// // 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" ) // HunyuanModel implements ModelDriver for Tencent Hunyuan type HunyuanModel struct { baseModel BaseModel } // NewHunyuanModel creates a new Hunyuan model instance. func NewHunyuanModel(baseURL map[string]string, urlSuffix URLSuffix) *HunyuanModel { return &HunyuanModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, httpClient: NewDriverHTTPClient(), }, } } func (h *HunyuanModel) NewInstance(baseURL map[string]string) ModelDriver { return NewHunyuanModel(baseURL, h.baseModel.URLSuffix) } func (h *HunyuanModel) Name() string { return "Tencent Hunyuan" } // HunyuanChatResponse mirrors Tencent Hunyuan's OpenAI-compatible chat response. type HunyuanChatResponse struct { ID string `json:"id"` Object string `json:"object"` Created int64 `json:"created"` Model string `json:"model"` Choices []struct { FinishReason string `json:"finish_reason"` Index int `json:"index"` Logprobs any `json:"logprobs"` Message struct { Content string `json:"content"` Reasoning string `json:"reasoning"` ReasoningContent string `json:"reasoning_content"` Role string `json:"role"` ToolCalls []map[string]any `json:"tool_calls"` } `json:"message"` } `json:"choices"` SystemFingerprint string `json:"system_fingerprint"` Usage struct { CompletionTokens int `json:"completion_tokens"` PromptTokens int `json:"prompt_tokens"` TotalTokens int `json:"total_tokens"` } `json:"usage"` } // HunyuanEmbeddingResponse mirrors Tencent Hunyuan's embeddings response. type HunyuanEmbeddingResponse struct { ID string `json:"id"` Object string `json:"object"` Model string `json:"model"` Data []struct { Object string `json:"object"` Embedding []float64 `json:"embedding"` Index int `json:"index"` } `json:"data"` Usage struct { PromptTokens int `json:"prompt_tokens"` CompletionTokens int `json:"completion_tokens"` TotalTokens int `json:"total_tokens"` } `json:"usage"` } func (h *HunyuanModel) 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") } baseURL, err := h.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, h.baseModel.URLSuffix.Chat) reqBody := buildRequestBody(chatModelConfig, modelName, messages, false) 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 := 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)) } return parseChatCompletionResponse(body, chatModelConfig, modelUsage, func(body []byte, _ *ChatConfig) (chatResponseParts, error) { var result HunyuanChatResponse if err := json.Unmarshal(body, &result); err != nil { return chatResponseParts{}, fmt.Errorf("failed to parse response: %w", err) } if len(result.Choices) == 0 { return chatResponseParts{}, fmt.Errorf("no choices in response") } choice := result.Choices[0] if choice.Message.Content == "" && len(choice.Message.ToolCalls) == 0 { return chatResponseParts{}, fmt.Errorf("response contains neither content nor tool calls") } reasonContent := choice.Message.ReasoningContent if reasonContent == "" { reasonContent = choice.Message.Reasoning } return chatResponseParts{ RequestID: result.ID, Content: &choice.Message.Content, ReasonContent: &reasonContent, ToolCalls: choice.Message.ToolCalls, Usage: &TokenUsage{ PromptTokens: result.Usage.PromptTokens, CompletionTokens: result.Usage.CompletionTokens, TotalTokens: result.Usage.TotalTokens, }, }, nil }) } // ChatStreamlyWithSender opens the SSE chat-completions func (h *HunyuanModel) ChatStreamlyWithSender(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { if err := h.baseModel.APIConfigCheck(apiConfig); err != nil { return err } if sender == nil { return fmt.Errorf("sender is required") } if len(messages) == 0 { return fmt.Errorf("messages is empty") } if err := validateStreamConfig(chatModelConfig); err != nil { return err } if chatModelConfig != nil { chatModelConfig.ToolCallsResult = nil chatModelConfig.UsageResult = nil } baseURL, err := h.baseModel.GetBaseURL(apiConfig) if err != nil { return err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, h.baseModel.URLSuffix.Chat) reqBody := buildRequestBody(chatModelConfig, modelName, messages, true) reqBody["stream_options"] = map[string]any{"include_usage": true} jsonData, err := json.Marshal(reqBody) if err != nil { return fmt.Errorf("failed to marshal request: %w", err) } ctx, cancel := context.WithTimeout(ctx, streamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, http.MethodPost, 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 := h.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)) } sawTerminal := false accumulatedToolCalls := make(map[int]map[string]any) done, err := ParseSSEStream[map[string]any](resp.Body, func(event map[string]any) error { common.Info(fmt.Sprintf("%v", event)) if apiErr, ok := event["error"]; ok { return fmt.Errorf("hunyuan: upstream stream error: %v", apiErr) } tokenUsage, found, usageErr := decodeOpenAICompatibleStreamUsage(event) if usageErr != nil { return usageErr } if found { applyStreamUsage(chatModelConfig, modelUsage, tokenUsage) } choices, ok := event["choices"].([]any) if !ok || len(choices) == 0 { return nil } choice, ok := choices[0].(map[string]any) if !ok { return nil } if finishReason, ok := choice["finish_reason"].(string); ok && finishReason != "" { sawTerminal = true } delta, ok := choice["delta"].(map[string]any) if !ok { return nil } accumulateToolCallDeltas(delta, accumulatedToolCalls) if reasoning, ok := delta["reasoning_content"].(string); ok && reasoning != "" { if err := sender(nil, &reasoning); err != nil { return err } } if reasoning, ok := delta["reasoning"].(string); ok && reasoning != "" { if err := sender(nil, &reasoning); err != nil { return err } } if content, ok := delta["content"].(string); ok && content != "" { if err := sender(&content, nil); err != nil { return err } } return nil }) if err != nil { return fmt.Errorf("failed to scan response body: %w", err) } setSortedToolCallsResult(chatModelConfig, accumulatedToolCalls) if !done && !sawTerminal { return fmt.Errorf("hunyuan: stream ended before [DONE] or finish_reason") } endOfStream := "[DONE]" if err := sender(&endOfStream, nil); err != nil { return err } return nil } func (h *HunyuanModel) ListModels(ctx context.Context, apiConfig *APIConfig) ([]ListModelResponse, error) { if err := h.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } baseURL, err := h.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, h.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 := 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 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 *HunyuanModel) CheckConnection(ctx context.Context, apiConfig *APIConfig) error { _, err := h.ListModels(ctx, apiConfig) return err } func (h *HunyuanModel) 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") } baseURL, err := h.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, h.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 := 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("Hunyuan embedding API error: status %d, body: %s", resp.StatusCode, string(body)) } var parsedResponse HunyuanEmbeddingResponse 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("hunyuan embedding response contains no data: %s", string(body)) } recordResponseUsage(modelUsage, parsedResponse.ID, &TokenUsage{ PromptTokens: parsedResponse.Usage.PromptTokens, CompletionTokens: parsedResponse.Usage.CompletionTokens, TotalTokens: parsedResponse.Usage.TotalTokens, }, "embedding") embeddings := make([]EmbeddingData, 0, len(parsedResponse.Data)) for _, dataElem := range parsedResponse.Data { embeddings = append(embeddings, EmbeddingData{ Embedding: dataElem.Embedding, Index: dataElem.Index, }) } return embeddings, nil } func (h *HunyuanModel) 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", h.Name()) } func (h *HunyuanModel) Balance(ctx context.Context, apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("%s, no such method", h.Name()) } func (h *HunyuanModel) 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 *HunyuanModel) 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()) } func (h *HunyuanModel) 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 *HunyuanModel) 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()) } func (h *HunyuanModel) 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()) } func (h *HunyuanModel) 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 *HunyuanModel) ListTasks(ctx context.Context, apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", h.Name()) } func (h *HunyuanModel) ShowTask(ctx context.Context, taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", h.Name()) }