mirror of
https://github.com/alibaba/higress.git
synced 2026-06-09 04:37:31 +08:00
update: Add support for post tools, add round limits, per-round token… (#1230)
Co-authored-by: Kent Dong <ch3cho@qq.com>
This commit is contained in:
@@ -15,6 +15,14 @@ import (
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"github.com/tidwall/gjson"
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)
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// 用于统计函数的递归调用次数
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const ToolCallsCount = "ToolCallsCount"
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// react的正则规则
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const ActionPattern = `Action:\s*(.*?)[.\n]`
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const ActionInputPattern = `Action Input:\s*(.*)`
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const FinalAnswerPattern = `Final Answer:(.*)`
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func main() {
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wrapper.SetCtx(
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"ai-agent",
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@@ -103,9 +111,9 @@ func onHttpRequestBody(ctx wrapper.HttpContext, config PluginConfig, body []byte
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//拼装agent prompt模板
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tool_desc := make([]string, 0)
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tool_names := make([]string, 0)
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for _, api_param := range config.API_Param {
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for _, tool_param := range api_param.Tool_Param {
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tool_desc = append(tool_desc, fmt.Sprintf(prompttpl.TOOL_DESC, tool_param.ToolName, tool_param.Desciption, tool_param.Desciption, tool_param.Desciption, tool_param.Parameter), "\n")
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for _, apiParam := range config.APIParam {
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for _, tool_param := range apiParam.Tool_Param {
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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")
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tool_names = append(tool_names, tool_param.ToolName)
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}
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}
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@@ -119,6 +127,7 @@ func onHttpRequestBody(ctx wrapper.HttpContext, config PluginConfig, body []byte
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tool_names,
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config.PromptTemplate.CHTemplate.ActionInput,
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config.PromptTemplate.CHTemplate.Observation,
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config.PromptTemplate.CHTemplate.Thought2,
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config.PromptTemplate.CHTemplate.FinalAnswer,
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config.PromptTemplate.CHTemplate.Begin,
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query)
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@@ -130,11 +139,17 @@ func onHttpRequestBody(ctx wrapper.HttpContext, config PluginConfig, body []byte
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tool_names,
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config.PromptTemplate.ENTemplate.ActionInput,
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config.PromptTemplate.ENTemplate.Observation,
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config.PromptTemplate.ENTemplate.Thought2,
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config.PromptTemplate.ENTemplate.FinalAnswer,
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config.PromptTemplate.ENTemplate.Begin,
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query)
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}
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ctx.SetContext(ToolCallsCount, 0)
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//清理历史对话记录
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dashscope.MessageStore.Clear()
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//将请求加入到历史对话存储器中
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dashscope.MessageStore.AddForUser(prompt)
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@@ -145,22 +160,101 @@ func onHttpRequestBody(ctx wrapper.HttpContext, config PluginConfig, body []byte
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}
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func onHttpResponseHeaders(ctx wrapper.HttpContext, config PluginConfig, log wrapper.Log) types.Action {
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log.Debug("onHttpResponseHeaders start")
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defer log.Debug("onHttpResponseHeaders end")
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return types.ActionContinue
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}
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func toolsCall(config PluginConfig, content string, rawResponse Response, log wrapper.Log) types.Action {
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func toolsCallResult(ctx wrapper.HttpContext, config PluginConfig, content string, rawResponse Response, log wrapper.Log, statusCode int, responseBody []byte) {
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if statusCode != http.StatusOK {
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log.Debugf("statusCode: %d\n", statusCode)
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}
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log.Info("========函数返回结果========")
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log.Infof(string(responseBody))
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observation := "Observation: " + string(responseBody)
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dashscope.MessageStore.AddForUser(observation)
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completion := dashscope.Completion{
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Model: config.LLMInfo.Model,
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Messages: dashscope.MessageStore,
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MaxTokens: config.LLMInfo.MaxTokens,
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}
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headers := [][2]string{{"Content-Type", "application/json"}, {"Authorization", "Bearer " + config.LLMInfo.APIKey}}
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completionSerialized, _ := json.Marshal(completion)
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err := config.LLMClient.Post(
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config.LLMInfo.Path,
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headers,
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completionSerialized,
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func(statusCode int, responseHeaders http.Header, responseBody []byte) {
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//得到gpt的返回结果
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var responseCompletion dashscope.CompletionResponse
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_ = json.Unmarshal(responseBody, &responseCompletion)
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log.Infof("[toolsCall] content: %s\n", responseCompletion.Choices[0].Message.Content)
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if responseCompletion.Choices[0].Message.Content != "" {
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retType := toolsCall(ctx, config, responseCompletion.Choices[0].Message.Content, rawResponse, log)
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if retType == types.ActionContinue {
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//得到了Final Answer
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var assistantMessage Message
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assistantMessage.Role = "assistant"
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startIndex := strings.Index(responseCompletion.Choices[0].Message.Content, "Final Answer:")
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if startIndex != -1 {
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startIndex += len("Final Answer:") // 移动到"Final Answer:"之后的位置
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extractedText := responseCompletion.Choices[0].Message.Content[startIndex:]
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assistantMessage.Content = extractedText
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}
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rawResponse.Choices[0].Message = assistantMessage
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newbody, err := json.Marshal(rawResponse)
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if err != nil {
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proxywasm.ResumeHttpResponse()
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return
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} else {
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log.Infof("[onHttpResponseBody] newResponseBody: ", string(newbody))
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proxywasm.ReplaceHttpResponseBody(newbody)
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log.Debug("[onHttpResponseBody] response替换成功")
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proxywasm.ResumeHttpResponse()
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}
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}
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} else {
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proxywasm.ResumeHttpRequest()
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}
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}, uint32(config.LLMInfo.MaxExecutionTime))
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if err != nil {
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log.Debugf("[onHttpRequestBody] completion err: %s", err.Error())
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proxywasm.ResumeHttpRequest()
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}
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}
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func toolsCall(ctx wrapper.HttpContext, config PluginConfig, content string, rawResponse Response, log wrapper.Log) types.Action {
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dashscope.MessageStore.AddForAssistant(content)
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//得到最终答案
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regexPattern := regexp.MustCompile(`Final Answer:(.*)`)
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regexPattern := regexp.MustCompile(FinalAnswerPattern)
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finalAnswer := regexPattern.FindStringSubmatch(content)
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if len(finalAnswer) > 1 {
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return types.ActionContinue
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}
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count := ctx.GetContext(ToolCallsCount).(int)
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count++
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log.Debugf("toolCallsCount:%d, config.LLMInfo.MaxIterations=%d\n", count, config.LLMInfo.MaxIterations)
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//函数递归调用次数,达到了预设的循环次数,强制结束
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if int64(count) > config.LLMInfo.MaxIterations {
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ctx.SetContext(ToolCallsCount, 0)
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return types.ActionContinue
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} else {
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ctx.SetContext(ToolCallsCount, count)
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}
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//没得到最终答案
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regexAction := regexp.MustCompile(`Action:\s*(.*?)[.\n]`)
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regexActionInput := regexp.MustCompile(`Action Input:\s*(.*)`)
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regexAction := regexp.MustCompile(ActionPattern)
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regexActionInput := regexp.MustCompile(ActionInputPattern)
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action := regexAction.FindStringSubmatch(content)
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actionInput := regexActionInput.FindStringSubmatch(content)
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@@ -170,9 +264,11 @@ func toolsCall(config PluginConfig, content string, rawResponse Response, log wr
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var headers [][2]string
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var apiClient wrapper.HttpClient
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var method string
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var reqBody []byte
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var key string
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for i, api_param := range config.API_Param {
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for _, tool_param := range api_param.Tool_Param {
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for i, apiParam := range config.APIParam {
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for _, tool_param := range apiParam.Tool_Param {
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if action[1] == tool_param.ToolName {
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log.Infof("calls %s\n", tool_param.ToolName)
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log.Infof("actionInput[1]: %s", actionInput[1])
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@@ -184,107 +280,63 @@ func toolsCall(config PluginConfig, content string, rawResponse Response, log wr
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return types.ActionContinue
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}
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var args string
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for i, param := range tool_param.ParamName { //从参数列表中取出参数
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if i == 0 {
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args = "?" + param + "=%s"
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args = fmt.Sprintf(args, data[param])
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} else {
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args = args + "&" + param + "=%s"
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args = fmt.Sprintf(args, data[param])
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method = tool_param.Method
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//key or header组装
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if apiParam.APIKey.Name != "" {
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if apiParam.APIKey.In == "query" { //query类型的key要放到url中
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headers = nil
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key = "?" + apiParam.APIKey.Name + "=" + apiParam.APIKey.Value
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} else if apiParam.APIKey.In == "header" { //header类型的key放在header中
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headers = [][2]string{{"Content-Type", "application/json"}, {"Authorization", apiParam.APIKey.Name + " " + apiParam.APIKey.Value}}
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}
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}
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url = api_param.URL + tool_param.Path + args
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if api_param.APIKey.Name != "" {
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if api_param.APIKey.In == "query" {
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headers = nil
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key := "&" + api_param.APIKey.Name + "=" + api_param.APIKey.Value
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url += key
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} else if api_param.APIKey.In == "header" {
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headers = [][2]string{{"Content-Type", "application/json"}, {"Authorization", api_param.APIKey.Name + " " + api_param.APIKey.Value}}
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if method == "GET" {
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//query组装
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var args string
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for i, param := range tool_param.ParamName { //从参数列表中取出参数
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if i == 0 && apiParam.APIKey.In != "query" {
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args = "?" + param + "=%s"
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args = fmt.Sprintf(args, data[param])
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} else {
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args = args + "&" + param + "=%s"
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args = fmt.Sprintf(args, data[param])
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}
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}
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//url组装
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url = apiParam.URL + tool_param.Path + key + args
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} else if method == "POST" {
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reqBody = nil
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//json参数组装
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jsonData, err := json.Marshal(data)
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if err != nil {
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log.Debugf("Error: %s\n", err.Error())
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return types.ActionContinue
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}
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reqBody = jsonData
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//url组装
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url = apiParam.URL + tool_param.Path + key
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}
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log.Infof("url: %s\n", url)
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method = tool_param.Method
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apiClient = config.APIClient[i]
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break
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}
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}
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}
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if method == "get" {
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//调用工具
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err := apiClient.Get(
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if apiClient != nil {
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err := apiClient.Call(
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method,
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url,
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headers,
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reqBody,
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func(statusCode int, responseHeaders http.Header, responseBody []byte) {
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if statusCode != http.StatusOK {
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log.Debugf("statusCode: %d\n", statusCode)
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}
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log.Info("========函数返回结果========")
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log.Infof(string(responseBody))
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Observation := "Observation: " + string(responseBody)
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dashscope.MessageStore.AddForUser(Observation)
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completion := dashscope.Completion{
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Model: config.LLMInfo.Model,
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Messages: dashscope.MessageStore,
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}
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headers := [][2]string{{"Content-Type", "application/json"}, {"Authorization", "Bearer " + config.LLMInfo.APIKey}}
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completionSerialized, _ := json.Marshal(completion)
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err := config.LLMClient.Post(
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config.LLMInfo.Path,
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headers,
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completionSerialized,
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func(statusCode int, responseHeaders http.Header, responseBody []byte) {
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//得到gpt的返回结果
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var responseCompletion dashscope.CompletionResponse
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_ = json.Unmarshal(responseBody, &responseCompletion)
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log.Infof("[toolsCall] content: ", responseCompletion.Choices[0].Message.Content)
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if responseCompletion.Choices[0].Message.Content != "" {
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retType := toolsCall(config, responseCompletion.Choices[0].Message.Content, rawResponse, log)
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if retType == types.ActionContinue {
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//得到了Final Answer
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var assistantMessage Message
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assistantMessage.Role = "assistant"
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startIndex := strings.Index(responseCompletion.Choices[0].Message.Content, "Final Answer:")
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if startIndex != -1 {
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startIndex += len("Final Answer:") // 移动到"Final Answer:"之后的位置
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extractedText := responseCompletion.Choices[0].Message.Content[startIndex:]
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assistantMessage.Content = extractedText
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}
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//assistantMessage.Content = responseCompletion.Choices[0].Message.Content
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rawResponse.Choices[0].Message = assistantMessage
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newbody, err := json.Marshal(rawResponse)
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if err != nil {
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proxywasm.ResumeHttpResponse()
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return
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} else {
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log.Infof("[onHttpResponseBody] newResponseBody: ", string(newbody))
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proxywasm.ReplaceHttpResponseBody(newbody)
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log.Debug("[onHttpResponseBody] response替换成功")
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proxywasm.ResumeHttpResponse()
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}
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}
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} else {
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proxywasm.ResumeHttpRequest()
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}
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}, 50000)
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if err != nil {
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log.Debugf("[onHttpRequestBody] completion err: %s", err.Error())
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proxywasm.ResumeHttpRequest()
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}
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toolsCallResult(ctx, config, content, rawResponse, log, statusCode, responseBody)
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}, 50000)
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if err != nil {
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log.Debugf("tool calls error: %s\n", err.Error())
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@@ -293,7 +345,6 @@ func toolsCall(config PluginConfig, content string, rawResponse Response, log wr
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} else {
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return types.ActionContinue
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}
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}
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return types.ActionPause
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}
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@@ -314,7 +365,7 @@ func onHttpResponseBody(ctx wrapper.HttpContext, config PluginConfig, body []byt
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//如果gpt返回的内容不是空的
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if rawResponse.Choices[0].Message.Content != "" {
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//进入agent的循环思考,工具调用的过程中
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return toolsCall(config, rawResponse.Choices[0].Message.Content, rawResponse, log)
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return toolsCall(ctx, config, rawResponse.Choices[0].Message.Content, rawResponse, log)
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} else {
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return types.ActionContinue
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}
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Reference in New Issue
Block a user