ai-agent插件新版本 (#1311)

Co-authored-by: Kent Dong <ch3cho@qq.com>
This commit is contained in:
xingyunyang01
2024-09-18 10:52:23 +08:00
committed by GitHub
parent 59fe661cd2
commit 0471249e7f
5 changed files with 385 additions and 260 deletions

View File

@@ -17,6 +17,7 @@ import (
// 用于统计函数的递归调用次数
const ToolCallsCount = "ToolCallsCount"
const StreamContextKey = "Stream"
// react的正则规则
const ActionPattern = `Action:\s*(.*?)[.\n]`
@@ -53,7 +54,7 @@ func onHttpRequestHeaders(ctx wrapper.HttpContext, config PluginConfig, log wrap
return types.ActionContinue
}
func firstReq(config PluginConfig, prompt string, rawRequest Request, log wrapper.Log) types.Action {
func firstReq(ctx wrapper.HttpContext, config PluginConfig, prompt string, rawRequest Request, log wrapper.Log) types.Action {
log.Debugf("[onHttpRequestBody] firstreq:%s", prompt)
var userMessage Message
@@ -62,13 +63,17 @@ func firstReq(config PluginConfig, prompt string, rawRequest Request, log wrappe
newMessages := []Message{userMessage}
rawRequest.Messages = newMessages
if rawRequest.Stream {
ctx.SetContext(StreamContextKey, struct{}{})
rawRequest.Stream = false
}
//replace old message and resume request qwen
newbody, err := json.Marshal(rawRequest)
if err != nil {
return types.ActionContinue
} else {
log.Debugf("[onHttpRequestBody] newRequestBody: ", string(newbody))
log.Debugf("[onHttpRequestBody] newRequestBody: %s", string(newbody))
err := proxywasm.ReplaceHttpRequestBody(newbody)
if err != nil {
log.Debug("替换失败")
@@ -87,18 +92,26 @@ func onHttpRequestBody(ctx wrapper.HttpContext, config PluginConfig, body []byte
var rawRequest Request
err := json.Unmarshal(body, &rawRequest)
if err != nil {
log.Debugf("[onHttpRequestBody] body json umarshal err: ", err.Error())
log.Debugf("[onHttpRequestBody] body json umarshal err: %s", err.Error())
return types.ActionContinue
}
log.Debugf("onHttpRequestBody rawRequest: %v", rawRequest)
//获取用户query
var query string
var history string
messageLength := len(rawRequest.Messages)
log.Debugf("[onHttpRequestBody] messageLength: %s\n", messageLength)
log.Debugf("[onHttpRequestBody] messageLength: %s", messageLength)
if messageLength > 0 {
query = rawRequest.Messages[messageLength-1].Content
log.Debugf("[onHttpRequestBody] query: %s\n", query)
log.Debugf("[onHttpRequestBody] query: %s", query)
if messageLength >= 3 {
for i := 0; i < messageLength-1; i += 2 {
history += "human: " + rawRequest.Messages[i].Content + "\nAI: " + rawRequest.Messages[i+1].Content
}
} else {
history = ""
}
} else {
return types.ActionContinue
}
@@ -111,8 +124,8 @@ func onHttpRequestBody(ctx wrapper.HttpContext, config PluginConfig, body []byte
//拼装agent prompt模板
tool_desc := make([]string, 0)
tool_names := make([]string, 0)
for _, apiParam := range config.APIParam {
for _, tool_param := range apiParam.Tool_Param {
for _, apisParam := range config.APIsParam {
for _, tool_param := range apisParam.ToolsParam {
tool_desc = append(tool_desc, fmt.Sprintf(prompttpl.TOOL_DESC, tool_param.ToolName, tool_param.Description, tool_param.Description, tool_param.Description, tool_param.Parameter), "\n")
tool_names = append(tool_names, tool_param.ToolName)
}
@@ -122,26 +135,22 @@ func onHttpRequestBody(ctx wrapper.HttpContext, config PluginConfig, body []byte
if config.PromptTemplate.Language == "CH" {
prompt = fmt.Sprintf(prompttpl.CH_Template,
tool_desc,
tool_names,
config.PromptTemplate.CHTemplate.Question,
config.PromptTemplate.CHTemplate.Thought1,
tool_names,
config.PromptTemplate.CHTemplate.ActionInput,
config.PromptTemplate.CHTemplate.Observation,
config.PromptTemplate.CHTemplate.Thought2,
config.PromptTemplate.CHTemplate.FinalAnswer,
config.PromptTemplate.CHTemplate.Begin,
history,
query)
} else {
prompt = fmt.Sprintf(prompttpl.EN_Template,
tool_desc,
tool_names,
config.PromptTemplate.ENTemplate.Question,
config.PromptTemplate.ENTemplate.Thought1,
tool_names,
config.PromptTemplate.ENTemplate.ActionInput,
config.PromptTemplate.ENTemplate.Observation,
config.PromptTemplate.ENTemplate.Thought2,
config.PromptTemplate.ENTemplate.FinalAnswer,
config.PromptTemplate.ENTemplate.Begin,
history,
query)
}
@@ -154,7 +163,7 @@ func onHttpRequestBody(ctx wrapper.HttpContext, config PluginConfig, body []byte
dashscope.MessageStore.AddForUser(prompt)
//开始第一次请求
ret := firstReq(config, prompt, rawRequest, log)
ret := firstReq(ctx, config, prompt, rawRequest, log)
return ret
}
@@ -168,7 +177,7 @@ func onHttpResponseHeaders(ctx wrapper.HttpContext, config PluginConfig, log wra
func toolsCallResult(ctx wrapper.HttpContext, config PluginConfig, content string, rawResponse Response, log wrapper.Log, statusCode int, responseBody []byte) {
if statusCode != http.StatusOK {
log.Debugf("statusCode: %d\n", statusCode)
log.Debugf("statusCode: %d", statusCode)
}
log.Info("========函数返回结果========")
log.Infof(string(responseBody))
@@ -193,30 +202,36 @@ func toolsCallResult(ctx wrapper.HttpContext, config PluginConfig, content strin
//得到gpt的返回结果
var responseCompletion dashscope.CompletionResponse
_ = json.Unmarshal(responseBody, &responseCompletion)
log.Infof("[toolsCall] content: %s\n", responseCompletion.Choices[0].Message.Content)
log.Infof("[toolsCall] content: %s", responseCompletion.Choices[0].Message.Content)
if responseCompletion.Choices[0].Message.Content != "" {
retType := toolsCall(ctx, config, responseCompletion.Choices[0].Message.Content, rawResponse, log)
retType, actionInput := toolsCall(ctx, config, responseCompletion.Choices[0].Message.Content, rawResponse, log)
if retType == types.ActionContinue {
//得到了Final Answer
var assistantMessage Message
assistantMessage.Role = "assistant"
startIndex := strings.Index(responseCompletion.Choices[0].Message.Content, "Final Answer:")
if startIndex != -1 {
startIndex += len("Final Answer:") // 移动到"Final Answer:"之后的位置
extractedText := responseCompletion.Choices[0].Message.Content[startIndex:]
assistantMessage.Content = extractedText
}
if ctx.GetContext(StreamContextKey) == nil {
assistantMessage.Role = "assistant"
assistantMessage.Content = actionInput
rawResponse.Choices[0].Message = assistantMessage
newbody, err := json.Marshal(rawResponse)
if err != nil {
proxywasm.ResumeHttpResponse()
return
} else {
proxywasm.ReplaceHttpResponseBody(newbody)
rawResponse.Choices[0].Message = assistantMessage
newbody, err := json.Marshal(rawResponse)
if err != nil {
proxywasm.ResumeHttpResponse()
return
log.Debug("[onHttpResponseBody] response替换成功")
proxywasm.ResumeHttpResponse()
}
} else {
log.Infof("[onHttpResponseBody] newResponseBody: ", string(newbody))
proxywasm.ReplaceHttpResponseBody(newbody)
headers := [][2]string{{"content-type", "text/event-stream; charset=utf-8"}}
proxywasm.ReplaceHttpResponseHeaders(headers)
// Remove quotes from actionInput
actionInput = strings.Trim(actionInput, "\"")
returnStreamResponseTemplate := `data:{"id":"%s","choices":[{"index":0,"delta":{"role":"assistant","content":"%s"},"finish_reason":"stop"}],"model":"%s","object":"chat.completion","usage":{"prompt_tokens":%d,"completion_tokens":%d,"total_tokens":%d}}` + "\n\ndata:[DONE]\n\n"
newbody := fmt.Sprintf(returnStreamResponseTemplate, rawResponse.ID, actionInput, rawResponse.Model, rawResponse.Usage.PromptTokens, rawResponse.Usage.CompletionTokens, rawResponse.Usage.TotalTokens)
log.Infof("[onHttpResponseBody] newResponseBody: ", newbody)
proxywasm.ReplaceHttpResponseBody([]byte(newbody))
log.Debug("[onHttpResponseBody] response替换成功")
proxywasm.ResumeHttpResponse()
@@ -232,121 +247,156 @@ func toolsCallResult(ctx wrapper.HttpContext, config PluginConfig, content strin
}
}
func toolsCall(ctx wrapper.HttpContext, config PluginConfig, content string, rawResponse Response, log wrapper.Log) types.Action {
func outputParser(response string, log wrapper.Log) (string, string) {
log.Debugf("Raw response:%s", response)
start := strings.Index(response, "```")
end := strings.LastIndex(response, "```")
var jsonStr string
if start != -1 && end != -1 {
jsonStr = strings.TrimSpace(response[start+3 : end])
} else {
jsonStr = response
}
log.Debugf("Extracted JSON string:%s", jsonStr)
var action map[string]interface{}
err := json.Unmarshal([]byte(jsonStr), &action)
if err == nil {
var actionName, actionInput string
for key, value := range action {
if strings.Contains(strings.ToLower(key), "input") {
actionInput = fmt.Sprintf("%v", value)
} else {
actionName = fmt.Sprintf("%v", value)
}
}
if actionName != "" && actionInput != "" {
return actionName, actionInput
}
}
log.Debugf("json parse err: %s", err.Error())
// Fallback to regex parsing if JSON unmarshaling fails
pattern := `\{\s*"action":\s*"([^"]+)",\s*"action_input":\s*((?:\{[^}]+\})|"[^"]+")\s*\}`
re := regexp.MustCompile(pattern)
match := re.FindStringSubmatch(jsonStr)
if len(match) == 3 {
action := match[1]
actionInput := match[2]
log.Debugf("Parsed action:%s, action_input:%s", action, actionInput)
return action, actionInput
}
log.Debug("No valid action and action_input found in the response")
return "", ""
}
func toolsCall(ctx wrapper.HttpContext, config PluginConfig, content string, rawResponse Response, log wrapper.Log) (types.Action, string) {
dashscope.MessageStore.AddForAssistant(content)
action, actionInput := outputParser(content, log)
//得到最终答案
regexPattern := regexp.MustCompile(FinalAnswerPattern)
finalAnswer := regexPattern.FindStringSubmatch(content)
if len(finalAnswer) > 1 {
return types.ActionContinue
if action == "Final Answer" {
return types.ActionContinue, actionInput
}
count := ctx.GetContext(ToolCallsCount).(int)
count++
log.Debugf("toolCallsCount:%d, config.LLMInfo.MaxIterations=%d\n", count, config.LLMInfo.MaxIterations)
log.Debugf("toolCallsCount:%d, config.LLMInfo.MaxIterations=%d", count, config.LLMInfo.MaxIterations)
//函数递归调用次数,达到了预设的循环次数,强制结束
if int64(count) > config.LLMInfo.MaxIterations {
ctx.SetContext(ToolCallsCount, 0)
return types.ActionContinue
return types.ActionContinue, ""
} else {
ctx.SetContext(ToolCallsCount, count)
}
//没得到最终答案
regexAction := regexp.MustCompile(ActionPattern)
regexActionInput := regexp.MustCompile(ActionInputPattern)
action := regexAction.FindStringSubmatch(content)
actionInput := regexActionInput.FindStringSubmatch(content)
var url string
var headers [][2]string
var apiClient wrapper.HttpClient
var method string
var reqBody []byte
var key string
var maxExecutionTime int64
if len(action) > 1 && len(actionInput) > 1 {
var url string
var headers [][2]string
var apiClient wrapper.HttpClient
var method string
var reqBody []byte
var key string
for i, apisParam := range config.APIsParam {
maxExecutionTime = apisParam.MaxExecutionTime
for _, tools_param := range apisParam.ToolsParam {
if action == tools_param.ToolName {
log.Infof("calls %s", tools_param.ToolName)
log.Infof("actionInput: %s", actionInput)
for i, apiParam := range config.APIParam {
for _, tool_param := range apiParam.Tool_Param {
if action[1] == tool_param.ToolName {
log.Infof("calls %s\n", tool_param.ToolName)
log.Infof("actionInput[1]: %s", actionInput[1])
//将大模型需要的参数反序列化
var data map[string]interface{}
if err := json.Unmarshal([]byte(actionInput[1]), &data); err != nil {
log.Debugf("Error: %s\n", err.Error())
return types.ActionContinue
}
method = tool_param.Method
//key or header组装
if apiParam.APIKey.Name != "" {
if apiParam.APIKey.In == "query" { //query类型的key要放到url中
headers = nil
key = "?" + apiParam.APIKey.Name + "=" + apiParam.APIKey.Value
} else if apiParam.APIKey.In == "header" { //header类型的key放在header中
headers = [][2]string{{"Content-Type", "application/json"}, {"Authorization", apiParam.APIKey.Name + " " + apiParam.APIKey.Value}}
}
}
if method == "GET" {
//query组装
var args string
for i, param := range tool_param.ParamName { //从参数列表中取出参数
if i == 0 && apiParam.APIKey.In != "query" {
args = "?" + param + "=%s"
args = fmt.Sprintf(args, data[param])
} else {
args = args + "&" + param + "=%s"
args = fmt.Sprintf(args, data[param])
}
}
//url组装
url = apiParam.URL + tool_param.Path + key + args
} else if method == "POST" {
reqBody = nil
//json参数组装
jsonData, err := json.Marshal(data)
if err != nil {
log.Debugf("Error: %s\n", err.Error())
return types.ActionContinue
}
reqBody = jsonData
//url组装
url = apiParam.URL + tool_param.Path + key
}
log.Infof("url: %s\n", url)
apiClient = config.APIClient[i]
break
//将大模型需要的参数反序列化
var data map[string]interface{}
if err := json.Unmarshal([]byte(actionInput), &data); err != nil {
log.Debugf("Error: %s", err.Error())
return types.ActionContinue, ""
}
}
}
if apiClient != nil {
err := apiClient.Call(
method,
url,
headers,
reqBody,
func(statusCode int, responseHeaders http.Header, responseBody []byte) {
toolsCallResult(ctx, config, content, rawResponse, log, statusCode, responseBody)
}, 50000)
if err != nil {
log.Debugf("tool calls error: %s\n", err.Error())
proxywasm.ResumeHttpRequest()
method = tools_param.Method
// 组装 headers 和 key
headers = [][2]string{{"Content-Type", "application/json"}}
if apisParam.APIKey.Name != "" {
if apisParam.APIKey.In == "query" {
key = "?" + apisParam.APIKey.Name + "=" + apisParam.APIKey.Value
} else if apisParam.APIKey.In == "header" {
headers = append(headers, [2]string{"Authorization", apisParam.APIKey.Name + " " + apisParam.APIKey.Value})
}
}
// 组装 URL 和请求体
url = apisParam.URL + tools_param.Path + key
if method == "GET" {
queryParams := make([]string, 0, len(tools_param.ParamName))
for _, param := range tools_param.ParamName {
if value, ok := data[param]; ok {
queryParams = append(queryParams, fmt.Sprintf("%s=%v", param, value))
}
}
if len(queryParams) > 0 {
url += "&" + strings.Join(queryParams, "&")
}
} else if method == "POST" {
var err error
reqBody, err = json.Marshal(data)
if err != nil {
log.Debugf("Error marshaling JSON: %s", err.Error())
return types.ActionContinue, ""
}
}
log.Infof("url: %s", url)
apiClient = config.APIClient[i]
break
}
} else {
return types.ActionContinue
}
}
return types.ActionPause
if apiClient != nil {
err := apiClient.Call(
method,
url,
headers,
reqBody,
func(statusCode int, responseHeaders http.Header, responseBody []byte) {
toolsCallResult(ctx, config, content, rawResponse, log, statusCode, responseBody)
}, uint32(maxExecutionTime))
if err != nil {
log.Debugf("tool calls error: %s", err.Error())
proxywasm.ResumeHttpRequest()
}
} else {
return types.ActionContinue, ""
}
return types.ActionPause, ""
}
// 从response接收到firstreq的大模型返回
@@ -361,11 +411,12 @@ func onHttpResponseBody(ctx wrapper.HttpContext, config PluginConfig, body []byt
log.Debugf("[onHttpResponseBody] body to json err: %s", err.Error())
return types.ActionContinue
}
log.Infof("first content: %s\n", rawResponse.Choices[0].Message.Content)
log.Infof("first content: %s", rawResponse.Choices[0].Message.Content)
//如果gpt返回的内容不是空的
if rawResponse.Choices[0].Message.Content != "" {
//进入agent的循环思考工具调用的过程中
return toolsCall(ctx, config, rawResponse.Choices[0].Message.Content, rawResponse, log)
retType, _ := toolsCall(ctx, config, rawResponse.Choices[0].Message.Content, rawResponse, log)
return retType
} else {
return types.ActionContinue
}