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/*
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* Copyright (c) 2023-2025, Agents-Flex (fuhai999@gmail.com).
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* <p>
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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* <p>
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* http://www.apache.org/licenses/LICENSE-2.0
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* <p>
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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package com.agentsflex.core.react;
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import com.agentsflex.core.llm.functions.Function;
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import com.agentsflex.core.message.HumanMessage;
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import com.agentsflex.core.message.Message;
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import java.util.List;
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public class ReActMessageBuilder {
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/**
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* 构建 ReAct 开始消息
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*
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* @param prompt 提示词
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* @param functions 函数列表
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* @param userQuery 用户问题
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* @return 返回 HumanMessage
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*/
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public Message buildStartMessage(String prompt, List<Function> functions, String userQuery) {
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HumanMessage message = new HumanMessage(prompt);
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message.addMetadata("tools", functions);
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message.addMetadata("user_input", userQuery);
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message.addMetadata("type", "reActWrapper");
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return message;
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}
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/**
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* 构建 JSON 解析错误消息,用于 json 发送错误时,让 AI 自动修正
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*
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* @param e 错误信息
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* @param step 发送错误的步骤
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* @return 返回 HumanMessage
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*/
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public Message buildJsonParserErrorMessage(Exception e, ReActStep step) {
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String errorMsg = "JSON 解析失败: " + e.getMessage() + ", 原始内容: " + step.getActionInput();
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String observation = "Action:" + step.getAction() + "\n"
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+ "Action Input:" + step.getActionInput() + "\n"
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+ "Error:" + errorMsg + "\n"
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+ "请检查你的 Action Input 格式是否正确,并纠正 JSON 内容重新生成响应。\n";
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HumanMessage humanMessage = new HumanMessage(observation + "请继续推理下一步。");
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humanMessage.addMetadata("type", "reActObservation");
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return humanMessage;
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}
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/**
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* 构建 Observation 消息,让 AI 自动思考
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*
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* @param step 步骤
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* @param result 步骤结果
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* @return 步骤结果消息
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*/
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public Message buildObservationMessage(ReActStep step, Object result) {
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String observation = buildObservationString(step, result);
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HumanMessage humanMessage = new HumanMessage(observation + "\n请继续推理下一步。");
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humanMessage.addMetadata("type", "reActObservation");
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return humanMessage;
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}
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/**
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* 构建 Observation 字符串
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*
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* @param step 步骤
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* @param result 步骤结果
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* @return 步骤结果字符串
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*/
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public static String buildObservationString(ReActStep step, Object result) {
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return "Action:" + step.getAction() + "\n" +
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"Action Input:" + step.getActionInput() + "\n" +
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"Action Result:" + result + "\n";
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}
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/**
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* 构建 Action 错误消息,用于 Action 错误时,让 AI 自动修正
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*
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* @param step 步骤
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* @param e 错误信息
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* @return 错误消息
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*/
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public Message buildActionErrorMessage(ReActStep step, Exception e) {
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// 将错误信息反馈给 AI,让其修正
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String observation = buildObservationString(step, "Error: " + e.getMessage()) + "\n"
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+ "请根据错误信息调整参数并重新尝试。\n";
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HumanMessage humanMessage = new HumanMessage(observation + "请继续推理下一步。");
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humanMessage.addMetadata("type", "reActObservation");
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return humanMessage;
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}
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}
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