2023-07-14 23:19:43 +00:00
|
|
|
package transformers
|
|
|
|
|
|
|
|
// 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"
|
|
|
|
|
2023-07-14 23:19:43 +00:00
|
|
|
"github.com/go-skynet/LocalAI/pkg/grpc/base"
|
2023-07-14 23:19:43 +00:00
|
|
|
pb "github.com/go-skynet/LocalAI/pkg/grpc/proto"
|
|
|
|
|
|
|
|
transformers "github.com/go-skynet/go-ggml-transformers.cpp"
|
|
|
|
)
|
|
|
|
|
|
|
|
type Starcoder struct {
|
2023-07-14 23:19:43 +00:00
|
|
|
base.Base
|
|
|
|
|
2023-07-14 23:19:43 +00:00
|
|
|
starcoder *transformers.Starcoder
|
|
|
|
}
|
|
|
|
|
|
|
|
func (llm *Starcoder) Load(opts *pb.ModelOptions) error {
|
|
|
|
model, err := transformers.NewStarcoder(opts.Model)
|
|
|
|
llm.starcoder = model
|
|
|
|
return err
|
|
|
|
}
|
|
|
|
|
|
|
|
func (llm *Starcoder) Predict(opts *pb.PredictOptions) (string, error) {
|
|
|
|
return llm.starcoder.Predict(opts.Prompt, buildPredictOptions(opts)...)
|
|
|
|
}
|
|
|
|
|
|
|
|
// fallback to Predict
|
2023-07-14 23:19:43 +00:00
|
|
|
func (llm *Starcoder) PredictStream(opts *pb.PredictOptions, results chan string) error {
|
2023-07-14 23:19:43 +00:00
|
|
|
go func() {
|
|
|
|
res, err := llm.starcoder.Predict(opts.Prompt, buildPredictOptions(opts)...)
|
|
|
|
|
|
|
|
if err != nil {
|
|
|
|
fmt.Println("err: ", err)
|
|
|
|
}
|
|
|
|
results <- res
|
|
|
|
close(results)
|
|
|
|
}()
|
2023-07-14 23:19:43 +00:00
|
|
|
|
|
|
|
return nil
|
2023-07-14 23:19:43 +00:00
|
|
|
}
|