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feat(speculative-sampling): allow to specify a draft model in the model config (#1052)
**Description** This PR fixes #1013. It adds `draft_model` and `n_draft` to the model YAML config in order to load models with speculative sampling. This should be compatible as well with grammars. example: ```yaml backend: llama context_size: 1024 name: my-model-name parameters: model: foo-bar n_draft: 16 draft_model: model-name ``` --------- Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
This commit is contained in:
Ettore Di Giacinto
GitHub
parent
247d85b523
commit
8ccf5b2044
@ -42,6 +42,7 @@ func gRPCModelOpts(c config.Config) *pb.ModelOptions {
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Seed: int32(c.Seed),
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NBatch: int32(b),
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NoMulMatQ: c.NoMulMatQ,
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DraftModel: c.DraftModel,
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AudioPath: c.VallE.AudioPath,
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LoraAdapter: c.LoraAdapter,
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LoraBase: c.LoraBase,
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@ -79,6 +80,7 @@ func gRPCPredictOpts(c config.Config, modelPath string) *pb.PredictOptions {
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return &pb.PredictOptions{
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Temperature: float32(c.Temperature),
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TopP: float32(c.TopP),
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NDraft: c.NDraft,
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TopK: int32(c.TopK),
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Tokens: int32(c.Maxtokens),
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Threads: int32(c.Threads),
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@ -101,6 +101,8 @@ type LLMConfig struct {
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LoraAdapter string `yaml:"lora_adapter"`
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LoraBase string `yaml:"lora_base"`
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NoMulMatQ bool `yaml:"no_mulmatq"`
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DraftModel string `yaml:"draft_model"`
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NDraft int32 `yaml:"n_draft"`
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}
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type AutoGPTQ struct {
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@ -14,7 +14,8 @@ import (
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type LLM struct {
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base.SingleThread
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llama *llama.LLama
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llama *llama.LLama
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draftModel *llama.LLama
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}
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func (llm *LLM) Load(opts *pb.ModelOptions) error {
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@ -78,7 +79,27 @@ func (llm *LLM) Load(opts *pb.ModelOptions) error {
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llamaOpts = append(llamaOpts, llama.EnabelLowVRAM)
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}
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if opts.DraftModel != "" {
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// https://github.com/ggerganov/llama.cpp/blob/71ca2fad7d6c0ef95ef9944fb3a1a843e481f314/examples/speculative/speculative.cpp#L40
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llamaOpts = append(llamaOpts, llama.SetPerplexity(true))
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}
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model, err := llama.New(opts.ModelFile, llamaOpts...)
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if opts.DraftModel != "" {
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// opts.DraftModel is relative to opts.ModelFile, so we need to get the basepath of opts.ModelFile
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if !filepath.IsAbs(opts.DraftModel) {
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dir := filepath.Dir(opts.ModelFile)
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opts.DraftModel = filepath.Join(dir, opts.DraftModel)
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}
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draftModel, err := llama.New(opts.DraftModel, llamaOpts...)
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if err != nil {
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return err
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}
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llm.draftModel = draftModel
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}
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llm.llama = model
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return err
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@ -162,6 +183,9 @@ func buildPredictOptions(opts *pb.PredictOptions) []llama.PredictOption {
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predictOptions = append(predictOptions, llama.SetSeed(int(opts.Seed)))
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}
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if opts.NDraft != 0 {
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predictOptions = append(predictOptions, llama.SetNDraft(int(opts.NDraft)))
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}
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//predictOptions = append(predictOptions, llama.SetLogitBias(c.Seed))
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predictOptions = append(predictOptions, llama.SetFrequencyPenalty(opts.FrequencyPenalty))
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@ -175,6 +199,9 @@ func buildPredictOptions(opts *pb.PredictOptions) []llama.PredictOption {
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}
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func (llm *LLM) Predict(opts *pb.PredictOptions) (string, error) {
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if llm.draftModel != nil {
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return llm.llama.SpeculativeSampling(llm.draftModel, opts.Prompt, buildPredictOptions(opts)...)
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}
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return llm.llama.Predict(opts.Prompt, buildPredictOptions(opts)...)
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}
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@ -187,7 +214,13 @@ func (llm *LLM) PredictStream(opts *pb.PredictOptions, results chan string) erro
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}))
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go func() {
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_, err := llm.llama.Predict(opts.Prompt, predictOptions...)
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var err error
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if llm.draftModel != nil {
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_, err = llm.llama.SpeculativeSampling(llm.draftModel, opts.Prompt, buildPredictOptions(opts)...)
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} else {
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_, err = llm.llama.Predict(opts.Prompt, predictOptions...)
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}
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if err != nil {
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fmt.Println("err: ", err)
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}
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@ -155,6 +155,7 @@ type PredictOptions struct {
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RopeFreqScale float32 `protobuf:"fixed32,38,opt,name=RopeFreqScale,proto3" json:"RopeFreqScale,omitempty"`
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NegativePromptScale float32 `protobuf:"fixed32,39,opt,name=NegativePromptScale,proto3" json:"NegativePromptScale,omitempty"`
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NegativePrompt string `protobuf:"bytes,40,opt,name=NegativePrompt,proto3" json:"NegativePrompt,omitempty"`
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NDraft int32 `protobuf:"varint,41,opt,name=NDraft,proto3" json:"NDraft,omitempty"`
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}
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func (x *PredictOptions) Reset() {
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@ -462,6 +463,13 @@ func (x *PredictOptions) GetNegativePrompt() string {
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return ""
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}
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func (x *PredictOptions) GetNDraft() int32 {
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if x != nil {
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return x.NDraft
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}
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return 0
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}
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// The response message containing the result
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type Reply struct {
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state protoimpl.MessageState
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@ -556,6 +564,7 @@ type ModelOptions struct {
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LoraBase string `protobuf:"bytes,35,opt,name=LoraBase,proto3" json:"LoraBase,omitempty"`
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LoraAdapter string `protobuf:"bytes,36,opt,name=LoraAdapter,proto3" json:"LoraAdapter,omitempty"`
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NoMulMatQ bool `protobuf:"varint,37,opt,name=NoMulMatQ,proto3" json:"NoMulMatQ,omitempty"`
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DraftModel string `protobuf:"bytes,39,opt,name=DraftModel,proto3" json:"DraftModel,omitempty"`
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AudioPath string `protobuf:"bytes,38,opt,name=AudioPath,proto3" json:"AudioPath,omitempty"`
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}
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@ -850,6 +859,13 @@ func (x *ModelOptions) GetNoMulMatQ() bool {
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return false
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}
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func (x *ModelOptions) GetDraftModel() string {
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if x != nil {
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return x.DraftModel
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}
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return ""
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}
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func (x *ModelOptions) GetAudioPath() string {
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if x != nil {
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return x.AudioPath
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@ -1518,7 +1534,7 @@ var file_pkg_grpc_proto_backend_proto_rawDesc = []byte{
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@ -1594,206 +1610,209 @@ var file_pkg_grpc_proto_backend_proto_rawDesc = []byte{
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}
|
||||
|
||||
var (
|
||||
|
||||
@ -63,6 +63,7 @@ message PredictOptions {
|
||||
float RopeFreqScale = 38;
|
||||
float NegativePromptScale = 39;
|
||||
string NegativePrompt = 40;
|
||||
int32 NDraft = 41;
|
||||
}
|
||||
|
||||
// The response message containing the result
|
||||
@ -116,7 +117,8 @@ message ModelOptions {
|
||||
string LoraBase = 35;
|
||||
string LoraAdapter = 36;
|
||||
bool NoMulMatQ = 37;
|
||||
|
||||
string DraftModel = 39;
|
||||
|
||||
string AudioPath = 38;
|
||||
}
|
||||
|
||||
|
||||
Loading…
Reference in New Issue
Block a user