// // 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" ) // LmStudioModel implements ModelDriver for lm-studio type LmStudioModel struct { baseModel BaseModel } // NewLmStudioModel func NewLmStudioModel(baseURL map[string]string, urlSuffix URLSuffix) *LmStudioModel { return &LmStudioModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, AllowEmptyAPIKey: true, httpClient: NewDriverHTTPClient(), }, } } func (l *LmStudioModel) NewInstance(baseURL map[string]string) ModelDriver { return NewLmStudioModel(baseURL, l.baseModel.URLSuffix) } func (l *LmStudioModel) Name() string { return "lmstudio" } // ChatWithMessages sends multiple messages with roles and returns response func (l *LmStudioModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) { if err := l.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(messages) == 0 { return nil, fmt.Errorf("messages is empty") } resolvedBaseURL, err := l.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, l.baseModel.URLSuffix.Chat) // For qwen/glm models, use async chat endpoint modelType := strings.Split(modelName, "-")[0] if modelType == "qwen" || modelType == "glm" { url = fmt.Sprintf("%s/%s", resolvedBaseURL, l.baseModel.URLSuffix.AsyncChat) } // 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 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["thinking"] = map[string]interface{}{ "type": "enabled", } } else { reqBody["thinking"] = map[string]interface{}{ "type": "disabled", } } } } 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") if auth := BearerAuth(apiConfig); auth != "" { req.Header.Set("Authorization", auth) } resp, err := l.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 :%s", resp.StatusCode, string(body), messages[0].Content) } // 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") } content, 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 reasonContent != "" && reasonContent[0] == '\n' { reasonContent = reasonContent[1:] } } chatResponse := &ChatResponse{ Answer: &content, ReasonContent: &reasonContent, } return chatResponse, nil } // ChatStreamlyWithSender sends messages and streams response via sender function (best performance, no channel) func (l *LmStudioModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, modelConfig *ChatConfig, sender func(*string, *string) error) error { if err := l.baseModel.APIConfigCheck(apiConfig); err != nil { return err } if len(messages) == 0 { return fmt.Errorf("messages is empty") } resolvedBaseURL, err := l.baseModel.GetBaseURL(apiConfig) if err != nil { return err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, l.baseModel.URLSuffix.Chat) modelType := strings.Split(modelName, "-")[0] if modelType == "qwen" || modelType == "glm" { url = fmt.Sprintf("%s/%s", resolvedBaseURL, l.baseModel.URLSuffix.AsyncChat) } // Convert messages to API format (supporting multimodal content) 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, } if modelConfig.Stream != nil { reqBody["stream"] = *modelConfig.Stream } if modelConfig.MaxTokens != nil { reqBody["max_tokens"] = *modelConfig.MaxTokens } if modelConfig.Temperature != nil { reqBody["temperature"] = *modelConfig.Temperature } if modelConfig.DoSample != nil { reqBody["do_sample"] = *modelConfig.DoSample } if modelConfig.TopP != nil { reqBody["top_p"] = *modelConfig.TopP } if modelConfig.Stop != nil { reqBody["stop"] = *modelConfig.Stop } if modelConfig.Thinking != nil { if *modelConfig.Thinking { reqBody["thinking"] = map[string]interface{}{ "type": "enabled", } } else { reqBody["thinking"] = map[string]interface{}{ "type": "disabled", } } } 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") if auth := BearerAuth(apiConfig); auth != "" { req.Header.Set("Authorization", auth) } resp, err := l.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 } reasoningContent, ok := delta["reasoning_content"].(string) if ok && reasoningContent != "" { if err := sender(nil, &reasoningContent); err != nil { return err } } content, ok := delta["content"].(string) if ok && content != "" { if err := sender(&content, nil); 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]" if err = sender(&endOfStream, nil); err != nil { return err } return nil } func (l *LmStudioModel) Embed(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([]EmbeddingData, error) { if err := l.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 := l.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL := resolvedBaseURL if baseURL == "" { baseURL = resolvedBaseURL } if baseURL == "" { return nil, fmt.Errorf("missing base URL: please configure the local access address for LM Studio (e.g., http://127.0.0.1:1234/v1)") } url := fmt.Sprintf("%s/%s", strings.TrimSuffix(baseURL, "/"), l.baseModel.URLSuffix.Embedding) reqBody := map[string]interface{}{ "model": *modelName, "input": texts, } if embeddingConfig != nil && embeddingConfig.Dimension > 0 { reqBody["dimensions"] = embeddingConfig.Dimension } 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") if auth := BearerAuth(apiConfig); auth != "" { req.Header.Set("Authorization", auth) } resp, err := l.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("LM Studio embeddings API error: %s, body: %s", resp.Status, string(body)) } var parsed openaiEmbeddingResponse 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 } func (l *LmStudioModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) { return nil, fmt.Errorf("no such method") } // TranscribeAudio transcribe audio func (l *LmStudioModel) TranscribeAudio(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig) (*ASRResponse, error) { return nil, fmt.Errorf("%s, no such method", l.Name()) } func (l *LmStudioModel) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", l.Name()) } // AudioSpeech convert text to audio func (l *LmStudioModel) AudioSpeech(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig) (*TTSResponse, error) { return nil, fmt.Errorf("%s, no such method", l.Name()) } func (l *LmStudioModel) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", l.Name()) } // OCRFile OCR file func (l *LmStudioModel) OCRFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig) (*OCRFileResponse, error) { return nil, fmt.Errorf("%s, no such method", l.Name()) } // ParseFile parse file func (l *LmStudioModel) ParseFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig) (*ParseFileResponse, error) { return nil, fmt.Errorf("%s, no such method", l.Name()) } // ListModels list supported models func (l *LmStudioModel) ListModels(apiConfig *APIConfig) ([]ListModelResponse, error) { if err := l.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } resolvedBaseURL, err := l.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL := resolvedBaseURL if baseURL == "" { baseURL = resolvedBaseURL } if baseURL == "" { return nil, fmt.Errorf("missing base URL: please configure the local access address for LM Studio (e.g., http://127.0.0.1:1234/v1)") } url := fmt.Sprintf("%s/%s", baseURL, l.baseModel.URLSuffix.Models) 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") if auth := BearerAuth(apiConfig); auth != "" { req.Header.Set("Authorization", auth) } resp, err := l.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 body: %w", err) } if resp.StatusCode != http.StatusOK { return nil, fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body)) } // Parse response // Parse response var modelList ModelList if err = json.Unmarshal(body, &modelList); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } if modelList.Models == nil { return nil, fmt.Errorf("invalid models list format") } return ParseListModel(modelList), nil } func (l *LmStudioModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("no such method") } // CheckConnection verifies that the configured LM Studio base URL is reachable func (l *LmStudioModel) CheckConnection(apiConfig *APIConfig) error { _, err := l.ListModels(apiConfig) return err } func (l *LmStudioModel) ListTasks(apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", l.Name()) } func (l *LmStudioModel) ShowTask(taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", l.Name()) }