package chatimpl // * +++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ // * Copyright 2023 The Geek-AI Authors. All rights reserved. // * Use of this source code is governed by a Apache-2.0 license // * that can be found in the LICENSE file. // * @Author yangjian102621@163.com // * +++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ import ( "bufio" "context" "encoding/json" "errors" "fmt" "html/template" "io" "net/http" "strings" "time" "unicode/utf8" "github.com/levigross/grequests" "geekai/core/types" "geekai/store/model" "geekai/store/vo" "geekai/utils" ) type ollamaResp struct { Id string `json:"id"` Model string `json:"model"` CreatedAt string `json:"created_at"` Response string `json:"response"` Done bool `json:"done"` DoneReason string `json:"done_reason"` Context []int `json:"context"` TotalDuration int64 `json:"total_duration"` // 生成响应所花费的总时间 LoadDuration int64 `json:"load_duration"` // 以纳秒为单位加载模型所花费的时间 PromptEvalCount int `json:"prompt_eval_count"` // 提示文本中的标记(tokens)数量 PromptEvalDuration int64 `json:"prompt_eval_duration"` // 以纳秒为单位评估提示文本所花费的时间 EvalCount int64 `json:"eval_count"` // 生成响应中的标记数量 EvalDuration int64 `json:"eval_duration"` // 以纳秒为单位生成响应所花费的时间 } // 通义千问消息发送实现 func (h *ChatHandler) sendOllamaMessage( chatCtx []types.Message, req types.ApiRequest, userVo vo.User, ctx context.Context, session *types.ChatSession, role model.ChatRole, prompt string, ws *types.WsClient) error { promptCreatedAt := time.Now() // 记录提问时间 start := time.Now() //var apiKey = model.ApiKey{} //response, err := h.doRequest(ctx, req, session, &apiKey) response, err := h.sendOllamaRequest(session, prompt) defer response.Body.Close() logger.Info("HTTP请求完成,耗时:", time.Now().Sub(start)) if err != nil { h.processError(err, prompt, ws) } contentType := response.Header.Get("Content-Type") if strings.Contains(contentType, "application/x-ndjson") { h.processOllamaStreamResponse(chatCtx, req, userVo, response, ws, prompt, session, role, promptCreatedAt) } else { if err = h.processOllamaJsonResponse(response, ws); err != nil { return err } } return nil } func (h *ChatHandler) sendOllamaRequest(session *types.ChatSession, prompt string) (*http.Response, error) { apiKey, err := h.queryApiKey(session) if err != nil { return nil, err } // todo add context to request body postData := map[string]interface{}{ "model": session.Model.Value, "stream": true, "prompt": prompt, } headers := map[string]string{ "Content-Type": "application/json", "Authorization": "Bearer " + apiKey.Value, } ro := &grequests.RequestOptions{ JSON: postData, Headers: headers, } resp, err := grequests.Post(apiKey.ApiURL, ro) if err != nil { return nil, err } if !resp.Ok { return nil, resp.Error } return resp.RawResponse, nil } func (h *ChatHandler) queryApiKey(session *types.ChatSession) (*model.ApiKey, error) { apiKey := &model.ApiKey{} // if the chat model bind a KEY, use it directly if session.Model.KeyId > 0 { h.DB.Debug().Where("id", session.Model.KeyId).Where("enabled", true).Find(apiKey) } // use the last unused key if apiKey.Id == 0 { h.DB.Debug().Where("platform", session.Model.Platform).Where("type", "chat").Where("enabled", true).Order("last_used_at ASC").First(apiKey) } if apiKey.Id == 0 { return nil, errors.New("no available key, please import key") } h.DB.Model(apiKey).UpdateColumn("last_used_at", time.Now().Unix()) return apiKey, nil } func (h *ChatHandler) processOllamaStreamResponse( chatCtx []types.Message, req types.ApiRequest, userVo vo.User, response *http.Response, ws *types.WsClient, prompt string, session *types.ChatSession, role model.ChatRole, promptCreatedAt time.Time) { // 记录回复时间 replyCreatedAt := time.Now() // 循环读取 Chunk 消息 var message = types.Message{} scanner := bufio.NewScanner(response.Body) var content string var replyTokens int for scanner.Scan() { var resp ollamaResp line := scanner.Text() err := utils.JsonDecode(line, &resp) if err != nil { logger.Error("error with parse data line: ", content) utils.ReplyMessage(ws, fmt.Sprintf("**解析数据行失败:%s**", err)) break } if resp.Done == true && resp.DoneReason == "stop" { utils.ReplyChunkMessage(ws, types.WsMessage{Type: types.WsEnd}) message.Content = utils.InterfaceToString(resp.Context) replyTokens = resp.PromptEvalCount // 消息发送成功后做记录工作 h.recordInfoAfterSendMessage(chatCtx, req, userVo, message, prompt, session, role, promptCreatedAt, replyTokens, replyCreatedAt) break } else if resp.Done == true && resp.DoneReason != "stop" { utils.ReplyMessage(ws, fmt.Sprintf("**API 返回错误:%s**", resp.DoneReason)) break } if len(resp.Id) > 0 { utils.ReplyChunkMessage(ws, types.WsMessage{Type: types.WsStart}) } if len(resp.Response) > 0 { utils.ReplyChunkMessage(ws, types.WsMessage{ Type: types.WsMiddle, Content: utils.InterfaceToString(resp.Response), }) } } if err := scanner.Err(); err != nil { if strings.Contains(err.Error(), "context canceled") { logger.Info("用户取消了请求:", prompt) } else { logger.Error("信息读取出错:", err) } } } func (h *ChatHandler) processOllamaJsonResponse(response *http.Response, ws *types.WsClient) error { body, err := io.ReadAll(response.Body) if err != nil { return fmt.Errorf("error with reading response: %v", err) } var res struct { Code int `json:"error_code"` Msg string `json:"error_msg"` } err = json.Unmarshal(body, &res) if err != nil { return fmt.Errorf("error with decode response: %v", err) } utils.ReplyMessage(ws, "请求Ollama大模型 API 失败:"+res.Msg) return nil } func (h *ChatHandler) recordInfoAfterSendMessage(chatCtx []types.Message, req types.ApiRequest, userVo vo.User, message types.Message, prompt string, session *types.ChatSession, role model.ChatRole, promptCreatedAt time.Time, replyTokens int, replyCreatedAt time.Time) { if message.Role == "" { message.Role = "assistant" } useMsg := types.Message{Role: "user", Content: prompt} // 更新上下文消息,如果是调用函数则不需要更新上下文 if h.App.SysConfig.EnableContext { chatCtx = append(chatCtx, useMsg) // 提问消息 chatCtx = append(chatCtx, message) // 回复消息 h.App.ChatContexts.Put(session.ChatId, chatCtx) } // 追加聊天记录 // for prompt promptToken, err := utils.CalcTokens(prompt, req.Model) if err != nil { logger.Error(err) } historyUserMsg := model.ChatMessage{ UserId: userVo.Id, ChatId: session.ChatId, RoleId: role.Id, Type: types.PromptMsg, Icon: userVo.Avatar, Content: template.HTMLEscapeString(prompt), Tokens: promptToken, UseContext: true, Model: req.Model, } historyUserMsg.CreatedAt = promptCreatedAt historyUserMsg.UpdatedAt = promptCreatedAt res := h.DB.Save(&historyUserMsg) if res.Error != nil { logger.Error("failed to save prompt history message: ", res.Error) } // for reply // 计算本次对话消耗的总 token 数量 //totalTokens := replyTokens + getTotalTokens(req) // todo rebuild the tokens historyReplyMsg := model.ChatMessage{ UserId: userVo.Id, ChatId: session.ChatId, RoleId: role.Id, Type: types.ReplyMsg, Icon: role.Icon, Content: message.Content, Tokens: replyTokens, UseContext: true, Model: req.Model, } historyReplyMsg.CreatedAt = replyCreatedAt historyReplyMsg.UpdatedAt = replyCreatedAt res = h.DB.Create(&historyReplyMsg) if res.Error != nil { logger.Error("failed to save reply history message: ", res.Error) } // 更新用户算力 h.subUserPower(userVo, session, promptToken, replyTokens) // 保存当前会话 var chatItem model.ChatItem res = h.DB.Where("chat_id = ?", session.ChatId).First(&chatItem) if res.Error != nil { chatItem.ChatId = session.ChatId chatItem.UserId = session.UserId chatItem.RoleId = role.Id chatItem.ModelId = session.Model.Id if utf8.RuneCountInString(prompt) > 30 { chatItem.Title = string([]rune(prompt)[:30]) + "..." } else { chatItem.Title = prompt } chatItem.Model = req.Model h.DB.Create(&chatItem) } } func (h *ChatHandler) processError(err error, prompt string, ws *types.WsClient) { if strings.Contains(err.Error(), "context canceled") { logger.Info("用户取消了请求:", prompt) return } else if strings.Contains(err.Error(), "no available key") { utils.ReplyMessage(ws, "抱歉😔😔😔,系统已经没有可用的 API KEY,请联系管理员!") return } else { logger.Error(err) } utils.ReplyMessage(ws, ErrorMsg) utils.ReplyMessage(ws, ErrImg) return }