casibase/model/ernie.go

180 lines
3.8 KiB
Go

// Copyright 2023 The casbin Authors. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
package model
import (
"context"
"errors"
"fmt"
"io"
"net/http"
"strings"
ernie "github.com/anhao/go-ernie"
)
type ErnieModelProvider struct {
subType string
apiKey string
secretKey string
temperature float32
topP float32
presencePenalty float32
}
func NewErnieModelProvider(subType string, apiKey string, secretKey string, temperature float32, topP float32, presencePenalty float32) (*ErnieModelProvider, error) {
return &ErnieModelProvider{
subType: subType,
apiKey: apiKey,
secretKey: secretKey,
temperature: temperature,
topP: topP,
presencePenalty: presencePenalty,
}, nil
}
func (p *ErnieModelProvider) QueryText(question string, writer io.Writer, builder *strings.Builder) error {
client := ernie.NewDefaultClient(p.apiKey, p.secretKey)
ctx := context.Background()
flusher, ok := writer.(http.Flusher)
if !ok {
return fmt.Errorf("writer does not implement http.Flusher")
}
messages := []ernie.ChatCompletionMessage{
{
Role: "user",
Content: question,
},
}
flushData := func(data string) error {
if _, err := fmt.Fprintf(writer, "event: message\ndata: %s\n\n", data); err != nil {
return err
}
flusher.Flush()
builder.WriteString(data)
return nil
}
temperature := p.temperature
topP := p.topP
presencePenalty := p.presencePenalty
if p.subType == "ERNIE-Bot" {
stream, err := client.CreateErnieBotChatCompletionStream(ctx,
ernie.ErnieBotRequest{
Messages: messages,
Temperature: temperature,
TopP: topP,
PresencePenalty: presencePenalty,
})
if err != nil {
return err
}
defer stream.Close()
for {
response, err := stream.Recv()
if errors.Is(err, io.EOF) {
return nil
}
if err != nil {
return err
}
err = flushData(response.Result)
if err != nil {
return err
}
}
} else if p.subType == "ERNIE-Bot-turbo" {
stream, err := client.CreateErnieBotTurboChatCompletionStream(ctx,
ernie.ErnieBotTurboRequest{
Messages: messages,
Temperature: temperature,
TopP: topP,
PresencePenalty: presencePenalty,
})
if err != nil {
return err
}
defer stream.Close()
for {
response, err := stream.Recv()
if errors.Is(err, io.EOF) {
return nil
}
if err != nil {
return err
}
err = flushData(response.Result)
if err != nil {
return err
}
}
} else if p.subType == "BLOOMZ-7B" {
stream, err := client.CreateBloomz7b1ChatCompletionStream(ctx, ernie.Bloomz7b1Request{Messages: messages})
if err != nil {
return err
}
defer stream.Close()
for {
response, err := stream.Recv()
if errors.Is(err, io.EOF) {
return nil
}
if err != nil {
return err
}
err = flushData(response.Result)
if err != nil {
return err
}
}
} else if p.subType == "Llama-2" {
stream, err := client.CreateLlamaChatCompletionStream(ctx, ernie.LlamaChatRequest{Messages: messages})
if err != nil {
return err
}
defer stream.Close()
for {
response, err := stream.Recv()
if errors.Is(err, io.EOF) {
return nil
}
if err != nil {
return err
}
err = flushData(response.Result)
if err != nil {
return err
}
}
}
return nil
}