// // 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" ) type TokenHubModel struct { baseModel BaseModel } func NewTokenHubModel(baseURL map[string]string, urlSuffix URLSuffix) *TokenHubModel { return &TokenHubModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, httpClient: NewDriverHTTPClient(false), }, } } func (t *TokenHubModel) NewInstance(baseURL map[string]string) ModelDriver { return NewTokenHubModel(baseURL, t.baseModel.URLSuffix) } func (t *TokenHubModel) Name() string { return "tokenhub" } func validateTokenHubChatRequest(modelName string, messages []Message) error { if strings.TrimSpace(modelName) == "" { return fmt.Errorf("model name is required") } if len(messages) == 0 { return fmt.Errorf("messages is empty") } return nil } func (t *TokenHubModel) ChatWithMessages(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, modelUsage *common.ModelUsage) (*ChatResponse, error) { if err := t.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if err := validateTokenHubChatRequest(modelName, messages); err != nil { return nil, err } resolvedBaseURL, err := t.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, t.baseModel.URLSuffix.Chat) reqBody := buildRequestBody(chatModelConfig, modelName, messages, false) body, err := t.baseModel.doRequest(ctx, url, apiConfig, reqBody, nonStreamCallTimeout) if err != nil { return nil, err } return HandleNonStreamingResponse(body, modelUsage, chatModelConfig, OpenAIParserConfig) } func (t *TokenHubModel) ChatStreamlyWithSender(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, modelConfig *ChatConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { if err := t.baseModel.APIConfigCheck(apiConfig); err != nil { return err } if sender == nil { return fmt.Errorf("sender is required") } if err := validateTokenHubChatRequest(modelName, messages); err != nil { return err } if err := validateStreamConfig(modelConfig); err != nil { return err } resolvedBaseURL, err := t.baseModel.GetBaseURL(apiConfig) if err != nil { return err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, t.baseModel.URLSuffix.Chat) reqBody := buildRequestBody(modelConfig, modelName, messages, true) reqBody["stream_options"] = map[string]interface{}{"include_usage": true} return t.baseModel.doStreamRequest(ctx, url, apiConfig, reqBody, streamCallTimeout, func(body io.ReadCloser) error { return HandleStreamingResponse(body, modelUsage, modelConfig, OpenAIParserConfig, sender) }) } func (t *TokenHubModel) Embed(ctx context.Context, modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig, modelUsage *common.ModelUsage) ([]EmbeddingData, error) { if err := t.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 := t.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, t.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(ctx, 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 := t.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("TokenHub 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("TokenHub 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 (t *TokenHubModel) Rerank(ctx context.Context, modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig, modelUsage *common.ModelUsage) (*RerankResponse, error) { return nil, fmt.Errorf("%s no such method", t.Name()) } func (t *TokenHubModel) TranscribeAudio(ctx context.Context, modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, modelUsage *common.ModelUsage) (*ASRResponse, error) { return nil, fmt.Errorf("%s no such method", t.Name()) } func (t *TokenHubModel) TranscribeAudioWithSender(ctx context.Context, modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { return fmt.Errorf("%s no such method", t.Name()) } func (t *TokenHubModel) AudioSpeech(ctx context.Context, modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, modelUsage *common.ModelUsage) (*TTSResponse, error) { return nil, fmt.Errorf("%s no such method", t.Name()) } func (t *TokenHubModel) AudioSpeechWithSender(ctx context.Context, modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { return fmt.Errorf("%s no such method", t.Name()) } func (t *TokenHubModel) OCRFile(ctx context.Context, modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig, modelUsage *common.ModelUsage) (*OCRFileResponse, error) { return nil, fmt.Errorf("%s no such method", t.Name()) } func (t *TokenHubModel) ParseFile(ctx context.Context, modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig, modelUsage *common.ModelUsage) (*ParseFileResponse, error) { return nil, fmt.Errorf("%s no such method", t.Name()) } func (t *TokenHubModel) ListModels(ctx context.Context, apiConfig *APIConfig) ([]ListModelResponse, error) { if err := t.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } resolvedBaseURL, err := t.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, t.baseModel.URLSuffix.Models) ctx, cancel := context.WithTimeout(ctx, nonStreamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, "GET", url, 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 := t.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. Tokenhub returns `data` as a heterogeneous array // where some items omit `id` or are not objects at all. Decode into // a generic envelope so a single bad row cannot fail the whole list, // then keep only the entries that carry a string `id`. var envelope struct { Data interface{} `json:"data"` } if err = json.Unmarshal(body, &envelope); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } rawItems, ok := envelope.Data.([]interface{}) if !ok { return nil, fmt.Errorf("invalid models list format") } modelList := ModelList{Models: make([]ModelListItem, 0, len(rawItems))} for _, raw := range rawItems { item, ok := raw.(map[string]interface{}) if !ok { continue } id, ok := item["id"].(string) if !ok || strings.TrimSpace(id) == "" { continue } ownedBy, _ := item["owned_by"].(string) modelList.Models = append(modelList.Models, ModelListItem{ID: id, OwnedBy: ownedBy}) } return ParseListModel(modelList), nil } func (t *TokenHubModel) Balance(ctx context.Context, apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("%s no such method", t.Name()) } func (t *TokenHubModel) CheckConnection(ctx context.Context, apiConfig *APIConfig) error { _, err := t.ListModels(ctx, apiConfig) return err } func (t *TokenHubModel) ListTasks(ctx context.Context, apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s no such method", t.Name()) } func (t *TokenHubModel) ShowTask(ctx context.Context, taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s no such method", t.Name()) }