saw-go/service/imService.go

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package service
import (
"StuAcaWorksAI/dao"
"StuAcaWorksAI/proto"
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"StuAcaWorksAI/service/generalModel"
"StuAcaWorksAI/worker"
"context"
"encoding/json"
"errors"
"fmt"
"github.com/ollama/ollama/api"
"log"
"time"
)
// 创建会话服务
func CreateSession(userID, Type int, name string) (error, uint) {
err, id := dao.CreateSession(userID, Type, name)
return err, id
}
// 将用户的提问总计为会话名称并更新会话
func UpdateSessionNameByAIAndID(id, userID int, originSessionName string) error {
var err error
//获取ai总结的会话名称
prompt := "请根据下面的对话内容提取为20字以内的主题作为会话名称\n" + originSessionName
//ai总结模型id
modelID := 24 //固定为混元lite模型免费
models := FindModelByID(modelID, 1)
if models == nil {
log.Println("UpdateSessionNameByAIAndID model not exist")
return errors.New("session name ai model not exist")
}
model := models[0]
var modelParam proto.ModelParam
err = json.Unmarshal([]byte(model.Parameter), &modelParam)
if err != nil {
log.Println("UpdateSessionNameByAIAndID model param error:", err)
return errors.New("session name ai model param error")
}
newSessionName, err2 := generalModel.SingleTurnConversationText(prompt, modelParam)
if err2 != nil {
return err
}
//更新会话名称
err = UpdateSessionByID(id, userID, newSessionName, nil)
if err != nil {
log.Println("UpdateSessionNameByAIAndAI update session name error:", err, "session id:", id, "user id:", userID, "name:", newSessionName)
return err
}
return nil
}
// 查找用户的会话列表
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func FindSessionByUserID(userID, sessionType int) []proto.SessionResponse {
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var sessions []dao.Session
if sessionType == -1 {
sessions = dao.FindSessionByUserIDV2(userID)
} else {
sessions = dao.FindSessionByUserID(userID, sessionType)
}
sessionsMsgCounts := dao.FindSessionMessageCountByUserID(userID)
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sessionsTokens := dao.FindModelTotalTokensBySessionID(userID)
smap := make(map[int]int)
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st := make(map[int]uint)
for _, v := range sessionsMsgCounts {
smap[v.SessionID] = v.Count
}
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for _, v := range sessionsTokens {
st[int(v.SessionID)] = v.Token
}
var res []proto.SessionResponse
for _, v := range sessions {
var session proto.SessionResponse
session.ID = v.ID
session.CreatedAt = v.CreatedAt
session.UpdatedAt = v.UpdatedAt
session.Name = v.Name
session.UserID = v.UserID
session.MsgCount = smap[int(v.ID)]
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session.TokenUsage = st[int(v.ID)]
res = append(res, session)
}
return res
}
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func FindSessionByID(id, userID, sessionType int) (error, []dao.Session) {
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session := dao.FindSessionByID(id)
var res []dao.Session
if session.UserID != userID {
return errors.New("session not belong to user"), res
}
res = append(res, session)
return nil, res
}
func DeleteSessionByID(id, userID int) error {
session := dao.FindSessionByID(id)
if session.UserID != userID {
return errors.New("session not belong to user")
}
err := dao.DeleteSessionByID(id)
return err
}
// 更新会话名字
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func UpdateSessionByID(id int, userId int, name string, context []int) error {
err := dao.UpdateSessionByID(id, userId, name, context)
return err
}
// 创建消息服务
func CreateMessage(msgType int, sessionID int, fromID int, toID int, msg string, status int, functionId int) (error, uint) {
//sessionID, fromID, toID, msgType, status int, msg string
err, id := dao.CreateMessage(sessionID, fromID, toID, msgType, status, msg, functionId)
return err, id
}
// 通过会话id查询消息
func FindMessageBySessionID(sessionID, userID int) (error, []dao.Message) {
//查看会话是否属于该用户
session := dao.FindSessionByID(sessionID)
if session.UserID != userID {
return errors.New("session not belong to user"), nil
}
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msgs := dao.FindMessageBySessionIDV2(sessionID)
return nil, msgs
}
func CreateGeneralMessageService(fromID, toID, msgType, sessionID int, msg string) (error, uint) {
//查看会话是否属于该用户
session := dao.FindSessionByID(sessionID)
if session.UserID != fromID {
return errors.New("session not belong to user"), 0
}
err, mid := CreateMessage(msgType, sessionID, fromID, toID, msg, 0, 0)
return err, mid
}
var client *api.Client
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var SessionContextMap map[int][]int
func WSReceiveMessageService(userID, sessionID int, channel string, msg proto.WSMessageReq, model dao.Model, modelParam proto.ModelParam) (error, uint) {
var resErr error
var resID uint
//处理消息
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if model.Type == proto.ModelTypeOllama {
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resErr, resID = ReceiveOllamaSession(userID, sessionID, channel, msg, modelParam, &model)
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} else if model.Type == proto.ModelTypeSpark {
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resErr, resID = ReceiveSparkSession(userID, sessionID, channel, msg, modelParam, &model)
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} else if model.Type == proto.ModelTypeDouBao {
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doubao(modelParam, msg.Msg, channel, sessionID, userID, int(model.ID))
} else {
return errors.New("model not exist"), 0
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}
return resErr, resID
}
func WSReceiveMessageServiceV2(modelParam proto.ModelParam, ctx *proto.IMParamContext) (error, uint) {
var resErr error
var resID uint
//处理消息
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switch ctx.ModelType {
case proto.ModelTypeOllama:
resErr, resID = ReceiveOllamaSessionV2(modelParam, ctx)
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case proto.ModelTypeSpark:
SparkV2(modelParam, ctx)
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case proto.ModelTypeDouBao:
DouBaoV2(modelParam, ctx)
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case proto.ModelTypeQianfan:
Qianfan(modelParam, ctx)
case proto.ModelTypeTongyi:
Tongyi(modelParam, ctx)
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case proto.ModelTypeHuanyun:
generalModel.OpenAI(modelParam, ctx, ctx.ModelType)
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default:
resErr, resID = errors.New("model type not exist:"+ctx.ModelType), 0
}
return resErr, resID
}
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func ReceiveOllamaSession(userID, sessionID int, channel string, msg proto.WSMessageReq, modelParam proto.ModelParam, m *dao.Model) (error, uint) {
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var resErr error
var resID uint
var err error
if client == nil {
client, err = api.ClientFromEnvironment()
}
if err != nil {
log.Println("get ollama client error:", err)
}
prompt := msg.Msg
actx, ok := SessionContextMap[sessionID]
if ok {
log.Println("actx has get will use:", len(actx))
}
req := &api.GenerateRequest{
Model: modelParam.Model,
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Context: actx,
Prompt: prompt,
}
ctx := context.Background()
robotMsg := ""
var aiMsg proto.AIQueueMessage
var data proto.WSMessage
respFunc := func(resp api.GenerateResponse) error {
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aiMsg.Type = proto.ModelTypeOllama
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aiMsg.Msg = resp
robotMsg += resp.Response
if resp.Done { //该消息完成
actx = resp.Context
if SessionContextMap == nil {
SessionContextMap = make(map[int][]int)
}
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SessionContextMap[sessionID] = actx
log.Println("actx has save:", len(SessionContextMap[sessionID]))
//创建消息
err2, msgID := CreateMessage(2, sessionID, 2, userID, robotMsg, 1, 0) //机器人id为2,消息类型为2,状态为1
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if err2 != nil {
log.Println("create robot message error:", err2)
}
aiMsg.ID = msgID
resID = msgID
}
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//发送消息
data.Msg = aiMsg
data.SessionID = sessionID
data.ToID = userID
aiMsgStr, _ := json.Marshal(data)
worker.Publish(channel, string(aiMsgStr), time.Second*60)
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go CreateAIStreamMsg(userID, int(m.ID), sessionID, resp, modelParam.Model)
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return nil
}
err = client.Generate(ctx, req, respFunc)
if err != nil {
log.Fatal(err)
}
return resErr, resID
}
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func ReceiveOllamaSessionV2(modelParam proto.ModelParam, imCtx *proto.IMParamContext) (error, uint) {
var resErr error
var resID uint
var err error
if client == nil {
client, err = api.ClientFromEnvironment()
}
if err != nil {
log.Println("get ollama client error:", err)
}
prompt := imCtx.Question
actx, ok := SessionContextMap[int(imCtx.SessionID)]
if ok {
log.Println("actx has get will use:", len(actx))
}
req := &api.GenerateRequest{
Model: modelParam.Model,
Context: actx,
Prompt: prompt,
}
ctx := context.Background()
robotMsg := ""
var aiMsg proto.AIQueueMessage
var data proto.WSMessage
respFunc := func(resp api.GenerateResponse) error {
aiMsg.Type = proto.ModelTypeOllama
aiMsg.Msg = resp
robotMsg += resp.Response
if resp.Done { //该消息完成
actx = resp.Context
if SessionContextMap == nil {
SessionContextMap = make(map[int][]int)
}
SessionContextMap[imCtx.SessionID] = actx
log.Println("actx has save:", len(SessionContextMap[imCtx.SessionID]))
//创建消息
err2, msgID := CreateMessage(proto.ModelToUserMsgType, imCtx.SessionID, imCtx.ModelID, imCtx.UserID, robotMsg, 1, imCtx.FunctionID) //机器人id为2,消息类型为2,状态为1
if err2 != nil {
log.Println("create robot message error:", err2)
}
aiMsg.ID = msgID
resID = msgID
}
//发送消息
data.Msg = aiMsg
data.SessionID = int(imCtx.SessionID)
data.ToID = imCtx.UserID
aiMsgStr, _ := json.Marshal(data)
worker.Publish(imCtx.Channel, string(aiMsgStr), time.Second*60)
go CreateAIStreamMsg(imCtx.UserID, imCtx.ModelID, imCtx.SessionID, resp, modelParam.Model)
return nil
}
err = client.Generate(ctx, req, respFunc)
if err != nil {
log.Fatal(err)
}
return resErr, resID
}
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func ReceiveSparkSession(userID, sessionID int, channel string, msg proto.WSMessageReq, modelParam proto.ModelParam, model *dao.Model) (error, uint) {
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var resErr error
var resID uint
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Spark(modelParam, msg.Msg, channel, sessionID, userID, int(model.ID))
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return resErr, resID
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}
func CheckUserCreatePPTSessionPermission(userID int) error {
sessionCount := dao.FindUserSessionCount(userID, proto.SessionTypeUserCreatePPT)
var err error
user := GetUserByIDWithCache(userID)
if user.Role == "admin" {
return nil
}
if sessionCount > 3 {
err = errors.New("create ppt session count exceed limit")
}
return err
}
// 知识库消息,从原始请求数据,上下文数据
func SelectKBaseContentByQuery(imCtx *proto.IMParamContext, data *proto.WSMessageReq) error {
var req proto.KnowledgeBaseServerRequest
req.IMContext = *imCtx
kbase, err := dao.GetKnowledgeBaseByID(data.KBaseID)
if err != nil {
return err
}
req.KnowledgeBase = proto.KBase{ID: kbase.ID, UUID: kbase.UUID, Name: kbase.Name, Description: kbase.Description, FileIDs: kbase.FileIDs, SessionID: kbase.SessionID}
//选取合适的服务器进行查询
//先查看改知识库是否已经创建
key := fmt.Sprintf("kbase_%s", kbase.UUID)
KBaseServerID := worker.GetRedis(key)
//若未分配,从可用的知识库服务器中进行分配
setKey := "kbase_server_id_set_is_available" //可用状态集合
if KBaseServerID == "" {
//KBaseServerSet := "kbase_server_id_set"
//进行分配
KBaseServerID = worker.GetRedisSetRandomMember(setKey)
if KBaseServerID == "" {
return errors.New("no kbase server id")
}
//记录分配的知识库服务器
res := worker.SetRedisWithExpire(key, KBaseServerID, time.Hour*24*7)
log.Println("分配的知识库服务器ID:", KBaseServerID, "\t key:", key, "\tset:", res)
}
//查看KBaseServerID是否可用
isAvailable := worker.SetRedisSetIsMember(setKey, KBaseServerID)
if isAvailable == false {
log.Println("当前知识库服务器不可用,重新分配")
return errors.New("kbase server id is not available")
}
log.Println("KBaseServerID:", KBaseServerID, " KBaseUUID:", kbase.UUID, "\tName:", kbase.Name)
reqChanel := fmt.Sprintf("kbase_server_id_%s", KBaseServerID) // 频道名称
reqStr, _ := json.Marshal(req)
//将消息转发到对应频道
worker.Publish(reqChanel, string(reqStr), time.Minute*3)
chanel := fmt.Sprintf("kbase_%s", kbase.UUID) //获取返回消息频道
pubsub := worker.RedisClient.Subscribe(context.Background(), chanel)
defer pubsub.Close()
ch := pubsub.Channel()
//1min定时器超时则返回错误
timer := time.NewTimer(time.Minute * 3)
var resp proto.KnowledgeBaseServerResponse
select {
case m := <-ch:
msg := m.Payload // 获取消息,消息格式为json
//log.Println("resp:", msg)
err2 := json.Unmarshal([]byte(msg), &resp)
if err2 != nil {
log.Println("Error parsing JSON:", err2)
}
break
case <-timer.C:
log.Println("kbase query timeout")
return errors.New("kbase query timeout")
}
//解析返回的查询消息
text := "根据下面文档片段:\n"
querySelect := resp.QuerySelect
qText := getSelectedDocument(querySelect)
log.Println("kbase type:", data.KBaseType)
if data.KBaseType == "query" {
//则将query为模型返回结果
//将消息存入数据库
err, _ = dao.CreateMessage(imCtx.SessionID, imCtx.ModelID, imCtx.UserID, proto.ModelToUserMsgType, proto.MsgHasRead, qText, imCtx.FunctionID)
if err != nil {
log.Println("kbase query message save error:", err)
}
kbaseQueryToGeneralMassageAndSendMsgQueue(qText, imCtx.Channel, imCtx.SessionID, imCtx.UserID) //将消息发送到消息队列
} else if data.KBaseType == "chat" {
//用户问题
text += qText
text += "回答用户问题:" + data.Msg
data.Msg = text
log.Println("text:", text)
} else {
return errors.New("unknow kbase type")
}
return nil
}
func getSelectedDocument(querySelect proto.KnowledgeBaseServerResponseSelect) string {
text := ""
for i := 0; i < len(querySelect.Documents); i++ {
if len(querySelect.Documents[i]) == 0 {
break
}
text += "文件:"
for j := 0; j < len(querySelect.Metadatas); j++ {
text += querySelect.Metadatas[i][j].Source + ""
}
text += ":\n内容"
for j := 0; j < len(querySelect.Documents[i]); j++ {
text += querySelect.Documents[i][j] + ""
}
text += "\n"
}
return text
}
func WSReturnErrorMessage(channel string, msg string, code int) {
var data proto.WSMessage
data.Code = code
data.Type = msg //错误时type为错误信息
data.SessionID = 0
data.ToID = 0
errStr, _ := json.Marshal(data)
worker.Publish(channel, string(errStr), time.Second*60)
}
func kbaseQueryToGeneralMassageAndSendMsgQueue(answer, channel string, SessionID, UserID int) {
var aiMsg proto.AIQueueMessage
var wsMsg proto.WSMessage
var apiMsg api.GenerateResponse
apiMsg.Done = true
apiMsg.Model = proto.KnowledgeBaseServerResponseType
apiMsg.Response = answer
//消息队列部分
aiMsg.Type = proto.KnowledgeBaseServerResponseType
aiMsg.Msg = apiMsg
//ws发送消息部分
wsMsg.Msg = aiMsg
wsMsg.SessionID = SessionID
wsMsg.ToID = UserID
wsMsg.Type = proto.KnowledgeBaseServerResponseType
//发送消息
wsMsgStr, _ := json.Marshal(wsMsg)
worker.Publish(channel, string(wsMsgStr), time.Second*60)
}