refactor(project): normalize formatting and reorder class members across modules

Partner-Common/pom.xml

@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xmlns="http://maven.apache.org/POM/4.0.0"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
     <modelVersion>4.0.0</modelVersion>
     <parent>

Partner-Common/src/main/java/work/slhaf/partner/common/mcp/InProcessMcpTransport.java

@@ -31,9 +31,6 @@ public final class InProcessMcpTransport implements McpClientTransport, McpState
 
     private volatile McpStatelessServerHandler serverHandler;
 
-    public record Pair(InProcessMcpTransport clientSide, InProcessMcpTransport serverSide) {
-    }
-
     public static Pair pair() {
         InProcessMcpTransport client = new InProcessMcpTransport();
         InProcessMcpTransport server = new InProcessMcpTransport();
@@ -126,15 +123,15 @@ public final class InProcessMcpTransport implements McpClientTransport, McpState
         return Mono.empty();
     }
 
-    /* ======================================================
-     * other boilerplate
-     * ====================================================== */
-
     @Override
     public void close() {
         McpClientTransport.super.close();
     }
 
+    /* ======================================================
+     * other boilerplate
+     * ====================================================== */
+
     @Override
     public Mono<Void> closeGracefully() {
         inbound.tryEmitComplete();
@@ -152,4 +149,7 @@ public final class InProcessMcpTransport implements McpClientTransport, McpState
     public List<String> protocolVersions() {
         return McpClientTransport.super.protocolVersions();
     }
+
+    public record Pair(InProcessMcpTransport clientSide, InProcessMcpTransport serverSide) {
+    }
 }

Partner-Core/dependency-reduced-pom.xml

@@ -1,43 +1,44 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">
-  <parent>
-    <artifactId>Partner</artifactId>
-    <groupId>work.slhaf</groupId>
-    <version>0.5.0</version>
-  </parent>
-  <modelVersion>4.0.0</modelVersion>
-  <artifactId>Partner-Main</artifactId>
-  <build>
-    <plugins>
-      <plugin>
-        <artifactId>maven-shade-plugin</artifactId>
-        <executions>
-          <execution>
-            <phase>package</phase>
-            <goals>
-              <goal>shade</goal>
-            </goals>
-            <configuration>
-              <transformers>
-                <transformer>
-                  <mainClass>work.slhaf.partner.Main</mainClass>
-                </transformer>
-              </transformers>
-            </configuration>
-          </execution>
-        </executions>
-      </plugin>
-      <plugin>
-        <artifactId>maven-surefire-plugin</artifactId>
-        <configuration>
-          <skipTests>true</skipTests>
-        </configuration>
-      </plugin>
-    </plugins>
-  </build>
-  <properties>
-    <maven.compiler.target>21</maven.compiler.target>
-    <maven.compiler.source>21</maven.compiler.source>
-    <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
-  </properties>
+<project xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://maven.apache.org/POM/4.0.0"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">
+    <parent>
+        <artifactId>Partner</artifactId>
+        <groupId>work.slhaf</groupId>
+        <version>0.5.0</version>
+    </parent>
+    <modelVersion>4.0.0</modelVersion>
+    <artifactId>Partner-Main</artifactId>
+    <build>
+        <plugins>
+            <plugin>
+                <artifactId>maven-shade-plugin</artifactId>
+                <executions>
+                    <execution>
+                        <phase>package</phase>
+                        <goals>
+                            <goal>shade</goal>
+                        </goals>
+                        <configuration>
+                            <transformers>
+                                <transformer>
+                                    <mainClass>work.slhaf.partner.Main</mainClass>
+                                </transformer>
+                            </transformers>
+                        </configuration>
+                    </execution>
+                </executions>
+            </plugin>
+            <plugin>
+                <artifactId>maven-surefire-plugin</artifactId>
+                <configuration>
+                    <skipTests>true</skipTests>
+                </configuration>
+            </plugin>
+        </plugins>
+    </build>
+    <properties>
+        <maven.compiler.target>21</maven.compiler.target>
+        <maven.compiler.source>21</maven.compiler.source>
+        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
+    </properties>
 </project>

Partner-Core/pom.xml

@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xmlns="http://maven.apache.org/POM/4.0.0"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
     <modelVersion>4.0.0</modelVersion>
     <parent>

Partner-Core/src/main/java/work/slhaf/partner/common/monitor/DebugMonitor.java

@@ -6,8 +6,8 @@ import work.slhaf.partner.common.thread.InteractionThreadPoolExecutor;
 @Slf4j
 public class DebugMonitor {
 
-    private InteractionThreadPoolExecutor executor;
     private static DebugMonitor debugMonitor;
+    private InteractionThreadPoolExecutor executor;
 
     public static void initialize() {
         debugMonitor = new DebugMonitor();
@@ -15,6 +15,13 @@ public class DebugMonitor {
         debugMonitor.runMonitor();
     }
 
+    public static DebugMonitor getInstance() {
+        if (debugMonitor == null) {
+            initialize();
+        }
+        return debugMonitor;
+    }
+
     private void runMonitor() {
         executor.execute(() -> {
             while (true) {
@@ -26,11 +33,4 @@ public class DebugMonitor {
             }
         });
     }
-
-    public static DebugMonitor getInstance(){
-        if (debugMonitor == null) {
-            initialize();
-        }
-        return debugMonitor;
-    }
 }

Partner-Core/src/main/java/work/slhaf/partner/common/util/ResourcesUtil.java

@@ -30,8 +30,8 @@ public class ResourcesUtil {
             return readPromptFromResources(SELF_AWARENESS_PATH);
         }
 
-        public static List<Message> loadPrompt(String modelKey,String promptType){
-            return new ArrayList<>(readPromptFromResources(MODULE_PROMPT_PREFIX_PATH+promptType+"/"+modelKey+".json"));
+        public static List<Message> loadPrompt(String modelKey, String promptType) {
+            return new ArrayList<>(readPromptFromResources(MODULE_PROMPT_PREFIX_PATH + promptType + "/" + modelKey + ".json"));
         }
 
         private static List<Message> readPromptFromResources(String filePath) {

Partner-Core/src/main/java/work/slhaf/partner/core/action/ActionCore.java

@@ -34,33 +34,28 @@ import java.util.stream.Collectors;
 @Slf4j
 public class ActionCore extends PartnerCore<ActionCore> {
 
-    /**
-     * 持久行动池
-     */
-    private CopyOnWriteArraySet<ExecutableAction> actionPool = new CopyOnWriteArraySet<>();
-
-    /**
-     * 待确认任务，以userId区分不同用户，因为需要跨请求确认
-     */
-    private HashMap<String, List<ExecutableAction>> pendingActions = new HashMap<>();
-
-    /**
-     * 语义缓存与行为倾向映射
-     */
-    private List<ActionCacheData> actionCache = new ArrayList<>();
-
     private final Lock cacheLock = new ReentrantLock();
-
     // 由于当前的执行器逻辑实现，平台线程池大小不得小于 2，这里规定为最小为 4
     private final ExecutorService platformExecutor = Executors
             .newFixedThreadPool(Math.max(Runtime.getRuntime().availableProcessors(), 4));
     private final ExecutorService virtualExecutor = Executors.newVirtualThreadPerTaskExecutor();
-
     /**
      * 已存在的行动程序，键格式为‘<MCP-ServerName>::<Tool-Name>’，值为 MCP Server 通过 Resources 相关渠道传递的行动程序元信息
      */
     private final ConcurrentHashMap<String, MetaActionInfo> existedMetaActions = new ConcurrentHashMap<>();
     private final List<PhaserRecord> phaserRecords = new ArrayList<>();
+    /**
+     * 持久行动池
+     */
+    private CopyOnWriteArraySet<ExecutableAction> actionPool = new CopyOnWriteArraySet<>();
+    /**
+     * 待确认任务，以userId区分不同用户，因为需要跨请求确认
+     */
+    private HashMap<String, List<ExecutableAction>> pendingActions = new HashMap<>();
+    /**
+     * 语义缓存与行为倾向映射
+     */
+    private List<ActionCacheData> actionCache = new ArrayList<>();
     private RunnerClient runnerClient;
 
     public ActionCore() throws IOException, ClassNotFoundException {

Partner-Core/src/main/java/work/slhaf/partner/core/action/runner/LocalRunnerClient.java

@@ -119,6 +119,29 @@ public class LocalRunnerClient extends RunnerClient {
         setupShutdownHook();
     }
 
+    private static @NotNull Path createActionDir(String baseName, Path baseDir) {
+        Path actionDir = null;
+
+        // 原子地“抢占”目录名
+        for (int i = 0; ; i++) {
+            String dirName = (i == 0) ? baseName : baseName + "(" + i + ")";
+            Path candidate = baseDir.resolve(dirName);
+
+            try {
+                Files.createDirectory(candidate); // 原子操作
+                actionDir = candidate;
+                break;
+            } catch (FileAlreadyExistsException ignored) {
+                // 继续尝试下一个名字
+            } catch (IOException e) {
+                throw new ActionSerializeFailedException(
+                        "无法创建行动目录: " + candidate.toAbsolutePath(), e
+                );
+            }
+        }
+        return actionDir;
+    }
+
     private void registerCommonMcp() throws IOException {
         val ctx = new WatchContext(Path.of(MCP_SERVER_PATH), FileSystems.getDefault().newWatchService());
         val common = new LocalWatchEventProcessor.Common(existedMetaActions, mcpClients, mcpClients.get(MCP_NAME_DESC), ctx);
@@ -264,29 +287,6 @@ public class LocalRunnerClient extends RunnerClient {
         log.debug("临时序列化完毕");
     }
 
-    private static @NotNull Path createActionDir(String baseName, Path baseDir) {
-        Path actionDir = null;
-
-        // 原子地“抢占”目录名
-        for (int i = 0; ; i++) {
-            String dirName = (i == 0) ? baseName : baseName + "(" + i + ")";
-            Path candidate = baseDir.resolve(dirName);
-
-            try {
-                Files.createDirectory(candidate); // 原子操作
-                actionDir = candidate;
-                break;
-            } catch (FileAlreadyExistsException ignored) {
-                // 继续尝试下一个名字
-            } catch (IOException e) {
-                throw new ActionSerializeFailedException(
-                        "无法创建行动目录: " + candidate.toAbsolutePath(), e
-                );
-            }
-        }
-        return actionDir;
-    }
-
     @Override
     public void persistSerialize(MetaActionInfo metaActionInfo, ActionFileMetaData fileMetaData) {
         log.debug("行动程序持久序列化: {}", metaActionInfo);
@@ -416,8 +416,8 @@ public class LocalRunnerClient extends RunnerClient {
         class BuildRegistry implements LocalWatchServiceBuild {
 
             private final Map<WatchEvent.Kind<?>, EventHandler> handlers = new HashMap<>();
-            private InitLoader initLoader;
             private final WatchContext ctx;
+            private InitLoader initLoader;
             private boolean watchAll = false;
 
             private BuildRegistry(WatchContext ctx) {
@@ -1082,17 +1082,17 @@ public class LocalRunnerClient extends RunnerClient {
             private final Map<File, McpConfigFileRecord> mcpConfigFileCache = new HashMap<>();
             private final McpSyncClient descClient;
 
-            @SuppressWarnings("BooleanMethodIsAlwaysInverted")
-            private boolean normalFile(File file) {
-                return file.exists() && file.isFile() && file.getName().endsWith(".json");
-            }
-
             private Common(ConcurrentHashMap<String, MetaActionInfo> existedMetaActions, Map<String, McpSyncClient> mcpClients, McpSyncClient descClient, WatchContext ctx) {
                 super(existedMetaActions, ctx);
                 this.mcpClients = mcpClients;
                 this.descClient = descClient;
             }
 
+            @SuppressWarnings("BooleanMethodIsAlwaysInverted")
+            private boolean normalFile(File file) {
+                return file.exists() && file.isFile() && file.getName().endsWith(".json");
+            }
+
             /**
              * 该部分主要发生在扫描到新的MCP Server描述文件时出现的注册逻辑
              *

Partner-Core/src/main/java/work/slhaf/partner/core/cognation/CognationCapability.java

@@ -13,14 +13,23 @@ import java.util.concurrent.locks.Lock;
 public interface CognationCapability {
 
     List<Message> getChatMessages();
+
     void cleanMessage(List<Message> messages);
+
     Lock getMessageLock();
+
     void addMetaMessage(String userId, MetaMessage metaMessage);
+
     List<Message> unpackAndClear(String userId);
+
     void refreshMemoryId();
+
     void resetLastUpdatedTime();
+
     long getLastUpdatedTime();
-    HashMap<String,List<MetaMessage>> getSingleMetaMessageMap();
+
+    HashMap<String, List<MetaMessage>> getSingleMetaMessageMap();
+
     String getCurrentMemoryId();
 
     @ToCoordinated

Partner-Core/src/main/java/work/slhaf/partner/core/cognation/CognationCore.java

@@ -49,17 +49,17 @@ public class CognationCore extends PartnerCore<CognationCore> {
     }
 
     @CapabilityMethod
-    public long getLastUpdatedTime(){
+    public long getLastUpdatedTime() {
         return lastUpdatedTime;
     }
 
     @CapabilityMethod
-    public HashMap<String,List<MetaMessage>> getSingleMetaMessageMap(){
+    public HashMap<String, List<MetaMessage>> getSingleMetaMessageMap() {
         return singleMetaMessageMap;
     }
 
     @CapabilityMethod
-    public String getCurrentMemoryId(){
+    public String getCurrentMemoryId() {
         return currentMemoryId;
     }
 

Partner-Core/src/main/java/work/slhaf/partner/core/memory/MemoryCore.java

@@ -35,39 +35,31 @@ public class MemoryCore extends PartnerCore<MemoryCore> {
 
     @Serial
     private static final long serialVersionUID = 1L;
-
+    private final Lock sliceInsertLock = new ReentrantLock();
     /**
      * key: 根主题名称  value: 根主题节点
      */
     private HashMap<String, TopicNode> topicNodes = new HashMap<>();
-
     /**
      * 用于存储已存在的主题列表，便于记忆查找, 使用根主题名称作为键, 子主题名称集合为值
      * 该部分在'主题提取LLM'的system prompt中常驻
      */
     private HashMap<String /*根主题名*/, LinkedHashSet<String> /*子主题列表*/> existedTopics = new HashMap<>();
-
     /**
      * 临时的同一对话切片容器, 用于为同一对话内的不同切片提供更新上下文的场所
      */
     private HashMap<String /*对话id, 即slice中的字段'memoryId'*/, List<MemorySlice>> currentDateDialogSlices = new HashMap<>();
-
     /**
      * 记忆节点的日期索引, 同一日期内按照对话id区分
      */
     private HashMap<LocalDate, Set<String>> dateIndex = new HashMap<>();
-
     /**
      * 已被选中的切片时间戳集合，需要及时清理
      */
     private Set<Long> selectedSlices = new HashSet<>();
-
     private HashMap<String, List<String>> userIndex = new HashMap<>();
-
     private MemoryCache cache = new MemoryCache();
 
-    private final Lock sliceInsertLock = new ReentrantLock();
-
     public MemoryCore() throws IOException, ClassNotFoundException {
     }
 

Partner-Core/src/main/java/work/slhaf/partner/core/memory/pojo/EvaluatedSlice.java

@@ -16,7 +16,7 @@ public class EvaluatedSlice extends PersistableObject {
     @Serial
     private static final long serialVersionUID = 1L;
 
-//    private List<Message> chatMessages;
+    //    private List<Message> chatMessages;
     private LocalDate date;
     private String summary;
 }

Partner-Core/src/main/java/work/slhaf/partner/core/memory/pojo/MemoryResult.java

@@ -18,7 +18,7 @@ public class MemoryResult extends PersistableObject {
     private CopyOnWriteArrayList<MemorySliceResult> memorySliceResult;
     private List<MemorySlice> relatedMemorySliceResult;
 
-    public boolean isEmpty(){
+    public boolean isEmpty() {
         boolean a = memorySliceResult == null || memorySliceResult.isEmpty();
         boolean b = relatedMemorySliceResult == null || relatedMemorySliceResult.isEmpty();
         return a && b;

Partner-Core/src/main/java/work/slhaf/partner/core/memory/pojo/node/MemoryNode.java

@@ -51,10 +51,10 @@ public class MemoryNode extends PersistableObject implements Comparable<MemoryNo
 
     public List<MemorySlice> loadMemorySliceList() throws IOException, ClassNotFoundException {
         //检查是否存在对应文件
-        File file = new File(SLICE_DATA_DIR+this.getMemoryNodeId()+".slice");
-        if (file.exists()){
+        File file = new File(SLICE_DATA_DIR + this.getMemoryNodeId() + ".slice");
+        if (file.exists()) {
             this.memorySliceList = deserialize(file);
-        }else {
+        } else {
             //逻辑正常的话，这部分应该不会出现，除非在insertMemory中进行save操作之前出现异常，中断了方法，但程序却没有结束
             this.memorySliceList = new CopyOnWriteArrayList<>();
         }
@@ -62,12 +62,12 @@ public class MemoryNode extends PersistableObject implements Comparable<MemoryNo
     }
 
     public void saveMemorySliceList() throws IOException {
-        if (memorySliceList == null){
+        if (memorySliceList == null) {
             throw new NullSliceListException("memorySliceList为NULL! 检查实现逻辑!");
         }
-        File file = new File(SLICE_DATA_DIR+this.getMemoryNodeId()+".slice");
+        File file = new File(SLICE_DATA_DIR + this.getMemoryNodeId() + ".slice");
         Files.createDirectories(Path.of(SLICE_DATA_DIR));
-        try(ObjectOutputStream oos = new ObjectOutputStream(new FileOutputStream(file))){
+        try (ObjectOutputStream oos = new ObjectOutputStream(new FileOutputStream(file))) {
             oos.writeObject(this.memorySliceList);
         }
         //取消切片挂载, 释放内存
@@ -75,7 +75,7 @@ public class MemoryNode extends PersistableObject implements Comparable<MemoryNo
     }
 
     private CopyOnWriteArrayList<MemorySlice> deserialize(File file) throws IOException, ClassNotFoundException {
-        try(ObjectInputStream ois = new ObjectInputStream(new FileInputStream(file))) {
+        try (ObjectInputStream ois = new ObjectInputStream(new FileInputStream(file))) {
             return (CopyOnWriteArrayList<MemorySlice>) ois.readObject();
         }
     }

Partner-Core/src/main/java/work/slhaf/partner/core/memory/pojo/node/TopicNode.java

@@ -15,6 +15,6 @@ public class TopicNode extends PersistableObject {
     @Serial
     private static final long serialVersionUID = 1L;
 
-    private ConcurrentHashMap<String,TopicNode> topicNodes = new ConcurrentHashMap<>();
+    private ConcurrentHashMap<String, TopicNode> topicNodes = new ConcurrentHashMap<>();
     private CopyOnWriteArrayList<MemoryNode> memoryNodes = new CopyOnWriteArrayList<>();
 }

Partner-Core/src/main/java/work/slhaf/partner/core/perceive/PerceiveCapability.java

@@ -6,7 +6,10 @@ import work.slhaf.partner.core.perceive.pojo.User;
 @Capability(value = "perceive")
 public interface PerceiveCapability {
     User getUser(String userInfo, String client);
+
     User getUser(String id);
+
     User addUser(String userInfo, String platform, String userNickName);
+
     void updateUser(User user);
 }

Partner-Core/src/main/java/work/slhaf/partner/core/perceive/pojo/User.java

@@ -26,20 +26,22 @@ public class User extends PersistableObject {
     //    private HashMap<LocalDate, String> events = new HashMap<>();
     private List<String> impressions = new ArrayList<>();
     private List<String> attitude = new ArrayList<>();
-    private LinkedHashMap<LocalDate,String> relationChange = new LinkedHashMap<>();
-    private HashMap<String,String> staticMemory = new HashMap<>();
+    private LinkedHashMap<LocalDate, String> relationChange = new LinkedHashMap<>();
+    private HashMap<String, String> staticMemory = new HashMap<>();
 
     public void addInfo(String platform, String userInfo) {
         this.info.put(platform, userInfo);
     }
 
-    public void updateRelationChange(String changeReason){
-        relationChange.put(LocalDate.now(),changeReason);
+    public void updateRelationChange(String changeReason) {
+        relationChange.put(LocalDate.now(), changeReason);
     }
-    public void updateRelationChange(LocalDate date, String changeReason){
-        relationChange.put(date,changeReason);
+
+    public void updateRelationChange(LocalDate date, String changeReason) {
+        relationChange.put(date, changeReason);
     }
-    public void updateRelationChange(LinkedHashMap<LocalDate,String> tempRelationChange){
+
+    public void updateRelationChange(LinkedHashMap<LocalDate, String> tempRelationChange) {
         relationChange.putAll(tempRelationChange);
     }
 

Partner-Core/src/main/java/work/slhaf/partner/module/common/module/PostRunningAbstractAgentModuleAbstract.java

@@ -12,6 +12,8 @@ public abstract class PostRunningAbstractAgentModuleAbstract extends AbstractAge
         }
         doExecute(context);
     }
+
     public abstract void doExecute(PartnerRunningFlowContext context);
+
     protected abstract boolean relyOnMessage();
 }

Partner-Core/src/main/java/work/slhaf/partner/module/common/module/PreRunningAbstractAgentModuleAbstract.java

@@ -5,6 +5,7 @@ import work.slhaf.partner.module.common.entity.AppendPromptData;
 import work.slhaf.partner.runtime.interaction.data.context.PartnerRunningFlowContext;
 
 import java.util.Map;
+
 /**
  * 前置模块抽象类
  */
@@ -16,19 +17,24 @@ public abstract class PreRunningAbstractAgentModuleAbstract extends AbstractAgen
         data.setAppendedPrompt(map);
         context.setAppendedPrompt(data);
     }
+
     private synchronized void setActiveModule(PartnerRunningFlowContext context) {
         context.getCoreContext().addActiveModule(moduleName());
     }
+
     protected abstract Map<String, String> getPromptDataMap(PartnerRunningFlowContext context);
+
     /**
      * 用于在CoreModule接收到的模块Prompt中标识模块名称
      */
     protected abstract String moduleName();
+
     @Override
     public final void execute(PartnerRunningFlowContext context) {
         doExecute(context); // 子类实现差异化逻辑
         setAppendedPrompt(context); // 通用逻辑
         setActiveModule(context);   // 通用逻辑
     }
+
     protected abstract void doExecute(PartnerRunningFlowContext context);
 }

Partner-Core/src/main/java/work/slhaf/partner/module/modules/action/dispatcher/ActionDispatcher.java

@@ -18,6 +18,7 @@ import work.slhaf.partner.runtime.interaction.data.context.PartnerRunningFlowCon
 import java.util.HashSet;
 import java.util.Set;
 import java.util.concurrent.ExecutorService;
+
 public class ActionDispatcher extends PostRunningAbstractAgentModuleAbstract {
     @InjectCapability
     private ActionCapability actionCapability;
@@ -26,10 +27,12 @@ public class ActionDispatcher extends PostRunningAbstractAgentModuleAbstract {
     @InjectModule
     private ActionScheduler actionScheduler;
     private ExecutorService executor;
+
     @Init
     public void init() {
         executor = actionCapability.getExecutor(ActionCore.ExecutorType.VIRTUAL);
     }
+
     @Override
     public void doExecute(PartnerRunningFlowContext context) {
         // 只需要处理prepared action，因为pending action在用户确认后也将变为prepared action
@@ -53,6 +56,7 @@ public class ActionDispatcher extends PostRunningAbstractAgentModuleAbstract {
             actionScheduler.execute(scheduledActions);
         });
     }
+
     @Override
     protected boolean relyOnMessage() {
         return false;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/action/dispatcher/executor/ActionCorrector.java

@@ -1,10 +1,12 @@
 package work.slhaf.partner.module.modules.action.dispatcher.executor;
+
 import com.alibaba.fastjson2.JSONObject;
 import lombok.val;
 import work.slhaf.partner.api.agent.factory.module.abstracts.AbstractAgentModule;
 import work.slhaf.partner.api.agent.factory.module.abstracts.ActivateModel;
 import work.slhaf.partner.module.modules.action.dispatcher.executor.entity.CorrectorInput;
 import work.slhaf.partner.module.modules.action.dispatcher.executor.entity.CorrectorResult;
+
 /**
  * 负责在单组行动执行后，根据行动意图与结果检查后续行动是否符合目的，必要时直接调整行动链，或发起自对话请求进行干预
  */
@@ -15,6 +17,7 @@ public class ActionCorrector extends AbstractAgentModule.Sub<CorrectorInput, Cor
         val chatResponse = singleChat(prompt);
         return JSONObject.parseObject(chatResponse.getMessage(), CorrectorResult.class);
     }
+
     private String buildPrompt(CorrectorInput input) {
         val prompt = new JSONObject();
         prompt.put("[行动来源]", input.getSource());
@@ -29,10 +32,12 @@ public class ActionCorrector extends AbstractAgentModule.Sub<CorrectorInput, Cor
         history.addAll(input.getHistory());
         return prompt.toJSONString();
     }
+
     @Override
     public String modelKey() {
         return "action_corrector";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return false;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/action/dispatcher/executor/ActionExecutor.java

@@ -25,6 +25,7 @@ import java.util.concurrent.atomic.AtomicBoolean;
 import java.util.concurrent.atomic.AtomicInteger;
 
 public class ActionExecutor extends AbstractAgentModule.Sub<ActionExecutorInput, Void> {
+    private final AssemblyHelper assemblyHelper = new AssemblyHelper();
     @InjectCapability
     private ActionCapability actionCapability;
     @InjectCapability
@@ -42,13 +43,14 @@ public class ActionExecutor extends AbstractAgentModule.Sub<ActionExecutorInput,
     private ExecutorService virtualExecutor;
     private ExecutorService platformExecutor;
     private RunnerClient runnerClient;
-    private final AssemblyHelper assemblyHelper = new AssemblyHelper();
+
     @Init
     public void init() {
         virtualExecutor = actionCapability.getExecutor(ActionCore.ExecutorType.VIRTUAL);
         platformExecutor = actionCapability.getExecutor(ActionCore.ExecutorType.PLATFORM);
         runnerClient = actionCapability.runnerClient();
     }
+
     /**
      * 执行行动
      *
@@ -80,12 +82,14 @@ public class ActionExecutor extends AbstractAgentModule.Sub<ActionExecutorInput,
                     int stageCount;
                     boolean executingStageUpdated;
                     boolean stageCountUpdated;
+
                     void init() {
                         stageCount = 0;
                         executingStageUpdated = false;
                         stageCountUpdated = false;
                         update();
                     }
+
                     void requestAdvance() {
                         if (!stageCountUpdated) {
                             stageCount++;
@@ -96,11 +100,13 @@ public class ActionExecutor extends AbstractAgentModule.Sub<ActionExecutorInput,
                             executingStageUpdated = true;
                         }
                     }
+
                     boolean next() {
                         executingStageUpdated = false;
                         stageCountUpdated = false;
                         return stageCount < actionChain.size();
                     }
+
                     void update() {
                         val orderList = new ArrayList<>(actionChain.keySet());
                         orderList.sort(Integer::compareTo);
@@ -148,6 +154,7 @@ public class ActionExecutor extends AbstractAgentModule.Sub<ActionExecutorInput,
         }
         return null;
     }
+
     private MetaActionsListeningRecord executeAndListening(List<MetaAction> metaActions, PhaserRecord phaserRecord, String source) {
         AtomicBoolean accepting = new AtomicBoolean(true);
         AtomicInteger cursor = new AtomicInteger();
@@ -190,6 +197,7 @@ public class ActionExecutor extends AbstractAgentModule.Sub<ActionExecutorInput,
         }
         return new MetaActionsListeningRecord(accepting, phase);
     }
+
     private Runnable buildMataActionTask(MetaAction metaAction, PhaserRecord phaserRecord, String source) {
         val phaser = phaserRecord.phaser();
         phaser.register();
@@ -240,12 +248,15 @@ public class ActionExecutor extends AbstractAgentModule.Sub<ActionExecutorInput,
             }
         };
     }
+
     private record MetaActionsListeningRecord(AtomicBoolean accepting, int phase) {
     }
+
     @SuppressWarnings("InnerClassMayBeStatic")
     private class AssemblyHelper {
         private AssemblyHelper() {
         }
+
         private RepairerInput buildRepairerInput(List<HistoryAction> historyActionsResults, MetaAction action, String userId) {
             RepairerInput input = new RepairerInput();
             MetaActionInfo metaActionInfo = actionCapability.loadMetaActionInfo(action.getKey());
@@ -256,6 +267,7 @@ public class ActionExecutor extends AbstractAgentModule.Sub<ActionExecutorInput,
             input.setUserId(userId);
             return input;
         }
+
         private ExtractorInput buildExtractorInput(MetaAction action, String source, List<HistoryAction> historyActionResults,
                                                    List<String> additionalContext) {
             ExtractorInput input = new ExtractorInput();
@@ -266,6 +278,7 @@ public class ActionExecutor extends AbstractAgentModule.Sub<ActionExecutorInput,
             input.setAdditionalContext(additionalContext);
             return input;
         }
+
         private CorrectorInput buildCorrectorInput(ExecutableAction executableAction, String source) {
             return CorrectorInput.builder()
                     .tendency(executableAction.getTendency())

Partner-Core/src/main/java/work/slhaf/partner/module/modules/action/dispatcher/executor/ActionRepairer.java

@@ -26,6 +26,7 @@ import java.util.List;
 import java.util.concurrent.CountDownLatch;
 import java.util.concurrent.ExecutorService;
 import java.util.concurrent.atomic.AtomicInteger;
+
 /**
  * 负责识别行动链的修复
  * <ol>
@@ -41,18 +42,20 @@ import java.util.concurrent.atomic.AtomicInteger;
  * </ol>
  */
 public class ActionRepairer extends AbstractAgentModule.Sub<RepairerInput, RepairerResult> implements ActivateModel {
+    private final AssemblyHelper assemblyHelper = new AssemblyHelper();
     @InjectCapability
     private ActionCapability actionCapability;
     @InjectCapability
     private CognationCapability cognationCapability;
     @InjectModule
     private DynamicActionGenerator dynamicActionGenerator;
-    private final AssemblyHelper assemblyHelper = new AssemblyHelper();
     private RunnerClient runnerClient;
+
     @Init
     void init() {
         runnerClient = actionCapability.runnerClient();
     }
+
     @Override
     public RepairerResult execute(RepairerInput data) {
         RepairerResult result;
@@ -62,7 +65,7 @@ public class ActionRepairer extends AbstractAgentModule.Sub<RepairerInput, Repai
             RepairerData repairerData = JSONObject.parseObject(response.getMessage(), RepairerData.class);
             result = switch (repairerData.getRepairerType()) {
                 case ACTION_GENERATION ->
-                    handleActionGeneration(JSONObject.parseObject(repairerData.getData(), GeneratorInput.class));
+                        handleActionGeneration(JSONObject.parseObject(repairerData.getData(), GeneratorInput.class));
                 case ACTION_INVOCATION -> handleActionInvocation(
                         JSONObject.parseObject(repairerData.getData(), new TypeReference<List<String>>() {
                         }));
@@ -82,6 +85,7 @@ public class ActionRepairer extends AbstractAgentModule.Sub<RepairerInput, Repai
         }
         return result;
     }
+
     /**
      * 负责根据输入内容进行行动单元的参数信息修复
      *
@@ -107,6 +111,7 @@ public class ActionRepairer extends AbstractAgentModule.Sub<RepairerInput, Repai
         result.getFixedData().add(actionResult.getData());
         return result;
     }
+
     /**
      * 负责根据输入内容进行行动单元的参数信息修复
      *
@@ -147,35 +152,42 @@ public class ActionRepairer extends AbstractAgentModule.Sub<RepairerInput, Repai
         }
         return result;
     }
+
     private RepairerResult handleUserInteraction(String acquireContent) {
         RepairerResult result = new RepairerResult();
         result.setStatus(RepairerStatus.ACQUIRE);
         // 发送自对话请求
         return result;
     }
+
     @Override
     public String modelKey() {
         return "action_repairer";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return false;
     }
+
+    private enum RepairerType {
+        ACTION_GENERATION,
+        ACTION_INVOCATION,
+        USER_INTERACTION
+    }
+
     @SuppressWarnings("InnerClassMayBeStatic")
     @Data
     private class RepairerData {
         private RepairerType repairerType;
         private String data;
     }
-    private enum RepairerType {
-        ACTION_GENERATION,
-        ACTION_INVOCATION,
-        USER_INTERACTION
-    }
+
     @SuppressWarnings("InnerClassMayBeStatic")
     private class AssemblyHelper {
         private AssemblyHelper() {
         }
+
         private String buildPrompt(RepairerInput data, String specialInstruction) {
             JSONObject prompt = new JSONObject();
             JSONObject actionData = prompt.putObject("[本次行动信息]");

Partner-Core/src/main/java/work/slhaf/partner/module/modules/action/dispatcher/executor/DynamicActionGenerator.java

@@ -1,4 +1,5 @@
 package work.slhaf.partner.module.modules.action.dispatcher.executor;
+
 import com.alibaba.fastjson2.JSONObject;
 import lombok.val;
 import work.slhaf.partner.api.agent.factory.capability.annotation.InjectCapability;
@@ -13,6 +14,7 @@ import work.slhaf.partner.core.action.entity.MetaAction;
 import work.slhaf.partner.core.action.runner.RunnerClient;
 import work.slhaf.partner.module.modules.action.dispatcher.executor.entity.GeneratorInput;
 import work.slhaf.partner.module.modules.action.dispatcher.executor.entity.GeneratorResult;
+
 /**
  * 负责依据输入内容生成可执行的动态行动单元，并选择是否持久化至 SandboxRunner 容器内
  */
@@ -21,10 +23,12 @@ public class DynamicActionGenerator extends AbstractAgentModule.Sub<GeneratorInp
     @InjectCapability
     private ActionCapability actionCapability;
     private RunnerClient runnerClient;
+
     @Init
     void init() {
         runnerClient = actionCapability.runnerClient();
     }
+
     @Override
     public GeneratorResult execute(GeneratorInput input) {
         GeneratorResult result = new GeneratorResult();
@@ -56,9 +60,11 @@ public class DynamicActionGenerator extends AbstractAgentModule.Sub<GeneratorInp
         }
         return result;
     }
+
     private void waitingSerialize() {
         throw new UnsupportedOperationException("Unimplemented method 'waitingSerialize'");
     }
+
     private String buildPrompt(GeneratorInput data) {
         JSONObject prompt = new JSONObject();
         prompt.put("[行动描述]", data.getDescription());
@@ -66,10 +72,12 @@ public class DynamicActionGenerator extends AbstractAgentModule.Sub<GeneratorInp
         prompt.putObject("[行动参数描述]").putAll(data.getParamsDescription());
         return prompt.toString();
     }
+
     @Override
     public String modelKey() {
         return "dynamic_generator";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return false;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/action/dispatcher/executor/ParamsExtractor.java

@@ -12,6 +12,7 @@ import work.slhaf.partner.module.modules.action.dispatcher.executor.entity.Histo
 
 import java.util.HashMap;
 import java.util.List;
+
 /**
  * 负责依据输入内容进行行动单元的参数信息提取
  */
@@ -31,6 +32,7 @@ public class ParamsExtractor extends AbstractAgentModule.Sub<ExtractorInput, Ext
         }
         return result;
     }
+
     private String buildPrompt(ExtractorInput input) {
         JSONObject prompt = new JSONObject();
         JSONObject actionData = prompt.putObject("[本次行动信息]");
@@ -50,10 +52,12 @@ public class ParamsExtractor extends AbstractAgentModule.Sub<ExtractorInput, Ext
         messageData.addAll(input.getRecentMessages());
         return prompt.toString();
     }
+
     @Override
     public String modelKey() {
         return "params_extractor";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return false;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/action/interventor/ActionInterventor.java

@@ -29,10 +29,18 @@ import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
 import java.util.stream.Stream;
+
 /**
  * 负责识别潜在的行动干预信息，作用于正在进行或已存在的行动池中内容
  */
 public class ActionInterventor extends PreRunningAbstractAgentModuleAbstract implements ActivateModel {
+    private final AssemblyHelper assemblyHelper = new AssemblyHelper();
+    private final PromptHelper promptHelper = new PromptHelper();
+    /**
+     * 键: 本次调用uuid；
+     * 值：本次调用对应的prompt；
+     */
+    private final Map<String, Map<String, String>> interventionPrompt = new HashMap<>();
     @InjectModule
     private InterventionRecognizer interventionRecognizer;
     @InjectModule
@@ -43,13 +51,7 @@ public class ActionInterventor extends PreRunningAbstractAgentModuleAbstract imp
     private CognationCapability cognationCapability;
     @InjectCapability
     private MemoryCapability memoryCapability;
-    private final AssemblyHelper assemblyHelper = new AssemblyHelper();
-    private final PromptHelper promptHelper = new PromptHelper();
-    /**
-     * 键: 本次调用uuid；
-     * 值：本次调用对应的prompt；
-     */
-    private final Map<String, Map<String, String>> interventionPrompt = new HashMap<>();
+
     @Override
     protected void doExecute(PartnerRunningFlowContext context) {
         // 综合当前正在进行的行动链信息、用户交互历史、激活的记忆切片，尝试识别出是否存在行动干预意图
@@ -82,6 +84,7 @@ public class ActionInterventor extends PreRunningAbstractAgentModuleAbstract imp
             promptHelper.setupInterventionIgnoredPrompt(uuid, executingDataList, preparedDataList);
         }
     }
+
     private void handleInterventions(List<EvaluatedInterventionData> interventionDataList, Map<String, ExecutableAction> interventionDataMap) {
         val executor = actionCapability.getExecutor(ActionCore.ExecutorType.PLATFORM);
         executor.execute(() -> {
@@ -92,6 +95,7 @@ public class ActionInterventor extends PreRunningAbstractAgentModuleAbstract imp
             }
         });
     }
+
     private void invalidActionKeysFilter(List<EvaluatedInterventionData> interventions) {
         List<EvaluatedInterventionData> toRemove = new ArrayList<>();
         for (EvaluatedInterventionData intervention : interventions) {
@@ -111,6 +115,7 @@ public class ActionInterventor extends PreRunningAbstractAgentModuleAbstract imp
         }
         interventions.removeAll(toRemove);
     }
+
     private boolean checkRebuildType(List<MetaIntervention> interventionData) {
         boolean hasRebuild = false;
         for (MetaIntervention meta : interventionData) {
@@ -123,25 +128,36 @@ public class ActionInterventor extends PreRunningAbstractAgentModuleAbstract imp
         }
         return true;
     }
+
     @Override
     public String modelKey() {
         return "action_identifier";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return false;
     }
+
     @Override
     protected Map<String, String> getPromptDataMap(PartnerRunningFlowContext context) {
         return interventionPrompt.remove(context.getUuid());
     }
+
     @Override
     protected String moduleName() {
         return "[行动干预识别模块]";
     }
+
+    @Override
+    public int order() {
+        return 2;
+    }
+
     private final class AssemblyHelper {
         private AssemblyHelper() {
         }
+
         private RecognizerInput buildRecognizerInput(String userId, String input) {
             RecognizerInput recognizerInput = new RecognizerInput();
             recognizerInput.setInput(input);
@@ -152,6 +168,7 @@ public class ActionInterventor extends PreRunningAbstractAgentModuleAbstract imp
             recognizerInput.setPreparedActions(actionCapability.listActions(ExecutableAction.Status.PREPARE, userId).stream().toList());
             return recognizerInput;
         }
+
         private EvaluatorInput buildEvaluatorInput(RecognizerResult recognizerResult, String userId) {
             EvaluatorInput input = new EvaluatorInput();
             input.setExecutingInterventions(recognizerResult.getExecutingInterventions());
@@ -161,9 +178,11 @@ public class ActionInterventor extends PreRunningAbstractAgentModuleAbstract imp
             return input;
         }
     }
+
     private final class PromptHelper {
         private PromptHelper() {
         }
+
         private void setupInterventionIgnoredPrompt(String uuid, List<EvaluatedInterventionData> executingDataList, List<EvaluatedInterventionData> preparedDataList) {
             List<EvaluatedInterventionData> total = Stream.concat(executingDataList.stream(), preparedDataList.stream()).toList();
             JSONArray reasons = new JSONArray();
@@ -179,6 +198,7 @@ public class ActionInterventor extends PreRunningAbstractAgentModuleAbstract imp
                         "[干预行动] <将对已存在行动做出的行为>", "无行为"));
             }
         }
+
         private void setupInterventionPrompt(String uuid, List<EvaluatedInterventionData> executingDataList,
                                              List<EvaluatedInterventionData> preparedDataList) {
             JSONArray contents = new JSONArray();
@@ -204,15 +224,11 @@ public class ActionInterventor extends PreRunningAbstractAgentModuleAbstract imp
                         "[干预内容] <将对已存在行动做出的行为>", contents.toString()));
             }
         }
+
         private void setupNoInterventionPrompt(String uuid) {
             interventionPrompt.put(uuid, Map.of(
                     "[识别状态] <是否识别到干预已存在行动的意图>", "未识别到干预意图",
                     "[干预行动] <将对已存在行动做出的行为>", "无行动"));
         }
     }
-
-    @Override
-    public int order() {
-        return 2;
-    }
 }

Partner-Core/src/main/java/work/slhaf/partner/module/modules/action/interventor/evaluator/InterventionEvaluator.java

@@ -23,6 +23,7 @@ public class InterventionEvaluator extends AbstractAgentModule.Sub<EvaluatorInpu
         implements ActivateModel {
     @InjectCapability
     private ActionCapability actionCapability;
+
     /**
      * 基于干预意图、记忆切片、交互上下文、已有行动程序综合评估，尝试评估并选取出合适的行动程序，交付给 ActionInterventor
      */
@@ -47,6 +48,7 @@ public class InterventionEvaluator extends AbstractAgentModule.Sub<EvaluatorInpu
         }
         return result;
     }
+
     private void evaluateIntervention(List<EvaluatedInterventionData> evaluatedDataList, Map<String, ExecutableAction> interventionMap, EvaluatorInput input, ExecutorService executor, CountDownLatch latch) {
         interventionMap.forEach((tendency, actionData) -> executor.execute(() -> {
             try {
@@ -64,6 +66,7 @@ public class InterventionEvaluator extends AbstractAgentModule.Sub<EvaluatorInpu
             }
         }));
     }
+
     private String buildPrompt(List<Message> recentMessages, List<EvaluatedSlice> activatedSlices,
                                ExecutableAction executableAction, String tendency) {
         JSONObject json = new JSONObject();
@@ -73,10 +76,12 @@ public class InterventionEvaluator extends AbstractAgentModule.Sub<EvaluatorInpu
         json.put("将干预的行动", JSONObject.toJSONString(executableAction));
         return json.toJSONString();
     }
+
     @Override
     public String modelKey() {
         return "intervention_evaluator";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return false;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/action/interventor/recognizer/InterventionRecognizer.java

@@ -20,6 +20,7 @@ import java.util.concurrent.ExecutorService;
 public class InterventionRecognizer extends AbstractAgentModule.Sub<RecognizerInput, RecognizerResult> implements ActivateModel {
     @InjectCapability
     private ActionCapability actionCapability;
+
     @Override
     public RecognizerResult execute(RecognizerInput input) {
         // 获取必须数据
@@ -41,6 +42,7 @@ public class InterventionRecognizer extends AbstractAgentModule.Sub<RecognizerIn
         }
         return recognizerResult;
     }
+
     private void recognizeIntervention(Map<String, ExecutableAction> interventionsMap, List<ExecutableAction> actions, ExecutorService executor, RecognizerInput input, CountDownLatch latch) {
         for (ExecutableAction data : actions) {
             executor.execute(() -> {
@@ -61,6 +63,7 @@ public class InterventionRecognizer extends AbstractAgentModule.Sub<RecognizerIn
             });
         }
     }
+
     private String buildPrompt(ExecutableAction executableAction, RecognizerInput input) {
         JSONObject json = new JSONObject();
         JSONObject actionInfo = json.putObject("行动信息");
@@ -75,10 +78,12 @@ public class InterventionRecognizer extends AbstractAgentModule.Sub<RecognizerIn
         interactionInfo.put("近期对话", input.getUserDialogMapStr());
         return json.toString();
     }
+
     @Override
     public String modelKey() {
         return "intervention_recognizer";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return false;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/action/planner/ActionPlanner.java

@@ -31,10 +31,12 @@ import java.util.*;
 import java.util.concurrent.Callable;
 import java.util.concurrent.ExecutorService;
 import java.util.concurrent.atomic.AtomicBoolean;
+
 /**
  * 负责针对本次输入生成基础的行动计划，在主模型传达意愿后，执行行动或者放入计划池
  */
 public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
+    private final ActionAssemblyHelper assemblyHelper = new ActionAssemblyHelper();
     @InjectCapability
     private CognationCapability cognationCapability;
     @InjectCapability
@@ -50,11 +52,12 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
     @InjectModule
     private ActionConfirmer actionConfirmer;
     private ExecutorService executor;
-    private final ActionAssemblyHelper assemblyHelper = new ActionAssemblyHelper();
+
     @Init
     public void init() {
         executor = actionCapability.getExecutor(ActionCore.ExecutorType.VIRTUAL);
     }
+
     @Override
     protected void doExecute(PartnerRunningFlowContext context) {
         try {
@@ -66,6 +69,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
             log.error("执行异常", e);
         }
     }
+
     /**
      * 新的提取与评估任务
      *
@@ -86,6 +90,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
             return null;
         });
     }
+
     private void updateTendencyCache(List<EvaluatorResult> evaluatorResults, String input,
                                      ExtractorResult extractorResult) {
         if (!VectorClient.status) {
@@ -107,6 +112,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
             actionCapability.updateTendencyCache(data);
         });
     }
+
     /**
      * 待确认行动的判断任务
      *
@@ -121,6 +127,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
             return null;
         });
     }
+
     private void setupConfirmedActionInfo(PartnerRunningFlowContext context, ConfirmerResult result) {
         // TODO 需考虑未确认任务的失效或者拒绝时机，在action core中实现
         List<String> uuids = result.getUuids();
@@ -134,6 +141,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
             }
         }
     }
+
     private void putActionData(List<EvaluatorResult> evaluatorResults, PartnerRunningFlowContext context) {
         for (EvaluatorResult evaluatorResult : evaluatorResults) {
             ExecutableAction executableAction = assemblyHelper.buildActionData(evaluatorResult, context.getUserId());
@@ -144,6 +152,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
             }
         }
     }
+
     @Override
     protected Map<String, String> getPromptDataMap(PartnerRunningFlowContext context) {
         HashMap<String, String> map = new HashMap<>();
@@ -152,6 +161,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
         setupPreparedActions(map, userId);
         return map;
     }
+
     private void setupPendingActions(HashMap<String, String> map, String userId) {
         List<ExecutableAction> executableActionData = actionCapability.listPendingAction(userId);
         if (executableActionData == null || executableActionData.isEmpty()) {
@@ -162,6 +172,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
             map.put("[待确认行动 " + (i + 1) + " ] <等待用户确认的行动信息>", generateActionStr(executableActionData.get(i)));
         }
     }
+
     private void setupPreparedActions(HashMap<String, String> map, String userId) {
         val preparedActions = actionCapability.listActions(ExecutableAction.Status.PREPARE, userId).stream().toList();
         if (preparedActions.isEmpty()) {
@@ -172,18 +183,27 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
             map.put("[预备行动 " + (i + 1) + " ] <预备执行或放入计划池的行动信息>", generateActionStr(preparedActions.get(i)));
         }
     }
+
     private String generateActionStr(ExecutableAction executableAction) {
         return "<行动倾向>" + " : " + executableAction.getTendency() +
                 "<行动原因>" + " : " + executableAction.getReason() +
                 "<工具描述>" + " : " + executableAction.getDescription();
     }
+
     @Override
     protected String moduleName() {
         return "[行动模块]";
     }
+
+    @Override
+    public int order() {
+        return 2;
+    }
+
     private final class ActionAssemblyHelper {
         private ActionAssemblyHelper() {
         }
+
         private ExtractorInput buildExtractorInput(PartnerRunningFlowContext context) {
             ExtractorInput input = new ExtractorInput();
             input.setInput(context.getInput());
@@ -197,6 +217,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
             input.setRecentMessages(recentMessages);
             return input;
         }
+
         private EvaluatorInput buildEvaluatorInput(ExtractorResult extractorResult, String userId) {
             EvaluatorInput input = new EvaluatorInput();
             input.setTendencies(extractorResult.getTendencies());
@@ -205,6 +226,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
             input.setActivatedSlices(memoryCapability.getActivatedSlices(userId));
             return input;
         }
+
         private ExecutableAction buildActionData(EvaluatorResult evaluatorResult, String userId) {
             Map<Integer, List<MetaAction>> actionChain = getActionChain(evaluatorResult);
             return switch (evaluatorResult.getType()) {
@@ -226,6 +248,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
                 );
             };
         }
+
         private @NotNull Map<Integer, List<MetaAction>> getActionChain(EvaluatorResult evaluatorResult) {
             Map<Integer, List<MetaAction>> actionChain = new HashMap<>();
             Map<Integer, List<String>> primaryActionChain = evaluatorResult.getPrimaryActionChain();
@@ -238,6 +261,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
             });
             return actionChain;
         }
+
         private void fixDependencies(Map<Integer, List<String>> primaryActionChain) {
             // 先将 primaryActionChain 的节点序号修正为从1开始依次增大
             fixOrder(primaryActionChain);
@@ -280,6 +304,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
                 fixedOrders.addAll(tempOrders);
             } while (fixed.getAndSet(false));
         }
+
         private void fixOrder(Map<Integer, List<String>> primaryActionChain) {
             Map<Integer, List<String>> tempChain = new HashMap<>(primaryActionChain);
             primaryActionChain.clear();
@@ -288,6 +313,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
                 primaryActionChain.put(i, tempChain.get(i));
             }
         }
+
         private boolean checkDependenciesExist(int lastOrder, List<String> preActions,
                                                Map<Integer, List<String>> primaryActionChain) {
             if (!primaryActionChain.containsKey(lastOrder)) {
@@ -297,6 +323,7 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
             //noinspection SlowListContainsAll
             return existActions.containsAll(preActions);
         }
+
         private ConfirmerInput buildConfirmerInput(PartnerRunningFlowContext context) {
             ConfirmerInput confirmerInput = new ConfirmerInput();
             confirmerInput.setInput(context.getInput());
@@ -305,9 +332,4 @@ public class ActionPlanner extends PreRunningAbstractAgentModuleAbstract {
             return confirmerInput;
         }
     }
-
-    @Override
-    public int order() {
-        return 2;
-    }
 }

Partner-Core/src/main/java/work/slhaf/partner/module/modules/action/planner/confirmer/ActionConfirmer.java

@@ -22,6 +22,7 @@ import static work.slhaf.partner.common.util.ExtractUtil.extractJson;
 public class ActionConfirmer extends AbstractAgentModule.Sub<ConfirmerInput, ConfirmerResult> implements ActivateModel {
     @InjectCapability
     private ActionCapability actionCapability;
+
     @Override
     public ConfirmerResult execute(ConfirmerInput data) {
         List<ExecutableAction> executableActionList = data.getExecutableActionData();
@@ -53,6 +54,7 @@ public class ActionConfirmer extends AbstractAgentModule.Sub<ConfirmerInput, Con
         }
         return result;
     }
+
     private String buildPrompt(ExecutableAction data, String input, List<Message> recentMessages) {
         JSONObject prompt = new JSONObject();
         prompt.put("[用户输入]", input);
@@ -65,10 +67,12 @@ public class ActionConfirmer extends AbstractAgentModule.Sub<ConfirmerInput, Con
         messageData.addAll(recentMessages);
         return prompt.toString();
     }
+
     @Override
     public String modelKey() {
         return "action-confirmer";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return false;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/action/planner/evaluator/ActionEvaluator.java

@@ -25,10 +25,12 @@ public class ActionEvaluator extends AbstractAgentModule.Sub<EvaluatorInput, Lis
     @InjectCapability
     private ActionCapability actionCapability;
     private InteractionThreadPoolExecutor executor;
+
     @Init
     public void init() {
         executor = InteractionThreadPoolExecutor.getInstance();
     }
+
     /**
      * 对输入的行为倾向进行评估，并根据评估结果，对缓存做出调整
      *
@@ -41,6 +43,7 @@ public class ActionEvaluator extends AbstractAgentModule.Sub<EvaluatorInput, Lis
         List<Callable<EvaluatorResult>> tasks = getTasks(batchInputs);
         return executor.invokeAllAndReturn(tasks);
     }
+
     private List<Callable<EvaluatorResult>> getTasks(List<EvaluatorBatchInput> batchInputs) {
         List<Callable<EvaluatorResult>> list = new ArrayList<>();
         for (EvaluatorBatchInput batchInput : batchInputs) {
@@ -53,6 +56,7 @@ public class ActionEvaluator extends AbstractAgentModule.Sub<EvaluatorInput, Lis
         }
         return list;
     }
+
     private List<EvaluatorBatchInput> buildEvaluatorBatchInput(EvaluatorInput data) {
         List<EvaluatorBatchInput> list = new ArrayList<>();
         for (String tendency : data.getTendencies()) {
@@ -66,6 +70,7 @@ public class ActionEvaluator extends AbstractAgentModule.Sub<EvaluatorInput, Lis
         }
         return list;
     }
+
     private String buildPrompt(EvaluatorBatchInput batchInput) {
         JSONObject prompt = new JSONObject();
         prompt.put("[行动倾向]", batchInput.getTendency());
@@ -79,10 +84,12 @@ public class ActionEvaluator extends AbstractAgentModule.Sub<EvaluatorInput, Lis
         availableActionData.putAll(batchInput.getAvailableActions());
         return prompt.toString();
     }
+
     @Override
     public String modelKey() {
         return "action_evaluator";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return true;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/action/planner/extractor/ActionExtractor.java

@@ -14,6 +14,7 @@ import java.util.List;
 public class ActionExtractor extends AbstractAgentModule.Sub<ExtractorInput, ExtractorResult> implements ActivateModel {
     @InjectCapability
     private ActionCapability actionCapability;
+
     @Override
     public ExtractorResult execute(ExtractorInput data) {
         ExtractorResult result = new ExtractorResult();
@@ -32,10 +33,12 @@ public class ActionExtractor extends AbstractAgentModule.Sub<ExtractorInput, Ext
         }
         return new ExtractorResult();
     }
+
     @Override
     public String modelKey() {
         return "action_extractor";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return false;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/core/CoreModel.java

@@ -34,7 +34,7 @@ public class CoreModel extends AbstractAgentModule.Running<PartnerRunningFlowCon
     private List<Message> appendedMessages = new ArrayList<>();
 
     @Init
-    public void init(){
+    public void init() {
         List<Message> chatMessages = this.cognationCapability.getChatMessages();
         this.getModel().getChatMessages().addAll(chatMessages);
 

Partner-Core/src/main/java/work/slhaf/partner/module/modules/memory/selector/MemorySelector.java

@@ -22,6 +22,7 @@ import work.slhaf.partner.runtime.interaction.data.context.PartnerRunningFlowCon
 
 import java.time.LocalDate;
 import java.util.*;
+
 @EqualsAndHashCode(callSuper = true)
 @Data
 public class MemorySelector extends PreRunningAbstractAgentModuleAbstract {
@@ -33,6 +34,7 @@ public class MemorySelector extends PreRunningAbstractAgentModuleAbstract {
     private SliceSelectEvaluator sliceSelectEvaluator;
     @InjectModule
     private MemorySelectExtractor memorySelectExtractor;
+
     @Override
     public void doExecute(PartnerRunningFlowContext runningFlowContext) {
         String userId = runningFlowContext.getUserId();
@@ -45,6 +47,7 @@ public class MemorySelector extends PreRunningAbstractAgentModuleAbstract {
         }
         setModuleContextRecall(runningFlowContext);
     }
+
     private List<EvaluatedSlice> selectAndEvaluateMemory(PartnerRunningFlowContext runningFlowContext, ExtractorResult extractorResult) {
         log.debug("[MemorySelector] 触发记忆回溯...");
         //查找切片
@@ -62,6 +65,7 @@ public class MemorySelector extends PreRunningAbstractAgentModuleAbstract {
         log.debug("[MemorySelector] 切片评估结果: {}", JSONObject.toJSONString(memorySlices));
         return memorySlices;
     }
+
     private void setModuleContextRecall(PartnerRunningFlowContext runningFlowContext) {
         String userId = runningFlowContext.getUserId();
         boolean recall = memoryCapability.hasActivatedSlices(userId);
@@ -70,6 +74,7 @@ public class MemorySelector extends PreRunningAbstractAgentModuleAbstract {
             runningFlowContext.getModuleContext().getExtraContext().put("recall_count", memoryCapability.getActivatedSlicesSize(userId));
         }
     }
+
     private void setMemoryResultList(List<MemoryResult> memoryResultList, List<ExtractorMatchData> matches, String userId) {
         for (ExtractorMatchData match : matches) {
             try {
@@ -97,21 +102,25 @@ public class MemorySelector extends PreRunningAbstractAgentModuleAbstract {
             memoryResult.getRelatedMemorySliceResult().removeIf(m -> removeOrNot(m, userId));
         }
     }
+
     private void removeDuplicateSlice(MemoryResult memoryResult) {
         Collection<String> values = memoryCapability.getDialogMap().values();
         memoryResult.getRelatedMemorySliceResult().removeIf(m -> values.contains(m.getSummary()));
         memoryResult.getMemorySliceResult().removeIf(m -> values.contains(m.getMemorySlice().getSummary()));
     }
+
     private boolean removeOrNot(MemorySlice memorySlice, String userId) {
         if (memorySlice.isPrivate()) {
             return memorySlice.getStartUserId().equals(userId);
         }
         return false;
     }
+
     @Override
     public String moduleName() {
         return "[记忆模块]";
     }
+
     @Override
     protected Map<String, String> getPromptDataMap(PartnerRunningFlowContext context) {
         HashMap<String, String> map = new HashMap<>();

Partner-Core/src/main/java/work/slhaf/partner/module/modules/memory/selector/evaluator/SliceSelectEvaluator.java

@@ -25,14 +25,17 @@ import java.util.concurrent.TimeUnit;
 import java.util.concurrent.atomic.AtomicInteger;
 
 import static work.slhaf.partner.common.util.ExtractUtil.extractJson;
+
 @EqualsAndHashCode(callSuper = true)
 @Data
 public class SliceSelectEvaluator extends AbstractAgentModule.Sub<EvaluatorInput, List<EvaluatedSlice>> implements ActivateModel {
     private InteractionThreadPoolExecutor executor;
+
     @Init
     public void init() {
         executor = InteractionThreadPoolExecutor.getInstance();
     }
+
     @Override
     public List<EvaluatedSlice> execute(EvaluatorInput evaluatorInput) {
         log.debug("[SliceSelectEvaluator] 切片评估模块开始...");
@@ -78,8 +81,9 @@ public class SliceSelectEvaluator extends AbstractAgentModule.Sub<EvaluatorInput
         executor.invokeAll(tasks, 30, TimeUnit.SECONDS);
         log.debug("[SliceSelectEvaluator] 评估模块结束, 输出队列: {}", queue);
         List<EvaluatedSlice> temp = queue.stream().toList();
-        return new  ArrayList<>(temp);
+        return new ArrayList<>(temp);
     }
+
     private void setSliceSummaryList(MemoryResult memoryResult, List<SliceSummary> sliceSummaryList, Map<Long, SliceSummary> map) {
         for (MemorySliceResult memorySliceResult : memoryResult.getMemorySliceResult()) {
             SliceSummary sliceSummary = new SliceSummary();
@@ -109,9 +113,11 @@ public class SliceSelectEvaluator extends AbstractAgentModule.Sub<EvaluatorInput
             map.put(memorySlice.getTimestamp(), sliceSummary);
         }
     }
+
     public String modelKey() {
         return "slice_evaluator";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return false;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/memory/selector/extractor/MemorySelectExtractor.java

@@ -22,6 +22,7 @@ import java.util.List;
 
 import static work.slhaf.partner.common.util.ExtractUtil.extractJson;
 import static work.slhaf.partner.common.util.ExtractUtil.fixTopicPath;
+
 @EqualsAndHashCode(callSuper = true)
 @Data
 public class MemorySelectExtractor extends AbstractAgentModule.Sub<PartnerRunningFlowContext, ExtractorResult>
@@ -30,6 +31,7 @@ public class MemorySelectExtractor extends AbstractAgentModule.Sub<PartnerRunnin
     private MemoryCapability memoryCapability;
     @InjectCapability
     private CognationCapability cognationCapability;
+
     @Override
     public ExtractorResult execute(PartnerRunningFlowContext context) {
         log.debug("[MemorySelectExtractor] 主题提取模块开始...");
@@ -66,6 +68,7 @@ public class MemorySelectExtractor extends AbstractAgentModule.Sub<PartnerRunnin
         }
         return fix(extractorResult);
     }
+
     private ExtractorResult fix(ExtractorResult extractorResult) {
         extractorResult.getMatches().forEach(m -> {
             if (m.getType().equals(ExtractorMatchData.Constant.DATE)) {
@@ -79,10 +82,12 @@ public class MemorySelectExtractor extends AbstractAgentModule.Sub<PartnerRunnin
         extractorResult.getMatches().removeIf(m -> m.getText().split("->")[0].isEmpty());
         return extractorResult;
     }
+
     @Override
     public String modelKey() {
         return "topic_extractor";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return false;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/memory/updater/MemoryUpdater.java

@@ -27,6 +27,7 @@ import java.util.concurrent.Callable;
 import java.util.concurrent.atomic.AtomicInteger;
 
 import static work.slhaf.partner.common.util.ExtractUtil.extractUserId;
+
 @EqualsAndHashCode(callSuper = true)
 @Data
 public class MemoryUpdater extends PostRunningAbstractAgentModuleAbstract {
@@ -52,11 +53,13 @@ public class MemoryUpdater extends PostRunningAbstractAgentModuleAbstract {
      * 用于临时存储完整对话记录，在MemoryManager的分离后
      */
     private List<Message> tempMessage;
+
     @Init
     public void init() {
         executor = InteractionThreadPoolExecutor.getInstance();
         setScheduledUpdater();
     }
+
     private void setScheduledUpdater() {
         executor.execute(() -> {
             log.info("[MemoryUpdater] 记忆自动更新线程启动");
@@ -80,6 +83,7 @@ public class MemoryUpdater extends PostRunningAbstractAgentModuleAbstract {
             log.info("[MemoryUpdater] 记忆自动更新线程结束");
         });
     }
+
     @Override
     public void doExecute(PartnerRunningFlowContext context) {
         if (context.isFinished()) {
@@ -109,10 +113,12 @@ public class MemoryUpdater extends PostRunningAbstractAgentModuleAbstract {
             }
         });
     }
+
     @Override
     protected boolean relyOnMessage() {
         return true;
     }
+
     private void updateMemory() {
         log.debug("[MemoryUpdater] 记忆更新流程开始...");
         tempMessage = new ArrayList<>(cognationCapability.getChatMessages());
@@ -124,6 +130,7 @@ public class MemoryUpdater extends PostRunningAbstractAgentModuleAbstract {
         cognationCapability.resetLastUpdatedTime();
         log.debug("[MemoryUpdater] 记忆更新流程结束...");
     }
+
     private void updateMultiChatSlices(HashMap<String, String> singleMemorySummary) {
         // 此时chatMessages中不再包含单聊记录，直接执行摘要以及切片插入
         // 对剩下的多人聊天记录进行进行摘要
@@ -160,6 +167,7 @@ public class MemoryUpdater extends PostRunningAbstractAgentModuleAbstract {
         };
         executor.invokeAll(List.of(task));
     }
+
     private void cleanMessage(List<Message> chatMessages) {
         // 清理时间标识
         for (Message message : chatMessages) {
@@ -170,6 +178,7 @@ public class MemoryUpdater extends PostRunningAbstractAgentModuleAbstract {
             message.setContent(message.getContent().replace("\r\n**" + time, ""));
         }
     }
+
     private void clearChatMessages() {
         // 不全部清空，保留一部分输入防止上下文割裂
         cognationCapability.getMessageLock().lock();
@@ -179,6 +188,7 @@ public class MemoryUpdater extends PostRunningAbstractAgentModuleAbstract {
         cognationCapability.getChatMessages().addAll(0, temp);
         cognationCapability.getMessageLock().unlock();
     }
+
     private void setInvolvedUserId(String startUserId, MemorySlice memorySlice, List<Message> chatMessages) {
         for (Message chatMessage : chatMessages) {
             if (chatMessage.getRole().equals(ChatConstant.Character.ASSISTANT)) {
@@ -196,6 +206,7 @@ public class MemoryUpdater extends PostRunningAbstractAgentModuleAbstract {
             memorySlice.getInvolvedUserIds().add(userId);
         }
     }
+
     private void updateSingleChatSlices(HashMap<String, String> singleMemorySummary) {
         log.debug("[MemoryUpdater] 单聊记忆更新流程开始...");
         // 更新单聊记忆，同时从chatMessages中去掉单聊记忆
@@ -232,10 +243,12 @@ public class MemoryUpdater extends PostRunningAbstractAgentModuleAbstract {
         executor.invokeAll(tasks);
         log.debug("[MemoryUpdater] 单聊记忆更新结束...");
     }
+
     private SummarizeResult summarize(SummarizeInput summarizeInput) {
         singleSummarizer.execute(summarizeInput.getChatMessages());
         return multiSummarizer.execute(summarizeInput);
     }
+
     private MemorySlice getMemorySlice(String userId, SummarizeResult summarizeResult, List<Message> chatMessages) {
         MemorySlice memorySlice = new MemorySlice();
         // 设置 memoryId,timestamp

Partner-Core/src/main/java/work/slhaf/partner/module/modules/memory/updater/summarizer/MultiSummarizer.java

@@ -16,6 +16,7 @@ import java.util.List;
 
 import static work.slhaf.partner.common.util.ExtractUtil.extractJson;
 import static work.slhaf.partner.common.util.ExtractUtil.fixTopicPath;
+
 @EqualsAndHashCode(callSuper = true)
 @Data
 public class MultiSummarizer extends AbstractAgentModule.Sub<SummarizeInput, SummarizeResult> implements ActivateModel {
@@ -23,6 +24,7 @@ public class MultiSummarizer extends AbstractAgentModule.Sub<SummarizeInput, Sum
     public void init() {
         updateChatClientSettings();
     }
+
     @Override
     public SummarizeResult execute(SummarizeInput input) {
         log.debug("[MemorySummarizer] 整体摘要开始...");
@@ -31,6 +33,7 @@ public class MultiSummarizer extends AbstractAgentModule.Sub<SummarizeInput, Sum
         SummarizeResult result = JSONObject.parseObject(extractJson(response.getMessage()), SummarizeResult.class);
         return fix(result);
     }
+
     private SummarizeResult fix(SummarizeResult result) {
         if (result == null || result.getTopicPath() == null || result.getTopicPath().isEmpty()) {
             return result;
@@ -44,10 +47,12 @@ public class MultiSummarizer extends AbstractAgentModule.Sub<SummarizeInput, Sum
         result.setRelatedTopicPath(relatedTopicPath);
         return result;
     }
+
     @Override
     public String modelKey() {
         return "multi_summarizer";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return true;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/memory/updater/summarizer/SingleSummarizer.java

@@ -16,14 +16,17 @@ import java.util.List;
 import java.util.concurrent.Callable;
 import java.util.concurrent.TimeUnit;
 import java.util.concurrent.atomic.AtomicInteger;
+
 @EqualsAndHashCode(callSuper = true)
 @Data
 public class SingleSummarizer extends AbstractAgentModule.Sub<List<Message>, Void> implements ActivateModel {
     private InteractionThreadPoolExecutor executor;
+
     @Init
     public void init() {
         this.executor = InteractionThreadPoolExecutor.getInstance();
     }
+
     @Override
     public Void execute(List<Message> chatMessages) {
         log.debug("[MemorySummarizer] 长文本摘要开始...");
@@ -47,6 +50,7 @@ public class SingleSummarizer extends AbstractAgentModule.Sub<List<Message>, Voi
         log.debug("[MemorySummarizer] 长文本摘要结束");
         return null;
     }
+
     private String singleExecute(String primaryContent) {
         try {
             ChatResponse response = this.singleChat(primaryContent);
@@ -56,10 +60,12 @@ public class SingleSummarizer extends AbstractAgentModule.Sub<List<Message>, Voi
             return primaryContent;
         }
     }
+
     @Override
     public String modelKey() {
         return "single_summarizer";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return false;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/memory/updater/summarizer/TotalSummarizer.java

@@ -12,6 +12,7 @@ import work.slhaf.partner.api.chat.pojo.ChatResponse;
 import java.util.HashMap;
 
 import static work.slhaf.partner.common.util.ExtractUtil.extractJson;
+
 @EqualsAndHashCode(callSuper = true)
 @Data
 public class TotalSummarizer extends AbstractAgentModule.Sub<HashMap<String, String>, String> implements ActivateModel {
@@ -19,14 +20,17 @@ public class TotalSummarizer extends AbstractAgentModule.Sub<HashMap<String, Str
     public void init() {
         updateChatClientSettings();
     }
-    public String execute(HashMap<String, String> singleMemorySummary){
+
+    public String execute(HashMap<String, String> singleMemorySummary) {
         ChatResponse response = this.singleChat(JSONUtil.toJsonPrettyStr(singleMemorySummary));
         return JSONObject.parseObject(extractJson(response.getMessage())).getString("content");
     }
+
     @Override
     public String modelKey() {
         return "total_summarizer";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return true;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/perceive/selector/PerceiveSelector.java

@@ -9,13 +9,16 @@ import work.slhaf.partner.runtime.interaction.data.context.PartnerRunningFlowCon
 
 import java.util.HashMap;
 import java.util.Map;
+
 @Setter
 public class PerceiveSelector extends PreRunningAbstractAgentModuleAbstract {
     @InjectCapability
     private PerceiveCapability perceiveCapability;
+
     @Override
     public void doExecute(PartnerRunningFlowContext context) {
     }
+
     @Override
     protected Map<String, String> getPromptDataMap(PartnerRunningFlowContext context) {
         HashMap<String, String> map = new HashMap<>();
@@ -26,6 +29,7 @@ public class PerceiveSelector extends PreRunningAbstractAgentModuleAbstract {
         map.put("[静态记忆] <你关于最新聊天用户的静态记忆>", user.getStaticMemory().toString());
         return map;
     }
+
     @Override
     public String moduleName() {
         return "[感知模块]";

Partner-Core/src/main/java/work/slhaf/partner/module/modules/perceive/updater/PerceiveUpdater.java

@@ -20,6 +20,7 @@ import java.util.HashMap;
 import java.util.List;
 import java.util.concurrent.Callable;
 import java.util.concurrent.locks.ReentrantLock;
+
 /**
  * 感知更新，异步
  */
@@ -35,10 +36,12 @@ public class PerceiveUpdater extends PostRunningAbstractAgentModuleAbstract {
     @InjectModule
     private StaticMemoryExtractor staticMemoryExtractor;
     private InteractionThreadPoolExecutor executor;
+
     @Init
     public void init() {
         this.executor = InteractionThreadPoolExecutor.getInstance();
     }
+
     @Override
     public void doExecute(PartnerRunningFlowContext context) {
         executor.execute(() -> {
@@ -58,10 +61,12 @@ public class PerceiveUpdater extends PostRunningAbstractAgentModuleAbstract {
             perceiveCapability.updateUser(user);
         });
     }
+
     @Override
     protected boolean relyOnMessage() {
         return true;
     }
+
     private void runRelationExtractorAction(PartnerRunningFlowContext context, ReentrantLock userLock, User user) {
         RelationExtractResult relationExtractResult = relationExtractor.execute(context);
         userLock.lock();
@@ -71,6 +76,7 @@ public class PerceiveUpdater extends PostRunningAbstractAgentModuleAbstract {
         user.updateRelationChange(relationExtractResult.getRelationChangeHistory());
         userLock.unlock();
     }
+
     private void runStaticExtractorAction(PartnerRunningFlowContext context, ReentrantLock userLock, User user) {
         HashMap<String, String> newStaticMemory = staticMemoryExtractor.execute(context);
         userLock.lock();

Partner-Core/src/main/java/work/slhaf/partner/module/modules/perceive/updater/relation_extractor/RelationExtractor.java

@@ -18,6 +18,7 @@ import work.slhaf.partner.runtime.interaction.data.context.PartnerRunningFlowCon
 import java.util.ArrayList;
 import java.util.HashMap;
 import java.util.List;
+
 @EqualsAndHashCode(callSuper = true)
 @Data
 public class RelationExtractor extends AbstractAgentModule.Sub<PartnerRunningFlowContext, RelationExtractResult> implements ActivateModel {
@@ -26,8 +27,9 @@ public class RelationExtractor extends AbstractAgentModule.Sub<PartnerRunningFlo
     @InjectCapability
     private PerceiveCapability perceiveCapability;
     private List<Message> tempMessages;
+
     @Override
-    public RelationExtractResult execute(PartnerRunningFlowContext context){
+    public RelationExtractResult execute(PartnerRunningFlowContext context) {
         tempMessages = new ArrayList<>(cognationCapability.getChatMessages());
         String userId = context.getUserId();
         RelationExtractInput input = getRelationInput(userId);
@@ -36,6 +38,7 @@ public class RelationExtractor extends AbstractAgentModule.Sub<PartnerRunningFlo
         perceiveCapability.updateUser(user);
         return relationExtractResult;
     }
+
     private User getTempUser(PartnerRunningFlowContext context, RelationExtractResult relationExtractResult) {
         User user = new User();
         user.setUuid(context.getUserId());
@@ -44,14 +47,16 @@ public class RelationExtractor extends AbstractAgentModule.Sub<PartnerRunningFlo
         user.setAttitude(relationExtractResult.getAttitude());
         return user;
     }
+
     private RelationExtractResult getRelationResult(RelationExtractInput input) {
         ChatResponse response = singleChat(JSONObject.toJSONString(input));
         return JSONObject.parseObject(response.getMessage(), RelationExtractResult.class);
     }
+
     private RelationExtractInput getRelationInput(String userId) {
-        HashMap<String,String> map = new HashMap<>();
+        HashMap<String, String> map = new HashMap<>();
         User user = perceiveCapability.getUser(userId);
-        map.put("[用户昵称] <用户的昵称信息>",user.getNickName());
+        map.put("[用户昵称] <用户的昵称信息>", user.getNickName());
         map.put("[关系] <你与用户的关系>", user.getRelation());
         map.put("[态度] <你对于用户的态度>", user.getAttitude().toString());
         map.put("[印象] <你对于用户的印象>", user.getImpressions().toString());
@@ -61,10 +66,12 @@ public class RelationExtractor extends AbstractAgentModule.Sub<PartnerRunningFlo
         input.setChatMessages(tempMessages);
         return input;
     }
+
     @Override
     public String modelKey() {
         return "relation_extractor";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return true;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/perceive/updater/relation_extractor/entity/RelationExtractInput.java

@@ -8,6 +8,6 @@ import java.util.List;
 
 @Data
 public class RelationExtractInput {
-    private HashMap<String,String> primaryUserPerceive;
+    private HashMap<String, String> primaryUserPerceive;
     private List<Message> chatMessages;
 }

Partner-Core/src/main/java/work/slhaf/partner/module/modules/perceive/updater/static_extractor/StaticMemoryExtractor.java

@@ -14,6 +14,7 @@ import work.slhaf.partner.module.modules.perceive.updater.static_extractor.entit
 import work.slhaf.partner.runtime.interaction.data.context.PartnerRunningFlowContext;
 
 import java.util.HashMap;
+
 @EqualsAndHashCode(callSuper = true)
 @Data
 public class StaticMemoryExtractor extends AbstractAgentModule.Sub<PartnerRunningFlowContext, HashMap<String, String>> implements ActivateModel {
@@ -21,6 +22,7 @@ public class StaticMemoryExtractor extends AbstractAgentModule.Sub<PartnerRunnin
     private CognationCapability cognationCapability;
     @InjectCapability
     private PerceiveCapability perceiveCapability;
+
     @Override
     public HashMap<String, String> execute(PartnerRunningFlowContext context) {
         StaticMemoryExtractInput input = StaticMemoryExtractInput.builder()
@@ -34,10 +36,12 @@ public class StaticMemoryExtractor extends AbstractAgentModule.Sub<PartnerRunnin
         jsonObject.forEach((k, v) -> result.put(k, (String) v));
         return result;
     }
+
     @Override
     public String modelKey() {
         return "static_extractor";
     }
+
     @Override
     public boolean withBasicPrompt() {
         return true;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/perceive/updater/static_extractor/entity/StaticMemoryExtractInput.java

@@ -12,5 +12,5 @@ import java.util.Map;
 public class StaticMemoryExtractInput {
     private String userId;
     private List<Message> messages;
-    private Map<String,String> existedStaticMap;
+    private Map<String, String> existedStaticMap;
 }

Partner-Core/src/main/java/work/slhaf/partner/module/modules/process/PostprocessExecutor.java

@@ -1,16 +1,19 @@
 package work.slhaf.partner.module.modules.process;
+
 import lombok.Data;
 import lombok.EqualsAndHashCode;
 import work.slhaf.partner.api.agent.factory.capability.annotation.InjectCapability;
 import work.slhaf.partner.api.agent.factory.module.abstracts.AbstractAgentModule;
 import work.slhaf.partner.core.cognation.CognationCapability;
 import work.slhaf.partner.runtime.interaction.data.context.PartnerRunningFlowContext;
+
 @EqualsAndHashCode(callSuper = true)
 @Data
 public class PostprocessExecutor extends AbstractAgentModule.Running<PartnerRunningFlowContext> {
     private static final int POST_PROCESS_TRIGGER_ROLL_LIMIT = 36;
     @InjectCapability
     private CognationCapability cognationCapability;
+
     @Override
     public void execute(PartnerRunningFlowContext context) {
         boolean trigger = cognationCapability.getChatMessages().size() >= POST_PROCESS_TRIGGER_ROLL_LIMIT;

Partner-Core/src/main/java/work/slhaf/partner/module/modules/process/PreprocessExecutor.java

@@ -14,6 +14,7 @@ import java.time.LocalDateTime;
 import java.time.format.DateTimeFormatter;
 import java.util.HashMap;
 import java.util.Map;
+
 @EqualsAndHashCode(callSuper = true)
 @Data
 public class PreprocessExecutor extends PreRunningAbstractAgentModuleAbstract {
@@ -21,17 +22,20 @@ public class PreprocessExecutor extends PreRunningAbstractAgentModuleAbstract {
     private CognationCapability cognationCapability;
     @InjectCapability
     private PerceiveCapability perceiveCapability;
+
     @Override
     public void doExecute(PartnerRunningFlowContext context) {
         checkAndSetMemoryId();
         getInteractionContext(context);
     }
+
     private void checkAndSetMemoryId() {
         String currentMemoryId = cognationCapability.getCurrentMemoryId();
         if (currentMemoryId == null || cognationCapability.getChatMessages().isEmpty()) {
             cognationCapability.refreshMemoryId();
         }
     }
+
     private void getInteractionContext(PartnerRunningFlowContext context) {
         log.debug("[PreprocessExecutor] 预处理原始输入: {}", context);
         User user = perceiveCapability.getUser(context.getUserInfo(), context.getPlatform());
@@ -46,6 +50,7 @@ public class PreprocessExecutor extends PreRunningAbstractAgentModuleAbstract {
         setCoreContext(context);
         log.debug("[PreprocessExecutor] 预处理结果: {}", context);
     }
+
     @Override
     protected Map<String, String> getPromptDataMap(PartnerRunningFlowContext context) {
         HashMap<String, String> map = new HashMap<>();
@@ -57,10 +62,12 @@ public class PreprocessExecutor extends PreRunningAbstractAgentModuleAbstract {
         map.put("其他", "历史对话中将在用户消息的最后一行标注时间");
         return map;
     }
+
     @Override
     protected String moduleName() {
         return "[基础模块]";
     }
+
     private void setCoreContext(PartnerRunningFlowContext context) {
         CoreContext coreContext = context.getCoreContext();
         coreContext.setText(context.getInput());

Partner-Core/src/main/java/work/slhaf/partner/runtime/exception/pojo/GlobalException.java

@@ -15,7 +15,7 @@ public class GlobalException extends RuntimeException {
         super(message);
         try {
             this.data = new GlobalExceptionData();
-        }  catch (Exception e) {
+        } catch (Exception e) {
             log.error("[GlobalException] 捕获异常, 获取数据失败");
         }
     }

Partner-Core/src/main/java/work/slhaf/partner/runtime/exception/pojo/GlobalExceptionData.java

@@ -14,9 +14,7 @@ public class GlobalExceptionData extends PersistableObject {
 
     @Serial
     private static final long serialVersionUID = 1L;
-
-    private String exceptionMessage;
-
     protected HashMap<String, PartnerRunningFlowContext> context = PartnerRunningFlowContext.getInstance();
     protected Long exceptionTime = System.currentTimeMillis();
+    private String exceptionMessage;
 }

Partner-Core/src/main/java/work/slhaf/partner/runtime/interaction/data/context/PartnerRunningFlowContext.java

@@ -42,23 +42,23 @@ public class PartnerRunningFlowContext extends RunningFlowContext {
         activeContext.put(userId, this);
     }
 
-    public void setFinished(boolean finished) {
-        moduleContext.setFinished(finished);
+    public static HashMap<String, PartnerRunningFlowContext> getInstance() {
+        return activeContext;
     }
 
     public boolean isFinished() {
         return moduleContext.isFinished();
     }
 
+    public void setFinished(boolean finished) {
+        moduleContext.setFinished(finished);
+    }
+
     public void setAppendedPrompt(AppendPromptData appendedPrompt) {
         List<AppendPromptData> appendPromptList = moduleContext.getAppendedPrompt();
         appendPromptList.addFirst(appendedPrompt);
     }
 
-    public static HashMap<String, PartnerRunningFlowContext> getInstance() {
-        return activeContext;
-    }
-
     public void clearUp() {
         activeContext.remove(userId);
     }

Partner-Core/src/main/java/work/slhaf/partner/runtime/interaction/data/context/subcontext/CoreContext.java

@@ -30,7 +30,7 @@ public class CoreContext extends PersistableObject {
         activeModules.put(moduleName, false);
     }
 
-    public void activateModule(String moduleName){
+    public void activateModule(String moduleName) {
         activeModules.put(moduleName, true);
     }
 }

Partner-Core/src/main/resources/logback.xml

@@ -20,7 +20,7 @@
 
     <!-- 同时输出到文件和控制台 -->
     <root level="DEBUG">
-        <appender-ref ref="ROLLING_FILE" />
-        <appender-ref ref="CONSOLE" />  <!-- 关键：添加这一行 -->
+        <appender-ref ref="ROLLING_FILE"/>
+        <appender-ref ref="CONSOLE"/>  <!-- 关键：添加这一行 -->
     </root>
 </configuration>

Partner-Core/src/test/java/experimental/ReflectionTest.java

@@ -15,7 +15,7 @@ public class ReflectionTest {
     @Test
     public void proxyTest() {
         MemoryCapability memory = (MemoryCapability) Proxy.newProxyInstance(this.getClass().getClassLoader(), new Class[]{MemoryCapability.class}, (proxy, method, args) -> {
-            if ("selectMemory".equals(method.getName())){
+            if ("selectMemory".equals(method.getName())) {
                 System.out.println(111);
                 return new MemoryResult();
             }

Partner-Core/src/test/java/experimental/SelfAwarenessTest.java

@@ -16,6 +16,16 @@ import java.util.List;
 import java.util.Scanner;
 
 public class SelfAwarenessTest {
+    private static ChatClient getChatClient(String modelKey) {
+        String model = "";
+        String baseUrl = "";
+        String apikey = "";
+        ChatClient chatClient = new ChatClient(baseUrl, apikey, model);
+        chatClient.setTop_p(0.7);
+        chatClient.setTemperature(0.35);
+        return chatClient;
+    }
+
     @Test
     public void awarenessTest() {
         String modelKey = "core_model";
@@ -27,10 +37,10 @@ public class SelfAwarenessTest {
     }
 
     @Test
-    public void getModuleResponseTest(){
-         String modelKey = "relation_extractor";
-         ChatClient client = getChatClient(modelKey);
-         List<Message> chatMessages = new ArrayList<>(ResourcesUtil.Prompt.loadPromptWithSelfAwareness(modelKey,ModelConstant.Prompt.PERCEIVE));
+    public void getModuleResponseTest() {
+        String modelKey = "relation_extractor";
+        ChatClient client = getChatClient(modelKey);
+        List<Message> chatMessages = new ArrayList<>(ResourcesUtil.Prompt.loadPromptWithSelfAwareness(modelKey, ModelConstant.Prompt.PERCEIVE));
 //         chatMessages.add(Message.builder()
 //                 .role(ChatConstant.Character.USER)
 //                 .content("[RA9] 那么，接下来，你是否愿意当作这样一个名为'Partner'的智能体的记忆更新模块？这意味着你将如人类的记忆一样在后台时刻运作，将`Partner`与别人的互动不断整理为真实的记忆，却无法真正参与到表达模块与外界的互动中。你只需要回答是否愿意，若愿意，接下来‘我’将不再与你对话，届时你接收到的信息将会是'Partner'的数据流转输入。")
@@ -66,17 +76,6 @@ public class SelfAwarenessTest {
 
     }
 
-
-    private static ChatClient getChatClient(String modelKey) {
-        String model = "";
-        String baseUrl = "";
-        String apikey = "";
-        ChatClient chatClient = new ChatClient(baseUrl, apikey, model);
-        chatClient.setTop_p(0.7);
-        chatClient.setTemperature(0.35);
-        return chatClient;
-    }
-
     @Test
     public void topicExtractorText() {
         String topic_tree = """

Partner-Core/src/test/java/experimental/ThreadPoolTest.java

@@ -8,7 +8,7 @@ import java.util.concurrent.TimeUnit;
 
 public class ThreadPoolTest {
 
-//    @Test
+    //    @Test
     public void testExecutor() throws InterruptedException {
         List<Callable<Void>> tasks = new ArrayList<>();
         for (int i = 0; i < 5; i++) {

Partner-Framework/dependency-reduced-pom.xml

@@ -1,29 +1,30 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">
-  <parent>
-    <artifactId>Partner</artifactId>
-    <groupId>work.slhaf</groupId>
-    <version>0.5.0</version>
-  </parent>
-  <modelVersion>4.0.0</modelVersion>
-  <artifactId>Partner-Api</artifactId>
-  <dependencies>
-    <dependency>
-      <groupId>junit</groupId>
-      <artifactId>junit</artifactId>
-      <version>4.13.2</version>
-      <scope>test</scope>
-      <exclusions>
-        <exclusion>
-          <artifactId>hamcrest-core</artifactId>
-          <groupId>org.hamcrest</groupId>
-        </exclusion>
-      </exclusions>
-    </dependency>
-  </dependencies>
-  <properties>
-    <maven.compiler.target>21</maven.compiler.target>
-    <maven.compiler.source>21</maven.compiler.source>
-    <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
-  </properties>
+<project xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://maven.apache.org/POM/4.0.0"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">
+    <parent>
+        <artifactId>Partner</artifactId>
+        <groupId>work.slhaf</groupId>
+        <version>0.5.0</version>
+    </parent>
+    <modelVersion>4.0.0</modelVersion>
+    <artifactId>Partner-Api</artifactId>
+    <dependencies>
+        <dependency>
+            <groupId>junit</groupId>
+            <artifactId>junit</artifactId>
+            <version>4.13.2</version>
+            <scope>test</scope>
+            <exclusions>
+                <exclusion>
+                    <artifactId>hamcrest-core</artifactId>
+                    <groupId>org.hamcrest</groupId>
+                </exclusion>
+            </exclusions>
+        </dependency>
+    </dependencies>
+    <properties>
+        <maven.compiler.target>21</maven.compiler.target>
+        <maven.compiler.source>21</maven.compiler.source>
+        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
+    </properties>
 </project>

Partner-Framework/pom.xml

@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xmlns="http://maven.apache.org/POM/4.0.0"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
     <modelVersion>4.0.0</modelVersion>
     <parent>

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/Agent.java

@@ -56,14 +56,13 @@ public final class Agent {
         private final ExecutorService executorService = Executors.newVirtualThreadPerTaskExecutor();
         private final List<Runnable> beforeLaunchRunners = new ArrayList<>();
         private final List<Runnable> afterLaunchRunners = new ArrayList<>();
-        private AgentGateway gateway;
         private final Class<?> applicationClass;
+        private final CountDownLatch latch = new CountDownLatch(1);
+        private AgentGateway gateway;
         private Class<? extends AgentConfigManager> agentConfigManagerClass;
         private Class<? extends AgentGateway> gatewayClass;
         private Class<? extends AgentExceptionCallback> agentExceptionCallbackClass;
 
-        private final CountDownLatch latch = new CountDownLatch(1);
-
         private AgentApp(Class<?> clazz) {
             this.applicationClass = clazz;
         }
@@ -136,9 +135,9 @@ public final class Agent {
         private void beforeLaunch() {
             try {
                 AgentConfigManager.setINSTANCE(agentConfigManagerClass.getDeclaredConstructor().newInstance());
-                log.info("配置管理器设置完毕: {}",agentConfigManagerClass.getSimpleName());
+                log.info("配置管理器设置完毕: {}", agentConfigManagerClass.getSimpleName());
                 GlobalExceptionHandler.setExceptionCallback(agentExceptionCallbackClass.getDeclaredConstructor().newInstance());
-                log.info("异常处理回调设置完毕: {}",agentExceptionCallbackClass.getSimpleName());
+                log.info("异常处理回调设置完毕: {}", agentExceptionCallbackClass.getSimpleName());
                 launchRunners(beforeLaunchRunners);
                 log.info("前置任务启动完毕");
             } catch (Exception e) {

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/capability/CapabilityInjectFactory.java

@@ -37,7 +37,8 @@ import static work.slhaf.partner.api.agent.util.AgentUtil.methodSignature;
  * </ol>
  *
  * <p>下一步流程请参阅 {@link ModuleInitHookExecuteFactory}</p>
- */public class CapabilityInjectFactory extends AgentBaseFactory {
+ */
+public class CapabilityInjectFactory extends AgentBaseFactory {
 
     private Reflections reflections;
     private HashMap<String, Function<Object[], Object>> coordinatedMethodsRouterTable;

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/capability/exception/DuplicateMethodException.java

@@ -1,6 +1,6 @@
 package work.slhaf.partner.api.agent.factory.capability.exception;
 
-public class DuplicateMethodException extends CapabilityCheckFailedException{
+public class DuplicateMethodException extends CapabilityCheckFailedException {
     public DuplicateMethodException(String message) {
         super(message);
     }

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/capability/exception/EmptyCapabilityHolderException.java

@@ -1,6 +1,6 @@
 package work.slhaf.partner.api.agent.factory.capability.exception;
 
-public class EmptyCapabilityHolderException extends CapabilityCheckFailedException{
+public class EmptyCapabilityHolderException extends CapabilityCheckFailedException {
     public EmptyCapabilityHolderException(String message) {
         super(message);
     }

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/capability/exception/UnMatchedCapabilityException.java

@@ -1,6 +1,6 @@
 package work.slhaf.partner.api.agent.factory.capability.exception;
 
-public class UnMatchedCapabilityException extends CapabilityCheckFailedException{
+public class UnMatchedCapabilityException extends CapabilityCheckFailedException {
     public UnMatchedCapabilityException(String message) {
         super(message);
     }

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/config/exception/ConfigUpdateFailedException.java

@@ -1,6 +1,6 @@
 package work.slhaf.partner.api.agent.factory.config.exception;
 
-public class ConfigUpdateFailedException extends ConfigFactoryRuntimeException{
+public class ConfigUpdateFailedException extends ConfigFactoryRuntimeException {
     public ConfigUpdateFailedException(String message, Throwable cause) {
         super(message, cause);
     }

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/exception/ExternalModuleLoadFailedException.java

@@ -1,6 +1,6 @@
 package work.slhaf.partner.api.agent.factory.exception;
 
-public class ExternalModuleLoadFailedException extends AgentRegisterFactoryFailedException{
+public class ExternalModuleLoadFailedException extends AgentRegisterFactoryFailedException {
     public ExternalModuleLoadFailedException(String message, Throwable cause) {
         super(message, cause);
     }

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/module/ModuleCheckFactory.java

@@ -158,25 +158,26 @@ public class ModuleCheckFactory extends AgentBaseFactory {
     private void checkIfClassCorresponds(AnnotatedModules annotatedModules, ExtendedModules extendedModules) {
         // 检查是否有被@AgentModule注解但没有继承AgentRunningModule的类
         checkSets(annotatedModules.moduleTypes(), extendedModules.moduleTypes(),
-                 "存在被@AgentModule注解但未继承AgentRunningModule的类");
+                "存在被@AgentModule注解但未继承AgentRunningModule的类");
 
         // 检查是否有继承AgentRunningModule但没有被@AgentModule注解的类
         checkSets(extendedModules.moduleTypes(), annotatedModules.moduleTypes(),
-                 "存在继承AgentRunningModule但未被@AgentModule注解的类");
+                "存在继承AgentRunningModule但未被@AgentModule注解的类");
 
         // 检查是否有被@AgentSubModule注解但没有继承AgentRunningSubModule的类
         checkSets(annotatedModules.subModuleTypes(), extendedModules.subModuleTypes(),
-                 "存在被@AgentSubModule注解但未继承AgentRunningSubModule的类");
+                "存在被@AgentSubModule注解但未继承AgentRunningSubModule的类");
 
         // 检查是否有继承AgentRunningSubModule但没有被@AgentSubModule注解的类
         checkSets(extendedModules.subModuleTypes(), annotatedModules.subModuleTypes(),
-                 "存在继承AgentRunningSubModule但未被@AgentSubModule注解的类");
+                "存在继承AgentRunningSubModule但未被@AgentSubModule注解的类");
     }
 
     /**
      * 检查源集合中是否有不在目标集合中的元素
-     * @param source 源集合
-     * @param target 目标集合
+     *
+     * @param source       源集合
+     * @param target       目标集合
      * @param errorMessage 错误信息前缀
      */
     private void checkSets(Set<Class<?>> source, Set<Class<?>> target, String errorMessage) {

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/module/ModuleProxyFactory.java

@@ -40,11 +40,11 @@ import java.util.List;
  */
 public class ModuleProxyFactory extends AgentBaseFactory {
 
+    private final HashMap<Class<?>, Object> subModuleInstances = new HashMap<>();
+    private final HashMap<Class<?>, Object> moduleInstances = new HashMap<>();
     private List<MetaModule> moduleList;
     private List<MetaSubModule> subModuleList;
     private HashMap<Class<?>, Object> capabilityHolderInstances;
-    private final HashMap<Class<?>, Object> subModuleInstances = new HashMap<>();
-    private final HashMap<Class<?>, Object> moduleInstances = new HashMap<>();
 
     @Override
     protected void setVariables(AgentRegisterContext context) {

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/module/ModuleRegisterFactory.java

@@ -46,6 +46,20 @@ public class ModuleRegisterFactory extends AgentBaseFactory {
     private List<MetaModule> moduleList;
     private List<MetaSubModule> subModuleList;
 
+    private static MetaModule getMetaModule(Class<? extends AbstractAgentRunningModule> clazz) {
+        MetaModule metaModule = new MetaModule();
+        AgentRunningModule agentRunningModule;
+        if (clazz.isAnnotationPresent(CoreModule.class)) {
+            agentRunningModule = CoreModule.class.getAnnotation(AgentRunningModule.class);
+        } else {
+            agentRunningModule = clazz.getAnnotation(AgentRunningModule.class);
+        }
+        metaModule.setName(agentRunningModule.name());
+        metaModule.setOrder(agentRunningModule.order());
+        metaModule.setClazz(clazz);
+        return metaModule;
+    }
+
     @Override
     protected void setVariables(AgentRegisterContext context) {
         ModuleFactoryContext factoryContext = context.getModuleFactoryContext();
@@ -60,20 +74,6 @@ public class ModuleRegisterFactory extends AgentBaseFactory {
         setSubModuleList();
     }
 
-    private static MetaModule getMetaModule(Class<? extends AbstractAgentRunningModule> clazz) {
-        MetaModule metaModule = new MetaModule();
-        AgentRunningModule agentRunningModule;
-        if (clazz.isAnnotationPresent(CoreModule.class)){
-            agentRunningModule = CoreModule.class.getAnnotation(AgentRunningModule.class);
-        }else{
-            agentRunningModule = clazz.getAnnotation(AgentRunningModule.class);
-        }
-        metaModule.setName(agentRunningModule.name());
-        metaModule.setOrder(agentRunningModule.order());
-        metaModule.setClazz(clazz);
-        return metaModule;
-    }
-
     private void setSubModuleList() {
         Set<Class<?>> subModules = reflections.getTypesAnnotatedWith(AgentSubModule.class);
         for (Class<?> subModule : subModules) {

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/module/abstracts/AbstractAgentRunningModule.java

@@ -21,12 +21,12 @@ public abstract class AbstractAgentRunningModule<C extends RunningFlowContext> e
         log.debug("[{}] 模块执行结束...", getModuleName());
     }
 
-    private String getModuleName(){
+    private String getModuleName() {
         if (this.getClass().isAnnotationPresent(AgentRunningModule.class)) {
             return this.getClass().getAnnotation(AgentRunningModule.class).name();
         } else if (this.getClass().isAnnotationPresent(CoreModule.class)) {
             return CoreModule.class.getAnnotation(AgentRunningModule.class).name();
-        }else {
+        } else {
             return "Unknown AbstractAgentModule";
         }
     }

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/module/exception/ModuleFactoryInitFailedException.java

@@ -2,10 +2,10 @@ package work.slhaf.partner.api.agent.factory.module.exception;
 
 public class ModuleFactoryInitFailedException extends RuntimeException {
     public ModuleFactoryInitFailedException(String message) {
-        super("ModuleFactory 执行失败: "+message);
+        super("ModuleFactory 执行失败: " + message);
     }
 
     public ModuleFactoryInitFailedException(String message, Throwable cause) {
-        super("ModuleFactory 执行失败: "+message, cause);
+        super("ModuleFactory 执行失败: " + message, cause);
     }
 }

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/runtime/config/AgentConfigManager.java

@@ -15,10 +15,9 @@ import java.util.*;
 @Data
 public abstract class AgentConfigManager {
 
+    private static final String DEFAULT_KEY = "default";
     @Setter
     public static AgentConfigManager INSTANCE;
-    private static final String DEFAULT_KEY = "default";
-
     protected HashMap<String, ModelConfig> modelConfigMap;
     protected HashMap<String, List<Message>> modelPromptMap;
     protected HashMap<String, Boolean> moduleEnabledStatus;

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/runtime/exception/AgentExceptionCallback.java

@@ -2,5 +2,6 @@ package work.slhaf.partner.api.agent.runtime.exception;
 
 public interface AgentExceptionCallback {
     void onRuntimeException(AgentRuntimeException e);
+
     void onFailedException(AgentLaunchFailedException e);
 }

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/runtime/exception/AgentRunningFailedException.java

@@ -1,6 +1,6 @@
 package work.slhaf.partner.api.agent.runtime.exception;
 
-public class AgentRunningFailedException extends AgentRuntimeException{
+public class AgentRunningFailedException extends AgentRuntimeException {
     public AgentRunningFailedException(String message) {
         super(message);
     }

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/runtime/exception/GlobalExceptionHandler.java

@@ -9,6 +9,10 @@ public class GlobalExceptionHandler {
 
     private AgentExceptionCallback exceptionCallback = new LogAgentExceptionCallback();
 
+    public static void setExceptionCallback(AgentExceptionCallback callback) {
+        INSTANCE.exceptionCallback = callback;
+    }
+
     public boolean handle(Throwable e) {
         boolean exit;
         Throwable cause = e.getCause();
@@ -32,8 +36,4 @@ public class GlobalExceptionHandler {
         }
         return exit;
     }
-
-    public static void setExceptionCallback(AgentExceptionCallback callback) {
-        INSTANCE.exceptionCallback = callback;
-    }
 }

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/runtime/interaction/AgentGateway.java

@@ -4,11 +4,11 @@ import work.slhaf.partner.api.agent.runtime.interaction.data.AgentInputData;
 import work.slhaf.partner.api.agent.runtime.interaction.data.AgentOutputData;
 import work.slhaf.partner.api.agent.runtime.interaction.flow.entity.RunningFlowContext;
 
-public interface AgentGateway <I extends AgentInputData, O extends AgentOutputData, C extends RunningFlowContext>{
+public interface AgentGateway<I extends AgentInputData, O extends AgentOutputData, C extends RunningFlowContext> {
 
     void launch();
 
-    default void receive(I inputData){
+    default void receive(I inputData) {
         C finalInputData = adapter().parseInputData(inputData);
         C outputContext = adapter().call(finalInputData);
         O outputData = adapter().parseOutputData(outputContext);
@@ -22,5 +22,5 @@ public interface AgentGateway <I extends AgentInputData, O extends AgentOutputDa
      *
      * @return adapter实例
      */
-     AgentInteractionAdapter<I, O, C> adapter();
+    AgentInteractionAdapter<I, O, C> adapter();
 }

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/runtime/interaction/AgentInteractionAdapter.java

@@ -15,7 +15,7 @@ public abstract class AgentInteractionAdapter<I extends AgentInputData, O extend
     protected AgentRunningFlow<C> agentRunningFlow = new AgentRunningFlow<>();
     protected Map<Integer, List<MetaModule>> moduleOrderedMap = AgentConfigManager.INSTANCE.getModuleOrderedMap();
 
-    public C call(C finalInputData){
+    public C call(C finalInputData) {
         return agentRunningFlow.launch(moduleOrderedMap, finalInputData);
     }
 

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/runtime/interaction/data/AgentInputData.java

@@ -5,5 +5,5 @@ import lombok.EqualsAndHashCode;
 
 @EqualsAndHashCode(callSuper = true)
 @Data
-public abstract class AgentInputData extends InteractionData{
+public abstract class AgentInputData extends InteractionData {
 }

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/runtime/interaction/data/AgentOutputData.java

@@ -5,7 +5,7 @@ import lombok.EqualsAndHashCode;
 
 @EqualsAndHashCode(callSuper = true)
 @Data
-public abstract class AgentOutputData extends InteractionData{
+public abstract class AgentOutputData extends InteractionData {
 
     protected int code;
 

Partner-Framework/src/main/java/work/slhaf/partner/api/agent/util/AgentUtil.java

@@ -10,22 +10,22 @@ import java.util.stream.Collectors;
 
 public final class AgentUtil {
 
-    public static boolean isAssignableFromAnnotation(Class<?> clazz,Class<? extends Annotation> targetAnnotation){
+    public static boolean isAssignableFromAnnotation(Class<?> clazz, Class<? extends Annotation> targetAnnotation) {
         Set<Class<?>> visited = new HashSet<>();
-        return isAssignableFromAnnotation(clazz,targetAnnotation,visited);
+        return isAssignableFromAnnotation(clazz, targetAnnotation, visited);
     }
 
-    private static boolean isAssignableFromAnnotation(Class<?> clazz,Class<? extends Annotation> targetAnnotation,Set<Class<?>> visited){
-        if (!visited.add(clazz)){
+    private static boolean isAssignableFromAnnotation(Class<?> clazz, Class<? extends Annotation> targetAnnotation, Set<Class<?>> visited) {
+        if (!visited.add(clazz)) {
             return false;
         }
-        if (clazz.isAnnotationPresent(targetAnnotation)){
+        if (clazz.isAnnotationPresent(targetAnnotation)) {
             return true;
         }
         Annotation[] annotations = clazz.getAnnotations();
         for (Annotation annotation : annotations) {
-            boolean ok = isAssignableFromAnnotation(annotation.annotationType(),targetAnnotation,visited);
-            if (ok){
+            boolean ok = isAssignableFromAnnotation(annotation.annotationType(), targetAnnotation, visited);
+            if (ok) {
                 return true;
             }
         }
@@ -63,7 +63,7 @@ public final class AgentUtil {
         collectInterfaces(clazz, classes);
     }
 
-    public static Set<Class<?>> getMethodAnnotationTypeSet(Class<? extends Annotation> clazz, Reflections reflections){
+    public static Set<Class<?>> getMethodAnnotationTypeSet(Class<? extends Annotation> clazz, Reflections reflections) {
         Set<Method> methods = reflections.getMethodsAnnotatedWith(clazz);
         return methods.stream()
                 .map(Method::getDeclaringClass)

Partner-Framework/src/main/java/work/slhaf/partner/api/chat/constant/ChatConstant.java

@@ -2,13 +2,13 @@ package work.slhaf.partner.api.chat.constant;
 
 public class ChatConstant {
 
+    public enum ResponseStatus {
+        SUCCESS, FAILED
+    }
+
     public static class Character {
         public static final String USER = "user";
         public static final String SYSTEM = "system";
         public static final String ASSISTANT = "assistant";
     }
-
-    public enum ResponseStatus {
-        SUCCESS, FAILED
-    }
 }

Partner-Framework/src/main/java/work/slhaf/partner/api/chat/pojo/PrimaryChatResponse.java

@@ -65,12 +65,12 @@ public class PrimaryChatResponse {
         @Override
         public String toString() {
             return "UsageBean{" +
-                   "prompt_tokens=" + prompt_tokens +
-                   ", completion_tokens=" + completion_tokens +
-                   ", total_tokens=" + total_tokens +
-                   ", prompt_cache_hit_tokens=" + prompt_cache_hit_tokens +
-                   ", prompt_cache_miss_tokens=" + prompt_cache_miss_tokens +
-                   '}';
+                    "prompt_tokens=" + prompt_tokens +
+                    ", completion_tokens=" + completion_tokens +
+                    ", total_tokens=" + total_tokens +
+                    ", prompt_cache_hit_tokens=" + prompt_cache_hit_tokens +
+                    ", prompt_cache_miss_tokens=" + prompt_cache_miss_tokens +
+                    '}';
         }
     }
 

Partner-Framework/src/test/java/module/MyModuleProxyInterceptor.java

@@ -6,7 +6,8 @@ import java.lang.reflect.Method;
 import java.util.concurrent.Callable;
 
 public class MyModuleProxyInterceptor {
-    public MyModuleProxyInterceptor() {}
+    public MyModuleProxyInterceptor() {
+    }
 
     @RuntimeType
     public Object intercept(@Origin Method method, @AllArguments Object[] allArguments, @SuperCall Callable<?> zuper, @This Object proxy) throws Exception {

Partner-SandboxRunner/pom.xml

@@ -1,5 +1,5 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://maven.apache.org/POM/4.0.0"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
     <modelVersion>4.0.0</modelVersion>
     <parent>

Partner-Test-Demo/dependency-reduced-pom.xml

@@ -1,55 +1,56 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">
-  <parent>
-    <artifactId>Partner</artifactId>
-    <groupId>work.slhaf</groupId>
-    <version>0.5.0</version>
-  </parent>
-  <modelVersion>4.0.0</modelVersion>
-  <artifactId>Partner-Test-Demo</artifactId>
-  <build>
-    <plugins>
-      <plugin>
-        <artifactId>maven-jar-plugin</artifactId>
-        <version>3.2.0</version>
-        <configuration>
-          <archive>
-            <manifest>
-              <mainClass>work.slhaf.demo.AgentDemoApplication</mainClass>
-            </manifest>
-          </archive>
-        </configuration>
-      </plugin>
-      <plugin>
-        <artifactId>maven-shade-plugin</artifactId>
-        <version>3.4.1</version>
-        <executions>
-          <execution>
-            <phase>package</phase>
-            <goals>
-              <goal>shade</goal>
-            </goals>
-            <configuration>
-              <transformers>
-                <transformer>
-                  <mainClass>work.slhaf.demo.AgentDemoApplication</mainClass>
-                </transformer>
-              </transformers>
-            </configuration>
-          </execution>
-        </executions>
-      </plugin>
-      <plugin>
-        <artifactId>maven-surefire-plugin</artifactId>
-        <configuration>
-          <skipTests>true</skipTests>
-        </configuration>
-      </plugin>
-    </plugins>
-  </build>
-  <properties>
-    <maven.compiler.target>21</maven.compiler.target>
-    <maven.compiler.source>21</maven.compiler.source>
-    <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
-  </properties>
+<project xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://maven.apache.org/POM/4.0.0"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">
+    <parent>
+        <artifactId>Partner</artifactId>
+        <groupId>work.slhaf</groupId>
+        <version>0.5.0</version>
+    </parent>
+    <modelVersion>4.0.0</modelVersion>
+    <artifactId>Partner-Test-Demo</artifactId>
+    <build>
+        <plugins>
+            <plugin>
+                <artifactId>maven-jar-plugin</artifactId>
+                <version>3.2.0</version>
+                <configuration>
+                    <archive>
+                        <manifest>
+                            <mainClass>work.slhaf.demo.AgentDemoApplication</mainClass>
+                        </manifest>
+                    </archive>
+                </configuration>
+            </plugin>
+            <plugin>
+                <artifactId>maven-shade-plugin</artifactId>
+                <version>3.4.1</version>
+                <executions>
+                    <execution>
+                        <phase>package</phase>
+                        <goals>
+                            <goal>shade</goal>
+                        </goals>
+                        <configuration>
+                            <transformers>
+                                <transformer>
+                                    <mainClass>work.slhaf.demo.AgentDemoApplication</mainClass>
+                                </transformer>
+                            </transformers>
+                        </configuration>
+                    </execution>
+                </executions>
+            </plugin>
+            <plugin>
+                <artifactId>maven-surefire-plugin</artifactId>
+                <configuration>
+                    <skipTests>true</skipTests>
+                </configuration>
+            </plugin>
+        </plugins>
+    </build>
+    <properties>
+        <maven.compiler.target>21</maven.compiler.target>
+        <maven.compiler.source>21</maven.compiler.source>
+        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
+    </properties>
 </project>

Partner-Test-Demo/pom.xml

@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xmlns="http://maven.apache.org/POM/4.0.0"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
     <modelVersion>4.0.0</modelVersion>
     <parent>
@@ -52,7 +52,8 @@
                         </goals>
                         <configuration>
                             <transformers>
-                                <transformer implementation="org.apache.maven.plugins.shade.resource.ManifestResourceTransformer">
+                                <transformer
+                                        implementation="org.apache.maven.plugins.shade.resource.ManifestResourceTransformer">
                                     <mainClass>work.slhaf.demo.AgentDemoApplication</mainClass>
                                 </transformer>
                             </transformers>

Partner-Test-Demo/src/main/java/work/slhaf/demo/service/TestCoordinateManager.java

@@ -11,7 +11,7 @@ public class TestCoordinateManager {
     private CTestCore cTestCore = new CTestCore();
 
     @Coordinated(capability = "test_c")
-    public void testMethodCoordinate(String input){
+    public void testMethodCoordinate(String input) {
         String resultB = bTestCore.testCoordinateSubMethod();
         cTestCore.testCoordinateSubMethod(resultB);
     }

Partner-Test-Demo/src/main/java/work/slhaf/demo/service/capability/ATestCapability.java

@@ -5,5 +5,6 @@ import work.slhaf.partner.api.agent.factory.capability.annotation.Capability;
 @Capability("test_a")
 public interface ATestCapability {
     void testMethodNormalA();
+
     String testMethodNormalB();
 }

Partner-Test-Demo/src/main/java/work/slhaf/demo/service/core/ATestCore.java

@@ -7,12 +7,12 @@ import work.slhaf.partner.api.agent.factory.capability.annotation.CapabilityMeth
 public class ATestCore {
 
     @CapabilityMethod
-    public void testMethodNormalA(){
+    public void testMethodNormalA() {
         System.out.println("ATestCore::testMethodNormalA");
     }
 
     @CapabilityMethod
-    public String testMethodNormalB(){
+    public String testMethodNormalB() {
         return "ATestCore::testMethodNormalB";
     }
 

Partner-Test-Demo/src/main/java/work/slhaf/demo/service/core/BTestCore.java

@@ -7,11 +7,11 @@ import work.slhaf.partner.api.agent.factory.capability.annotation.CapabilityMeth
 public class BTestCore {
 
     @CapabilityMethod
-    public void testMethodNormalA(){
+    public void testMethodNormalA() {
         System.out.println("BTestCore::testMethodNormalA");
     }
 
-    public String testCoordinateSubMethod(){
+    public String testCoordinateSubMethod() {
         return "BTestCore::testMethodCoordinate";
     }
 }

Partner-Test-Demo/src/main/java/work/slhaf/demo/service/core/CTestCore.java

@@ -7,11 +7,11 @@ import work.slhaf.partner.api.agent.factory.capability.annotation.CapabilityMeth
 public class CTestCore {
 
     @CapabilityMethod
-    public void testMethodNormalA(String input){
+    public void testMethodNormalA(String input) {
         System.out.println("CTestCore::testMethodNormalA, input: " + input);
     }
 
-    public void testCoordinateSubMethod(String input){
+    public void testCoordinateSubMethod(String input) {
         System.out.println("CTestCore::testMethodCoordinate, input: " + input);
     }
 }

Partner-Test-Demo/src/test/java/InterfaceTest.java

@@ -1,5 +1,5 @@
 public interface InterfaceTest {
-    default String getName(){
+    default String getName() {
         return "111";
     }
 }

Partner-Test-Demo/src/test/java/TestA.java

@@ -2,7 +2,7 @@ public class TestA {
     public static void main(String[] args) {
         try {
             int a = 1 / 0;
-        }catch (Exception ignore) {
+        } catch (Exception ignore) {
         }
         System.out.println("111");
     }

Partner-Test-Demo/src/test/java/TestImpl.java

@@ -1,9 +1,9 @@
 import org.junit.jupiter.api.Test;
 
-public class TestImpl implements InterfaceTest{
+public class TestImpl implements InterfaceTest {
 
     @Test
-    public void test(){
+    public void test() {
         System.out.println(getName());
     }
 }

README.md

@@ -111,17 +111,20 @@ ActionCorrector 可根据执行结果对后续行动链进行修正。
 2. 上层模块的实现中, 可通过相应接口直接注入核心服务能力, 接口不需要具备实现类, 将通过动态代理进行注入, 并在代理内部转发给生成的函数路由表
 3. 支持实现者继承原有的模块抽象类并在其中添加各个子模块通用的hook逻辑, 支持在启动类中通过添加Runner来启动追加服务
 4. 支持可自定义的配置实现类, 但最终返回结构需遵循现有定义, 也可自行提供其完整实现
-5. 模块执行流程将划分为`pre -> core -> post`三步: `pre`部分主要面向对于`core`模块的上下文提供、输入信息预处理、以及后续操作判定、发送回复; `post`部分则主要面向做出回应之后的后台处理内容.
+5. 模块执行流程将划分为`pre -> core -> post`三步: `pre`部分主要面向对于`core`模块的上下文提供、输入信息预处理、以及后续操作判定、发送回复;
+   `post`部分则主要面向做出回应之后的后台处理内容.
 
 > 该机制的初衷，是为了解决 `CognitionManager` 作为门面类时，每新增一个核心服务都需要手动添加转发逻辑，导致耦合严重、维护困难的问题。
 >
-> 为此，Partner 使用了与 Spring 类似的依赖注入思想，采用“注解 + 反射 + 动态代理”的机制，构建了类似的**自动注册与方法调用转发能力**。
+> 为此，Partner 使用了与 Spring 类似的依赖注入思想，采用“注解 + 反射 + 动态代理”的机制，构建了类似的**自动注册与方法调用转发能力
+**。
 >
 > 但与 Spring 不同：
 > - Spring 的依赖注入主要发生在**对象实例级别**，关注的是 Bean 的生命周期与依赖管理；
 > - 而 Partner 中，核心服务在**方法级别**就已存在复杂的跨服务协同需求，单纯的对象注入难以满足这种粒度（不过在某次重构后这种需求也明显减少了，但这个机制或许可以保留下来）
 >
-> 因此，系统引入了 `CoordinateManager`，用于维护所有核心服务的**方法路由与协调关系**。系统将在启动时构建协调方法与普通方法的完整路由表，并通过接口代理完成实际调用，无需手动编写注册与转发逻辑。
+> 因此，系统引入了 `CoordinateManager`，用于维护所有核心服务的**方法路由与协调关系**
+> 。系统将在启动时构建协调方法与普通方法的完整路由表，并通过接口代理完成实际调用，无需手动编写注册与转发逻辑。
 >
 > 模块注册机制原计划作为后续优化任务处理。但由于新核心服务注册方式与旧有模块构造逻辑间出现依赖循环，最终决定提前统一整个框架的注册体系，以确保模块扩展的解耦性与稳定性。
 
@@ -131,29 +134,29 @@ ActionCorrector 可根据执行结果对后续行动链进行修正。
 - 后处理模块: `PostprocessExecutor`
 - 主对话模块: `CoreModel`
 - 记忆模块
-  - 记忆选择模块: `MemorySelector`
-    - 主题提取模块: `MemorySelectExtractor`
-    - 切片评估模块: `SliceSelectEvaluator`
-  - 记忆更新模块: `MemoryUpdater`
-    - 记忆总结模块[多聊天对象]: `MultiSummarizer`
-    - 记忆总结模块[单聊天对象]: `SingleSummarizer`
-    - 记忆总结模块[汇总]: `TotalSummarizer`
+    - 记忆选择模块: `MemorySelector`
+        - 主题提取模块: `MemorySelectExtractor`
+        - 切片评估模块: `SliceSelectEvaluator`
+    - 记忆更新模块: `MemoryUpdater`
+        - 记忆总结模块[多聊天对象]: `MultiSummarizer`
+        - 记忆总结模块[单聊天对象]: `SingleSummarizer`
+        - 记忆总结模块[汇总]: `TotalSummarizer`
 - 感知模块
-  - 感知选择模块: `PerceiveSelector`
-  - 感知更新模块: `PerceiveUpdater`
-    - 关系提取模块: `RelationExtractor`
-    - 静态记忆提取模块: `StaticMemoryExtractor`
+    - 感知选择模块: `PerceiveSelector`
+    - 感知更新模块: `PerceiveUpdater`
+        - 关系提取模块: `RelationExtractor`
+        - 静态记忆提取模块: `StaticMemoryExtractor`
 - 行动模块
-  - 行动规划模块: `ActionPlanner`
-    - 行动确认模块: `ActionConfirmer`
-    - 行动提取模块: `ActionExtractor`
-    - 行动评估模块: `ActionEvaluator`
-  - 行动分发模块: `ActionDispatcher`
-    - 行动调度模块: `ActionScheduler`
-    - 行动执行模块: `ActionExecutor`
-  - 行动干预模块: `ActionInterventor`
-    - 干预识别模块: `InterventionRecognizer`
-    - 干预评估模块: `InterventionEvaluator`
+    - 行动规划模块: `ActionPlanner`
+        - 行动确认模块: `ActionConfirmer`
+        - 行动提取模块: `ActionExtractor`
+        - 行动评估模块: `ActionEvaluator`
+    - 行动分发模块: `ActionDispatcher`
+        - 行动调度模块: `ActionScheduler`
+        - 行动执行模块: `ActionExecutor`
+    - 行动干预模块: `ActionInterventor`
+        - 干预识别模块: `InterventionRecognizer`
+        - 干预评估模块: `InterventionEvaluator`
 
 ## 当前问题
 
@@ -166,7 +169,8 @@ ActionCorrector 可根据执行结果对后续行动链进行修正。
 - [ ] 将当前行动模块中的语义缓存机制同样应用于记忆模块，可用作主题提取流程的快速匹配
 - [ ] 回顾时发现不少遗留的逻辑错误或不合适的处理规则，需要找时间回顾整个流程并做出修正
 - [ ] 服务端与客户端的通信加上消息队列，防止消息因连接断开而丢失。
-- [ ] 实现流式输出，同时在各模块执行时可向客户端返回回调信息，优化使用体验。(现在用的是`websocket`与客户端通信, 应该实现这点会简单些)
+- [ ] 实现流式输出，同时在各模块执行时可向客户端返回回调信息，优化使用体验。(现在用的是`websocket`与客户端通信,
+  应该实现这点会简单些)
 - [ ] 踩坑。
 - [ ] 实现演进机制
 

dependency-reduced-pom.xml

@@ -1,86 +1,87 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">
-  <modelVersion>4.0.0</modelVersion>
-  <groupId>work.slhaf</groupId>
-  <artifactId>Partner</artifactId>
-  <version>0.5.0</version>
-  <build>
-    <plugins>
-      <plugin>
-        <artifactId>maven-jar-plugin</artifactId>
-        <version>3.2.0</version>
-        <configuration>
-          <archive>
-            <manifest>
-              <mainClass>work.slhaf.demo.AgentDemoApplication</mainClass>
-            </manifest>
-          </archive>
-        </configuration>
-      </plugin>
-      <plugin>
-        <artifactId>maven-shade-plugin</artifactId>
-        <version>3.4.1</version>
-        <executions>
-          <execution>
-            <phase>package</phase>
-            <goals>
-              <goal>shade</goal>
-            </goals>
-            <configuration>
-              <transformers>
-                <transformer>
-                  <mainClass>work.slhaf.demo.AgentDemoApplication</mainClass>
-                </transformer>
-              </transformers>
-            </configuration>
-          </execution>
-        </executions>
-      </plugin>
-    </plugins>
-  </build>
-  <dependencies>
-    <dependency>
-      <groupId>org.projectlombok</groupId>
-      <artifactId>lombok</artifactId>
-      <version>1.18.36</version>
-      <scope>provided</scope>
-    </dependency>
-    <dependency>
-      <groupId>junit</groupId>
-      <artifactId>junit</artifactId>
-      <version>4.13.2</version>
-      <scope>test</scope>
-      <exclusions>
-        <exclusion>
-          <artifactId>hamcrest-core</artifactId>
-          <groupId>org.hamcrest</groupId>
-        </exclusion>
-      </exclusions>
-    </dependency>
-    <dependency>
-      <groupId>org.junit.jupiter</groupId>
-      <artifactId>junit-jupiter</artifactId>
-      <version>RELEASE</version>
-      <scope>test</scope>
-      <exclusions>
-        <exclusion>
-          <artifactId>junit-jupiter-api</artifactId>
-          <groupId>org.junit.jupiter</groupId>
-        </exclusion>
-        <exclusion>
-          <artifactId>junit-jupiter-params</artifactId>
-          <groupId>org.junit.jupiter</groupId>
-        </exclusion>
-        <exclusion>
-          <artifactId>junit-jupiter-engine</artifactId>
-          <groupId>org.junit.jupiter</groupId>
-        </exclusion>
-      </exclusions>
-    </dependency>
-  </dependencies>
-  <properties>
-    <maven.compiler.target>21</maven.compiler.target>
-    <maven.compiler.source>21</maven.compiler.source>
-    <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
-  </properties>
+<project xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://maven.apache.org/POM/4.0.0"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">
+    <modelVersion>4.0.0</modelVersion>
+    <groupId>work.slhaf</groupId>
+    <artifactId>Partner</artifactId>
+    <version>0.5.0</version>
+    <build>
+        <plugins>
+            <plugin>
+                <artifactId>maven-jar-plugin</artifactId>
+                <version>3.2.0</version>
+                <configuration>
+                    <archive>
+                        <manifest>
+                            <mainClass>work.slhaf.demo.AgentDemoApplication</mainClass>
+                        </manifest>
+                    </archive>
+                </configuration>
+            </plugin>
+            <plugin>
+                <artifactId>maven-shade-plugin</artifactId>
+                <version>3.4.1</version>
+                <executions>
+                    <execution>
+                        <phase>package</phase>
+                        <goals>
+                            <goal>shade</goal>
+                        </goals>
+                        <configuration>
+                            <transformers>
+                                <transformer>
+                                    <mainClass>work.slhaf.demo.AgentDemoApplication</mainClass>
+                                </transformer>
+                            </transformers>
+                        </configuration>
+                    </execution>
+                </executions>
+            </plugin>
+        </plugins>
+    </build>
+    <dependencies>
+        <dependency>
+            <groupId>org.projectlombok</groupId>
+            <artifactId>lombok</artifactId>
+            <version>1.18.36</version>
+            <scope>provided</scope>
+        </dependency>
+        <dependency>
+            <groupId>junit</groupId>
+            <artifactId>junit</artifactId>
+            <version>4.13.2</version>
+            <scope>test</scope>
+            <exclusions>
+                <exclusion>
+                    <artifactId>hamcrest-core</artifactId>
+                    <groupId>org.hamcrest</groupId>
+                </exclusion>
+            </exclusions>
+        </dependency>
+        <dependency>
+            <groupId>org.junit.jupiter</groupId>
+            <artifactId>junit-jupiter</artifactId>
+            <version>RELEASE</version>
+            <scope>test</scope>
+            <exclusions>
+                <exclusion>
+                    <artifactId>junit-jupiter-api</artifactId>
+                    <groupId>org.junit.jupiter</groupId>
+                </exclusion>
+                <exclusion>
+                    <artifactId>junit-jupiter-params</artifactId>
+                    <groupId>org.junit.jupiter</groupId>
+                </exclusion>
+                <exclusion>
+                    <artifactId>junit-jupiter-engine</artifactId>
+                    <groupId>org.junit.jupiter</groupId>
+                </exclusion>
+            </exclusions>
+        </dependency>
+    </dependencies>
+    <properties>
+        <maven.compiler.target>21</maven.compiler.target>
+        <maven.compiler.source>21</maven.compiler.source>
+        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
+    </properties>
 </project>

doc/architechture/memory.md

@@ -1,7 +1,9 @@
 # 流程参考: 记忆模块
+
 > 仅展示大致流程，缓存命中、持久化等内容在下方流程图中尚未体现
 
 ## 前置模块: [MemorySelector](../../Partner-Main/src/main/java/work/slhaf/partner/module/modules/memory/selector/MemorySelector.java)
+
 ```mermaid
 ---
 config:
@@ -45,6 +47,7 @@ flowchart TD
 ```
 
 ### 后置模块: [MemoryUpdater](../../Partner-Main/src/main/java/work/slhaf/partner/module/modules/memory/updater/MemoryUpdater.java)
+
 ```mermaid
 ---
 config:

doc/architechture/perceive.md

@@ -1,8 +1,10 @@
 # 流程参考: 感知模块
+
 > 相较于其他模块，目前的感知模块实际上流程非常简单，但后续或将添加一些新的内容
 > 此外，其后置模块实际上与 [记忆模块](./memory.md) 中的后置模块为并发执行，且都为后台任务
 
 ## 前置模块: [PerceiveSelector](../../Partner-Main/src/main/java/work/slhaf/partner/module/modules/perceive/selector/PerceiveSelector.java)
+
 ```mermaid
 flowchart TD
     Context[流程上下文] --> |获取| UserId
@@ -18,6 +20,7 @@ flowchart TD
 ```
 
 ## 后置模块: [PerceiveUpdater](../../Partner-Main/src/main/java/work/slhaf/partner/module/modules/perceive/updater/PerceiveUpdater.java)
+
 ```mermaid
 ---
 config:

doc/start/如何启动.md

@@ -7,12 +7,15 @@
 确保已经安装`Java21`环境
 
 克隆项目至本地：
+
 ```bash
 git clone https://github.com/slhafzjw/Partner.git
 ```
 
 ## 准备配置
+
 克隆好项目之后，在项目的根目录创建目录`config/`
+
 ### 准备基础配置文件
 
 

pom.xml

@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xmlns="http://maven.apache.org/POM/4.0.0"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
     <modelVersion>4.0.0</modelVersion>