package models import ( "bufio" "bytes" "encoding/json" "fmt" "io" "net/http" "ragflow/internal/common" "strings" "time" ) // LmStudioModel implements ModelDriver for lm-studio type LmStudioModel struct { BaseURL map[string]string URLSuffix URLSuffix httpClient *http.Client } // NewLmStudioModel func NewLmStudioModel(baseURL map[string]string, urlSuffix URLSuffix) *LmStudioModel { return &LmStudioModel{ BaseURL: baseURL, URLSuffix: urlSuffix, httpClient: &http.Client{ Timeout: 120 * time.Second, Transport: &http.Transport{ MaxIdleConns: 100, MaxIdleConnsPerHost: 10, IdleConnTimeout: 90 * time.Second, DisableCompression: false, }, }, } } func (l *LmStudioModel) NewInstance(baseURL map[string]string) ModelDriver { return &LmStudioModel{ BaseURL: baseURL, URLSuffix: l.URLSuffix, httpClient: &http.Client{ Timeout: 120 * time.Second, Transport: &http.Transport{ MaxIdleConns: 100, MaxIdleConnsPerHost: 10, IdleConnTimeout: 90 * time.Second, DisableCompression: false, }, }, } } 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 len(messages) == 0 { return nil, fmt.Errorf("messages is empty") } var region = "default" if apiConfig.Region != nil { region = *apiConfig.Region } url := fmt.Sprintf("%s/%s", l.BaseURL[region], l.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", l.BaseURL[region], l.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) } req, err := http.NewRequest("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 := l.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") } thinking, answer := GetThinkingAndAnswer(chatModelConfig.ModelClass, &content) chatResponse := &ChatResponse{ Answer: answer, ReasonContent: thinking, } 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 len(messages) == 0 { return fmt.Errorf("messages is empty") } var region = "default" if apiConfig.Region != nil { region = *apiConfig.Region } url := fmt.Sprintf("%s/%s", l.BaseURL[region], l.URLSuffix.Chat) modelType := strings.Split(modelName, "-")[0] if modelType == "qwen" || modelType == "glm" { url = fmt.Sprintf("%s/%s", l.BaseURL[region], l.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) } req, err := http.NewRequest("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 := l.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 scanner := bufio.NewScanner(resp.Body) for scanner.Scan() { line := scanner.Text() common.Info(line) // SSE data line starts with "data:" if !strings.HasPrefix(line, "data:") { continue } // Extract JSON after "data:" data := strings.TrimSpace(line[5:]) // [DONE] marks the end of stream if data == "[DONE]" { break } // Parse the JSON event var event map[string]interface{} if err = json.Unmarshal([]byte(data), &event); err != nil { continue } choices, ok := event["choices"].([]interface{}) if !ok || len(choices) == 0 { continue } firstChoice, ok := choices[0].(map[string]interface{}) if !ok { continue } delta, ok := firstChoice["delta"].(map[string]interface{}) if !ok { continue } 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 } } finishReason, ok := firstChoice["finish_reason"].(string) if ok && finishReason != "" { break } } // Send [DONE] marker for OpenAI compatibility endOfStream := "[DONE]" if err = sender(&endOfStream, nil); err != nil { return err } return scanner.Err() } func (l *LmStudioModel) Encode(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([][]float64, error) { return nil, fmt.Errorf("no such method") } func (l *LmStudioModel) Rerank(modelName *string, query string, texts []string, apiConfig *APIConfig) ([]float64, error) { return nil, fmt.Errorf("no such method") } // ListModels list supported models func (l *LmStudioModel) ListModels(apiConfig *APIConfig) ([]string, error) { var region = "default" if apiConfig.Region != nil { region = *apiConfig.Region } url := fmt.Sprintf("%s/%s", l.BaseURL[region], l.URLSuffix.Models) reqBody := map[string]interface{}{} jsonData, err := json.Marshal(reqBody) if err != nil { return nil, fmt.Errorf("failed to marshal request: %w", err) } req, err := http.NewRequest("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 := l.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 var result map[string]interface{} if err = json.Unmarshal(body, &result); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } // convert result["data"] 2 []map[string]interface{} models := make([]string, 0) for _, model := range result["data"].([]interface{}) { modelMap := model.(map[string]interface{}) modelName := modelMap["id"].(string) models = append(models, modelName) } return models, nil } func (l *LmStudioModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("no such method") } func (l *LmStudioModel) CheckConnection(apiConfig *APIConfig) error { return fmt.Errorf("no such method") }