ai-gateway/relay/channel/gemini/main.go
2024-02-18 00:15:31 +08:00

304 lines
8.7 KiB
Go

package gemini
import (
"bufio"
"encoding/json"
"fmt"
"github.com/songquanpeng/one-api/common"
"github.com/songquanpeng/one-api/common/config"
"github.com/songquanpeng/one-api/common/helper"
"github.com/songquanpeng/one-api/common/image"
"github.com/songquanpeng/one-api/common/logger"
"github.com/songquanpeng/one-api/relay/channel/openai"
"github.com/songquanpeng/one-api/relay/constant"
"github.com/songquanpeng/one-api/relay/model"
"io"
"net/http"
"strings"
"github.com/gin-gonic/gin"
)
// https://ai.google.dev/docs/gemini_api_overview?hl=zh-cn
const (
VisionMaxImageNum = 16
)
// Setting safety to the lowest possible values since Gemini is already powerless enough
func ConvertRequest(textRequest model.GeneralOpenAIRequest) *ChatRequest {
geminiRequest := ChatRequest{
Contents: make([]ChatContent, 0, len(textRequest.Messages)),
SafetySettings: []ChatSafetySettings{
{
Category: "HARM_CATEGORY_HARASSMENT",
Threshold: config.GeminiSafetySetting,
},
{
Category: "HARM_CATEGORY_HATE_SPEECH",
Threshold: config.GeminiSafetySetting,
},
{
Category: "HARM_CATEGORY_SEXUALLY_EXPLICIT",
Threshold: config.GeminiSafetySetting,
},
{
Category: "HARM_CATEGORY_DANGEROUS_CONTENT",
Threshold: config.GeminiSafetySetting,
},
},
GenerationConfig: ChatGenerationConfig{
Temperature: textRequest.Temperature,
TopP: textRequest.TopP,
MaxOutputTokens: textRequest.MaxTokens,
},
}
if textRequest.Functions != nil {
geminiRequest.Tools = []ChatTools{
{
FunctionDeclarations: textRequest.Functions,
},
}
}
shouldAddDummyModelMessage := false
for _, message := range textRequest.Messages {
content := ChatContent{
Role: message.Role,
Parts: []Part{
{
Text: message.StringContent(),
},
},
}
openaiContent := message.ParseContent()
var parts []Part
imageNum := 0
for _, part := range openaiContent {
if part.Type == model.ContentTypeText {
parts = append(parts, Part{
Text: part.Text,
})
} else if part.Type == model.ContentTypeImageURL {
imageNum += 1
if imageNum > VisionMaxImageNum {
continue
}
mimeType, data, _ := image.GetImageFromUrl(part.ImageURL.Url)
parts = append(parts, Part{
InlineData: &InlineData{
MimeType: mimeType,
Data: data,
},
})
}
}
content.Parts = parts
// there's no assistant role in gemini and API shall vomit if Role is not user or model
if content.Role == "assistant" {
content.Role = "model"
}
// Converting system prompt to prompt from user for the same reason
if content.Role == "system" {
content.Role = "user"
shouldAddDummyModelMessage = true
}
geminiRequest.Contents = append(geminiRequest.Contents, content)
// If a system message is the last message, we need to add a dummy model message to make gemini happy
if shouldAddDummyModelMessage {
geminiRequest.Contents = append(geminiRequest.Contents, ChatContent{
Role: "model",
Parts: []Part{
{
Text: "Okay",
},
},
})
shouldAddDummyModelMessage = false
}
}
return &geminiRequest
}
type ChatResponse struct {
Candidates []ChatCandidate `json:"candidates"`
PromptFeedback ChatPromptFeedback `json:"promptFeedback"`
}
func (g *ChatResponse) GetResponseText() string {
if g == nil {
return ""
}
if len(g.Candidates) > 0 && len(g.Candidates[0].Content.Parts) > 0 {
return g.Candidates[0].Content.Parts[0].Text
}
return ""
}
type ChatCandidate struct {
Content ChatContent `json:"content"`
FinishReason string `json:"finishReason"`
Index int64 `json:"index"`
SafetyRatings []ChatSafetyRating `json:"safetyRatings"`
}
type ChatSafetyRating struct {
Category string `json:"category"`
Probability string `json:"probability"`
}
type ChatPromptFeedback struct {
SafetyRatings []ChatSafetyRating `json:"safetyRatings"`
}
func responseGeminiChat2OpenAI(response *ChatResponse) *openai.TextResponse {
fullTextResponse := openai.TextResponse{
Id: fmt.Sprintf("chatcmpl-%s", helper.GetUUID()),
Object: "chat.completion",
Created: helper.GetTimestamp(),
Choices: make([]openai.TextResponseChoice, 0, len(response.Candidates)),
}
for i, candidate := range response.Candidates {
choice := openai.TextResponseChoice{
Index: i,
Message: model.Message{
Role: "assistant",
Content: "",
},
FinishReason: constant.StopFinishReason,
}
if len(candidate.Content.Parts) > 0 {
choice.Message.Content = candidate.Content.Parts[0].Text
}
fullTextResponse.Choices = append(fullTextResponse.Choices, choice)
}
return &fullTextResponse
}
func streamResponseGeminiChat2OpenAI(geminiResponse *ChatResponse) *openai.ChatCompletionsStreamResponse {
var choice openai.ChatCompletionsStreamResponseChoice
choice.Delta.Content = geminiResponse.GetResponseText()
choice.FinishReason = &constant.StopFinishReason
var response openai.ChatCompletionsStreamResponse
response.Object = "chat.completion.chunk"
response.Model = "gemini"
response.Choices = []openai.ChatCompletionsStreamResponseChoice{choice}
return &response
}
func StreamHandler(c *gin.Context, resp *http.Response) (*model.ErrorWithStatusCode, string) {
responseText := ""
dataChan := make(chan string)
stopChan := make(chan bool)
scanner := bufio.NewScanner(resp.Body)
scanner.Split(func(data []byte, atEOF bool) (advance int, token []byte, err error) {
if atEOF && len(data) == 0 {
return 0, nil, nil
}
if i := strings.Index(string(data), "\n"); i >= 0 {
return i + 1, data[0:i], nil
}
if atEOF {
return len(data), data, nil
}
return 0, nil, nil
})
go func() {
for scanner.Scan() {
data := scanner.Text()
data = strings.TrimSpace(data)
if !strings.HasPrefix(data, "\"text\": \"") {
continue
}
data = strings.TrimPrefix(data, "\"text\": \"")
data = strings.TrimSuffix(data, "\"")
dataChan <- data
}
stopChan <- true
}()
common.SetEventStreamHeaders(c)
c.Stream(func(w io.Writer) bool {
select {
case data := <-dataChan:
// this is used to prevent annoying \ related format bug
data = fmt.Sprintf("{\"content\": \"%s\"}", data)
type dummyStruct struct {
Content string `json:"content"`
}
var dummy dummyStruct
err := json.Unmarshal([]byte(data), &dummy)
responseText += dummy.Content
var choice openai.ChatCompletionsStreamResponseChoice
choice.Delta.Content = dummy.Content
response := openai.ChatCompletionsStreamResponse{
Id: fmt.Sprintf("chatcmpl-%s", helper.GetUUID()),
Object: "chat.completion.chunk",
Created: helper.GetTimestamp(),
Model: "gemini-pro",
Choices: []openai.ChatCompletionsStreamResponseChoice{choice},
}
jsonResponse, err := json.Marshal(response)
if err != nil {
logger.SysError("error marshalling stream response: " + err.Error())
return true
}
c.Render(-1, common.CustomEvent{Data: "data: " + string(jsonResponse)})
return true
case <-stopChan:
c.Render(-1, common.CustomEvent{Data: "data: [DONE]"})
return false
}
})
err := resp.Body.Close()
if err != nil {
return openai.ErrorWrapper(err, "close_response_body_failed", http.StatusInternalServerError), ""
}
return nil, responseText
}
func Handler(c *gin.Context, resp *http.Response, promptTokens int, modelName string) (*model.ErrorWithStatusCode, *model.Usage) {
responseBody, err := io.ReadAll(resp.Body)
if err != nil {
return openai.ErrorWrapper(err, "read_response_body_failed", http.StatusInternalServerError), nil
}
err = resp.Body.Close()
if err != nil {
return openai.ErrorWrapper(err, "close_response_body_failed", http.StatusInternalServerError), nil
}
var geminiResponse ChatResponse
err = json.Unmarshal(responseBody, &geminiResponse)
if err != nil {
return openai.ErrorWrapper(err, "unmarshal_response_body_failed", http.StatusInternalServerError), nil
}
if len(geminiResponse.Candidates) == 0 {
return &model.ErrorWithStatusCode{
Error: model.Error{
Message: "No candidates returned",
Type: "server_error",
Param: "",
Code: 500,
},
StatusCode: resp.StatusCode,
}, nil
}
fullTextResponse := responseGeminiChat2OpenAI(&geminiResponse)
fullTextResponse.Model = modelName
completionTokens := openai.CountTokenText(geminiResponse.GetResponseText(), modelName)
usage := model.Usage{
PromptTokens: promptTokens,
CompletionTokens: completionTokens,
TotalTokens: promptTokens + completionTokens,
}
fullTextResponse.Usage = usage
jsonResponse, err := json.Marshal(fullTextResponse)
if err != nil {
return openai.ErrorWrapper(err, "marshal_response_body_failed", http.StatusInternalServerError), nil
}
c.Writer.Header().Set("Content-Type", "application/json")
c.Writer.WriteHeader(resp.StatusCode)
_, err = c.Writer.Write(jsonResponse)
return nil, &usage
}