// // 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 BaichuanModel struct { baseModel BaseModel } func NewBaichuanModel(baseURL map[string]string, urlSuffix URLSuffix) *BaichuanModel { return &BaichuanModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, httpClient: NewDriverHTTPClient(), }, } } func (b *BaichuanModel) NewInstance(baseURL map[string]string) ModelDriver { return NewBaichuanModel(baseURL, b.baseModel.URLSuffix) } func (b *BaichuanModel) Name() string { return "BaiChuan" } type BaiChuanChatResponse struct { ID string `json:"id"` Choices []struct { FinishReason string `json:"finish_reason"` Index int `json:"index"` Message struct { Content string `json:"content"` Role string `json:"role"` ToolCalls []map[string]any `json:"tool_calls"` } `json:"message"` Logprobs interface{} `json:"logprobs"` } `json:"choices"` Created int `json:"created"` Model string `json:"model"` Object string `json:"object"` Usage struct { CompletionTokens int `json:"completion_tokens"` PromptTokens int `json:"prompt_tokens"` TotalTokens int `json:"total_tokens"` SearchCount int `json:"search_count"` } `json:"usage"` } func (b *BaichuanModel) ChatWithMessages(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, modelUsage *common.ModelUsage) (*ChatResponse, error) { if err := b.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(messages) == 0 { return nil, fmt.Errorf("messages is empty") } resolvedBaseURL, err := b.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, b.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.Add("Content-Type", "application/json") req.Header.Add("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := b.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 body: %w", err) } if resp.StatusCode != http.StatusOK { return nil, fmt.Errorf("failed to send request: %d %s", resp.StatusCode, string(body)) } // Parse response return parseChatCompletionResponse(body, chatModelConfig, modelUsage, func(body []byte, chatConfig *ChatConfig) (chatResponseParts, error) { var result BaiChuanChatResponse if err := json.Unmarshal(body, &result); err != nil { return chatResponseParts{}, fmt.Errorf("failed to unmarshal response: %w", err) } if len(result.Choices) == 0 { return chatResponseParts{}, fmt.Errorf("no choices in response") } choice := &result.Choices[0] content := choice.Message.Content if content == "" && len(choice.Message.ToolCalls) == 0 { return chatResponseParts{}, fmt.Errorf("no message in response") } emptyReason := "" return chatResponseParts{ RequestID: result.ID, Content: &content, ReasonContent: &emptyReason, ToolCalls: choice.Message.ToolCalls, Usage: &TokenUsage{ PromptTokens: result.Usage.PromptTokens, CompletionTokens: result.Usage.CompletionTokens, TotalTokens: result.Usage.TotalTokens, }, }, nil }) } func (b *BaichuanModel) ChatStreamlyWithSender(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, modelConfig *ChatConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { if err := b.baseModel.APIConfigCheck(apiConfig); err != nil { return err } if len(messages) == 0 { return fmt.Errorf("messages is empty") } resolvedBaseURL, err := b.baseModel.GetBaseURL(apiConfig) if err != nil { return err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, b.baseModel.URLSuffix.Chat) reqBody := buildRequestBody(modelConfig, modelName, messages, 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, "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 := b.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("invalid status code: %d, body: %s", resp.StatusCode, string(body)) } // SSE parsing: read line by line sawTerminal := false accumulatedToolCalls := make(map[int]map[string]any) done, err := ParseSSEStream[map[string]interface{}](resp.Body, func(event map[string]interface{}) error { common.Info(fmt.Sprintf("%v", event)) tokenUsage, found, usageErr := decodeOpenAICompatibleStreamUsage(event) if usageErr != nil { return usageErr } if found { applyStreamUsage(modelConfig, 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) 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) } if !done && !sawTerminal { return fmt.Errorf("baichuan: stream ended before [DONE] or finish_reason") } setSortedToolCallsResult(modelConfig, accumulatedToolCalls) // Send [DONE] marker for OpenAI compatibility endOfStream := "[DONE]" return sender(&endOfStream, nil) } func (b *BaichuanModel) Embed(ctx context.Context, modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig, modelUsage *common.ModelUsage) ([]EmbeddingData, error) { if err := b.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(texts) == 0 { return []EmbeddingData{}, nil } resolvedBaseURL, err := b.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, b.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", strings.TrimSpace(*apiConfig.ApiKey))) resp, err := b.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("Baichuan embedding API error: status %d, body: %s", resp.StatusCode, string(body)) } var parsedResponse struct { ID string `json:"id"` Data []struct { Embedding []float64 `json:"embedding"` Index int `json:"index"` } `json:"data"` Usage struct { PromptTokens int `json:"prompt_tokens"` TotalTokens int `json:"total_tokens"` } } 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("Baichuan 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, }) } recordResponseUsage(modelUsage, parsedResponse.ID, &TokenUsage{ PromptTokens: parsedResponse.Usage.PromptTokens, TotalTokens: parsedResponse.Usage.TotalTokens, }, "embedding") return embeddings, nil } func (b *BaichuanModel) 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 (b *BaichuanModel) 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", b.Name()) } func (b *BaichuanModel) 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", b.Name()) } // AudioSpeech convert text to audio func (b *BaichuanModel) 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", b.Name()) } func (b *BaichuanModel) 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", b.Name()) } // OCRFile OCR file func (b *BaichuanModel) 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", b.Name()) } // ParseFile parse file func (b *BaichuanModel) 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", b.Name()) } func (b *BaichuanModel) ListModels(ctx context.Context, apiConfig *APIConfig) ([]ListModelResponse, error) { return nil, fmt.Errorf("no such method") } func (b *BaichuanModel) Balance(ctx context.Context, apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("no such method") } func (b *BaichuanModel) CheckConnection(ctx context.Context, apiConfig *APIConfig) error { return fmt.Errorf("no such method") } func (b *BaichuanModel) ListTasks(ctx context.Context, apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", b.Name()) } func (b *BaichuanModel) ShowTask(ctx context.Context, taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", b.Name()) }