// // 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" "strconv" "strings" ) // DeepSeekModel implements ModelDriver for DeepSeek type DeepSeekModel struct { baseModel BaseModel } // NewDeepSeekModel creates a new DeepSeek model instance func NewDeepSeekModel(baseURL map[string]string, urlSuffix URLSuffix) *DeepSeekModel { return &DeepSeekModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, httpClient: NewDriverHTTPClient(), }, } } func (d *DeepSeekModel) NewInstance(baseURL map[string]string) ModelDriver { return NewDeepSeekModel(baseURL, d.baseModel.URLSuffix) } func (d *DeepSeekModel) Name() string { return "deepseek" } // DeepSeekChatResponse mirrors the response returned by DeepSeek's // POST /chat/completions endpoint. The shape follows the official OpenAI- // compatible response schema, including reasoning content, tool calls, and // the cache/reasoning token usage details. type DeepSeekChatResponse struct { ID string `json:"id"` Choices []struct { FinishReason string `json:"finish_reason"` Index int `json:"index"` Message struct { Content string `json:"content"` ReasoningContent string `json:"reasoning_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"` SystemFingerprint string `json:"system_fingerprint"` Object string `json:"object"` Usage struct { CompletionTokens int `json:"completion_tokens"` PromptTokens int `json:"prompt_tokens"` TotalTokens int `json:"total_tokens"` PromptCacheHitTokens int `json:"prompt_cache_hit_tokens"` PromptCacheMissTokens int `json:"prompt_cache_miss_tokens"` CompletionTokensDetails struct { ReasoningTokens int `json:"reasoning_tokens"` } `json:"completion_tokens_details"` } `json:"usage"` } func (d *DeepSeekModel) ChatWithMessages(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, modelUsage *common.ModelUsage) (*ChatResponse, error) { if err := d.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(messages) == 0 { return nil, fmt.Errorf("messages is empty") } resolvedBaseURL, err := d.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, d.baseModel.URLSuffix.Chat) // Build request body reqBody := buildRequestBody(chatModelConfig, modelName, messages, false) if chatModelConfig != nil && chatModelConfig.Thinking != nil && *chatModelConfig.Thinking { var thinkingFlag string effort := "high" if chatModelConfig.Effort != nil { effort = *chatModelConfig.Effort } switch effort { case "none": thinkingFlag = "disabled" break case "low": thinkingFlag = "disabled" break case "medium": thinkingFlag = "disabled" break case "high": thinkingFlag = "enabled" reqBody["reasoning_effort"] = "high" break case "default": thinkingFlag = "enabled" reqBody["reasoning_effort"] = "high" break case "max": thinkingFlag = "enabled" reqBody["reasoning_effort"] = "max" break } reqBody["thinking"] = map[string]interface{}{ "type": thinkingFlag, } } else { reqBody["thinking"] = map[string]interface{}{ "type": "disabled", } } 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 := d.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 DeepSeekChatResponse 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] reasonContent := choice.Message.ReasoningContent // DeepSeek may prefix reasoning content with a newline in non-streaming // responses; keep the existing provider behavior of removing that prefix. if reasonContent != "" && reasonContent[0] == '\n' { reasonContent = reasonContent[1:] } 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 sends messages and streams response via sender function (best performance, no channel) func (d *DeepSeekModel) ChatStreamlyWithSender(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { if err := d.baseModel.APIConfigCheck(apiConfig); err != nil { return err } if len(messages) == 0 { return fmt.Errorf("messages is empty") } resolvedBaseURL, err := d.baseModel.GetBaseURL(apiConfig) if err != nil { return err } url := fmt.Sprintf("%s/chat/completions", resolvedBaseURL) // Build request body with streaming enabled reqBody := buildRequestBody(chatModelConfig, modelName, messages, true) if chatModelConfig != nil && chatModelConfig.Thinking != nil && *chatModelConfig.Thinking { var thinkingFlag string effort := "high" if chatModelConfig.Effort != nil { effort = *chatModelConfig.Effort } switch effort { case "none": thinkingFlag = "disabled" case "low": thinkingFlag = "disabled" case "medium": thinkingFlag = "disabled" case "high": thinkingFlag = "enabled" reqBody["reasoning_effort"] = "high" case "default": thinkingFlag = "enabled" reqBody["reasoning_effort"] = "high" case "max": thinkingFlag = "enabled" reqBody["reasoning_effort"] = "max" default: return fmt.Errorf("invalid effort level") } reqBody["thinking"] = map[string]interface{}{ "type": thinkingFlag, } } else { reqBody["thinking"] = map[string]interface{}{ "type": "disabled", } } 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 := d.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]interface{}) 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(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) content, ok := delta["content"].(string) if ok && content != "" { if err := sender(&content, nil); err != nil { return err } } reasoningContent, ok := delta["reasoning_content"].(string) if ok && reasoningContent != "" { if err := sender(nil, &reasoningContent); 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("deepseek: stream ended before [DONE] or finish_reason") } setSortedToolCallsResult(chatModelConfig, accumulatedToolCalls) // Send [DONE] marker for OpenAI compatibility endOfStream := "[DONE]" return sender(&endOfStream, nil) } // Embed embeds a list of texts into embeddings func (d *DeepSeekModel) 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", d.Name()) } func (d *DeepSeekModel) ListModels(ctx context.Context, apiConfig *APIConfig) ([]ListModelResponse, error) { if err := d.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } resolvedBaseURL, err := d.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, d.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 := d.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) } return ParseListModel(modelList), nil } // deepseekBalanceResponse is the shape returned by // GET /user/balance. The balance fields are strings in the // upstream API, so we parse them on our side. type deepseekBalanceResponse struct { IsAvailable bool `json:"is_available"` BalanceInfos []struct { Currency string `json:"currency"` TotalBalance string `json:"total_balance"` GrantedBalance string `json:"granted_balance"` ToppedUpBalance string `json:"topped_up_balance"` } `json:"balance_infos"` } // Balance returns the user's available balance on DeepSeek by // calling GET /user/balance with the configured Bearer token. // The result map matches the shape used by the Moonshot driver, // so the UI can render it without provider-specific code. func (d *DeepSeekModel) Balance(ctx context.Context, apiConfig *APIConfig) (map[string]interface{}, error) { if err := d.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } baseURL, err := d.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", strings.TrimSuffix(baseURL, "/"), d.baseModel.URLSuffix.Balance) 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 := d.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("DeepSeek balance API error: %s, body: %s", resp.Status, string(body)) } var parsed deepseekBalanceResponse if err = json.Unmarshal(body, &parsed); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } if len(parsed.BalanceInfos) == 0 { return nil, fmt.Errorf("no balance info in response") } // Pick the first balance entry, the same way the Moonshot // driver returns a single {balance, currency} pair to the UI. first := parsed.BalanceInfos[0] total, err := strconv.ParseFloat(first.TotalBalance, 64) if err != nil { return nil, fmt.Errorf("invalid total_balance %q: %w", first.TotalBalance, err) } return map[string]interface{}{ "balance": total, "currency": first.Currency, }, nil } func (d *DeepSeekModel) CheckConnection(ctx context.Context, apiConfig *APIConfig) error { _, err := d.ListModels(ctx, apiConfig) if err != nil { return err } return nil } // Rerank calculates similarity scores between query and documents func (d *DeepSeekModel) Rerank(ctx context.Context, modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig, modelUsage *common.ModelUsage) (*RerankResponse, error) { return nil, fmt.Errorf("%s, Rerank not implemented", d.Name()) } // TranscribeAudio transcribe audio func (d *DeepSeekModel) 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", d.Name()) } func (d *DeepSeekModel) 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", d.Name()) } // AudioSpeech convert text to audio func (d *DeepSeekModel) 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", d.Name()) } func (d *DeepSeekModel) 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", d.Name()) } // OCRFile OCR file func (d *DeepSeekModel) 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", d.Name()) } // ParseFile parse file func (d *DeepSeekModel) 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", d.Name()) } func (d *DeepSeekModel) ListTasks(ctx context.Context, apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", d.Name()) } func (d *DeepSeekModel) ShowTask(ctx context.Context, taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", d.Name()) }