plugins/wasm-go/extensions/ai-proxy/provider/gemini.go (451 lines of code) (raw):

package provider import ( "encoding/json" "errors" "fmt" "net/http" "strings" "time" "github.com/alibaba/higress/plugins/wasm-go/extensions/ai-proxy/util" "github.com/alibaba/higress/plugins/wasm-go/pkg/log" "github.com/alibaba/higress/plugins/wasm-go/pkg/wrapper" "github.com/google/uuid" "github.com/higress-group/proxy-wasm-go-sdk/proxywasm/types" ) // geminiProvider is the provider for google gemini/gemini flash service. const ( geminiApiKeyHeader = "x-goog-api-key" geminiDomain = "generativelanguage.googleapis.com" geminiChatCompletionPath = "generateContent" geminiChatCompletionStreamPath = "streamGenerateContent?alt=sse" geminiEmbeddingPath = "batchEmbedContents" ) type geminiProviderInitializer struct { } func (g *geminiProviderInitializer) ValidateConfig(config *ProviderConfig) error { if config.apiTokens == nil || len(config.apiTokens) == 0 { return errors.New("no apiToken found in provider config") } return nil } func (g *geminiProviderInitializer) DefaultCapabilities() map[string]string { return map[string]string{ string(ApiNameChatCompletion): "", string(ApiNameEmbeddings): "", } } func (g *geminiProviderInitializer) CreateProvider(config ProviderConfig) (Provider, error) { config.setDefaultCapabilities(g.DefaultCapabilities()) return &geminiProvider{ config: config, contextCache: createContextCache(&config), }, nil } type geminiProvider struct { config ProviderConfig contextCache *contextCache } func (g *geminiProvider) GetProviderType() string { return providerTypeGemini } func (g *geminiProvider) OnRequestHeaders(ctx wrapper.HttpContext, apiName ApiName) error { g.config.handleRequestHeaders(g, ctx, apiName) // Delay the header processing to allow changing streaming mode in OnRequestBody return nil } func (g *geminiProvider) TransformRequestHeaders(ctx wrapper.HttpContext, apiName ApiName, headers http.Header) { util.OverwriteRequestHostHeader(headers, geminiDomain) headers.Set(geminiApiKeyHeader, g.config.GetApiTokenInUse(ctx)) util.OverwriteRequestAuthorizationHeader(headers, "") } func (g *geminiProvider) OnRequestBody(ctx wrapper.HttpContext, apiName ApiName, body []byte) (types.Action, error) { if !g.config.isSupportedAPI(apiName) { return types.ActionContinue, errUnsupportedApiName } return g.config.handleRequestBody(g, g.contextCache, ctx, apiName, body) } func (g *geminiProvider) TransformRequestBodyHeaders(ctx wrapper.HttpContext, apiName ApiName, body []byte, headers http.Header) ([]byte, error) { if apiName == ApiNameChatCompletion { return g.onChatCompletionRequestBody(ctx, body, headers) } else { return g.onEmbeddingsRequestBody(ctx, body, headers) } } func (g *geminiProvider) onChatCompletionRequestBody(ctx wrapper.HttpContext, body []byte, headers http.Header) ([]byte, error) { request := &chatCompletionRequest{} err := g.config.parseRequestAndMapModel(ctx, request, body) if err != nil { return nil, err } path := g.getRequestPath(ApiNameChatCompletion, request.Model, request.Stream) util.OverwriteRequestPathHeader(headers, path) geminiRequest := g.buildGeminiChatRequest(request) return json.Marshal(geminiRequest) } func (g *geminiProvider) onEmbeddingsRequestBody(ctx wrapper.HttpContext, body []byte, headers http.Header) ([]byte, error) { request := &embeddingsRequest{} if err := g.config.parseRequestAndMapModel(ctx, request, body); err != nil { return nil, err } path := g.getRequestPath(ApiNameEmbeddings, request.Model, false) util.OverwriteRequestPathHeader(headers, path) geminiRequest := g.buildBatchEmbeddingRequest(request) return json.Marshal(geminiRequest) } func (g *geminiProvider) OnStreamingResponseBody(ctx wrapper.HttpContext, name ApiName, chunk []byte, isLastChunk bool) ([]byte, error) { log.Infof("chunk body:%s", string(chunk)) if isLastChunk || len(chunk) == 0 { return nil, nil } if name != ApiNameChatCompletion { return chunk, nil } // sample end event response: // data: {"candidates": [{"content": {"parts": [{"text": "我是 Gemini,一个大型多模态模型,由 Google 训练。我的职责是尽我所能帮助您,并尽力提供全面且信息丰富的答复。"}],"role": "model"},"finishReason": "STOP","index": 0,"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}],"usageMetadata": {"promptTokenCount": 2,"candidatesTokenCount": 35,"totalTokenCount": 37}} responseBuilder := &strings.Builder{} lines := strings.Split(string(chunk), "\n") for _, data := range lines { if len(data) < 6 { // ignore blank line or wrong format continue } data = data[6:] var geminiResp geminiChatResponse if err := json.Unmarshal([]byte(data), &geminiResp); err != nil { log.Errorf("unable to unmarshal gemini response: %v", err) continue } response := g.buildChatCompletionStreamResponse(ctx, &geminiResp) responseBody, err := json.Marshal(response) if err != nil { log.Errorf("unable to marshal response: %v", err) return nil, err } g.appendResponse(responseBuilder, string(responseBody)) } modifiedResponseChunk := responseBuilder.String() log.Debugf("=== modified response chunk: %s", modifiedResponseChunk) return []byte(modifiedResponseChunk), nil } func (g *geminiProvider) TransformResponseBody(ctx wrapper.HttpContext, apiName ApiName, body []byte) ([]byte, error) { if apiName == ApiNameChatCompletion { return g.onChatCompletionResponseBody(ctx, body) } else { return g.onEmbeddingsResponseBody(ctx, body) } } func (g *geminiProvider) onChatCompletionResponseBody(ctx wrapper.HttpContext, body []byte) ([]byte, error) { geminiResponse := &geminiChatResponse{} if err := json.Unmarshal(body, geminiResponse); err != nil { return nil, fmt.Errorf("unable to unmarshal gemini chat response: %v", err) } if geminiResponse.Error != nil { return nil, fmt.Errorf("gemini chat completion response error, error_code: %d, error_status:%s, error_message: %s", geminiResponse.Error.Code, geminiResponse.Error.Status, geminiResponse.Error.Message) } response := g.buildChatCompletionResponse(ctx, geminiResponse) return json.Marshal(response) } func (g *geminiProvider) onEmbeddingsResponseBody(ctx wrapper.HttpContext, body []byte) ([]byte, error) { geminiResponse := &geminiEmbeddingResponse{} if err := json.Unmarshal(body, geminiResponse); err != nil { return nil, fmt.Errorf("unable to unmarshal gemini embeddings response: %v", err) } if geminiResponse.Error != nil { return nil, fmt.Errorf("gemini embeddings response error, error_code: %d, error_status:%s, error_message: %s", geminiResponse.Error.Code, geminiResponse.Error.Status, geminiResponse.Error.Message) } response := g.buildEmbeddingsResponse(ctx, geminiResponse) return json.Marshal(response) } func (g *geminiProvider) getRequestPath(apiName ApiName, geminiModel string, stream bool) string { action := "" if apiName == ApiNameEmbeddings { action = geminiEmbeddingPath } else if stream { action = geminiChatCompletionStreamPath } else { action = geminiChatCompletionPath } return fmt.Sprintf("/v1/models/%s:%s", geminiModel, action) } type geminiChatRequest struct { // Model and Stream are only used when using the gemini original protocol Model string `json:"model,omitempty"` Stream bool `json:"stream,omitempty"` Contents []geminiChatContent `json:"contents"` SafetySettings []geminiChatSafetySetting `json:"safety_settings,omitempty"` GenerationConfig geminiChatGenerationConfig `json:"generation_config,omitempty"` Tools []geminiChatTools `json:"tools,omitempty"` } type geminiChatContent struct { Role string `json:"role,omitempty"` Parts []geminiPart `json:"parts"` } type geminiChatSafetySetting struct { Category string `json:"category"` Threshold string `json:"threshold"` } 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"` } type geminiChatTools struct { FunctionDeclarations any `json:"function_declarations,omitempty"` } type geminiPart struct { Text string `json:"text,omitempty"` InlineData *geminiInlineData `json:"inlineData,omitempty"` FunctionCall *geminiFunctionCall `json:"functionCall,omitempty"` } type geminiInlineData struct { MimeType string `json:"mimeType"` Data string `json:"data"` } type geminiFunctionCall struct { FunctionName string `json:"name"` Arguments any `json:"args"` } func (g *geminiProvider) buildGeminiChatRequest(request *chatCompletionRequest) *geminiChatRequest { var safetySettings []geminiChatSafetySetting { } for category, threshold := range g.config.geminiSafetySetting { safetySettings = append(safetySettings, geminiChatSafetySetting{ Category: category, Threshold: threshold, }) } geminiRequest := geminiChatRequest{ Contents: make([]geminiChatContent, 0, len(request.Messages)), SafetySettings: safetySettings, GenerationConfig: geminiChatGenerationConfig{ Temperature: request.Temperature, TopP: request.TopP, MaxOutputTokens: request.MaxTokens, }, } if request.Tools != nil { functions := make([]function, 0, len(request.Tools)) for _, tool := range request.Tools { functions = append(functions, tool.Function) } geminiRequest.Tools = []geminiChatTools{ { FunctionDeclarations: functions, }, } } shouldAddDummyModelMessage := false for _, message := range request.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 == roleAssistant { content.Role = "model" } else if content.Role == roleSystem { // converting system prompt to prompt from user for the same reason content.Role = roleUser 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: "Okay", }, }, }) shouldAddDummyModelMessage = false } } return &geminiRequest } func (g *geminiProvider) setSystemContent(request *geminiChatRequest, content string) { systemContents := []geminiChatContent{{ Role: roleUser, Parts: []geminiPart{ { Text: content, }, }, }} request.Contents = append(systemContents, request.Contents...) } type geminiBatchEmbeddingRequest struct { // Model are only used when using the gemini original protocol Model string `json:"model,omitempty"` Requests []geminiEmbeddingRequest `json:"requests"` } type geminiEmbeddingRequest struct { Model string `json:"model"` Content geminiChatContent `json:"content"` TaskType string `json:"taskType,omitempty"` Title string `json:"title,omitempty"` OutputDimensionality int `json:"outputDimensionality,omitempty"` } func (g *geminiProvider) buildBatchEmbeddingRequest(request *embeddingsRequest) *geminiBatchEmbeddingRequest { inputs := request.ParseInput() requests := make([]geminiEmbeddingRequest, len(inputs)) model := fmt.Sprintf("models/%s", request.Model) for i, input := range inputs { requests[i] = geminiEmbeddingRequest{ Model: model, Content: geminiChatContent{ Parts: []geminiPart{ { Text: input, }, }, }, } } return &geminiBatchEmbeddingRequest{ Requests: requests, } } type geminiChatResponse struct { Candidates []geminiChatCandidate `json:"candidates"` PromptFeedback geminiChatPromptFeedback `json:"promptFeedback"` UsageMetadata geminiUsageMetadata `json:"usageMetadata"` Error *geminiResponseError `json:"error,omitempty"` } type geminiChatCandidate struct { Content geminiChatContent `json:"content"` FinishReason string `json:"finishReason"` Index int64 `json:"index"` SafetyRatings []geminiChatSafetyRating `json:"safetyRatings"` } type geminiChatPromptFeedback struct { SafetyRatings []geminiChatSafetyRating `json:"safetyRatings"` } type geminiUsageMetadata struct { PromptTokenCount int `json:"promptTokenCount,omitempty"` CandidatesTokenCount int `json:"candidatesTokenCount,omitempty"` TotalTokenCount int `json:"totalTokenCount,omitempty"` } type geminiResponseError struct { Code int `json:"code,omitempty"` Message string `json:"message,omitempty"` Status string `json:"status,omitempty"` } type geminiChatSafetyRating struct { Category string `json:"category"` Probability string `json:"probability"` } func (g *geminiProvider) buildChatCompletionResponse(ctx wrapper.HttpContext, response *geminiChatResponse) *chatCompletionResponse { fullTextResponse := chatCompletionResponse{ Id: fmt.Sprintf("chatcmpl-%s", uuid.New().String()), Object: objectChatCompletion, Created: time.Now().UnixMilli() / 1000, Model: ctx.GetStringContext(ctxKeyFinalRequestModel, ""), Choices: make([]chatCompletionChoice, 0, len(response.Candidates)), Usage: usage{ PromptTokens: response.UsageMetadata.PromptTokenCount, CompletionTokens: response.UsageMetadata.CandidatesTokenCount, TotalTokens: response.UsageMetadata.TotalTokenCount, }, } for i, candidate := range response.Candidates { choice := chatCompletionChoice{ Index: i, Message: &chatMessage{ Role: roleAssistant, }, FinishReason: finishReasonStop, } if len(candidate.Content.Parts) > 0 { if candidate.Content.Parts[0].FunctionCall != nil { choice.Message.ToolCalls = g.buildToolCalls(&candidate) } else { choice.Message.Content = candidate.Content.Parts[0].Text } } else { choice.Message.Content = "" choice.FinishReason = candidate.FinishReason } fullTextResponse.Choices = append(fullTextResponse.Choices, choice) } return &fullTextResponse } func (g *geminiProvider) buildToolCalls(candidate *geminiChatCandidate) []toolCall { var toolCalls []toolCall item := candidate.Content.Parts[0] if item.FunctionCall != nil { return toolCalls } argsBytes, err := json.Marshal(item.FunctionCall.Arguments) if err != nil { log.Errorf("get toolCalls from gemini response failed: " + err.Error()) return toolCalls } toolCall := toolCall{ Id: fmt.Sprintf("call_%s", uuid.New().String()), Type: "function", Function: functionCall{ Arguments: string(argsBytes), Name: item.FunctionCall.FunctionName, }, } toolCalls = append(toolCalls, toolCall) return toolCalls } func (g *geminiProvider) buildChatCompletionStreamResponse(ctx wrapper.HttpContext, geminiResp *geminiChatResponse) *chatCompletionResponse { var choice chatCompletionChoice if len(geminiResp.Candidates) > 0 && len(geminiResp.Candidates[0].Content.Parts) > 0 { choice.Delta = &chatMessage{Content: geminiResp.Candidates[0].Content.Parts[0].Text} } streamResponse := chatCompletionResponse{ Id: fmt.Sprintf("chatcmpl-%s", uuid.New().String()), Object: objectChatCompletionChunk, Created: time.Now().UnixMilli() / 1000, Model: ctx.GetStringContext(ctxKeyFinalRequestModel, ""), Choices: []chatCompletionChoice{choice}, Usage: usage{ PromptTokens: geminiResp.UsageMetadata.PromptTokenCount, CompletionTokens: geminiResp.UsageMetadata.CandidatesTokenCount, TotalTokens: geminiResp.UsageMetadata.TotalTokenCount, }, } return &streamResponse } type geminiEmbeddingResponse struct { Embeddings []geminiEmbeddingData `json:"embeddings"` Error *geminiResponseError `json:"error,omitempty"` } type geminiEmbeddingData struct { Values []float64 `json:"values"` } func (g *geminiProvider) buildEmbeddingsResponse(ctx wrapper.HttpContext, geminiResp *geminiEmbeddingResponse) *embeddingsResponse { response := embeddingsResponse{ Object: "list", Data: make([]embedding, 0, len(geminiResp.Embeddings)), Model: ctx.GetContext(ctxKeyFinalRequestModel).(string), Usage: usage{ TotalTokens: 0, }, } for _, item := range geminiResp.Embeddings { response.Data = append(response.Data, embedding{ Object: `embedding`, Index: 0, Embedding: item.Values, }) } return &response } func (g *geminiProvider) appendResponse(responseBuilder *strings.Builder, responseBody string) { responseBuilder.WriteString(fmt.Sprintf("%s %s\n\n", streamDataItemKey, responseBody)) } func (g *geminiProvider) GetApiName(path string) ApiName { if strings.Contains(path, geminiChatCompletionPath) || strings.Contains(path, geminiChatCompletionStreamPath) { return ApiNameChatCompletion } if strings.Contains(path, geminiEmbeddingPath) { return ApiNameEmbeddings } return "" }