// // 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" ) // LongCatModel implements ModelDriver for LongCat (Meituan). type LongCatModel struct { baseModel BaseModel } // NewLongCatModel creates a new LongCat model instance. func NewLongCatModel(baseURL map[string]string, urlSuffix URLSuffix) *LongCatModel { return &LongCatModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, httpClient: NewDriverHTTPClient(), }, } } func (l *LongCatModel) NewInstance(baseURL map[string]string) ModelDriver { return NewLongCatModel(baseURL, l.baseModel.URLSuffix) } func (l *LongCatModel) Name() string { return "longcat" } // LongCatChatResponse mirrors the OpenAI-compatible response returned by // LongCat's POST /openai/v1/chat/completions endpoint. Usage is always // present on a successful response. type LongCatChatResponse struct { ID string `json:"id"` Object string `json:"object"` Created int64 `json:"created"` Model string `json:"model"` Choices []struct { Index int `json:"index"` FinishReason string `json:"finish_reason"` Message struct { Role string `json:"role"` Content string `json:"content"` ReasoningContent string `json:"reasoning_content"` ToolCalls []map[string]any `json:"tool_calls"` } `json:"message"` } `json:"choices"` Usage struct { PromptTokens int `json:"prompt_tokens"` CompletionTokens int `json:"completion_tokens"` TotalTokens int `json:"total_tokens"` } `json:"usage"` } // ChatWithMessages sends multiple messages with roles and returns the response. func (l *LongCatModel) ChatWithMessages(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, modelUsage *common.ModelUsage) (*ChatResponse, error) { if err := l.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(messages) == 0 { return nil, fmt.Errorf("messages is empty") } baseURL, err := l.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, l.baseModel.URLSuffix.Chat) reqBody := buildRequestBody(chatModelConfig, modelName, messages, false) delete(reqBody, "stop") 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 := l.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 *ChatConfig) (chatResponseParts, error) { var result LongCatChatResponse 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] content := choice.Message.Content // LongCat-Flash-Thinking may emit all output as reasoning_content // with content left null/empty. That is a valid response — only // reject when there is neither content, reasoning, nor tool calls. if content == "" && choice.Message.ReasoningContent == "" && len(choice.Message.ToolCalls) == 0 { return chatResponseParts{}, fmt.Errorf("invalid content format") } // LongCat 2.0 returns the chain-of-thought in a // `reasoning_content` field on the message (OpenAI o-series shape, // also used by kimi-k2.6 and DeepSeek-R1). The field is typically // prefixed with a leading newline — trim it so callers see clean // reasoning. Absent or empty means no reasoning was emitted. reasonContent := choice.Message.ReasoningContent if reasonContent != "" && reasonContent[0] == '\n' { reasonContent = reasonContent[1:] } usage := &TokenUsage{ PromptTokens: result.Usage.PromptTokens, CompletionTokens: result.Usage.CompletionTokens, TotalTokens: result.Usage.TotalTokens, } return chatResponseParts{ RequestID: result.ID, Content: &content, ReasonContent: &reasonContent, ToolCalls: choice.Message.ToolCalls, Usage: usage, }, nil }) } // ChatStreamlyWithSender sends messages and streams the response via the func (l *LongCatModel) ChatStreamlyWithSender(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { if err := l.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") } baseURL, err := l.baseModel.GetBaseURL(apiConfig) if err != nil { return err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, l.baseModel.URLSuffix.Chat) reqBody := buildRequestBody(chatModelConfig, modelName, messages, true) delete(reqBody, "stop") reqBody["stream_options"] = map[string]any{"include_usage": true} if chatModelConfig != nil { if chatModelConfig.Stream != nil && !*chatModelConfig.Stream { return fmt.Errorf("stream must be true in ChatStreamlyWithSender") } chatModelConfig.ToolCallsResult = nil chatModelConfig.UsageResult = nil } jsonData, err := json.Marshal(reqBody) if err != nil { return fmt.Errorf("failed to marshal request: %w", err) } // SSE streams are long-lived. req, err := http.NewRequestWithContext(ctx, "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.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]interface{}](resp.Body, func(event map[string]interface{}) error { if apiErr, ok := event["error"]; ok { return fmt.Errorf("longcat: 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"].([]interface{}) if !ok || len(choices) == 0 { return nil } firstChoice, ok := choices[0].(map[string]interface{}) if !ok { return nil } delta, ok := firstChoice["delta"].(map[string]interface{}) if !ok { return nil } accumulateToolCallDeltas(delta, accumulatedToolCalls) if r, ok := delta["reasoning_content"].(string); ok && r != "" { if err := sender(nil, &r); 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 != "" { sawTerminal = true } return nil }) if err != nil { return fmt.Errorf("failed to scan response body: %w", err) } setSortedToolCallsResult(chatModelConfig, accumulatedToolCalls) if !done && !sawTerminal { return fmt.Errorf("longcat: stream ended before [DONE] or finish_reason") } endOfStream := "[DONE]" if err := sender(&endOfStream, nil); err != nil { return err } return nil } type longCatModelInfo struct { ID string `json:"id"` } type longCatListModelsResponse struct { Data []ModelListItem `json:"data"` Error interface{} `json:"error"` } const longCatMaxListModelsResponseBytes = 1 << 20 func (l *LongCatModel) ListModels(ctx context.Context, apiConfig *APIConfig) ([]ListModelResponse, error) { if err := l.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } baseURL, err := l.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, l.baseModel.URLSuffix.Models) ctx, cancel := context.WithTimeout(ctx, nonStreamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, http.MethodGet, url, nil) 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.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(io.LimitReader(resp.Body, longCatMaxListModelsResponseBytes+1)) if err != nil { return nil, fmt.Errorf("failed to read response: %w", err) } if len(body) > longCatMaxListModelsResponseBytes { return nil, fmt.Errorf("longcat: models response exceeds %d bytes", longCatMaxListModelsResponseBytes) } if resp.StatusCode != http.StatusOK { return nil, fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body)) } var result longCatListModelsResponse if err = json.Unmarshal(body, &result); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } if result.Error != nil { return nil, fmt.Errorf("longcat: upstream error: %v", result.Error) } if result.Data == nil { return nil, fmt.Errorf("invalid models list format") } return ParseListModel(ModelList{Models: result.Data}), nil } func (l *LongCatModel) CheckConnection(ctx context.Context, apiConfig *APIConfig) error { _, err := l.ListModels(ctx, apiConfig) return err } func (l *LongCatModel) Embed(ctx context.Context, modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig, modelUsage *common.ModelUsage) ([]EmbeddingData, error) { return nil, fmt.Errorf("%s, no such method", l.Name()) } // Rerank is not exposed by the LongCat API. func (l *LongCatModel) 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", l.Name()) } // Balance is not exposed by the LongCat API. func (l *LongCatModel) Balance(ctx context.Context, apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("%s, no such method", l.Name()) } // TranscribeAudio (ASR) is not exposed by the LongCat API. func (l *LongCatModel) 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", l.Name()) } func (l *LongCatModel) 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", l.Name()) } // AudioSpeech (TTS) is not exposed by the LongCat API. func (l *LongCatModel) 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", l.Name()) } func (l *LongCatModel) 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", l.Name()) } func (l *LongCatModel) 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", l.Name()) } // ParseFile parse file func (l *LongCatModel) 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", l.Name()) } func (l *LongCatModel) ListTasks(ctx context.Context, apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", l.Name()) } func (l *LongCatModel) ShowTask(ctx context.Context, taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", l.Name()) }