ai-gateway/controller/relay-gemini.go
David Zhuang 5cf23d8698
feat: add Google Gemini Pro support (#826)
* fest: Add Google Gemini Pro, fix #810

* fest: Add tooling to Gemini; Add OpenAI-like system prompt to Gemini

* refactor: removing unused if statement

* fest: Add dummy model message for system message in gemini model

* chore: update implementation

---------

Co-authored-by: JustSong <songquanpeng@foxmail.com>
2023-12-17 12:48:32 +08:00

282 lines
8.5 KiB
Go

package controller
import (
"encoding/json"
"fmt"
"io"
"net/http"
"one-api/common"
"github.com/gin-gonic/gin"
)
type GeminiChatRequest struct {
Contents []GeminiChatContent `json:"contents"`
SafetySettings []GeminiChatSafetySettings `json:"safety_settings,omitempty"`
GenerationConfig GeminiChatGenerationConfig `json:"generation_config,omitempty"`
Tools []GeminiChatTools `json:"tools,omitempty"`
}
type GeminiInlineData struct {
MimeType string `json:"mimeType"`
Data string `json:"data"`
}
type GeminiPart struct {
Text string `json:"text,omitempty"`
InlineData *GeminiInlineData `json:"inlineData,omitempty"`
}
type GeminiChatContent struct {
Role string `json:"role,omitempty"`
Parts []GeminiPart `json:"parts"`
}
type GeminiChatSafetySettings struct {
Category string `json:"category"`
Threshold string `json:"threshold"`
}
type GeminiChatTools struct {
FunctionDeclarations any `json:"functionDeclarations,omitempty"`
}
type GeminiChatGenerationConfig struct {
Temperature float64 `json:"temperature,omitempty"`
TopP float64 `json:"topP,omitempty"`
TopK float64 `json:"topK,omitempty"`
MaxOutputTokens int `json:"maxOutputTokens,omitempty"`
CandidateCount int `json:"candidateCount,omitempty"`
StopSequences []string `json:"stopSequences,omitempty"`
}
// Setting safety to the lowest possible values since Gemini is already powerless enough
func requestOpenAI2Gemini(textRequest GeneralOpenAIRequest) *GeminiChatRequest {
geminiRequest := GeminiChatRequest{
Contents: make([]GeminiChatContent, 0, len(textRequest.Messages)),
//SafetySettings: []GeminiChatSafetySettings{
// {
// Category: "HARM_CATEGORY_HARASSMENT",
// Threshold: "BLOCK_ONLY_HIGH",
// },
// {
// Category: "HARM_CATEGORY_HATE_SPEECH",
// Threshold: "BLOCK_ONLY_HIGH",
// },
// {
// Category: "HARM_CATEGORY_SEXUALLY_EXPLICIT",
// Threshold: "BLOCK_ONLY_HIGH",
// },
// {
// Category: "HARM_CATEGORY_DANGEROUS_CONTENT",
// Threshold: "BLOCK_ONLY_HIGH",
// },
//},
GenerationConfig: GeminiChatGenerationConfig{
Temperature: textRequest.Temperature,
TopP: textRequest.TopP,
MaxOutputTokens: textRequest.MaxTokens,
},
}
if textRequest.Functions != nil {
geminiRequest.Tools = []GeminiChatTools{
{
FunctionDeclarations: textRequest.Functions,
},
}
}
shouldAddDummyModelMessage := false
for _, message := range textRequest.Messages {
content := GeminiChatContent{
Role: message.Role,
Parts: []GeminiPart{
{
Text: message.StringContent(),
},
},
}
// 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, GeminiChatContent{
Role: "model",
Parts: []GeminiPart{
{
Text: "ok",
},
},
})
shouldAddDummyModelMessage = false
}
}
return &geminiRequest
}
type GeminiChatResponse struct {
Candidates []GeminiChatCandidate `json:"candidates"`
PromptFeedback GeminiChatPromptFeedback `json:"promptFeedback"`
}
type GeminiChatCandidate struct {
Content GeminiChatContent `json:"content"`
FinishReason string `json:"finishReason"`
Index int64 `json:"index"`
SafetyRatings []GeminiChatSafetyRating `json:"safetyRatings"`
}
type GeminiChatSafetyRating struct {
Category string `json:"category"`
Probability string `json:"probability"`
}
type GeminiChatPromptFeedback struct {
SafetyRatings []GeminiChatSafetyRating `json:"safetyRatings"`
}
func responseGeminiChat2OpenAI(response *GeminiChatResponse) *OpenAITextResponse {
fullTextResponse := OpenAITextResponse{
Id: fmt.Sprintf("chatcmpl-%s", common.GetUUID()),
Object: "chat.completion",
Created: common.GetTimestamp(),
Choices: make([]OpenAITextResponseChoice, 0, len(response.Candidates)),
}
for i, candidate := range response.Candidates {
choice := OpenAITextResponseChoice{
Index: i,
Message: Message{
Role: "assistant",
Content: candidate.Content.Parts[0].Text,
},
FinishReason: stopFinishReason,
}
fullTextResponse.Choices = append(fullTextResponse.Choices, choice)
}
return &fullTextResponse
}
func streamResponseGeminiChat2OpenAI(geminiResponse *GeminiChatResponse) *ChatCompletionsStreamResponse {
var choice ChatCompletionsStreamResponseChoice
if len(geminiResponse.Candidates) > 0 && len(geminiResponse.Candidates[0].Content.Parts) > 0 {
choice.Delta.Content = geminiResponse.Candidates[0].Content.Parts[0].Text
}
choice.FinishReason = &stopFinishReason
var response ChatCompletionsStreamResponse
response.Object = "chat.completion.chunk"
response.Model = "gemini"
response.Choices = []ChatCompletionsStreamResponseChoice{choice}
return &response
}
func geminiChatStreamHandler(c *gin.Context, resp *http.Response) (*OpenAIErrorWithStatusCode, string) {
responseText := ""
responseId := fmt.Sprintf("chatcmpl-%s", common.GetUUID())
createdTime := common.GetTimestamp()
dataChan := make(chan string)
stopChan := make(chan bool)
go func() {
responseBody, err := io.ReadAll(resp.Body)
if err != nil {
common.SysError("error reading stream response: " + err.Error())
stopChan <- true
return
}
err = resp.Body.Close()
if err != nil {
common.SysError("error closing stream response: " + err.Error())
stopChan <- true
return
}
var geminiResponse GeminiChatResponse
err = json.Unmarshal(responseBody, &geminiResponse)
if err != nil {
common.SysError("error unmarshalling stream response: " + err.Error())
stopChan <- true
return
}
fullTextResponse := streamResponseGeminiChat2OpenAI(&geminiResponse)
fullTextResponse.Id = responseId
fullTextResponse.Created = createdTime
if len(geminiResponse.Candidates) > 0 && len(geminiResponse.Candidates[0].Content.Parts) > 0 {
responseText += geminiResponse.Candidates[0].Content.Parts[0].Text
}
jsonResponse, err := json.Marshal(fullTextResponse)
if err != nil {
common.SysError("error marshalling stream response: " + err.Error())
stopChan <- true
return
}
dataChan <- string(jsonResponse)
stopChan <- true
}()
setEventStreamHeaders(c)
c.Stream(func(w io.Writer) bool {
select {
case data := <-dataChan:
c.Render(-1, common.CustomEvent{Data: "data: " + data})
return true
case <-stopChan:
c.Render(-1, common.CustomEvent{Data: "data: [DONE]"})
return false
}
})
err := resp.Body.Close()
if err != nil {
return errorWrapper(err, "close_response_body_failed", http.StatusInternalServerError), ""
}
return nil, responseText
}
func geminiChatHandler(c *gin.Context, resp *http.Response, promptTokens int, model string) (*OpenAIErrorWithStatusCode, *Usage) {
responseBody, err := io.ReadAll(resp.Body)
if err != nil {
return errorWrapper(err, "read_response_body_failed", http.StatusInternalServerError), nil
}
err = resp.Body.Close()
if err != nil {
return errorWrapper(err, "close_response_body_failed", http.StatusInternalServerError), nil
}
var geminiResponse GeminiChatResponse
err = json.Unmarshal(responseBody, &geminiResponse)
if err != nil {
return errorWrapper(err, "unmarshal_response_body_failed", http.StatusInternalServerError), nil
}
if len(geminiResponse.Candidates) == 0 {
return &OpenAIErrorWithStatusCode{
OpenAIError: OpenAIError{
Message: "No candidates returned",
Type: "server_error",
Param: "",
Code: 500,
},
StatusCode: resp.StatusCode,
}, nil
}
fullTextResponse := responseGeminiChat2OpenAI(&geminiResponse)
completionTokens := countTokenText(geminiResponse.Candidates[0].Content.Parts[0].Text, model)
usage := Usage{
PromptTokens: promptTokens,
CompletionTokens: completionTokens,
TotalTokens: promptTokens + completionTokens,
}
fullTextResponse.Usage = usage
jsonResponse, err := json.Marshal(fullTextResponse)
if err != nil {
return 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
}