// // 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" ) // HuggingFaceModel implements ModelDriver for HuggingFace type HuggingFaceModel struct { baseModel BaseModel } // NewHuggingFaceModel creates a new huggingFace model instance func NewHuggingFaceModel(baseURL map[string]string, urlSuffix URLSuffix) *HuggingFaceModel { return &HuggingFaceModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, httpClient: NewDriverHTTPClient(false), }, } } func (h *HuggingFaceModel) NewInstance(baseURL map[string]string) ModelDriver { return NewHuggingFaceModel(baseURL, h.baseModel.URLSuffix) } func (h *HuggingFaceModel) Name() string { return "huggingface" } func (h *HuggingFaceModel) ChatWithMessages(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, modelUsage *common.ModelUsage) (*ChatResponse, error) { if err := h.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(messages) == 0 { return nil, fmt.Errorf("messages is empty") } resolvedBaseURL, err := h.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, h.baseModel.URLSuffix.Chat) reqBody := buildRequestBody(chatModelConfig, modelName, messages, false) if chatModelConfig != nil { if chatModelConfig.Thinking != nil { if *chatModelConfig.Thinking { reqBody["thinking"] = map[string]interface{}{ "type": "enabled", } } else { reqBody["thinking"] = map[string]interface{}{ "type": "disabled", } } } } body, err := h.baseModel.doRequest(ctx, url, apiConfig, reqBody, nonStreamCallTimeout) if err != nil { return nil, err } return HandleNonStreamingResponse(body, modelUsage, chatModelConfig, OpenAIParserConfig) } func (h *HuggingFaceModel) ChatStreamlyWithSender(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, modelConfig *ChatConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { if err := h.baseModel.APIConfigCheck(apiConfig); err != nil { return err } if len(messages) == 0 { return fmt.Errorf("messages is empty") } resolvedBaseURL, err := h.baseModel.GetBaseURL(apiConfig) if err != nil { return err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, h.baseModel.URLSuffix.Chat) reqBody := buildRequestBody(modelConfig, modelName, messages, true) if modelConfig != nil && modelConfig.Thinking != nil { if *modelConfig.Thinking { reqBody["thinking"] = map[string]interface{}{ "type": "enabled", } } else { reqBody["thinking"] = map[string]interface{}{ "type": "disabled", } } } reqBody["stream_options"] = map[string]interface{}{"include_usage": true} return h.baseModel.doStreamRequest(ctx, url, apiConfig, reqBody, streamCallTimeout, func(body io.ReadCloser) error { return HandleStreamingResponse(body, modelUsage, modelConfig, OpenAIParserConfig, sender) }) } func (h *HuggingFaceModel) Embed(ctx context.Context, modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig, modelUsage *common.ModelUsage) ([]EmbeddingData, error) { if err := h.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") } reqBody := map[string]interface{}{ "inputs": texts, } jsonData, err := json.Marshal(reqBody) if err != nil { return nil, err } resolvedBaseURL, err := h.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s/%s", resolvedBaseURL, h.baseModel.URLSuffix.Embedding, *modelName) ctx, cancel := context.WithTimeout(ctx, nonStreamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewBuffer(jsonData)) if err != nil { return nil, err } req.Header.Set("Content-Type", "application/json") req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := h.baseModel.httpClient.Do(req) if err != nil { return nil, err } defer resp.Body.Close() body, err := io.ReadAll(resp.Body) if err != nil { return nil, err } if resp.StatusCode != http.StatusOK { return nil, fmt.Errorf("HF embeddings API error: %s", 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 (h *HuggingFaceModel) Rerank(ctx context.Context, modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig, modelUsage *common.ModelUsage) (*RerankResponse, error) { return nil, fmt.Errorf("no such method") } // TranscribeAudio transcribe audio func (h *HuggingFaceModel) 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", h.Name()) } func (h *HuggingFaceModel) 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", h.Name()) } // AudioSpeech convert text to audio func (h *HuggingFaceModel) 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", h.Name()) } func (h *HuggingFaceModel) 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", h.Name()) } // OCRFile OCR file func (h *HuggingFaceModel) 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", h.Name()) } // ParseFile parse file func (h *HuggingFaceModel) 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", h.Name()) } func (h *HuggingFaceModel) ListModels(ctx context.Context, apiConfig *APIConfig) ([]ListModelResponse, error) { if err := h.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } resolvedBaseURL, err := h.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, h.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(ctx, 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 := h.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 // 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 (h *HuggingFaceModel) Balance(ctx context.Context, apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("no such method") } func (h *HuggingFaceModel) CheckConnection(ctx context.Context, apiConfig *APIConfig) error { _, err := h.ListModels(ctx, apiConfig) return err } func (h *HuggingFaceModel) ListTasks(ctx context.Context, apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", h.Name()) } func (h *HuggingFaceModel) ShowTask(ctx context.Context, taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", h.Name()) }