// // Copyright 2026 The InfiniFlow 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 models import ( "bytes" "context" "encoding/json" "fmt" "io" "net/http" "ragflow/internal/common" "strings" ) // AliyunModel implements ModelDriver for Aliyun type AliyunModel struct { baseModel BaseModel } // NewAliyunModel creates a new Aliyun model instance func NewAliyunModel(baseURL map[string]string, urlSuffix URLSuffix) *AliyunModel { return &AliyunModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, httpClient: NewDriverHTTPClient(), }, } } func (a *AliyunModel) NewInstance(baseURL map[string]string) ModelDriver { return NewAliyunModel(baseURL, a.baseModel.URLSuffix) } func (a *AliyunModel) Name() string { return "aliyun" } func (a *AliyunModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) { if err := a.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(messages) == 0 { return nil, fmt.Errorf("messages is empty") } resolvedBaseURL, err := a.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL := resolvedBaseURL url := fmt.Sprintf("%s/%s", strings.TrimSuffix(baseURL, "/"), a.baseModel.URLSuffix.Chat) // Convert messages to the format expected by API apiMessages := make([]map[string]interface{}, len(messages)) for i, msg := range messages { apiMessages[i] = map[string]interface{}{ "role": msg.Role, "content": msg.Content, } } // Build request body reqBody := map[string]interface{}{ "model": modelName, "messages": apiMessages, "stream": false, "temperature": 1, } if chatModelConfig != nil { if chatModelConfig.Stream != nil { reqBody["stream"] = *chatModelConfig.Stream } if chatModelConfig.MaxTokens != nil { reqBody["max_tokens"] = *chatModelConfig.MaxTokens } if chatModelConfig.Temperature != nil { reqBody["temperature"] = *chatModelConfig.Temperature } if chatModelConfig.TopP != nil { reqBody["top_p"] = *chatModelConfig.TopP } if chatModelConfig.Stop != nil { reqBody["stop"] = *chatModelConfig.Stop } if chatModelConfig.Thinking != nil { if *chatModelConfig.Thinking { reqBody["enable_thinking"] = true } else { reqBody["enable_thinking"] = false } } } jsonData, err := json.Marshal(reqBody) if err != nil { return nil, fmt.Errorf("failed to marshal request: %w", err) } ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewBuffer(jsonData)) if err != nil { return nil, fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Content-Type", "application/json") req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := a.baseModel.httpClient.Do(req) if err != nil { return nil, fmt.Errorf("failed to send request: %w", err) } defer resp.Body.Close() body, err := io.ReadAll(resp.Body) if err != nil { return nil, fmt.Errorf("failed to read response: %w", err) } if resp.StatusCode != http.StatusOK { return nil, fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body)) } // Parse response var result map[string]interface{} if err = json.Unmarshal(body, &result); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } choices, ok := result["choices"].([]interface{}) if !ok || len(choices) == 0 { return nil, fmt.Errorf("no choices in response") } firstChoice, ok := choices[0].(map[string]interface{}) if !ok { return nil, fmt.Errorf("invalid choice format") } messageMap, ok := firstChoice["message"].(map[string]interface{}) if !ok { return nil, fmt.Errorf("invalid message format") } answer, ok := messageMap["content"].(string) if !ok { return nil, fmt.Errorf("invalid content format") } var reasonContent string if chatModelConfig != nil && chatModelConfig.Thinking != nil && *chatModelConfig.Thinking { reasonContent, ok = messageMap["reasoning_content"].(string) if !ok { return nil, fmt.Errorf("invalid content format") } // if first char of reasonContent is \n remove the '\n' if reasonContent != "" && reasonContent[0] == '\n' { reasonContent = reasonContent[1:] } } chatResponse := &ChatResponse{ Answer: &answer, ReasonContent: &reasonContent, } return chatResponse, nil } // ChatStreamlyWithSender sends messages and streams response via sender function (best performance, no channel) func (a *AliyunModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, sender func(*string, *string) error) error { if err := a.baseModel.APIConfigCheck(apiConfig); err != nil { return err } if len(messages) == 0 { return fmt.Errorf("messages is empty") } resolvedBaseURL, err := a.baseModel.GetBaseURL(apiConfig) if err != nil { return err } baseURL := resolvedBaseURL url := fmt.Sprintf("%s/%s", strings.TrimSuffix(baseURL, "/"), a.baseModel.URLSuffix.Chat) // Convert messages to API format apiMessages := make([]map[string]interface{}, len(messages)) for i, msg := range messages { apiMessages[i] = map[string]interface{}{ "role": msg.Role, "content": msg.Content, } } // Build request body with streaming enabled reqBody := map[string]interface{}{ "model": modelName, "messages": apiMessages, "stream": true, "temperature": 1, } if chatModelConfig.Stream != nil { reqBody["stream"] = *chatModelConfig.Stream } if chatModelConfig.MaxTokens != nil { reqBody["max_tokens"] = *chatModelConfig.MaxTokens } if chatModelConfig.Temperature != nil { reqBody["temperature"] = *chatModelConfig.Temperature } if chatModelConfig.DoSample != nil { reqBody["do_sample"] = *chatModelConfig.DoSample } if chatModelConfig.TopP != nil { reqBody["top_p"] = *chatModelConfig.TopP } if chatModelConfig.Stop != nil { reqBody["stop"] = *chatModelConfig.Stop } if chatModelConfig.Thinking != nil { if *chatModelConfig.Thinking { reqBody["enable_thinking"] = true } else { reqBody["enable_thinking"] = false } } jsonData, err := json.Marshal(reqBody) if err != nil { return fmt.Errorf("failed to marshal request: %w", err) } ctx, cancel := context.WithTimeout(context.Background(), streamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewBuffer(jsonData)) if err != nil { return fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Content-Type", "application/json") req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := a.baseModel.httpClient.Do(req) if err != nil { return fmt.Errorf("failed to send request: %w", err) } defer resp.Body.Close() if resp.StatusCode != http.StatusOK { body, _ := io.ReadAll(resp.Body) return fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body)) } // SSE parsing: read line by line if _, err := ParseSSEStream[map[string]interface{}](resp.Body, func(event map[string]interface{}) error { common.Info(fmt.Sprintf("%v", event)) choices, ok := event["choices"].([]interface{}) if !ok || len(choices) == 0 { return nil } firstChoice, ok := choices[0].(map[string]interface{}) if !ok { return nil } delta, ok := firstChoice["delta"].(map[string]interface{}) if !ok { return nil } content, ok := delta["content"].(string) if ok && content != "" { if err := sender(&content, nil); err != nil { return err } } reasoningContent, ok := delta["reasoning_content"].(string) if ok && reasoningContent != "" { if err := sender(nil, &reasoningContent); err != nil { return err } } return nil }); err != nil { return fmt.Errorf("failed to scan response body: %w", err) } // Send [DONE] marker for OpenAI compatibility endOfStream := "[DONE]" return sender(&endOfStream, nil) } type aliyunEmbeddingResponse struct { Data []EmbeddingData `json:"data"` Model string `json:"model"` Object string `json:"object"` Usage aliyunUsage `json:"usage"` ID string `json:"id"` } type aliyunEmbeddingData struct { Embedding []float64 `json:"embedding"` Index int `json:"index"` Object string `json:"object"` } type aliyunUsage struct { PromptTokens int `json:"prompt_tokens"` TotalTokens int `json:"total_tokens"` } // Embed embeds a list of texts into embeddings func (a *AliyunModel) Embed(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([]EmbeddingData, error) { if err := a.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(texts) == 0 { return []EmbeddingData{}, nil } if modelName == nil || *modelName == "" { return nil, fmt.Errorf("model name is required") } resolvedBaseURL, err := a.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL := resolvedBaseURL url := fmt.Sprintf("%s/%s", strings.TrimSuffix(baseURL, "/"), a.baseModel.URLSuffix.Embedding) reqBody := map[string]interface{}{ "model": *modelName, "input": texts, } jsonData, err := json.Marshal(reqBody) if err != nil { return nil, fmt.Errorf("failed to marshal request: %w", err) } ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewBuffer(jsonData)) if err != nil { return nil, fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Content-Type", "application/json") req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := a.baseModel.httpClient.Do(req) if err != nil { return nil, fmt.Errorf("failed to send request: %w", err) } defer resp.Body.Close() body, err := io.ReadAll(resp.Body) if err != nil { return nil, fmt.Errorf("failed to read response: %w", err) } if resp.StatusCode != http.StatusOK { return nil, fmt.Errorf("Aliyun embeddings API error: %s, body: %s", resp.Status, string(body)) } var parsed aliyunEmbeddingResponse if err = json.Unmarshal(body, &parsed); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } var embeddings []EmbeddingData for _, dataElem := range parsed.Data { var embeddingData EmbeddingData embeddingData.Embedding = dataElem.Embedding embeddingData.Index = dataElem.Index embeddings = append(embeddings, embeddingData) } return embeddings, nil } type aliyunRerankRequest struct { Model string `json:"model"` Query string `json:"query"` Documents []string `json:"documents"` TopN int `json:"top_n"` ReturnDocuments bool `json:"return_documents"` } type aliyunRerankResponse struct { Results []struct { Index int `json:"index"` RelevanceScore float64 `json:"relevance_score"` } `json:"results"` } func (a *AliyunModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) { if err := a.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(documents) == 0 { return &RerankResponse{}, nil } if modelName == nil || *modelName == "" { return nil, fmt.Errorf("model name is required") } resolvedBaseURL, err := a.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL := resolvedBaseURL url := fmt.Sprintf("%s/%s", strings.TrimSuffix(baseURL, "/"), a.baseModel.URLSuffix.Rerank) var topN = rerankConfig.TopN if rerankConfig.TopN == 0 { topN = len(documents) } reqBody := aliyunRerankRequest{ Model: *modelName, Query: query, Documents: documents, TopN: topN, ReturnDocuments: false, } jsonData, err := json.Marshal(reqBody) if err != nil { return nil, fmt.Errorf("failed to marshal request: %w", err) } ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewBuffer(jsonData)) if err != nil { return nil, fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Content-Type", "application/json") req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := a.baseModel.httpClient.Do(req) if err != nil { return nil, fmt.Errorf("failed to send request: %w", err) } defer resp.Body.Close() body, err := io.ReadAll(resp.Body) if err != nil { return nil, fmt.Errorf("failed to read response: %w", err) } if resp.StatusCode != http.StatusOK { return nil, fmt.Errorf("Aliyun rerank API error: %s, body: %s", resp.Status, string(body)) } var rerankResponse RerankResponse if err = json.Unmarshal(body, &rerankResponse); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } return &rerankResponse, nil } // TranscribeAudio transcribe audio func (a *AliyunModel) TranscribeAudio(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig) (*ASRResponse, error) { return nil, fmt.Errorf("%s, no such method", a.Name()) } func (a *AliyunModel) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", a.Name()) } // AudioSpeech convert text to audio func (a *AliyunModel) AudioSpeech(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig) (*TTSResponse, error) { return nil, fmt.Errorf("%s, no such method", a.Name()) } func (a *AliyunModel) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", a.Name()) } // OCRFile OCR file func (a *AliyunModel) OCRFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig) (*OCRFileResponse, error) { return nil, fmt.Errorf("%s, no such method", a.Name()) } // ParseFile parse file func (a *AliyunModel) ParseFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig) (*ParseFileResponse, error) { return nil, fmt.Errorf("%s, no such method", a.Name()) } type AliyunModelItem struct { ModelName string `json:"model_name"` BaseCapacity int `json:"base_capacity"` } type AliyunModelOutput struct { Models []AliyunModelItem `json:"models"` PageNo int `json:"page_no"` PageSize int `json:"page_size"` Total int `json:"total"` } type AliyunModelList struct { RequestID string `json:"request_id"` Output AliyunModelOutput `json:"output"` } func (a *AliyunModel) ListModels(apiConfig *APIConfig) ([]ListModelResponse, error) { if err := a.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } resolvedBaseURL, err := a.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL := resolvedBaseURL url := fmt.Sprintf("%s/%s", strings.TrimSuffix(baseURL, "/"), a.baseModel.URLSuffix.Models) // Build request body reqBody := map[string]interface{}{} jsonData, err := json.Marshal(reqBody) if err != nil { return nil, fmt.Errorf("failed to marshal request: %w", err) } ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, "GET", url, bytes.NewBuffer(jsonData)) if err != nil { return nil, fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Content-Type", "application/json") req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := a.baseModel.httpClient.Do(req) if err != nil { return nil, fmt.Errorf("failed to send request: %w", err) } defer resp.Body.Close() body, err := io.ReadAll(resp.Body) if err != nil { return nil, fmt.Errorf("failed to read response: %w", err) } if resp.StatusCode != http.StatusOK { return nil, fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body)) } var modelList ModelList if err = json.Unmarshal(body, &modelList); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } return ParseListModel(modelList), nil } func (a *AliyunModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("%s, no such method", a.Name()) } func (a *AliyunModel) CheckConnection(apiConfig *APIConfig) error { _, err := a.ListModels(apiConfig) if err != nil { return err } return nil } func (a *AliyunModel) ListTasks(apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", a.Name()) } func (a *AliyunModel) ShowTask(taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", a.Name()) }