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Code Issues Projects Releases Packages Wiki Activity Actions 21

feat: Allow to load lora adapters for llama.cpp (#955)

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**Description**

This PR fixes #

**Notes for Reviewers**


**[Signed
commits](../CONTRIBUTING.md#signing-off-on-commits-developer-certificate-of-origin)**
- [ ] Yes, I signed my commits.
 

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Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
This commit is contained in:
Ettore Di Giacinto 2023-08-25 21:58:46 +02:00 • committed by GitHub
parent 7f0c88ed3e
commit 44bc7aa3d0
No known key found for this signature in database
GPG key ID: 4AEE18F83AFDEB23
12 changed files with 344 additions and 303 deletions
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2
Makefile
View file

@ -4,7 +4,7 @@ GOVET=$(GOCMD) vet
BINARY_NAME=local-ai BINARY_NAME=local-ai
# llama.cpp versions # llama.cpp versions
GOLLAMA_VERSION?=09cbac3a37dedc5047b54efdb5f4b56d2bf8532b GOLLAMA_VERSION?=bf63302a2be787674e6ca4227a8aaeb95a8eb6b1
GOLLAMA_STABLE_VERSION?=50cee7712066d9e38306eccadcfbb44ea87df4b7 GOLLAMA_STABLE_VERSION?=50cee7712066d9e38306eccadcfbb44ea87df4b7

3
api/backend/options.go
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@ -41,6 +41,9 @@ func gRPCModelOpts(c config.Config) *pb.ModelOptions {
ContextSize: int32(c.ContextSize), ContextSize: int32(c.ContextSize),
Seed: int32(c.Seed), Seed: int32(c.Seed),
NBatch: int32(b), NBatch: int32(b),
NoMulMatQ: c.NoMulMatQ,
LoraAdapter: c.LoraAdapter,
LoraBase: c.LoraBase,
NGQA: c.NGQA, NGQA: c.NGQA,
RMSNormEps: c.RMSNormEps, RMSNormEps: c.RMSNormEps,
F16Memory: c.F16, F16Memory: c.F16,

3
api/config/config.go
View file

@ -91,6 +91,9 @@ type LLMConfig struct {
TrimSpace []string `yaml:"trimspace"` TrimSpace []string `yaml:"trimspace"`
ContextSize int `yaml:"context_size"` ContextSize int `yaml:"context_size"`
NUMA bool `yaml:"numa"` NUMA bool `yaml:"numa"`
LoraAdapter string `yaml:"lora_adapter"`
LoraBase string `yaml:"lora_base"`
NoMulMatQ bool `yaml:"no_mulmatq"`
} }
type AutoGPTQ struct { type AutoGPTQ struct {

56
extra/grpc/autogptq/backend_pb2.py
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56
extra/grpc/bark/backend_pb2.py
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56
extra/grpc/diffusers/backend_pb2.py
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56
extra/grpc/exllama/backend_pb2.py
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56
extra/grpc/huggingface/backend_pb2.py
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12
pkg/backend/llm/llama/llama.go
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@ -32,6 +32,18 @@ func (llm *LLM) Load(opts *pb.ModelOptions) error {
llama.WithRopeFreqScale(ropeFreqScale), llama.WithRopeFreqScale(ropeFreqScale),
} }
if opts.NoMulMatQ {
llamaOpts = append(llamaOpts, llama.SetMulMatQ(false))
}
if opts.LoraAdapter != "" {
llamaOpts = append(llamaOpts, llama.SetLoraAdapter(opts.LoraAdapter))
}
if opts.LoraBase != "" {
llamaOpts = append(llamaOpts, llama.SetLoraBase(opts.LoraBase))
}
if opts.ContextSize != 0 { if opts.ContextSize != 0 {
llamaOpts = append(llamaOpts, llama.SetContext(int(opts.ContextSize))) llamaOpts = append(llamaOpts, llama.SetContext(int(opts.ContextSize)))
} }

287
pkg/grpc/proto/backend.pb.go
View file

@ -1,7 +1,7 @@
// Code generated by protoc-gen-go. DO NOT EDIT. // Code generated by protoc-gen-go. DO NOT EDIT.
// versions: // versions:
// protoc-gen-go v1.27.1 // protoc-gen-go v1.26.0
// protoc v3.12.4 // protoc v3.15.8
// source: pkg/grpc/proto/backend.proto // source: pkg/grpc/proto/backend.proto
package proto package proto
@ -552,6 +552,10 @@ type ModelOptions struct {
CLIPSkip int32 `protobuf:"varint,33,opt,name=CLIPSkip,proto3" json:"CLIPSkip,omitempty"` CLIPSkip int32 `protobuf:"varint,33,opt,name=CLIPSkip,proto3" json:"CLIPSkip,omitempty"`
// RWKV // RWKV
Tokenizer string `protobuf:"bytes,34,opt,name=Tokenizer,proto3" json:"Tokenizer,omitempty"` Tokenizer string `protobuf:"bytes,34,opt,name=Tokenizer,proto3" json:"Tokenizer,omitempty"`
// LLM (llama.cpp)
LoraBase string `protobuf:"bytes,35,opt,name=LoraBase,proto3" json:"LoraBase,omitempty"`
LoraAdapter string `protobuf:"bytes,36,opt,name=LoraAdapter,proto3" json:"LoraAdapter,omitempty"`
NoMulMatQ bool `protobuf:"varint,37,opt,name=NoMulMatQ,proto3" json:"NoMulMatQ,omitempty"`
} }
func (x *ModelOptions) Reset() { func (x *ModelOptions) Reset() {
@ -824,6 +828,27 @@ func (x *ModelOptions) GetTokenizer() string {
return "" return ""
} }
func (x *ModelOptions) GetLoraBase() string {
if x != nil {
return x.LoraBase
}
return ""
}
func (x *ModelOptions) GetLoraAdapter() string {
if x != nil {
return x.LoraAdapter
}
return ""
}
func (x *ModelOptions) GetNoMulMatQ() bool {
if x != nil {
return x.NoMulMatQ
}
return false
}
type Result struct { type Result struct {
state protoimpl.MessageState state protoimpl.MessageState
sizeCache protoimpl.SizeCache sizeCache protoimpl.SizeCache
@ -1564,7 +1589,7 @@ var file_pkg_grpc_proto_backend_proto_rawDesc = []byte{
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@ -1628,131 +1653,137 @@ var file_pkg_grpc_proto_backend_proto_rawDesc = []byte{
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} }
var ( var (

5
pkg/grpc/proto/backend.proto
View file

@ -111,6 +111,11 @@ message ModelOptions {
// RWKV // RWKV
string Tokenizer = 34; string Tokenizer = 34;
// LLM (llama.cpp)
string LoraBase = 35;
string LoraAdapter = 36;
bool NoMulMatQ = 37;
} }
message Result { message Result {

55
pkg/grpc/proto/backend_grpc.pb.go
View file

@ -1,7 +1,7 @@
// Code generated by protoc-gen-go-grpc. DO NOT EDIT. // Code generated by protoc-gen-go-grpc. DO NOT EDIT.
// versions: // versions:
// - protoc-gen-go-grpc v1.3.0 // - protoc-gen-go-grpc v1.2.0
// - protoc v3.12.4 // - protoc v3.15.8
// source: pkg/grpc/proto/backend.proto // source: pkg/grpc/proto/backend.proto
package proto package proto
@ -18,19 +18,6 @@ import (
// Requires gRPC-Go v1.32.0 or later. // Requires gRPC-Go v1.32.0 or later.
const _ = grpc.SupportPackageIsVersion7 const _ = grpc.SupportPackageIsVersion7
const (
Backend_Health_FullMethodName = "/backend.Backend/Health"
Backend_Predict_FullMethodName = "/backend.Backend/Predict"
Backend_LoadModel_FullMethodName = "/backend.Backend/LoadModel"
Backend_PredictStream_FullMethodName = "/backend.Backend/PredictStream"
Backend_Embedding_FullMethodName = "/backend.Backend/Embedding"
Backend_GenerateImage_FullMethodName = "/backend.Backend/GenerateImage"
Backend_AudioTranscription_FullMethodName = "/backend.Backend/AudioTranscription"
Backend_TTS_FullMethodName = "/backend.Backend/TTS"
Backend_TokenizeString_FullMethodName = "/backend.Backend/TokenizeString"
Backend_Status_FullMethodName = "/backend.Backend/Status"
)
// BackendClient is the client API for Backend service. // BackendClient is the client API for Backend service.
// //
// For semantics around ctx use and closing/ending streaming RPCs, please refer to https://pkg.go.dev/google.golang.org/grpc/?tab=doc#ClientConn.NewStream. // For semantics around ctx use and closing/ending streaming RPCs, please refer to https://pkg.go.dev/google.golang.org/grpc/?tab=doc#ClientConn.NewStream.
@ -57,7 +44,7 @@ func NewBackendClient(cc grpc.ClientConnInterface) BackendClient {
func (c *backendClient) Health(ctx context.Context, in *HealthMessage, opts ...grpc.CallOption) (*Reply, error) { func (c *backendClient) Health(ctx context.Context, in *HealthMessage, opts ...grpc.CallOption) (*Reply, error) {
out := new(Reply) out := new(Reply)
err := c.cc.Invoke(ctx, Backend_Health_FullMethodName, in, out, opts...) err := c.cc.Invoke(ctx, "/backend.Backend/Health", in, out, opts...)
if err != nil { if err != nil {
return nil, err return nil, err
} }
@ -66,7 +53,7 @@ func (c *backendClient) Health(ctx context.Context, in *HealthMessage, opts ...g
func (c *backendClient) Predict(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*Reply, error) { func (c *backendClient) Predict(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*Reply, error) {
out := new(Reply) out := new(Reply)
err := c.cc.Invoke(ctx, Backend_Predict_FullMethodName, in, out, opts...) err := c.cc.Invoke(ctx, "/backend.Backend/Predict", in, out, opts...)
if err != nil { if err != nil {
return nil, err return nil, err
} }
@ -75,7 +62,7 @@ func (c *backendClient) Predict(ctx context.Context, in *PredictOptions, opts ..
func (c *backendClient) LoadModel(ctx context.Context, in *ModelOptions, opts ...grpc.CallOption) (*Result, error) { func (c *backendClient) LoadModel(ctx context.Context, in *ModelOptions, opts ...grpc.CallOption) (*Result, error) {
out := new(Result) out := new(Result)
err := c.cc.Invoke(ctx, Backend_LoadModel_FullMethodName, in, out, opts...) err := c.cc.Invoke(ctx, "/backend.Backend/LoadModel", in, out, opts...)
if err != nil { if err != nil {
return nil, err return nil, err
} }
@ -83,7 +70,7 @@ func (c *backendClient) LoadModel(ctx context.Context, in *ModelOptions, opts ..
} }
func (c *backendClient) PredictStream(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (Backend_PredictStreamClient, error) { func (c *backendClient) PredictStream(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (Backend_PredictStreamClient, error) {
stream, err := c.cc.NewStream(ctx, &Backend_ServiceDesc.Streams[0], Backend_PredictStream_FullMethodName, opts...) stream, err := c.cc.NewStream(ctx, &Backend_ServiceDesc.Streams[0], "/backend.Backend/PredictStream", opts...)
if err != nil { if err != nil {
return nil, err return nil, err
} }
@ -116,7 +103,7 @@ func (x *backendPredictStreamClient) Recv() (*Reply, error) {
func (c *backendClient) Embedding(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*EmbeddingResult, error) { func (c *backendClient) Embedding(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*EmbeddingResult, error) {
out := new(EmbeddingResult) out := new(EmbeddingResult)
err := c.cc.Invoke(ctx, Backend_Embedding_FullMethodName, in, out, opts...) err := c.cc.Invoke(ctx, "/backend.Backend/Embedding", in, out, opts...)
if err != nil { if err != nil {
return nil, err return nil, err
} }
@ -125,7 +112,7 @@ func (c *backendClient) Embedding(ctx context.Context, in *PredictOptions, opts
func (c *backendClient) GenerateImage(ctx context.Context, in *GenerateImageRequest, opts ...grpc.CallOption) (*Result, error) { func (c *backendClient) GenerateImage(ctx context.Context, in *GenerateImageRequest, opts ...grpc.CallOption) (*Result, error) {
out := new(Result) out := new(Result)
err := c.cc.Invoke(ctx, Backend_GenerateImage_FullMethodName, in, out, opts...) err := c.cc.Invoke(ctx, "/backend.Backend/GenerateImage", in, out, opts...)
if err != nil { if err != nil {
return nil, err return nil, err
} }
@ -134,7 +121,7 @@ func (c *backendClient) GenerateImage(ctx context.Context, in *GenerateImageRequ
func (c *backendClient) AudioTranscription(ctx context.Context, in *TranscriptRequest, opts ...grpc.CallOption) (*TranscriptResult, error) { func (c *backendClient) AudioTranscription(ctx context.Context, in *TranscriptRequest, opts ...grpc.CallOption) (*TranscriptResult, error) {
out := new(TranscriptResult) out := new(TranscriptResult)
err := c.cc.Invoke(ctx, Backend_AudioTranscription_FullMethodName, in, out, opts...) err := c.cc.Invoke(ctx, "/backend.Backend/AudioTranscription", in, out, opts...)
if err != nil { if err != nil {
return nil, err return nil, err
} }
@ -143,7 +130,7 @@ func (c *backendClient) AudioTranscription(ctx context.Context, in *TranscriptRe
func (c *backendClient) TTS(ctx context.Context, in *TTSRequest, opts ...grpc.CallOption) (*Result, error) { func (c *backendClient) TTS(ctx context.Context, in *TTSRequest, opts ...grpc.CallOption) (*Result, error) {
out := new(Result) out := new(Result)
err := c.cc.Invoke(ctx, Backend_TTS_FullMethodName, in, out, opts...) err := c.cc.Invoke(ctx, "/backend.Backend/TTS", in, out, opts...)
if err != nil { if err != nil {
return nil, err return nil, err
} }
@ -152,7 +139,7 @@ func (c *backendClient) TTS(ctx context.Context, in *TTSRequest, opts ...grpc.Ca
func (c *backendClient) TokenizeString(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*TokenizationResponse, error) { func (c *backendClient) TokenizeString(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*TokenizationResponse, error) {
out := new(TokenizationResponse) out := new(TokenizationResponse)
err := c.cc.Invoke(ctx, Backend_TokenizeString_FullMethodName, in, out, opts...) err := c.cc.Invoke(ctx, "/backend.Backend/TokenizeString", in, out, opts...)
if err != nil { if err != nil {
return nil, err return nil, err
} }
@ -161,7 +148,7 @@ func (c *backendClient) TokenizeString(ctx context.Context, in *PredictOptions,
func (c *backendClient) Status(ctx context.Context, in *HealthMessage, opts ...grpc.CallOption) (*StatusResponse, error) { func (c *backendClient) Status(ctx context.Context, in *HealthMessage, opts ...grpc.CallOption) (*StatusResponse, error) {
out := new(StatusResponse) out := new(StatusResponse)
err := c.cc.Invoke(ctx, Backend_Status_FullMethodName, in, out, opts...) err := c.cc.Invoke(ctx, "/backend.Backend/Status", in, out, opts...)
if err != nil { if err != nil {
return nil, err return nil, err
} }
@ -242,7 +229,7 @@ func _Backend_Health_Handler(srv interface{}, ctx context.Context, dec func(inte
} }
info := &grpc.UnaryServerInfo{ info := &grpc.UnaryServerInfo{
Server: srv, Server: srv,
FullMethod: Backend_Health_FullMethodName, FullMethod: "/backend.Backend/Health",
} }
handler := func(ctx context.Context, req interface{}) (interface{}, error) { handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).Health(ctx, req.(*HealthMessage)) return srv.(BackendServer).Health(ctx, req.(*HealthMessage))
@ -260,7 +247,7 @@ func _Backend_Predict_Handler(srv interface{}, ctx context.Context, dec func(int
} }
info := &grpc.UnaryServerInfo{ info := &grpc.UnaryServerInfo{
Server: srv, Server: srv,
FullMethod: Backend_Predict_FullMethodName, FullMethod: "/backend.Backend/Predict",
} }
handler := func(ctx context.Context, req interface{}) (interface{}, error) { handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).Predict(ctx, req.(*PredictOptions)) return srv.(BackendServer).Predict(ctx, req.(*PredictOptions))
@ -278,7 +265,7 @@ func _Backend_LoadModel_Handler(srv interface{}, ctx context.Context, dec func(i
} }
info := &grpc.UnaryServerInfo{ info := &grpc.UnaryServerInfo{
Server: srv, Server: srv,
FullMethod: Backend_LoadModel_FullMethodName, FullMethod: "/backend.Backend/LoadModel",
} }
handler := func(ctx context.Context, req interface{}) (interface{}, error) { handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).LoadModel(ctx, req.(*ModelOptions)) return srv.(BackendServer).LoadModel(ctx, req.(*ModelOptions))
@ -317,7 +304,7 @@ func _Backend_Embedding_Handler(srv interface{}, ctx context.Context, dec func(i
} }
info := &grpc.UnaryServerInfo{ info := &grpc.UnaryServerInfo{
Server: srv, Server: srv,
FullMethod: Backend_Embedding_FullMethodName, FullMethod: "/backend.Backend/Embedding",
} }
handler := func(ctx context.Context, req interface{}) (interface{}, error) { handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).Embedding(ctx, req.(*PredictOptions)) return srv.(BackendServer).Embedding(ctx, req.(*PredictOptions))
@ -335,7 +322,7 @@ func _Backend_GenerateImage_Handler(srv interface{}, ctx context.Context, dec fu
} }
info := &grpc.UnaryServerInfo{ info := &grpc.UnaryServerInfo{
Server: srv, Server: srv,
FullMethod: Backend_GenerateImage_FullMethodName, FullMethod: "/backend.Backend/GenerateImage",
} }
handler := func(ctx context.Context, req interface{}) (interface{}, error) { handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).GenerateImage(ctx, req.(*GenerateImageRequest)) return srv.(BackendServer).GenerateImage(ctx, req.(*GenerateImageRequest))
@ -353,7 +340,7 @@ func _Backend_AudioTranscription_Handler(srv interface{}, ctx context.Context, d
} }
info := &grpc.UnaryServerInfo{ info := &grpc.UnaryServerInfo{
Server: srv, Server: srv,
FullMethod: Backend_AudioTranscription_FullMethodName, FullMethod: "/backend.Backend/AudioTranscription",
} }
handler := func(ctx context.Context, req interface{}) (interface{}, error) { handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).AudioTranscription(ctx, req.(*TranscriptRequest)) return srv.(BackendServer).AudioTranscription(ctx, req.(*TranscriptRequest))
@ -371,7 +358,7 @@ func _Backend_TTS_Handler(srv interface{}, ctx context.Context, dec func(interfa
} }
info := &grpc.UnaryServerInfo{ info := &grpc.UnaryServerInfo{
Server: srv, Server: srv,
FullMethod: Backend_TTS_FullMethodName, FullMethod: "/backend.Backend/TTS",
} }
handler := func(ctx context.Context, req interface{}) (interface{}, error) { handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).TTS(ctx, req.(*TTSRequest)) return srv.(BackendServer).TTS(ctx, req.(*TTSRequest))
@ -389,7 +376,7 @@ func _Backend_TokenizeString_Handler(srv interface{}, ctx context.Context, dec f
} }
info := &grpc.UnaryServerInfo{ info := &grpc.UnaryServerInfo{
Server: srv, Server: srv,
FullMethod: Backend_TokenizeString_FullMethodName, FullMethod: "/backend.Backend/TokenizeString",
} }
handler := func(ctx context.Context, req interface{}) (interface{}, error) { handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).TokenizeString(ctx, req.(*PredictOptions)) return srv.(BackendServer).TokenizeString(ctx, req.(*PredictOptions))
@ -407,7 +394,7 @@ func _Backend_Status_Handler(srv interface{}, ctx context.Context, dec func(inte
} }
info := &grpc.UnaryServerInfo{ info := &grpc.UnaryServerInfo{
Server: srv, Server: srv,
FullMethod: Backend_Status_FullMethodName, FullMethod: "/backend.Backend/Status",
} }
handler := func(ctx context.Context, req interface{}) (interface{}, error) { handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).Status(ctx, req.(*HealthMessage)) return srv.(BackendServer).Status(ctx, req.(*HealthMessage))