fix 智能体知识库 问题

.idea/workspace.xml

@@ -4,29 +4,17 @@
     <option name="autoReloadType" value="SELECTIVE" />
   </component>
   <component name="ChangeListManager">
-    <list default="true" id="26f8285c-12a3-40dc-b957-23c37b8f3c67" name="Changes" comment="">
-      <change afterPath="$PROJECT_DIR$/src/main/java/pro/spss/server/agent/auth/AuthInterceptorConfiguration.java" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/src/main/resources/promptwords/algo_suggest" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/src/main/resources/promptwords/algo_suggest_bak260118" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/src/main/resources/promptwords/algo_suggest_bak260119" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/src/main/resources/testcases/algo_knowledge1.jsonl" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/src/main/resources/testcases/algo_knowledge2.jsonl" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/src/main/resources/testcases/algo_knowledge3.jsonl" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/src/main/resources/testcases/default.jsonl" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/src/main/resources/testcases/suggest_algorithm.jsonl" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/src/main/resources/testcases/suggest_algorithm_bak.jsonl" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/src/main/resources/testcases/test_result/res1.xlsx" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/src/main/resources/testcases/test_result/result.xlsx" afterDir="false" />
+    <list default="true" id="26f8285c-12a3-40dc-b957-23c37b8f3c67" name="Changes" comment="fix">
+      <change afterPath="$PROJECT_DIR$/src/main/resources/testcases/algo_knowledge/algo_knowledge4.jsonl" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/src/main/java/pro/spss/server/agent/domain/response/ResponseMessage.java" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/java/pro/spss/server/agent/domain/response/ResponseMessage.java" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/src/main/java/pro/spss/server/agent/service/chatService/ChatServiceImpl.java" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/java/pro/spss/server/agent/service/chatService/ChatServiceImpl.java" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/src/main/java/pro/spss/server/agent/service/handler/IntentTool.java" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/java/pro/spss/server/agent/service/handler/IntentTool.java" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/src/main/java/pro/spss/server/agent/utils/DataSummaryUtil.java" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/java/pro/spss/server/agent/utils/DataSummaryUtil.java" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/src/main/java/pro/spss/server/agent/service/sessionService/ChatSessionManager.java" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/java/pro/spss/server/agent/service/sessionService/ChatSessionManager.java" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/src/main/resources/application-wn.yml" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/resources/application-wn.yml" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/src/main/resources/mapper/DaAgentMessageMapper.xml" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/resources/mybatis/mapper/DaAgentMessageMapper.xml" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/src/main/resources/mapper/DaAgentSessionMapper.xml" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/resources/mybatis/mapper/DaAgentSessionMapper.xml" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/src/main/resources/mapper/ResultMapper.xml" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/resources/mybatis/mapper/ResultMapper.xml" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/src/main/resources/promptwords/0_1.txt" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/resources/promptwords/0_1.txt" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/src/main/resources/testcases/algo_knowledge1.jsonl" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/resources/testcases/algo_knowledge/algo_knowledge1.jsonl" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/src/main/resources/testcases/algo_knowledge2.jsonl" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/resources/testcases/algo_knowledge/algo_knowledge2.jsonl" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/src/main/resources/testcases/algo_knowledge3.jsonl" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/resources/testcases/algo_knowledge/algo_knowledge3.jsonl" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/src/main/resources/testcases/suggest_algorithm.jsonl" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/resources/testcases/algo_suggest_request/suggest_algorithm.jsonl" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/src/main/resources/testcases/suggest_algorithm_bak.jsonl" beforeDir="false" afterPath="$PROJECT_DIR$/src/main/resources/testcases/algo_suggest_request/suggest_algorithm_bak.jsonl" afterDir="false" />
     </list>
     <option name="SHOW_DIALOG" value="false" />
     <option name="HIGHLIGHT_CONFLICTS" value="true" />
@@ -52,10 +40,10 @@
     "RunOnceActivity.ShowReadmeOnStart": "true",
     "RunOnceActivity.TerminalTabsStorage.copyFrom.TerminalArrangementManager.252": "true",
     "RunOnceActivity.git.unshallow": "true",
-    "Spring Boot.Application.executor": "Run",
+    "Spring Boot.Application.executor": "Debug",
     "git-widget-placeholder": "master",
     "kotlin-language-version-configured": "true",
-    "last_opened_file_path": "D:/projects/ciecc-agent/src/main/resources/testcases/test_result",
+    "last_opened_file_path": "D:/projects/ciecc-agent/src/main/resources/testcases/algo_suggest_request",
     "project.structure.last.edited": "Project",
     "project.structure.proportion": "0.15",
     "project.structure.side.proportion": "0.21954022",
@@ -64,13 +52,15 @@
 }]]></component>
   <component name="RecentsManager">
     <key name="CopyFile.RECENT_KEYS">
-      <recent name="D:\projects\ciecc-agent\src\main\resources\testcases\test_result" />
+      <recent name="D:\projects\ciecc-agent\src\main\resources\testcases\algo_suggest_request" />
       <recent name="D:\projects\ciecc-agent\src\main\resources\testcases" />
+      <recent name="D:\projects\ciecc-agent\src\main\resources\testcases\test_result" />
       <recent name="D:\projects\ciecc-agent\src\main\resources\promptwords" />
       <recent name="D:\projects\ciecc-agent\src\main\resources" />
-      <recent name="D:\projects\ciecc-agent\src\main\java\pro\spss\server\agent" />
     </key>
     <key name="MoveFile.RECENT_KEYS">
+      <recent name="D:\projects\ciecc-agent\src\main\resources\testcases\algo_suggest_request" />
+      <recent name="D:\projects\ciecc-agent\src\main\resources\testcases\algo_knowledge" />
       <recent name="D:\projects\ciecc-agent\src\main\resources\testcases" />
       <recent name="D:\projects\ciecc-agent\src\main\resources\mybatis" />
     </key>
@@ -111,8 +101,21 @@
       <option name="presentableId" value="Default" />
       <updated>1768553899700</updated>
     </task>
+    <task id="LOCAL-00001" summary="fix">
+      <option name="closed" value="true" />
+      <created>1768958069929</created>
+      <option name="number" value="00001" />
+      <option name="presentableId" value="LOCAL-00001" />
+      <option name="project" value="LOCAL" />
+      <updated>1768958069929</updated>
+    </task>
+    <option name="localTasksCounter" value="2" />
     <servers />
   </component>
+  <component name="VcsManagerConfiguration">
+    <MESSAGE value="fix" />
+    <option name="LAST_COMMIT_MESSAGE" value="fix" />
+  </component>
   <component name="XDebuggerManager">
     <watches-manager>
       <configuration name="SpringBootApplicationConfigurationType">

src/main/java/pro/spss/server/agent/service/chatService/ChatServiceImpl.java

@@ -6,6 +6,7 @@ import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.beans.factory.annotation.Value;
 import org.springframework.scheduling.annotation.Async;
 import org.springframework.stereotype.Service;
+import pro.spss.server.agent.domain.constant.ChatConstants;
 import pro.spss.server.agent.domain.enums.ChatStatusEnum;
 import pro.spss.server.agent.domain.enums.ConversationStateEnum;
 import pro.spss.server.agent.domain.enums.CreateWayEnum;
@@ -81,6 +82,8 @@ public class ChatServiceImpl implements BaseChatService {
         }
 
         chatSessionManager.initSession(sessionId, CreateWayEnum.ALGO_FIRST);
+        JSONArray messages = chatSessionManager.getMessages(sessionId);
+        messages.add(ChatConstants.createMessage(ChatConstants.ROLE_SYSTEM, initPrompt));
 
         sseService.sendMessage(ResponseMessageType.INIT.getType(), sessionId, userChatMessage.getToken(), initPrompt);
         return true;
@@ -127,7 +130,7 @@ public class ChatServiceImpl implements BaseChatService {
      */
     private ResponseMessage executeTool(UserChatMessage userChatMessage, RequestParams requestParams, String toolName, long startTimestamp) {
         String sessionId = userChatMessage.getUserId();
-        JSONArray historyCopy = new JSONArray(chatSessionManager.getMessages(sessionId));
+        JSONArray historyCopy = chatSessionManager.getMessages(sessionId);
         String prompt = userChatMessage.getPrompt();
         ResponseMessage responseMessage = conversationHandler.toolExecutor(requestParams, userChatMessage, toolName, historyCopy, prompt);
         responseMessage.setStartTimestamp(startTimestamp);

src/main/java/pro/spss/server/agent/service/sessionService/ChatSessionManager.java

@@ -2,6 +2,7 @@ package pro.spss.server.agent.service.sessionService;
 
 import com.alibaba.fastjson2.JSONArray;
 import lombok.Getter;
+import org.springframework.beans.factory.annotation.Value;
 import org.springframework.stereotype.Component;
 import pro.spss.server.agent.domain.constant.ChatConstants;
 import pro.spss.server.agent.domain.enums.ConversationStateEnum;
@@ -25,7 +26,8 @@ public class ChatSessionManager {
     }
 
     public void initSession(String sessionId, CreateWayEnum createWay) {
-        JSONArray messages = new JSONArray(ChatConstants.SYSTEM_MESSAGES);
+        JSONArray messages = new JSONArray();
+        messages.add(ChatConstants.createMessage(ChatConstants.ROLE_SYSTEM, ChatConstants.WELCOME_MESSAGE));
         chatSessions.put(sessionId, messages);
 
         RequestParams params = new RequestParams();

src/main/resources/testcases/algo_knowledge/algo_knowledge4.jsonl

+[
+  {"name":"最小二乘回归","task":["回归","预测"],"data":"非时间序列","relation":"线性","sample":"不限","complexity":"简单","property":["可解释性强","对多重共线性敏感"]},
+  {"name":"岭回归","task":["回归","预测"],"data":"非时间序列","relation":"线性","sample":"不限","complexity":"简单","property":["抗多重共线性","模型稳定"]},
+  {"name":"套索回归","task":["回归","预测"],"data":"非时间序列","relation":"线性","sample":"不限","complexity":"简单","property":["特征选择","模型稀疏"]},
+  {"name":"多项式回归","task":["回归","预测"],"data":"非时间序列","relation":"非线性","sample":"不限","complexity":"复杂","property":["拟合弯曲关系","易过拟合"]},
+  {"name":"支持向量机回归","task":["回归","预测"],"data":"非时间序列","relation":"非线性","sample":"偏小样本","complexity":"复杂","property":["小样本表现好","对参数敏感"]},
+  {"name":"BP神经网络","task":["回归","预测"],"data":"非时间序列","relation":"非线性","sample":"不限","complexity":"复杂","property":["表达能力强","可解释性弱"]},
+  {"name":"梯度提升树","task":["回归","分类","预测"],"data":"非时间序列","relation":"非线性","sample":"不限","complexity":"复杂","property":["精度高","对噪声敏感"]},
+  {"name":"移动平均法","task":["预测"],"data":"时间序列","relation":"不限","sample":"偏小样本","complexity":"简单","property":["平滑波动","对突变反应慢"]},
+  {"name":"指数平滑法","task":["预测"],"data":"时间序列","relation":"不限","sample":"偏小样本","complexity":"简单","property":["重视近期数据","适合短期预测"]},
+  {"name":"自回归模型（AR）","task":["预测"],"data":"时间序列","relation":"线性","sample":"不限","complexity":"复杂","property":["依赖历史值","要求平稳"]},
+  {"name":"滑动平均模型（MA）","task":["预测"],"data":"时间序列","relation":"线性","sample":"不限","complexity":"复杂","property":["刻画随机扰动","短期效果好"]},
+  {"name":"自回归滑动平均模型","task":["预测"],"data":"时间序列","relation":"线性","sample":"不限","complexity":"复杂","property":["综合AR和MA","预测能力强"]},
+  {"name":"差分自回归移动平均模型","task":["预测"],"data":"时间序列","relation":"线性","sample":"不限","complexity":"复杂","property":["处理非平稳序列","建模步骤多"]},
+  {"name":"灰色模型","task":["预测"],"data":"时间序列","relation":"线性","sample":"小样本","complexity":"简单","property":["小样本适用","抗随机性弱"]},
+  {"name":"决策树","task":["分类","决策"],"data":"非时间序列","relation":"非线性","sample":"不限","complexity":"简单","property":["结构直观","易过拟合"]},
+  {"name":"随机森林","task":["分类","预测"],"data":"非时间序列","relation":"非线性","sample":"不限","complexity":"复杂","property":["稳定性高","计算量大"]},
+  {"name":"自适应增强算法","task":["分类","预测"],"data":"非时间序列","relation":"非线性","sample":"不限","complexity":"复杂","property":["关注难样本","对噪声敏感"]},
+  {"name":"判别分析","task":["分类"],"data":"非时间序列","relation":"线性","sample":"不限","complexity":"简单","property":["模型简洁","分布假设强"]},
+  {"name":"二分类逻辑回归","task":["分类","回归"],"data":"非时间序列","relation":"线性","sample":"不限","complexity":"简单","property":["概率输出","可解释性好"]},
+  {"name":"皮尔逊相关分析","task":["相关"],"data":"非时间序列","relation":"线性","sample":"不限","complexity":"简单","property":["衡量线性关系","对异常值敏感"]},
+  {"name":"斯皮尔曼相关分析","task":["相关"],"data":"非时间序列","relation":"不限","sample":"不限","complexity":"简单","property":["基于秩次","对异常值不敏感"]},
+  {"name":"独立样本t检验","task":["检验"],"data":"非时间序列","relation":"不限","sample":"不限","complexity":"简单","property":["比较均值差异","要求正态性"]},
+  {"name":"正态检验","task":["检验"],"data":"非时间序列","relation":"不限","sample":"不限","complexity":"简单","property":["检验分布形态","对样本量敏感"]},
+  {"name":"K-均值聚类","task":["聚类"],"data":"非时间序列","relation":"不限","sample":"不限","complexity":"简单","property":["速度快","对初始中心敏感"]},
+  {"name":"层次聚类","task":["聚类"],"data":"非时间序列","relation":"不限","sample":"小样本","complexity":"复杂","property":["结构直观","计算量大"]},
+  {"name":"因子分析","task":["降维","评价"],"data":"非时间序列","relation":"线性","sample":"不限","complexity":"复杂","property":["提取潜在因子","解释性强"]},
+  {"name":"主成分分析","task":["降维"],"data":"非时间序列","relation":"线性","sample":"不限","complexity":"复杂","property":["信息压缩","可解释性弱"]},
+  {"name":"优劣解距离法","task":["排序","评价"],"data":"非时间序列","relation":"不限","sample":"不限","complexity":"简单","property":["结果直观","依赖权重"]},
+  {"name":"秩和比评价法","task":["排序","评价"],"data":"非时间序列","relation":"不限","sample":"不限","complexity":"简单","property":["计算简单","信息损失多"]},
+  {"name":"模糊综合评价","task":["评价","排序"],"data":"非时间序列","relation":"不限","sample":"不限","complexity":"复杂","property":["处理模糊信息","主观性强"]},
+  {"name":"数据包络分析（CCR）","task":["效率","评价"],"data":"非时间序列","relation":"线性","sample":"不限","complexity":"复杂","property":["规模报酬不变","适合同规模对象"]},
+  {"name":"数据包络分析（BCC）","task":["效率","评价"],"data":"非时间序列","relation":"线性","sample":"不限","complexity":"复杂","property":["规模报酬可变","区分技术效率"]},
+  {"name":"柯布-道格拉斯生产函数","task":["效率","回归"],"data":"非时间序列","relation":"线性","sample":"不限","complexity":"简单","property":["形式简单","函数假设强"]}
+]
+
+算法标签体系简要说明
+通过标签对算法的适用场景和特性进行结构化描述，用于支持算法自动推荐、条件筛选和规则匹配。
+任务类型：说明算法能解决的问题，如预测、回归、分类、排序、聚类、相关、检验、降维、评价、效率等。
+数据类型：区分是否为时间序列数据。
+关系形式：描述模型刻画关系的方式，包括线性、非线性或不限。
+样本规模：表示算法对样本数量的适应程度，如小样本或不限。
+复杂度：表示算法实现和计算难度，分为简单或复杂。
+通过这些标签，可以将用户需求与算法能力快速匹配，实现智能推荐与筛选。
+
+样本很小、特征少 → 优先简单模型
+特征多、关系明显非线性 → 偏向复杂模型
\ No newline at end of file