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d9c1db2b87
* feat: add fine-tuning endpoint Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * feat(experimental): add fine-tuning endpoint and TRL support This changeset defines new GRPC signatues for Fine tuning backends, and add TRL backend as initial fine-tuning engine. This implementation also supports exporting to GGUF and automatically importing it to LocalAI after fine-tuning. Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * commit TRL backend, stop by killing process Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * move fine-tune to generic features Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * add evals, reorder menu Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Fix tests Signed-off-by: Ettore Di Giacinto <mudler@localai.io> --------- Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
50 lines
1.6 KiB
Go
50 lines
1.6 KiB
Go
package grpc
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import (
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pb "github.com/mudler/LocalAI/pkg/grpc/proto"
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)
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type AIModel interface {
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Busy() bool
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Lock()
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Unlock()
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Locking() bool
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Predict(*pb.PredictOptions) (string, error)
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PredictStream(*pb.PredictOptions, chan string) error
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Load(*pb.ModelOptions) error
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Free() error
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Embeddings(*pb.PredictOptions) ([]float32, error)
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GenerateImage(*pb.GenerateImageRequest) error
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GenerateVideo(*pb.GenerateVideoRequest) error
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Detect(*pb.DetectOptions) (pb.DetectResponse, error)
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AudioTranscription(*pb.TranscriptRequest) (pb.TranscriptResult, error)
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TTS(*pb.TTSRequest) error
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TTSStream(*pb.TTSRequest, chan []byte) error
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SoundGeneration(*pb.SoundGenerationRequest) error
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TokenizeString(*pb.PredictOptions) (pb.TokenizationResponse, error)
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Status() (pb.StatusResponse, error)
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StoresSet(*pb.StoresSetOptions) error
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StoresDelete(*pb.StoresDeleteOptions) error
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StoresGet(*pb.StoresGetOptions) (pb.StoresGetResult, error)
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StoresFind(*pb.StoresFindOptions) (pb.StoresFindResult, error)
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VAD(*pb.VADRequest) (pb.VADResponse, error)
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AudioEncode(*pb.AudioEncodeRequest) (*pb.AudioEncodeResult, error)
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AudioDecode(*pb.AudioDecodeRequest) (*pb.AudioDecodeResult, error)
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ModelMetadata(*pb.ModelOptions) (*pb.ModelMetadataResponse, error)
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// Fine-tuning
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StartFineTune(*pb.FineTuneRequest) (*pb.FineTuneJobResult, error)
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FineTuneProgress(*pb.FineTuneProgressRequest, chan *pb.FineTuneProgressUpdate) error
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StopFineTune(*pb.FineTuneStopRequest) error
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ListCheckpoints(*pb.ListCheckpointsRequest) (*pb.ListCheckpointsResponse, error)
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ExportModel(*pb.ExportModelRequest) error
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}
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func newReply(s string) *pb.Reply {
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return &pb.Reply{Message: []byte(s)}
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}
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