }
 var file_pkg_grpc_proto_llmserver_proto_depIdxs = []int32{
 	0, // 0: llm.LLM.Health:input_type -> llm.HealthMessage
 	1, // 1: llm.LLM.Predict:input_type -> llm.PredictOptions
 	3, // 2: llm.LLM.LoadModel:input_type -> llm.ModelOptions
 	1, // 3: llm.LLM.PredictStream:input_type -> llm.PredictOptions
-	2, // 4: llm.LLM.Health:output_type -> llm.Reply
-	2, // 5: llm.LLM.Predict:output_type -> llm.Reply
-	4, // 6: llm.LLM.LoadModel:output_type -> llm.Result
-	2, // 7: llm.LLM.PredictStream:output_type -> llm.Reply
-	4, // [4:8] is the sub-list for method output_type
-	0, // [0:4] is the sub-list for method input_type
+	1, // 4: llm.LLM.Embedding:input_type -> llm.PredictOptions
+	2, // 5: llm.LLM.Health:output_type -> llm.Reply
+	2, // 6: llm.LLM.Predict:output_type -> llm.Reply
+	4, // 7: llm.LLM.LoadModel:output_type -> llm.Result
+	2, // 8: llm.LLM.PredictStream:output_type -> llm.Reply
+	5, // 9: llm.LLM.Embedding:output_type -> llm.EmbeddingResult
+	5, // [5:10] is the sub-list for method output_type
+	0, // [0:5] is the sub-list for method input_type
 	0, // [0:0] is the sub-list for extension type_name
 	0, // [0:0] is the sub-list for extension extendee
 	0, // [0:0] is the sub-list for field type_name
@@ -848,6 +915,18 @@ func file_pkg_grpc_proto_llmserver_proto_init() {
 				return nil
 			}
 		}
+		file_pkg_grpc_proto_llmserver_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*EmbeddingResult); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
 	}
 	type x struct{}
 	out := protoimpl.TypeBuilder{
@@ -855,7 +934,7 @@ func file_pkg_grpc_proto_llmserver_proto_init() {
 			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
 			RawDescriptor: file_pkg_grpc_proto_llmserver_proto_rawDesc,
 			NumEnums:      0,
-			NumMessages:   5,
+			NumMessages:   6,
 			NumExtensions: 0,
 			NumServices:   1,
 		},
diff --git a/pkg/grpc/proto/llmserver.proto b/pkg/grpc/proto/llmserver.proto
index ba20806..b6fa4cd 100644
--- a/pkg/grpc/proto/llmserver.proto
+++ b/pkg/grpc/proto/llmserver.proto
@@ -12,6 +12,7 @@ service LLM {
   rpc Predict(PredictOptions) returns (Reply) {}
   rpc LoadModel(ModelOptions) returns (Result) {}
   rpc PredictStream(PredictOptions) returns (stream Reply) {}
+  rpc Embedding(PredictOptions) returns (EmbeddingResult) {}
 }
 
 message HealthMessage {}
@@ -41,7 +42,6 @@ message PredictOptions {
   float MirostatTAU = 21;
   bool PenalizeNL = 22;
   string LogitBias = 23;
-  string PathPromptCache = 24;
   bool MLock = 25;
   bool MMap = 26;
   bool PromptCacheAll = 27;
@@ -52,6 +52,8 @@ message PredictOptions {
   float TopP = 32;
   string PromptCachePath = 33;
   bool Debug = 34;
+  repeated int32 EmbeddingTokens = 35;
+  string Embeddings = 36;
 }
 
 // The response message containing the result
@@ -79,4 +81,8 @@ message ModelOptions {
 message Result {
   string message = 1;
   bool success = 2;
+}
+
+message EmbeddingResult {
+  repeated float embeddings = 1;
 }
\ No newline at end of file
diff --git a/pkg/grpc/proto/llmserver_grpc.pb.go b/pkg/grpc/proto/llmserver_grpc.pb.go
index 6cfd981..c028218 100644
--- a/pkg/grpc/proto/llmserver_grpc.pb.go
+++ b/pkg/grpc/proto/llmserver_grpc.pb.go
@@ -26,6 +26,7 @@ type LLMClient interface {
 	Predict(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*Reply, error)
 	LoadModel(ctx context.Context, in *ModelOptions, opts ...grpc.CallOption) (*Result, error)
 	PredictStream(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (LLM_PredictStreamClient, error)
+	Embedding(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*EmbeddingResult, error)
 }
 
 type lLMClient struct {
@@ -95,6 +96,15 @@ func (x *lLMPredictStreamClient) Recv() (*Reply, error) {
 	return m, nil
 }
 
+func (c *lLMClient) Embedding(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*EmbeddingResult, error) {
+	out := new(EmbeddingResult)
+	err := c.cc.Invoke(ctx, "/llm.LLM/Embedding", in, out, opts...)
+	if err != nil {
+		return nil, err
+	}
+	return out, nil
+}
+
 // LLMServer is the server API for LLM service.
 // All implementations must embed UnimplementedLLMServer
 // for forward compatibility
@@ -103,6 +113,7 @@ type LLMServer interface {
 	Predict(context.Context, *PredictOptions) (*Reply, error)
 	LoadModel(context.Context, *ModelOptions) (*Result, error)
 	PredictStream(*PredictOptions, LLM_PredictStreamServer) error
+	Embedding(context.Context, *PredictOptions) (*EmbeddingResult, error)
 	mustEmbedUnimplementedLLMServer()
 }
 
@@ -122,6 +133,9 @@ func (UnimplementedLLMServer) LoadModel(context.Context, *ModelOptions) (*Result
 func (UnimplementedLLMServer) PredictStream(*PredictOptions, LLM_PredictStreamServer) error {
 	return status.Errorf(codes.Unimplemented, "method PredictStream not implemented")
 }
+func (UnimplementedLLMServer) Embedding(context.Context, *PredictOptions) (*EmbeddingResult, error) {
+	return nil, status.Errorf(codes.Unimplemented, "method Embedding not implemented")
+}
 func (UnimplementedLLMServer) mustEmbedUnimplementedLLMServer() {}
 
 // UnsafeLLMServer may be embedded to opt out of forward compatibility for this service.
@@ -210,6 +224,24 @@ func (x *lLMPredictStreamServer) Send(m *Reply) error {
 	return x.ServerStream.SendMsg(m)
 }
 
+func _LLM_Embedding_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
+	in := new(PredictOptions)
+	if err := dec(in); err != nil {
+		return nil, err
+	}
+	if interceptor == nil {
+		return srv.(LLMServer).Embedding(ctx, in)
+	}
+	info := &grpc.UnaryServerInfo{
+		Server:     srv,
+		FullMethod: "/llm.LLM/Embedding",
+	}
+	handler := func(ctx context.Context, req interface{}) (interface{}, error) {
+		return srv.(LLMServer).Embedding(ctx, req.(*PredictOptions))
+	}
+	return interceptor(ctx, in, info, handler)
+}
+
 // LLM_ServiceDesc is the grpc.ServiceDesc for LLM service.
 // It's only intended for direct use with grpc.RegisterService,
 // and not to be introspected or modified (even as a copy)
@@ -229,6 +261,10 @@ var LLM_ServiceDesc = grpc.ServiceDesc{
 			MethodName: "LoadModel",
 			Handler:    _LLM_LoadModel_Handler,
 		},
+		{
+			MethodName: "Embedding",
+			Handler:    _LLM_Embedding_Handler,
+		},
 	},
 	Streams: []grpc.StreamDesc{
 		{
diff --git a/pkg/grpc/server.go b/pkg/grpc/server.go
index d449593..9e4c88a 100644
--- a/pkg/grpc/server.go
+++ b/pkg/grpc/server.go
@@ -29,6 +29,15 @@ func (s *server) Health(ctx context.Context, in *pb.HealthMessage) (*pb.Reply, e
 	return &pb.Reply{Message: "OK"}, nil
 }
 
+func (s *server) Embedding(ctx context.Context, in *pb.PredictOptions) (*pb.EmbeddingResult, error) {
+	embeds, err := s.llm.Embeddings(in)
+	if err != nil {
+		return nil, err
+	}
+
+	return &pb.EmbeddingResult{Embeddings: embeds}, nil
+}
+
 func (s *server) LoadModel(ctx context.Context, in *pb.ModelOptions) (*pb.Result, error) {
 	err := s.llm.Load(in)
 	if err != nil {
diff --git a/pkg/model/initializers.go b/pkg/model/initializers.go
index 5dba7ce..1acde4c 100644
--- a/pkg/model/initializers.go
+++ b/pkg/model/initializers.go
@@ -17,7 +17,6 @@ import (
 	bloomz "github.com/go-skynet/bloomz.cpp"
 	bert "github.com/go-skynet/go-bert.cpp"
 	transformers "github.com/go-skynet/go-ggml-transformers.cpp"
-	llama "github.com/go-skynet/go-llama.cpp"
 	"github.com/hashicorp/go-multierror"
 	"github.com/hpcloud/tail"
 	gpt4all "github.com/nomic-ai/gpt4all/gpt4all-bindings/golang"
@@ -135,11 +134,11 @@ var lcHuggingFace = func(repoId string) (interface{}, error) {
 	return langchain.NewHuggingFace(repoId)
 }
 
-func llamaLM(opts ...llama.ModelOption) func(string) (interface{}, error) {
-	return func(s string) (interface{}, error) {
-		return llama.New(s, opts...)
-	}
-}
+// func llamaLM(opts ...llama.ModelOption) func(string) (interface{}, error) {
+// 	return func(s string) (interface{}, error) {
+// 		return llama.New(s, opts...)
+// 	}
+// }
 
 func gpt4allLM(opts ...gpt4all.ModelOption) func(string) (interface{}, error) {
 	return func(s string) (interface{}, error) {
@@ -263,7 +262,8 @@ func (ml *ModelLoader) BackendLoader(opts ...Option) (model interface{}, err err
 	log.Debug().Msgf("Loading model %s from %s", o.backendString, o.modelFile)
 	switch strings.ToLower(o.backendString) {
 	case LlamaBackend:
-		return ml.LoadModel(o.modelFile, llamaLM(o.llamaOpts...))
+		//	return ml.LoadModel(o.modelFile, llamaLM(o.llamaOpts...))
+		return ml.LoadModel(o.modelFile, ml.grpcModel(LlamaBackend, o))
 	case BloomzBackend:
 		return ml.LoadModel(o.modelFile, bloomzLM)
 	case GPTJBackend:
@@ -325,7 +325,6 @@ func (ml *ModelLoader) GreedyLoader(opts ...Option) (interface{}, error) {
 		model, modelerr := ml.BackendLoader(
 			WithBackendString(b),
 			WithModelFile(o.modelFile),
-			WithLlamaOpts(o.llamaOpts...),
 			WithLoadGRPCOpts(o.gRPCOptions),
 			WithThreads(o.threads),
 			WithAssetDir(o.assetDir),
diff --git a/pkg/model/options.go b/pkg/model/options.go
index 3716330..31e54cb 100644
--- a/pkg/model/options.go
+++ b/pkg/model/options.go
@@ -2,13 +2,11 @@ package model
 
 import (
 	pb "github.com/go-skynet/LocalAI/pkg/grpc/proto"
-	llama "github.com/go-skynet/go-llama.cpp"
 )
 
 type Options struct {
 	backendString string
 	modelFile     string
-	llamaOpts     []llama.ModelOption
 	threads       uint32
 	assetDir      string
 
@@ -35,12 +33,6 @@ func WithLoadGRPCOpts(opts *pb.ModelOptions) Option {
 	}
 }
 
-func WithLlamaOpts(opts ...llama.ModelOption) Option {
-	return func(o *Options) {
-		o.llamaOpts = append(o.llamaOpts, opts...)
-	}
-}
-
 func WithThreads(threads uint32) Option {
 	return func(o *Options) {
 		o.threads = threads