package models import ( "bufio" "bytes" "context" "encoding/base64" "encoding/json" "fmt" "io" "mime/multipart" "net/http" "os" "path/filepath" "ragflow/internal/common" "strconv" "strings" "time" ) type AI302Model struct { BaseURL map[string]string URLSuffix URLSuffix httpClient *http.Client } func NewAI302Model(baseURL map[string]string, urlSuffix URLSuffix) *AI302Model { return &AI302Model{ BaseURL: baseURL, URLSuffix: urlSuffix, httpClient: &http.Client{ Timeout: time.Second * 120, Transport: &http.Transport{ Proxy: http.ProxyFromEnvironment, MaxIdleConns: 10, MaxIdleConnsPerHost: 100, IdleConnTimeout: time.Second * 90, DisableCompression: false, }, }, } } func (a *AI302Model) NewInstance(baseURL map[string]string) ModelDriver { return &AI302Model{ BaseURL: baseURL, URLSuffix: a.URLSuffix, httpClient: &http.Client{ Timeout: time.Second * 120, Transport: &http.Transport{ Proxy: http.ProxyFromEnvironment, MaxIdleConns: 10, MaxIdleConnsPerHost: 100, IdleConnTimeout: time.Second * 90, DisableCompression: false, }, }, } } func (a *AI302Model) Name() string { return "302ai" } func (a *AI302Model) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) { if apiConfig == nil || apiConfig.ApiKey == nil || *apiConfig.ApiKey == "" { return nil, fmt.Errorf("api key is required") } if len(messages) == 0 { return nil, fmt.Errorf("messages is empty") } var region = "default" if apiConfig.Region != nil && *apiConfig.Region != "" { region = *apiConfig.Region } url := fmt.Sprintf("%s/%s", a.BaseURL[region], a.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 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.Effort != nil { reqBody["reasoning"] = map[string]interface{}{ "effort": *chatModelConfig.Effort, } } 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)) req.Header.Set("Accept", "application/json") resp, err := a.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") } 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 first char of reasonContent is \n remove the '\n' if reasonContent != "" && reasonContent[0] == '\n' { reasonContent = reasonContent[1:] } } chatResponse := &ChatResponse{ Answer: &content, ReasonContent: &reasonContent, } return chatResponse, nil } func (a *AI302Model) 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 != nil && apiConfig.Region != nil && *apiConfig.Region != "" { region = *apiConfig.Region } url := fmt.Sprintf("%s/%s", strings.TrimSuffix(a.BaseURL[region], "/"), a.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 modelConfig != nil { 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.Effort != nil { reqBody["reasoning"] = map[string]interface{}{ "effort": *modelConfig.Effort, } } 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 := a.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 (a *AI302Model) Embed(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([]EmbeddingData, error) { if len(texts) == 0 { return []EmbeddingData{}, nil } var region = "default" if apiConfig != nil && apiConfig.Region != nil && *apiConfig.Region != "" { region = *apiConfig.Region } url := fmt.Sprintf("%s/%s", a.BaseURL[region], a.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) } 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 := a.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("Jina embedding API error: status %d, body: %s", resp.StatusCode, string(body)) } var parsedResponse struct { Data []struct { Embedding []float64 `json:"embedding"` Index int `json:"index"` } `json:"data"` } if err = json.Unmarshal(body, &parsedResponse); err != nil { return nil, fmt.Errorf("failed to decode response: %w", err) } if len(parsedResponse.Data) == 0 { return nil, fmt.Errorf("Jina embedding response contains no data: %s", string(body)) } var embeddings []EmbeddingData for _, dataElem := range parsedResponse.Data { embeddings = append(embeddings, EmbeddingData{ Embedding: dataElem.Embedding, Index: dataElem.Index, }) } return embeddings, nil } func (a *AI302Model) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) { if len(documents) == 0 { return &RerankResponse{}, nil } var region = "default" if apiConfig != nil && apiConfig.Region != nil && *apiConfig.Region != "" { region = *apiConfig.Region } url := fmt.Sprintf("%s/%s", a.BaseURL[region], a.URLSuffix.Rerank) var topN = rerankConfig.TopN if rerankConfig.TopN != 0 { topN = rerankConfig.TopN } reqBody := map[string]interface{}{ "model": *modelName, "query": query, "documents": documents, "top_n": topN, } 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 := a.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("302.ai Rerank API error: status %d, body: %s", resp.StatusCode, string(body)) } var rerankResp struct { Results []struct { Index int `json:"index"` RelevanceScore float64 `json:"relevance_score"` } `json:"results"` } if err = json.Unmarshal(body, &rerankResp); err != nil { return nil, fmt.Errorf("failed to decode response: %w", err) } var rerankResponse RerankResponse for _, result := range rerankResp.Results { rerankResult := RerankResult{ Index: result.Index, RelevanceScore: result.RelevanceScore, } rerankResponse.Data = append(rerankResponse.Data, rerankResult) } return &rerankResponse, nil } func (a *AI302Model) TranscribeAudio(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig) (*ASRResponse, error) { if file == nil || *file == "" { return nil, fmt.Errorf("file is missing") } region := "default" if apiConfig != nil && apiConfig.Region != nil && *apiConfig.Region != "" { region = *apiConfig.Region } url := fmt.Sprintf("%s/%s", a.BaseURL[region], a.URLSuffix.ASR) // multipart body var body bytes.Buffer writer := multipart.NewWriter(&body) // open audio file audioFile, err := os.Open(*file) if err != nil { return nil, fmt.Errorf("failed to open audio file: %w", err) } defer audioFile.Close() // create multipart file field part, err := writer.CreateFormFile( "file", filepath.Base(*file), ) if err != nil { return nil, fmt.Errorf("failed to create multipart file: %w", err) } // copy file content if _, err = io.Copy(part, audioFile); err != nil { return nil, fmt.Errorf("failed to copy audio data: %w", err) } // model field if err := writer.WriteField("model", *modelName); err != nil { return nil, fmt.Errorf("failed to write model field: %w", err) } // extra params if asrConfig != nil && asrConfig.Params != nil { for key, value := range asrConfig.Params { var val string switch v := value.(type) { case string: val = v case bool: val = strconv.FormatBool(v) case int: val = strconv.Itoa(v) case int64: val = strconv.FormatInt(v, 10) case float32: val = strconv.FormatFloat(float64(v), 'f', -1, 32) case float64: val = strconv.FormatFloat(v, 'f', -1, 64) default: val = fmt.Sprintf("%v", v) } if err = writer.WriteField(key, val); err != nil { return nil, fmt.Errorf("failed to write field %s: %w", key, err) } } } if err = writer.Close(); err != nil { return nil, fmt.Errorf("failed to close multipart writer: %w", err) } // build request req, err := http.NewRequest("POST", url, &body) if err != nil { return nil, fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) req.Header.Set("Content-Type", writer.FormDataContentType()) req.Header.Set("Accept", "application/json") // send request resp, err := a.httpClient.Do(req) if err != nil { return nil, fmt.Errorf("failed to send request: %w", err) } defer resp.Body.Close() respBody, 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("302.ai ASR error: %s - %s", resp.Status, string(respBody)) } // Response var result struct { Text string `json:"text"` } if err = json.Unmarshal(respBody, &result); err != nil { return nil, fmt.Errorf("failed to unmarshal response: %w, body=%s", err, string(respBody)) } return &ASRResponse{Text: result.Text}, nil } func (a *AI302Model) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s no such method", a.Name()) } func (a *AI302Model) AudioSpeech(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig) (*TTSResponse, error) { // TODO https://302ai-en.apifox.cn/225254060e0 return nil, fmt.Errorf("%s no such method", a.Name()) } func (a *AI302Model) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s no such method", a.Name()) } func (a *AI302Model) OCRFile(modelName *string, content []byte, urls *string, apiConfig *APIConfig, ocrConfig *OCRConfig) (*OCRFileResponse, error) { if (urls == nil || *urls == "") && (content == nil || len(content) == 0) { return nil, fmt.Errorf("file url or content is required") } region := "default" if apiConfig.Region != nil && *apiConfig.Region != "" { region = *apiConfig.Region } url := fmt.Sprintf("%s/%s", a.BaseURL[region], a.URLSuffix.OCR) var docURL string if urls != nil && *urls != "" { docURL = *urls } else { mimeType := http.DetectContentType(content) base64Str := base64.StdEncoding.EncodeToString(content) docURL = fmt.Sprintf("data:%s;base64,%s", mimeType, base64Str) } reqData := map[string]interface{}{ "model": *modelName, "document": map[string]interface{}{ "type": "document_url", "document_url": docURL, }, } jsonData, err := json.Marshal(reqData) if err != nil { return nil, fmt.Errorf("failed to marshal json payload: %w", err) } ctx, cancel := context.WithTimeout(context.Background(), 120*time.Second) 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.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("Mistral OCR API error: %s, body: %s", resp.Status, string(body)) } var mistralResp struct { Pages []struct { Index int `json:"index"` Markdown string `json:"markdown"` } `json:"pages"` } if err = json.Unmarshal(body, &mistralResp); err != nil { return nil, fmt.Errorf("failed to parse response json: %w", err) } var fullMarkdown strings.Builder for _, page := range mistralResp.Pages { fullMarkdown.WriteString(page.Markdown) fullMarkdown.WriteString("\n\n") } resultText := strings.TrimSpace(fullMarkdown.String()) return &OCRFileResponse{ Text: &resultText, }, nil } func (a *AI302Model) ParseFile(modelName *string, content []byte, documentURL *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig) (*ParseFileResponse, error) { if documentURL == nil || *documentURL == "" { return nil, fmt.Errorf("302.ai API requires a valid public document URL; direct file upload is not supported") } if apiConfig == nil || apiConfig.ApiKey == nil || *apiConfig.ApiKey == "" { return nil, fmt.Errorf("api key is required") } var region = "default" if apiConfig.Region != nil && *apiConfig.Region != "" { region = *apiConfig.Region } apiURL := fmt.Sprintf("%s/%s", a.BaseURL[region], a.URLSuffix.DocumentParse) reqBody := map[string]interface{}{ "url": *documentURL, } if modelName != nil && *modelName != "" { reqBody["model_version"] = *modelName } jsonData, err := json.Marshal(reqBody) if err != nil { return nil, fmt.Errorf("failed to marshal request: %w", err) } req, err := http.NewRequest("POST", apiURL, 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.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("302.ai API failed with status %d: %s", resp.StatusCode, string(body)) } var taskResp mineruTaskSubmitResponse if err := json.Unmarshal(body, &taskResp); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } if taskResp.Code != 0 { return nil, fmt.Errorf("MinerU task creation failed (code %d): %s", taskResp.Code, taskResp.Msg) } return &ParseFileResponse{ TaskID: taskResp.Data.TaskID, }, nil } func (a *AI302Model) ListModels(apiConfig *APIConfig) ([]string, error) { var region = "default" if apiConfig != nil && apiConfig.Region != nil && *apiConfig.Region != "" { region = *apiConfig.Region } url := fmt.Sprintf("%s/%s", a.BaseURL[region], a.URLSuffix.Models) reqBody := map[string]string{} 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 := a.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"] to []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 (a *AI302Model) Balance(apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("%s no such method", a.Name()) } func (a *AI302Model) CheckConnection(apiConfig *APIConfig) error { _, err := a.ListModels(apiConfig) return err } func (a *AI302Model) ListTasks(apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s no such method", a.Name()) } func (a *AI302Model) ShowTask(taskID string, apiConfig *APIConfig) (*TaskResponse, error) { if apiConfig == nil || apiConfig.ApiKey == nil || *apiConfig.ApiKey == "" { return nil, fmt.Errorf("api key is required") } var region = "default" if apiConfig.Region != nil && *apiConfig.Region != "" { region = *apiConfig.Region } // URL: https://mineru.net/api/v4/extract/task/{task_id} apiURL := fmt.Sprintf("%s/%s/%s", a.BaseURL[region], a.URLSuffix.DocumentParse, taskID) req, err := http.NewRequest("GET", apiURL, nil) if err != nil { return nil, fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := a.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("MinerU query API failed with status %d: %s", resp.StatusCode, string(body)) } var queryResp mineruTaskQueryResponse if err := json.Unmarshal(body, &queryResp); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } if queryResp.Code != 0 { return nil, fmt.Errorf("MinerU task query failed: %s", queryResp.Msg) } // failed state if queryResp.Data.State == "failed" { return nil, fmt.Errorf("MinerU task failed: %s", queryResp.Data.ErrMsg) } content := "" if queryResp.Data.State == "done" { content = queryResp.Data.FullZipURL } else if queryResp.Data.State == "running" { content = fmt.Sprintf("Task is running... Progress: %d / %d pages", queryResp.Data.ExtractProgress.ExtractedPages, queryResp.Data.ExtractProgress.TotalPages) } else { // queue or formating content = fmt.Sprintf("Task state: %s", queryResp.Data.State) } return &TaskResponse{ Segments: []TaskSegment{ { Index: 0, Content: content, }, }, }, nil }