考试任务调用知识点簇聚类

src/main/java/com/project/ding/config/SecurityConfig.java

@@ -28,7 +28,8 @@ public class SecurityConfig {
             .sessionManagement(s -> s.sessionCreationPolicy(SessionCreationPolicy.STATELESS))
             .authorizeHttpRequests(auth -> auth
                 // 登录放行
-                .requestMatchers("/api/login/**").permitAll()
+                .requestMatchers("/api/login/**" ,
+                        "/api/interaction/**").permitAll()
                 // 管理端锁定
                 .requestMatchers("/api/admin/**").hasRole("ADMIN")
                 // 其余（考生端）需登录

src/main/java/com/project/information/domain/dto/KnowledgePointDTO.java

@@ -1,7 +1,12 @@
 package com.project.information.domain.dto;
 
+import com.project.base.domain.dto.BaseDTO;
 import lombok.Data;
 
 @Data
-public class KnowledgePointDTO {
+public class KnowledgePointDTO extends BaseDTO {
+    private Long id;
+
+    private String content;
+
 }

src/main/java/com/project/information/domain/param/CheckDuplicatesParam.java

@@ -29,4 +29,5 @@ public class CheckDuplicatesParam {
             // 处理解析异常
             throw new BusinessErrorException("Json解析失败");
         }
-    }}
+    }
+}

src/main/java/com/project/interaction/application/AlgorithmApplicationService.java

@@ -0,0 +1,24 @@
+package com.project.interaction.application;
+
+import com.project.information.domain.dto.KnowledgePointDTO;
+import com.project.interaction.domain.dto.ClusterCallbackDTO;
+import com.project.question.domain.dto.TaskKnowledgePointDTO;
+import com.project.task.domain.enums.QuestionTypeEnum;
+
+import java.util.List;
+
+public interface AlgorithmApplicationService {
+
+    /**
+     * 知识点分簇
+     * @param taskId
+     * @param kpList
+     */
+
+    void postToClustering(Long taskId, List<KnowledgePointDTO> kpList);
+
+
+    void generateQuestion(List<TaskKnowledgePointDTO> dtoList , QuestionTypeEnum questionType , int num);
+
+    void saveCluster(Long taskId, List<ClusterCallbackDTO.ClusterItem> clusters) throws Exception;
+}

src/main/java/com/project/interaction/application/impl/AlgorithmApplicationServiceImpl.java

@@ -0,0 +1,47 @@
+package com.project.interaction.application.impl;
+
+import com.project.information.domain.dto.KnowledgePointDTO;
+import com.project.interaction.application.AlgorithmApplicationService;
+import com.project.interaction.domain.dto.ClusterCallbackDTO;
+import com.project.interaction.domain.service.PostToClusteringDomainService;
+import com.project.interaction.domain.service.SaveClusterDomainService;
+import com.project.question.domain.dto.TaskKnowledgePointDTO;
+import com.project.question.domain.enums.QuestionSourceTypeEnum;
+import com.project.task.domain.enums.QuestionTypeEnum;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+
+import java.util.List;
+
+@Service
+public class AlgorithmApplicationServiceImpl implements AlgorithmApplicationService {
+    @Autowired
+    private PostToClusteringDomainService postToClusteringDomainService;
+
+    @Autowired
+    private SaveClusterDomainService saveClusterDomainService;
+    @Override
+    public void postToClustering(Long taskId, List<KnowledgePointDTO> kpList) {
+        postToClusteringDomainService.postToClustering(taskId , kpList);
+    }
+
+
+    @Override
+    public void generateQuestion(List<TaskKnowledgePointDTO> dtoList, QuestionTypeEnum questionType, int num) {
+        System.out.println(String.format("<=======生成了%d道%s, 结合了知识点【%s】属于%s=======>" ,
+                num ,
+                questionType.getDescription() ,
+                String.join("," , dtoList.stream().map(dto -> dto.getId().toString()).toList()) ,
+                dtoList.size() > 1 ? QuestionSourceTypeEnum.Multi_Concept.getDesc() : QuestionSourceTypeEnum.Single_Concept.getDesc()));
+    }
+
+
+    @Override
+    public void saveCluster(Long taskId, List<ClusterCallbackDTO.ClusterItem> clusters) throws Exception {
+        try {
+            saveClusterDomainService.saveCluster(taskId , clusters);
+        } catch (Exception e) {
+            throw new RuntimeException(e);
+        }
+    }
+}

src/main/java/com/project/interactor/config/WebClientConfig.java → src/main/java/com/project/interaction/config/WebClientConfig.java

@@ -1,4 +1,4 @@
-package com.project.interactor.config;
+package com.project.interaction.config;
 
 import io.netty.channel.ChannelOption;
 import io.netty.handler.timeout.ReadTimeoutHandler;
@@ -15,7 +15,7 @@ import java.util.concurrent.TimeUnit;
 
 @Configuration
 public class WebClientConfig {
-    @Value("${algo.baseUrl}")
+    @Value("${algo.baseUrl:''}")
     private String baseUrl;
 
     @Bean(name = "algorithmWebClient")

src/main/java/com/project/interaction/controller/InteractionController.java

@@ -0,0 +1,29 @@
+package com.project.interaction.controller;
+
+
+
+import com.project.base.domain.result.Result;
+import com.project.interaction.application.AlgorithmApplicationService;
+import com.project.interaction.domain.dto.ClusterCallbackDTO;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.*;
+
+@RestController
+@RequestMapping("/api/interaction")
+public class InteractionController {
+
+    @Autowired
+    private AlgorithmApplicationService algorithmApplicationService;
+
+
+
+    /**
+     * 手动触发同步接口
+     * 强刷：/sync/all?force=true
+     */
+    @PostMapping("/saveCluster")
+    public Result<String> saveCluster(ClusterCallbackDTO dto) throws Exception{
+        algorithmApplicationService.saveCluster(dto.getTaskId(), dto.getClusters());
+        return Result.success("保存成功");
+    }
+}

src/main/java/com/project/interaction/domain/dto/ClusterCallbackDTO.java

@@ -0,0 +1,40 @@
+package com.project.interaction.domain.dto;
+
+import com.fasterxml.jackson.core.JsonProcessingException;
+import com.fasterxml.jackson.core.type.TypeReference;
+import com.fasterxml.jackson.databind.ObjectMapper;
+import com.project.base.domain.exception.BusinessErrorException;
+import com.project.information.domain.param.FileCheckItem;
+import lombok.Data;
+import org.springframework.util.StringUtils;
+
+import java.util.Collections;
+import java.util.List;
+
+@Data
+public class ClusterCallbackDTO {
+    private Long taskId;
+
+    private String clusters;
+    @Data
+    public static class ClusterItem {
+        private String topic;
+        private List<Long> atomIdList;
+    }
+
+    // 手动解析为List的方法
+    public List<ClusterItem> getClusters() {
+        if (StringUtils.isEmpty(clusters)) {
+            return Collections.emptyList();
+        }
+        try {
+            return new ObjectMapper().readValue(
+                    clusters,
+                    new TypeReference<List<ClusterItem>>() {});
+        } catch (JsonProcessingException e) {
+            // 处理解析异常
+            throw new BusinessErrorException("Json解析失败");
+        }
+    }
+
+}

src/main/java/com/project/interactor/domain/dto/ClusterQueryDTO.java → src/main/java/com/project/interaction/domain/dto/ClusterQueryDTO.java

@@ -1,4 +1,4 @@
-package com.project.interactor.domain.dto;
+package com.project.interaction.domain.dto;
 
 
 import com.project.information.domain.dto.KnowledgePointDTO;

src/main/java/com/project/interactor/domain/dto/ClusterResultDTO.java → src/main/java/com/project/interaction/domain/dto/ClusterResultDTO.java

@@ -1,4 +1,4 @@
-package com.project.interactor.domain.dto;
+package com.project.interaction.domain.dto;
 
 import lombok.Data;
 

src/main/java/com/project/interactor/domain/service/PostToClusteringDomainService.java → src/main/java/com/project/interaction/domain/service/PostToClusteringDomainService.java

@@ -1,4 +1,4 @@
-package com.project.interactor.domain.service;
+package com.project.interaction.domain.service;
 
 import com.project.information.domain.dto.KnowledgePointDTO;
 

src/main/java/com/project/interaction/domain/service/SaveClusterDomainService.java

@@ -0,0 +1,9 @@
+package com.project.interaction.domain.service;
+
+import com.project.interaction.domain.dto.ClusterCallbackDTO;
+
+import java.util.List;
+
+public interface SaveClusterDomainService {
+    void saveCluster(Long taskId, List<ClusterCallbackDTO.ClusterItem> clusters) throws Exception;
+}

src/main/java/com/project/interactor/domain/service/impl/PostToClusteringDomainServiceImpl.java → src/main/java/com/project/interaction/domain/service/impl/PostToClusteringDomainServiceImpl.java

@@ -1,9 +1,9 @@
-package com.project.interactor.domain.service.impl;
+package com.project.interaction.domain.service.impl;
 
 import com.project.information.domain.dto.KnowledgePointDTO;
-import com.project.interactor.domain.dto.ClusterQueryDTO;
-import com.project.interactor.domain.dto.ClusterResultDTO;
-import com.project.interactor.domain.service.PostToClusteringDomainService;
+import com.project.interaction.domain.dto.ClusterQueryDTO;
+import com.project.interaction.domain.dto.ClusterResultDTO;
+import com.project.interaction.domain.service.PostToClusteringDomainService;
 import jakarta.annotation.Resource;
 import lombok.extern.slf4j.Slf4j;
 import org.springframework.beans.factory.annotation.Value;

src/main/java/com/project/interaction/domain/service/impl/SaveClusterDomainServiceImpl.java

@@ -0,0 +1,90 @@
+package com.project.interaction.domain.service.impl;
+
+import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
+import com.project.information.domain.dto.KnowledgePointDTO;
+import com.project.information.domain.entity.KnowledgePointEntity;
+import com.project.information.domain.service.KnowledgePointBaseService;
+import com.project.interaction.domain.dto.ClusterCallbackDTO;
+import com.project.interaction.domain.service.SaveClusterDomainService;
+import com.project.question.domain.entity.TaskKnowledgeClusterEntity;
+import com.project.question.domain.entity.TaskKnowledgePointEntity;
+import com.project.question.domain.enums.QuestionSourceTypeEnum;
+import com.project.question.domain.service.GenerateQuestionDomainService;
+import com.project.question.domain.service.TaskKnowledgeClusterBaseService;
+import com.project.question.domain.service.TaskKnowledgePointBaseService;
+import com.project.task.domain.entity.TaskEntity;
+import com.project.task.domain.enums.QuestionTypeEnum;
+import com.project.task.domain.service.TaskBaseService;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+
+import java.util.List;
+import java.util.Objects;
+
+@Service
+@Slf4j
+public class SaveClusterDomainServiceImpl implements SaveClusterDomainService {
+    @Autowired
+    private TaskBaseService taskBaseService;
+
+    @Autowired
+    private TaskKnowledgeClusterBaseService taskKnowledgeClusterBaseService;
+
+    @Autowired
+    private TaskKnowledgePointBaseService taskKnowledgePointBaseService;
+
+
+    @Autowired
+    private KnowledgePointBaseService knowledgePointBaseService;
+
+    @Autowired
+    private GenerateQuestionDomainService generateQuestionDomainService;
+
+    @Override
+    public void saveCluster(Long taskId, List<ClusterCallbackDTO.ClusterItem> clusters) throws Exception {
+        TaskEntity taskEntity = taskBaseService.getById(taskId);
+        int u = 0;
+        if (Objects.isNull(taskEntity) || Objects.isNull(taskEntity.getParticipantNum()) || taskEntity.getParticipantNum() <= 0) {
+            return;
+        }
+        u = taskEntity.getParticipantNum();
+        log.info(">>> [回调处理] 开始持久化任务[{}]聚类结果，计划人数U={}", taskId, u);
+        for (ClusterCallbackDTO.ClusterItem cluster : clusters) {
+            // 1.保存任务知识点簇
+            TaskKnowledgeClusterEntity clusterEntity = new TaskKnowledgeClusterEntity();
+            clusterEntity.setTaskId(taskId);
+            clusterEntity.setClusterTopic(cluster.getTopic());
+            clusterEntity.setClusterSize(cluster.getAtomIdList().size());
+            taskKnowledgeClusterBaseService.save(clusterEntity);
+            // 2.提取该簇下的原子知识点，并保存任务知识点
+            List<KnowledgePointDTO> kpList = knowledgePointBaseService.list(new LambdaQueryWrapper<KnowledgePointEntity>()
+                            .in(KnowledgePointEntity::getId, cluster.getAtomIdList()))
+                    .stream().map(entity -> entity.toDTO(KnowledgePointDTO::new)).toList();
+
+            List<TaskKnowledgePointEntity> taskKpList = kpList.stream().map(atomKp -> {
+                TaskKnowledgePointEntity taskKp = new TaskKnowledgePointEntity();
+                taskKp.setTaskId(taskId);
+                taskKp.setClusterId(clusterEntity.getId());
+                taskKp.setAtomId(atomKp.getId());
+                taskKp.setContent(atomKp.getContent());
+                return taskKp;
+            }).toList();
+            // 批量插入
+            taskKnowledgePointBaseService.saveBatch(taskKpList);
+            // 生成目标量
+            int targetNum = (int) Math.ceil(1.2 * u);
+            for (TaskKnowledgePointEntity kp : taskKpList) {
+                // 调用题目生成方法
+                for (QuestionTypeEnum value : QuestionTypeEnum.values()) {
+                    generateQuestionDomainService.produce(kp.getId(), value , QuestionSourceTypeEnum.Single_Concept  , targetNum);
+                }
+            }
+            if (clusterEntity.getClusterSize() > 1) {
+                // 簇生成目标量
+                int clusterTargetNum = (int) Math.ceil(1.2 * u * clusterEntity.getClusterSize());
+                generateQuestionDomainService.produce(clusterEntity.getId(), QuestionTypeEnum.MULTIPLE_CHOICE ,QuestionSourceTypeEnum.Multi_Concept  , clusterTargetNum);
+            }
+        }
+    }
+}

src/main/java/com/project/interactor/application/AlgorithmApplicationService.java

@@ -1,10 +0,0 @@
-package com.project.interactor.application;
-
-import com.project.information.domain.dto.KnowledgePointDTO;
-
-import java.util.List;
-
-public interface AlgorithmApplicationService {
-
-    void postToClustering(Long taskId, List<KnowledgePointDTO> kpList);
-}

src/main/java/com/project/interactor/application/impl/AlgorithmApplicationServiceImpl.java

@@ -1,19 +0,0 @@
-package com.project.interactor.application.impl;
-
-import com.project.information.domain.dto.KnowledgePointDTO;
-import com.project.interactor.application.AlgorithmApplicationService;
-import com.project.interactor.domain.service.PostToClusteringDomainService;
-import org.springframework.beans.factory.annotation.Autowired;
-import org.springframework.stereotype.Service;
-
-import java.util.List;
-
-@Service
-public class AlgorithmApplicationServiceImpl implements AlgorithmApplicationService {
-    @Autowired
-    private PostToClusteringDomainService postToClusteringDomainService;
-    @Override
-    public void postToClustering(Long taskId, List<KnowledgePointDTO> kpList) {
-        postToClusteringDomainService.postToClustering(taskId , kpList);
-    }
-}

src/main/java/com/project/question/application/QuestionApplicationService.java

@@ -0,0 +1,4 @@
+package com.project.question.application;
+
+public interface QuestionApplicationService {
+}

src/main/java/com/project/question/application/TaskKnowledgeClusterApplicationService.java

@@ -0,0 +1,4 @@
+package com.project.question.application;
+
+public interface TaskKnowledgeClusterApplicationService {
+}

src/main/java/com/project/question/application/impl/QuestionApplicationServiceImpl.java

@@ -0,0 +1,8 @@
+package com.project.question.application.impl;
+
+import com.project.question.application.QuestionApplicationService;
+import org.springframework.stereotype.Service;
+
+@Service
+public class QuestionApplicationServiceImpl implements QuestionApplicationService {
+}

src/main/java/com/project/question/application/impl/TaskKnowledgeClusterApplicationServiceImpl.java

@@ -0,0 +1,8 @@
+package com.project.question.application.impl;
+
+import com.project.question.application.TaskKnowledgeClusterApplicationService;
+import org.springframework.stereotype.Service;
+
+@Service
+public class TaskKnowledgeClusterApplicationServiceImpl implements TaskKnowledgeClusterApplicationService {
+}

src/main/java/com/project/question/config/QuestionAsyncThreadPoolConfig.java

@@ -0,0 +1,29 @@
+package com.project.question.config;
+
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.scheduling.concurrent.ThreadPoolTaskExecutor;
+
+import java.util.concurrent.Executor;
+import java.util.concurrent.ThreadPoolExecutor;
+
+@Configuration
+public class QuestionAsyncThreadPoolConfig {
+
+    /**
+     * 题目生成池 (高并发、IO密集型)
+     * 核心：允许并行处理不同的知识点
+     */
+    @Bean(name = "questionGenExecutor")
+    public Executor questionGenExecutor() {
+        ThreadPoolTaskExecutor executor = new ThreadPoolTaskExecutor();
+        // 允许 5-10 个知识点同时进行 AI 出题
+        executor.setCorePoolSize(5);
+        executor.setMaxPoolSize(10);
+        executor.setQueueCapacity(500);
+        executor.setThreadNamePrefix("question-gen-");
+        executor.setRejectedExecutionHandler(new ThreadPoolExecutor.CallerRunsPolicy());
+        executor.initialize();
+        return executor;
+    }
+}

src/main/java/com/project/question/domain/dto/QuestionDTO.java

@@ -0,0 +1,9 @@
+package com.project.question.domain.dto;
+
+import com.project.base.domain.dto.BaseDTO;
+import lombok.Data;
+
+@Data
+public class QuestionDTO extends BaseDTO {
+    private Long id;
+}

src/main/java/com/project/question/domain/dto/TaskKnowledgePointDTO.java

@@ -0,0 +1,10 @@
+package com.project.question.domain.dto;
+
+import com.project.base.domain.dto.BaseDTO;
+import lombok.Data;
+
+@Data
+public class TaskKnowledgePointDTO extends BaseDTO {
+    private Long id;
+
+}

src/main/java/com/project/question/domain/entity/QuestionEntity.java

@@ -53,8 +53,9 @@ public class QuestionEntity extends BaseEntity {
     @TableField("unique_hash")
     private String uniqueHash;
 
-    @Column(name = "question_type", columnDefinition = "comment '题目类型'")
+    @Column(name = "question_type")
     @TableField("question_type")
+    @Comment("题目类型")
     private Integer questionType;
 
     @TableField(value = "question_detail" , typeHandler = JacksonTypeHandler.class)

src/main/java/com/project/question/domain/entity/QuestionKpRelEntity.java

@@ -0,0 +1,50 @@
+package com.project.question.domain.entity;
+
+import com.baomidou.mybatisplus.annotation.IdType;
+import com.baomidou.mybatisplus.annotation.TableField;
+import com.baomidou.mybatisplus.annotation.TableId;
+import com.baomidou.mybatisplus.annotation.TableName;
+import com.project.base.domain.entity.BaseEntity;
+import jakarta.persistence.*;
+import lombok.Data;
+import lombok.EqualsAndHashCode;
+import org.hibernate.annotations.Comment;
+
+@Data
+@Entity
+@Table(name = "evaluator_question_kp_rel", indexes = {
+        @Index(name = "idx_kp_id", columnList = "kp_id"),
+        @Index(name = "idx_question_id", columnList = "question_id"),
+        @Index(name = "idx_task_id", columnList = "task_id")
+})
+@TableName("evaluator_question_kp_rel")
+@EqualsAndHashCode(callSuper = true)
+public class QuestionKpRelEntity extends BaseEntity {
+    @TableId(type = IdType.ASSIGN_ID)
+    @Id
+    private Long id;
+
+    @Column(name = "question_id")
+    @Comment("题目ID")
+    @TableField("question_id")
+    private Long questionId;
+
+    @Column(name = "kp_id")
+    @Comment("考试任务知识点ID")
+    private Long kpId;
+
+    @Column(name = "cluster_id")
+    @TableField("cluster_id")
+    @Comment("所属知识点簇ID")
+    private Long clusterId;
+
+    @Column(name = "task_id")
+    @Comment("所属考试任务ID (冗余字段，方便清理及统计)")
+    @TableField("task_id")
+    private Long taskId;
+
+    @Column(name = "question_type")
+    @TableField("question_type")
+    @Comment("题目类型")
+    private Integer questionType;
+}

src/main/java/com/project/task/domain/entity/TaskKnowledgeClusterEntity.java → src/main/java/com/project/question/domain/entity/TaskKnowledgeClusterEntity.java

@@ -1,4 +1,4 @@
-package com.project.task.domain.entity;
+package com.project.question.domain.entity;
 
 import com.baomidou.mybatisplus.annotation.IdType;
 import com.baomidou.mybatisplus.annotation.TableField;

src/main/java/com/project/task/domain/entity/TaskKnowledgePointEntity.java → src/main/java/com/project/question/domain/entity/TaskKnowledgePointEntity.java

@@ -1,4 +1,4 @@
-package com.project.task.domain.entity;
+package com.project.question.domain.entity;
 
 import com.baomidou.mybatisplus.annotation.IdType;
 import com.baomidou.mybatisplus.annotation.TableField;

src/main/java/com/project/question/domain/enums/QuestionUseStatusEnum.java

@@ -4,8 +4,8 @@ import com.project.base.domain.enums.HasValueEnum;
 import lombok.Getter;
 import lombok.RequiredArgsConstructor;
 
-@RequiredArgsConstructor
 @Getter
+@RequiredArgsConstructor
 public enum QuestionUseStatusEnum implements HasValueEnum<Boolean> {
     Not_Use(Boolean.FALSE) ,
     Used(Boolean.TRUE);

src/main/java/com/project/question/domain/service/GenerateQuestionDomainService.java

@@ -0,0 +1,9 @@
+package com.project.question.domain.service;
+
+import com.project.question.domain.enums.QuestionSourceTypeEnum;
+import com.project.task.domain.enums.QuestionTypeEnum;
+
+public interface GenerateQuestionDomainService {
+
+    void produce(Long sourceId, QuestionTypeEnum questionType , QuestionSourceTypeEnum sourceType, int needCount);
+}

src/main/java/com/project/question/domain/service/SamplingStrategy.java

@@ -0,0 +1,10 @@
+package com.project.question.domain.service;
+
+import com.project.question.domain.dto.TaskKnowledgePointDTO;
+
+import java.util.List;
+
+public interface SamplingStrategy {
+
+    List<TaskKnowledgePointDTO> sample(Long clusterId);
+}

src/main/java/com/project/question/domain/service/TaskKnowledgeClusterBaseService.java

@@ -0,0 +1,7 @@
+package com.project.question.domain.service;
+
+import com.baomidou.mybatisplus.extension.service.IService;
+import com.project.question.domain.entity.TaskKnowledgeClusterEntity;
+
+public interface TaskKnowledgeClusterBaseService extends IService<TaskKnowledgeClusterEntity> {
+}

src/main/java/com/project/question/domain/service/TaskKnowledgePointBaseService.java

@@ -0,0 +1,7 @@
+package com.project.question.domain.service;
+
+import com.baomidou.mybatisplus.extension.service.IService;
+import com.project.question.domain.entity.TaskKnowledgePointEntity;
+
+public interface TaskKnowledgePointBaseService extends IService<TaskKnowledgePointEntity> {
+}

src/main/java/com/project/question/domain/service/impl/GenerateQuestionDomainServiceImpl.java

@@ -0,0 +1,61 @@
+package com.project.question.domain.service.impl;
+
+import com.project.question.domain.dto.TaskKnowledgePointDTO;
+import com.project.question.domain.enums.QuestionSourceTypeEnum;
+import com.project.question.domain.service.GenerateQuestionDomainService;
+import com.project.question.domain.service.SamplingStrategy;
+import com.project.question.domain.service.TaskKnowledgePointBaseService;
+import com.project.task.domain.enums.QuestionTypeEnum;
+import jakarta.annotation.Resource;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+
+import java.util.Collections;
+import java.util.List;
+import java.util.concurrent.CompletableFuture;
+import java.util.concurrent.Executor;
+
+@Service
+@Slf4j
+public class GenerateQuestionDomainServiceImpl implements GenerateQuestionDomainService {
+
+    @Resource(name = "questionGenExecutor")
+    private Executor questionGenExecutor;
+
+    @Autowired
+    private TaskKnowledgePointBaseService taskKnowledgePointBaseService;
+
+    @Autowired
+    private SamplingStrategy samplingStrategy;
+
+    @Override
+    public void produce(Long sourceId, QuestionTypeEnum questionType , QuestionSourceTypeEnum sourceType, int needCount) {
+        if (needCount <= 0) {
+            return;
+        }
+        CompletableFuture.runAsync(() -> {
+            log.info(">>> [题库预生成] 准备生产任务: SourceID={}, Type={}, Count={}", sourceId, sourceType, needCount);
+
+            processBatch(sourceId,questionType , sourceType , needCount);
+
+        }, questionGenExecutor);
+
+    }
+
+    private void processBatch(Long sourceId, QuestionTypeEnum questionType , QuestionSourceTypeEnum sourceType, int count) {
+        // 如果是簇复合题，执行随机采样 2-4 个知识点
+        List<TaskKnowledgePointDTO> kpList;
+        if (QuestionSourceTypeEnum.Multi_Concept.equals(sourceType)) {
+            kpList = samplingStrategy.sample(sourceId); // 获取随机组合的 KPs
+        } else {
+            // 单 KP 逻辑：直接查出对应 KP 的内容
+            kpList = Collections.singletonList(taskKnowledgePointBaseService.getById(sourceId)
+                    .toDTO(TaskKnowledgePointDTO::new));
+        }
+
+        // 2. 调用大模型并保存题目及其多对多关系 (QuestionPool & QuestionKpRel)
+        //
+        //aiLlmService.generateAndBatchSave(context, sourceType, count);
+    }
+}

src/main/java/com/project/question/domain/service/impl/RandomSamplingStrategy.java

@@ -0,0 +1,39 @@
+package com.project.question.domain.service.impl;
+
+import cn.hutool.core.collection.CollUtil;
+import cn.hutool.core.util.RandomUtil;
+import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
+import com.project.question.domain.dto.TaskKnowledgePointDTO;
+import com.project.question.domain.entity.TaskKnowledgePointEntity;
+import com.project.question.domain.service.SamplingStrategy;
+import com.project.question.domain.service.TaskKnowledgePointBaseService;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+
+import java.util.Collections;
+import java.util.List;
+
+@Service
+public class RandomSamplingStrategy implements SamplingStrategy {
+    @Autowired
+    private TaskKnowledgePointBaseService taskKnowledgePointBaseService;
+
+    @Override
+    public List<TaskKnowledgePointDTO> sample(Long clusterId) {
+        List<TaskKnowledgePointDTO> dtoList = taskKnowledgePointBaseService.list(new LambdaQueryWrapper<TaskKnowledgePointEntity>()
+                .eq(TaskKnowledgePointEntity::getClusterId, clusterId))
+                .stream().map(entity -> entity.toDTO(TaskKnowledgePointDTO::new)).toList();
+
+        if (CollUtil.isEmpty(dtoList)) {
+            return Collections.emptyList();
+        }
+        // 确定采样数量：2 到 4 之间的随机数
+        int totalSize = dtoList.size();
+        int min = Math.min(totalSize, 2);
+        int max = Math.min(totalSize, 4);
+        int targetSampleSize = (min == max) ? min : RandomUtil.randomInt(min, max + 1);
+        Collections.shuffle(dtoList);
+
+        return dtoList.subList(0 , targetSampleSize);
+    }
+}

src/main/java/com/project/question/domain/service/impl/TaskKnowledgeClusterBaseServiceImpl.java

@@ -0,0 +1,12 @@
+package com.project.question.domain.service.impl;
+
+import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
+import com.project.question.domain.entity.TaskKnowledgeClusterEntity;
+import com.project.question.domain.service.TaskKnowledgeClusterBaseService;
+import com.project.question.mapper.TaskKnowledgeClusterMapper;
+import org.springframework.stereotype.Service;
+
+
+@Service
+public class TaskKnowledgeClusterBaseServiceImpl extends ServiceImpl<TaskKnowledgeClusterMapper, TaskKnowledgeClusterEntity> implements TaskKnowledgeClusterBaseService {
+}

src/main/java/com/project/question/domain/service/impl/TaskKnowledgePointBaseServiceImpl.java

@@ -0,0 +1,12 @@
+package com.project.question.domain.service.impl;
+
+import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
+import com.project.question.domain.entity.TaskKnowledgePointEntity;
+import com.project.question.domain.service.TaskKnowledgePointBaseService;
+import com.project.question.mapper.TaskKnowledgePointMapper;
+import org.springframework.stereotype.Service;
+
+
+@Service
+public class TaskKnowledgePointBaseServiceImpl extends ServiceImpl<TaskKnowledgePointMapper, TaskKnowledgePointEntity> implements TaskKnowledgePointBaseService {
+}

src/main/java/com/project/task/mapper/TaskKnowledgeClusterMapper.java → src/main/java/com/project/question/mapper/TaskKnowledgeClusterMapper.java

@@ -1,6 +1,6 @@
-package com.project.task.mapper;
+package com.project.question.mapper;
 
-import com.project.task.domain.entity.TaskKnowledgeClusterEntity;
+import com.project.question.domain.entity.TaskKnowledgeClusterEntity;
 import org.apache.ibatis.annotations.Mapper;
 import com.baomidou.mybatisplus.core.mapper.BaseMapper;
 

src/main/java/com/project/task/mapper/TaskKnowledgePointMapper.java → src/main/java/com/project/question/mapper/TaskKnowledgePointMapper.java

@@ -1,7 +1,7 @@
-package com.project.task.mapper;
+package com.project.question.mapper;
 
 import com.baomidou.mybatisplus.core.mapper.BaseMapper;
-import com.project.task.domain.entity.TaskKnowledgePointEntity;
+import com.project.question.domain.entity.TaskKnowledgePointEntity;
 import org.apache.ibatis.annotations.Mapper;
 
 @Mapper

src/main/java/com/project/task/config/TaskAsyncThreadPoolConfig.java

@@ -11,7 +11,7 @@ import java.util.concurrent.ThreadPoolExecutor;
 
 public class TaskAsyncThreadPoolConfig {
     /**
-     * 1. 任务初始化池 (低频、轮询专用)
+     * 任务初始化池 (低频、轮询专用)
      */
     @Bean(name = "taskInternalExecutor")
     public Executor taskInternalExecutor() {
@@ -25,21 +25,6 @@ public class TaskAsyncThreadPoolConfig {
         return executor;
     }
 
-    /**
-     * 2. 题目生成池 (高并发、IO密集型)
-     * 核心：允许并行处理不同的知识点
-     */
-    @Bean(name = "questionGenExecutor")
-    public Executor questionGenExecutor() {
-        ThreadPoolTaskExecutor executor = new ThreadPoolTaskExecutor();
-        // 允许 5-10 个知识点同时进行 AI 出题
-        executor.setCorePoolSize(5);
-        executor.setMaxPoolSize(10);
-        executor.setQueueCapacity(500);
-        executor.setThreadNamePrefix("question-gen-");
-        executor.setRejectedExecutionHandler(new ThreadPoolExecutor.CallerRunsPolicy());
-        executor.initialize();
-        return executor;
-    }
+
 
 }

src/main/java/com/project/task/domain/entity/ExamRecordEntity.java

@@ -19,7 +19,7 @@ import java.util.List;
 import java.util.Map;
 
 @Data
-@Table(name = "evaluator_exam_record" , indexes = {@Index(name = "Idx_parentId", columnList = "parent_id")})
+@Table(name = "evaluator_exam_record")
 @Entity
 @TableName(value = "evaluator_exam_record" , autoResultMap = true)
 @EqualsAndHashCode(callSuper = true)

src/main/java/com/project/task/domain/entity/TaskUserEntity.java

@@ -12,7 +12,7 @@ import lombok.EqualsAndHashCode;
 import org.hibernate.annotations.Comment;
 
 @Data
-@Table(name = "evaluator_task_user" , indexes = {@Index(name = "Idx_parentId", columnList = "parent_id")})
+@Table(name = "evaluator_task_user")
 @Entity
 @TableName(value = "evaluator_task_user" , autoResultMap = true)
 @EqualsAndHashCode(callSuper = true)

src/main/java/com/project/task/domain/service/impl/InitTaskDomainServiceImpl.java

@@ -7,7 +7,7 @@ import com.project.information.domain.entity.KnowledgePointEntity;
 import com.project.information.domain.enums.InformationParseStatusEnum;
 import com.project.information.domain.service.InformationBaseService;
 import com.project.information.domain.service.KnowledgePointBaseService;
-import com.project.interactor.application.AlgorithmApplicationService;
+import com.project.interaction.application.AlgorithmApplicationService;
 import com.project.task.domain.service.InitTaskDomainService;
 import jakarta.annotation.Resource;
 import lombok.extern.slf4j.Slf4j;