AI 业务逻辑完善

vetti-admin/src/main/java/com/vetti/web/controller/ai/HotakeAiCommonToolsController.java

@@ -197,7 +197,7 @@ public class HotakeAiCommonToolsController extends BaseController {
      */
     @ApiOperation("招聘者 AI简历评分和排名系统")
     @PostMapping(value = "/aiCvScoringRanking")
-    public R<?> aiCvScoringRanking(@RequestBody HotakeAiCvScoringRankingRoleApplyVo roleApplyVo)
+    public R<HotakeAiCvScoringRankingDto> aiCvScoringRanking(@RequestBody HotakeAiCvScoringRankingRoleApplyVo roleApplyVo)
     {
         return R.ok(hotakeAiCommonToolsService.handleAiCvScoringRanking(roleApplyVo));
     }
@@ -207,7 +207,7 @@ public class HotakeAiCommonToolsController extends BaseController {
      */
     @ApiOperation("招聘者查看候选人匹配度")
     @PostMapping(value = "/candidateCompatibility")
-    public R<?> candidateCompatibility(@RequestBody HotakeCandidateCompatibilityVo compatibilityVo)
+    public R<HotakeCandidateCompatibilityDto> candidateCompatibility(@RequestBody HotakeCandidateCompatibilityVo compatibilityVo)
     {
         return R.ok(hotakeAiCommonToolsService.handleCandidateCompatibility(compatibilityVo));
     }

vetti-admin/src/main/java/com/vetti/web/controller/hotake/HotakeRolesApplyInfoController.java

@@ -110,5 +110,25 @@ public class HotakeRolesApplyInfoController extends BaseController
         return R.ok();
     }
 
-
+    /**
+     * AI简历评分和排名系统
+     */
+    @ApiOperation("AI简历评分和排名系统")
+    @GetMapping("/aiCvScoringRankingList")
+    public R<List<HotakeRolesApplyInfo>> getAiCvScoringRankingList(HotakeRolesApplyInfo hotakeRolesApplyInfo)
+    {
+        List<HotakeRolesApplyInfo> list = hotakeRolesApplyInfoService.handleAiCvScoringRankingList(hotakeRolesApplyInfo);
+        return R.ok(list,"");
+    }
+
+    /**
+     * 招聘者查看候选人匹配度
+     */
+    @ApiOperation("招聘者查看候选人匹配度")
+    @GetMapping("/candidateCompatibilityInfo")
+    public R<HotakeRolesApplyInfo> getCandidateCompatibilityInfo(HotakeRolesApplyInfo hotakeRolesApplyInfo)
+    {
+        HotakeRolesApplyInfo info = hotakeRolesApplyInfoService.handleCandidateCompatibilityInfo(hotakeRolesApplyInfo);
+        return R.ok(info,"");
+    }
 }

vetti-hotakes/src/main/java/com/vetti/hotake/domain/HotakeRolesApplyInfo.java

@@ -3,6 +3,9 @@ package com.vetti.hotake.domain;
 import java.math.BigDecimal;
 import java.util.List;
 
+import com.vetti.common.core.domain.entity.SysUser;
+import com.vetti.hotake.domain.dto.HotakeAiCvScoringRankingDto;
+import com.vetti.hotake.domain.dto.HotakeCandidateCompatibilityDto;
 import com.vetti.hotake.domain.dto.HotakeCvInfoDto;
 import lombok.Data;
 import lombok.experimental.Accessors;
@@ -121,6 +124,18 @@ public class HotakeRolesApplyInfo extends BaseEntity
     @ApiModelProperty("申请状态（pending:进行中，complete：已完成，canceled：取消）")
     private String status;
 
+    @ApiModelProperty("AI简历评分和排名JSON")
+    private String aiCvScoringRankingJson;
+
+    @ApiModelProperty("AI简历评分和排名最终得分")
+    private BigDecimal aiCvScore;
+
+    @ApiModelProperty("候选人匹配度JSON")
+    private String candidateCompatibilityJson;
+
+    @ApiModelProperty("候选人匹配度最终得分")
+    private BigDecimal candidateCompatibilityScore;
+
     @ApiModelProperty("岗位信息")
     private HotakeRolesInfo rolesInfo;
 
@@ -130,6 +145,15 @@ public class HotakeRolesApplyInfo extends BaseEntity
     @ApiModelProperty("岗位申请操作记录数据集合")
     private List<HotakeRolesApplyOperRecord> applyOperRecords;
 
+    @ApiModelProperty("候选人用户信息")
+    private SysUser candidateUSer;
+
+    @ApiModelProperty("AI简历评分和排名数据对象")
+    private HotakeAiCvScoringRankingDto rankingDto;
+
+    @ApiModelProperty("招聘者查看候选人匹配度数据对象")
+    private HotakeCandidateCompatibilityDto compatibilityDto;
+
     @ApiModelProperty("岗位申请ID数据集合")
     private List<Long> applyRoleIdList;
 

vetti-hotakes/src/main/java/com/vetti/hotake/domain/dto/HotakeAiCvScoringRankingDto.java

@@ -0,0 +1,51 @@
+package com.vetti.hotake.domain.dto;
+
+import io.swagger.annotations.ApiModelProperty;
+import lombok.Data;
+import lombok.experimental.Accessors;
+
+import java.math.BigDecimal;
+import java.util.List;
+
+/**
+ * 招聘者AI简历评分和排名系统  返回对象
+ *
+ * @author ID
+ * @date 2025-09-06
+ */
+@Data
+@Accessors(chain = true)
+public class HotakeAiCvScoringRankingDto {
+
+
+    @ApiModelProperty("技能匹配评分 ")
+    private BigDecimal skills;
+
+    @ApiModelProperty("经验匹配评分 ")
+    private BigDecimal experience;
+
+    @ApiModelProperty("教育背景评分 ")
+    private BigDecimal education;
+
+    @ApiModelProperty("文化契合评分 ")
+    private BigDecimal cultural;
+
+    @ApiModelProperty("发展潜力评分 ")
+    private BigDecimal potential;
+
+    @ApiModelProperty("优势点列表 ")
+    private List<String> strengths;
+
+    @ApiModelProperty("不足点列表 ")
+    private List<String> weaknesses;
+
+    @ApiModelProperty("推荐等级 ")
+    private String recommendation;
+
+    @ApiModelProperty("推荐理由 ")
+    private String reason;
+
+    @ApiModelProperty("总体评分")
+    private BigDecimal overallScore;
+
+}

vetti-hotakes/src/main/java/com/vetti/hotake/domain/dto/HotakeCandidateCompatibilityDto.java

@@ -0,0 +1,41 @@
+package com.vetti.hotake.domain.dto;
+
+import io.swagger.annotations.ApiModelProperty;
+import lombok.Data;
+import lombok.experimental.Accessors;
+
+import java.math.BigDecimal;
+import java.util.List;
+
+/**
+ * 招聘者查看候选人匹配度  返回对象
+ *
+ * @author ID
+ * @date 2025-09-06
+ */
+@Data
+@Accessors(chain = true)
+public class HotakeCandidateCompatibilityDto {
+
+    @ApiModelProperty("核心优势评分 ")
+    private BigDecimal strengthsScore;
+
+    @ApiModelProperty("核心优势列表 ")
+    private List<String> keyStrengths;
+
+    @ApiModelProperty("关键差异评分（越高差异越小） ")
+    private BigDecimal differencesScore;
+
+    @ApiModelProperty("关键差异列表 ")
+    private List<String> keyDifferences;
+
+    @ApiModelProperty("文化契合评分 ")
+    private BigDecimal culturalScore;
+
+    @ApiModelProperty("文化契合详情 ")
+    private List<String> culturalFitDetails;
+
+    @ApiModelProperty("总体评分")
+    private BigDecimal overallScore;
+
+}

vetti-hotakes/src/main/java/com/vetti/hotake/domain/vo/HotakeAiCvScoringRankingRoleApplyVo.java

@@ -1,11 +1,10 @@
 package com.vetti.hotake.domain.vo;
 
+import com.vetti.hotake.domain.HotakeRolesApplyInfo;
 import io.swagger.annotations.ApiModelProperty;
 import lombok.Data;
 import lombok.experimental.Accessors;
 
-import java.util.List;
-
 /**
  * 招聘者AI简历评分和排名系统-岗位申请 请求对象
  *
@@ -16,6 +15,10 @@ import java.util.List;
 @Accessors(chain = true)
 public class HotakeAiCvScoringRankingRoleApplyVo {
 
-    @ApiModelProperty("岗位申请ID集合")
+    @ApiModelProperty("岗位申请信息")
-    private List<Long> roleApplyIds;
+    private HotakeRolesApplyInfo applyInfo;
+
+    /** 简历模版Json */
+    @ApiModelProperty("简历模版Json")
+    private String cvTemplateJson;
 }

vetti-hotakes/src/main/java/com/vetti/hotake/domain/vo/HotakeAiCvScoringRankingVo.java

@@ -35,7 +35,7 @@ public class HotakeAiCvScoringRankingVo {
     private String educationRequired;
 
     @ApiModelProperty("候选人信息")
-    private List<HotakeCandidateVcInfoVo> candidates;
+    private HotakeCandidateVcInfoVo candidates;
 
 
 }

vetti-hotakes/src/main/java/com/vetti/hotake/mapper/HotakeRolesApplyInfoMapper.java

@@ -27,6 +27,22 @@ public interface HotakeRolesApplyInfoMapper
      */
     public List<HotakeRolesApplyInfo> selectHotakeRolesApplyInfoList(HotakeRolesApplyInfo hotakeRolesApplyInfo);
 
+    /**
+     * 查询候选人岗位申请信息列表
+     *
+     * @param hotakeRolesApplyInfo 候选人岗位申请信息
+     * @return 候选人岗位申请信息集合
+     */
+    public List<HotakeRolesApplyInfo> selectHotakeRolesApplyInfoRankingList(HotakeRolesApplyInfo hotakeRolesApplyInfo);
+
+    /**
+     * 查询候选人岗位申请信息列表
+     *
+     * @param hotakeRolesApplyInfo 候选人岗位申请信息
+     * @return 候选人岗位申请信息集合
+     */
+    public List<HotakeRolesApplyInfo> selectHotakeRolesApplyInfoCompatibilityScoreList(HotakeRolesApplyInfo hotakeRolesApplyInfo);
+
     /**
      * 新增候选人岗位申请信息
      * 

vetti-hotakes/src/main/java/com/vetti/hotake/service/IHotakeAiCommonToolsService.java

@@ -141,7 +141,7 @@ public interface IHotakeAiCommonToolsService {
      * @param roleApplyVo 岗位申请数据对象
      * @return
      */
-    public String handleAiCvScoringRanking(HotakeAiCvScoringRankingRoleApplyVo roleApplyVo);
+    public HotakeAiCvScoringRankingDto handleAiCvScoringRanking(HotakeAiCvScoringRankingRoleApplyVo roleApplyVo);
 
 
     /**
@@ -149,6 +149,6 @@ public interface IHotakeAiCommonToolsService {
      * @param compatibilityVo 招聘者查看候选人匹配度 输入信息
      * @return
      */
-    public String handleCandidateCompatibility(HotakeCandidateCompatibilityVo compatibilityVo);
+    public HotakeCandidateCompatibilityDto handleCandidateCompatibility(HotakeCandidateCompatibilityVo compatibilityVo);
 
 }

vetti-hotakes/src/main/java/com/vetti/hotake/service/IHotakeRolesApplyInfoService.java

@@ -76,5 +76,20 @@ public interface IHotakeRolesApplyInfoService
      */
     public int updateBatchEditStage(List<HotakeRolesApplyStageVo> stageVoList);
 
+    /**
+     * AI简历评分和排名系统
+     *
+     * @param hotakeRolesApplyInfo 候选人岗位申请信息
+     * @return 候选人岗位申请信息集合
+     */
+    public List<HotakeRolesApplyInfo> handleAiCvScoringRankingList(HotakeRolesApplyInfo hotakeRolesApplyInfo);
+
+    /**
+     * 招聘者查看候选人匹配度
+     *
+     * @param hotakeRolesApplyInfo 候选人岗位申请信息
+     * @return 候选人岗位申请信息集合
+     */
+    public HotakeRolesApplyInfo handleCandidateCompatibilityInfo(HotakeRolesApplyInfo hotakeRolesApplyInfo);
 
 }

vetti-hotakes/src/main/java/com/vetti/hotake/service/impl/HotakeAiCommonToolsServiceImpl.java

@@ -44,8 +44,7 @@ import java.util.stream.Collectors;
 @Slf4j
 @SuppressWarnings("all")
 @Service
-public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements IHotakeAiCommonToolsService
+public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements IHotakeAiCommonToolsService {
-{
 
     @Autowired
     private HotakeRolesInfoMapper hotakeRolesInfoMapper;
@@ -65,6 +64,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 职位描述生成器
+     *
      * @param roleId           岗位ID
      * @param industry         Industry sector 行业领域
      * @param coreRequirements Key skills or experience requirements 关键技能或经验要求
@@ -136,6 +136,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 初筛问题生成
+     *
      * @return
      */
     @Override
@@ -185,6 +186,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 简历岗位匹配度评分
+     *
      * @return
      */
     @Override
@@ -209,6 +211,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 简历分析优化器
+     *
      * @param cvConnect 简历内容
      * @return
      */
@@ -433,6 +436,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 初步筛选问题淘汰评分
+     *
      * @param cvConnect
      * @return
      */
@@ -479,6 +483,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 处理分析附件结果
+     *
      * @param connect
      * @return
      */
@@ -503,6 +508,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 处理附件分析结果合并信息
+     *
      * @param basicInformation  基础信息
      * @param attachmentContent 所有附件信息
      * @return
@@ -529,6 +535,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 生成最终的Markdown格式简历
+     *
      * @param markdown
      * @return
      */
@@ -554,6 +561,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 网站内容抓取
+     *
      * @param webUrl 网站链接地址
      * @return
      */
@@ -573,6 +581,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 网站AI信息提取（使用提示词）
+     *
      * @param webInfoExtractVo 网站提取对象
      * @return
      */
@@ -618,6 +627,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 网站信息增强处理
+     *
      * @param webUlr
      * @param webContent 网站内容
      * @return
@@ -645,6 +655,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 个人简介生成器
+     *
      * @param personalProfileGeneratorVo 个人信息
      * @return
      */
@@ -694,6 +705,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 工作经验生成器
+     *
      * @param workExperienceGeneratorVo 工作信息
      * @return
      */
@@ -743,6 +755,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 招聘链接信息分析补全
+     *
      * @param roleLinkAnalysisVo 岗位链接对象
      * @return
      */
@@ -852,9 +865,9 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
     }
 
 
-
     /**
      * 招聘链接信息分析补全
+     *
      * @param roleLinkAnalysisVo 岗位链接对象
      * @return
      */
@@ -955,6 +968,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * AI面试问题生成
+     *
      * @param rolesInfo 岗位信息
      * @return
      */
@@ -994,6 +1008,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 候选人AI面试分析
+     *
      * @param rolesInfo 候选人AI面试分析信息
      * @return
      */
@@ -1089,26 +1104,14 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
 
     /**
      * 招聘者AI简历评分和排名系统
+     *
      * @param scoringRankingVo 招聘者AI简历评分和排名系统输入信息
      * @return
      */
     @Override
-    public String handleAiCvScoringRanking(HotakeAiCvScoringRankingRoleApplyVo roleApplyVo) {
+    public HotakeAiCvScoringRankingDto handleAiCvScoringRanking(HotakeAiCvScoringRankingRoleApplyVo roleApplyVo) {
-        if(CollectionUtil.isEmpty(roleApplyVo.getRoleApplyIds()) || roleApplyVo.getRoleApplyIds().size() < 2){
+        HotakeAiCvScoringRankingDto dto = new HotakeAiCvScoringRankingDto();
-            throw new ServiceException("Please select at least two pieces of data");
+        HotakeRolesInfo rolesInfo = hotakeRolesInfoMapper.selectHotakeRolesInfoById(roleApplyVo.getApplyInfo().getRoleId());
-        }
-        //根据岗位申请Id查询岗位申请数据信息列表
-        HotakeRolesApplyInfo queryApplyInfo = new HotakeRolesApplyInfo();
-        queryApplyInfo.setApplyRoleIdList(roleApplyVo.getRoleApplyIds());
-        List<HotakeRolesApplyInfo> applyInfoList = hotakeRolesApplyInfoMapper.selectHotakeRolesApplyInfoList(queryApplyInfo);
-
-        List<Long> roleIds = applyInfoList.stream().map(HotakeRolesApplyInfo::getRoleId).collect(Collectors.toList());;
-        Set<Long> setDatas  = new HashSet<>();
-        setDatas.addAll(roleIds);
-        if(setDatas.size() > 1){
-            throw new ServiceException("Only data from the same position can be selected");
-        }
-        HotakeRolesInfo rolesInfo = hotakeRolesInfoMapper.selectHotakeRolesInfoById(roleIds.get(0));
 
         HotakeAiCvScoringRankingVo scoringRankingVo = new HotakeAiCvScoringRankingVo();
         scoringRankingVo.setTitle(rolesInfo.getRoleName());
@@ -1134,9 +1137,7 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
         EducationRequirementsDto educationRequirements = JSONUtil.toBean(rolesInfo.getEducationRequirementsJson(), EducationRequirementsDto.class);
         scoringRankingVo.setEducationRequired(educationRequirements.getDegree() + "," + educationRequirements.getAcademicMajor());
 
-        List<HotakeCandidateVcInfoVo> candidates = new ArrayList<>();
+        HotakeCvInfoDto cvInfoDto = JSONUtil.toBean(roleApplyVo.getCvTemplateJson(), HotakeCvInfoDto.class);
-        for(HotakeRolesApplyInfo applyInfo : applyInfoList){
-            HotakeCvInfoDto cvInfoDto = JSONUtil.toBean(applyInfo.getCvTemplateJson(), HotakeCvInfoDto.class);
         HotakeCandidateVcInfoVo infoVo = new HotakeCandidateVcInfoVo();
 
         infoVo.setName(cvInfoDto.getName());
@@ -1152,9 +1153,8 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
         }
         infoVo.setSkills(skills);
         infoVo.setSummary(cvInfoDto.getAbout());
-            candidates.add(infoVo);
+
-        }
+        scoringRankingVo.setCandidates(infoVo);
-        scoringRankingVo.setCandidates(candidates);
 
         String prompt = AiCommonPromptConstants.initializationAiCvScoringRankingPrompt();
         String userPrompt_1 = JSONUtil.toJsonStr(scoringRankingVo);
@@ -1172,19 +1172,65 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
         String resultStrOne = chatGPTClient.handleAiChat(promptJsonOne, "AICVSR");
         String resultJsonOne = resultStrOne.replaceAll("```json", "").replaceAll("```", "");
         log.info("招聘者AI简历评分和排名系统结果:{}", resultJsonOne);
+        try {
+            Map dataMap = JSONUtil.toBean(resultJsonOne, Map.class);
+            Map scoresMap = (Map) dataMap.get("scores");
+            if(ObjectUtil.isNotEmpty(scoresMap.get("skills"))){
+                dto.setSkills(new BigDecimal(scoresMap.get("skills").toString()));
+            }else{
+                dto.setSkills(BigDecimal.ZERO);
+            }
+            if(ObjectUtil.isNotEmpty(scoresMap.get("experience"))){
+                dto.setExperience(new BigDecimal(scoresMap.get("experience").toString()));
+            }else{
+                dto.setExperience(BigDecimal.ZERO);
+            }
+            if(ObjectUtil.isNotEmpty(scoresMap.get("education"))){
+                dto.setEducation(new BigDecimal(scoresMap.get("education").toString()));
+            }else{
+                dto.setEducation(BigDecimal.ZERO);
+            }
+            if(ObjectUtil.isNotEmpty(scoresMap.get("cultural"))){
+                dto.setCultural(new BigDecimal(scoresMap.get("cultural").toString()));
+            }else{
+                dto.setCultural(BigDecimal.ZERO);
+            }
+            if(ObjectUtil.isNotEmpty(scoresMap.get("potential"))){
+                dto.setPotential(new BigDecimal(scoresMap.get("potential").toString()));
+            }else{
+                dto.setPotential(BigDecimal.ZERO);
+            }
 
+            List<String> strengths = (List<String>)dataMap.get("strengths");
+            dto.setStrengths(strengths);
 
+            List<String> weaknesses = (List<String>)dataMap.get("weaknesses");
+            dto.setWeaknesses(weaknesses);
 
-        return resultJsonOne;
+            dto.setReason(dataMap.get("reason").toString());
+            dto.setRecommendation(dataMap.get("recommendation").toString());
+
+            //计算总体评分 (70×0.3 + 75×0.25 + 80×0.15 + 85×0.15 + 88×0.15)
+            BigDecimal overallScore = dto.getSkills().multiply(new BigDecimal(0.3)).
+                    add(dto.getExperience().multiply(new BigDecimal(0.25)).add(dto.getEducation().multiply(new BigDecimal(0.15))).
+                            add(dto.getCultural().multiply(new BigDecimal(0.15)).add(dto.getPotential().multiply(new BigDecimal(0.15)))));
+            dto.setOverallScore(overallScore);
+
+        }catch (Exception e) {
+            e.printStackTrace();
+        }
+        return dto;
     }
 
     /**
      * 招聘者查看候选人匹配度
+     *
      * @param compatibilityVo 招聘者查看候选人匹配度 输入信息
      * @return
      */
     @Override
-    public String handleCandidateCompatibility(HotakeCandidateCompatibilityVo compatibilityVo) {
+    public HotakeCandidateCompatibilityDto handleCandidateCompatibility(HotakeCandidateCompatibilityVo compatibilityVo) {
+        HotakeCandidateCompatibilityDto dto = new HotakeCandidateCompatibilityDto();
         String prompt = AiCommonPromptConstants.initializationCandidateCompatibilityPrompt();
 
         String userPrompt_1 = "Please analyze the matching details of the following candidates：\n" +
@@ -1212,7 +1258,36 @@ public class HotakeAiCommonToolsServiceImpl extends BaseServiceImpl implements I
         String resultStrOne = chatGPTClient.handleAiChat(promptJsonOne, "AICAC");
         String resultJsonOne = resultStrOne.replaceAll("```json", "").replaceAll("```", "");
         log.info("招聘者查看候选人匹配度结果:{}", resultJsonOne);
+        Map dataMap = JSONUtil.toBean(resultJsonOne, Map.class);
+        if(ObjectUtil.isNotEmpty(dataMap.get("strengths_score"))){
+            dto.setStrengthsScore(new BigDecimal(dataMap.get("strengths_score").toString()));
+        }else{
+            dto.setStrengthsScore(BigDecimal.ZERO);
+        }
+        if(ObjectUtil.isNotEmpty(dataMap.get("differences_score"))){
+            dto.setDifferencesScore(new BigDecimal(dataMap.get("differences_score").toString()));
+        }else{
+            dto.setDifferencesScore(BigDecimal.ZERO);
+        }
+        if(ObjectUtil.isNotEmpty(dataMap.get("cultural_score"))){
+            dto.setCulturalScore(new BigDecimal(dataMap.get("cultural_score").toString()));
+        }else{
+            dto.setCulturalScore(BigDecimal.ZERO);
+        }
 
-        return resultJsonOne;
+        List<String> strengths = (List<String>)dataMap.get("key_strengths");
+        dto.setKeyStrengths(strengths);
+
+        List<String> differences = (List<String>)dataMap.get("key_differences");
+        dto.setKeyDifferences(differences);
+
+        List<String> fitDetails = (List<String>)dataMap.get("cultural_fit_details");
+        dto.setCulturalFitDetails(fitDetails);
+
+        BigDecimal overallScore = dto.getStrengthsScore().multiply(new BigDecimal(0.4)).
+                add(dto.getDifferencesScore().multiply(new BigDecimal(0.3)).add(dto.getCulturalScore().multiply(new BigDecimal(0.3))));
+        dto.setOverallScore(overallScore);
+
+        return dto;
     }
 }

vetti-hotakes/src/main/java/com/vetti/hotake/service/impl/HotakeInitScreQuestionsReplyRecordInfoServiceImpl.java

@@ -2,10 +2,7 @@ package com.vetti.hotake.service.impl;
 
 import java.io.InputStream;
 import java.math.BigDecimal;
-import java.util.HashMap;
+import java.util.*;
-import java.util.LinkedList;
-import java.util.List;
-import java.util.Map;
 
 import cn.hutool.core.collection.CollectionUtil;
 import cn.hutool.core.util.StrUtil;
@@ -21,9 +18,13 @@ import com.vetti.common.utils.DateUtils;
 import com.vetti.common.utils.SecurityUtils;
 import com.vetti.common.utils.readFile.FileContentUtil;
 import com.vetti.hotake.domain.*;
+import com.vetti.hotake.domain.dto.HotakeAiCvScoringRankingDto;
+import com.vetti.hotake.domain.dto.HotakeCandidateCompatibilityDto;
 import com.vetti.hotake.domain.dto.HotakeCvInfoDto;
 import com.vetti.hotake.domain.dto.HotakeInitialQuestionEliminationScoreDto;
 import com.vetti.hotake.domain.dto.VcDto.*;
+import com.vetti.hotake.domain.vo.HotakeAiCvScoringRankingRoleApplyVo;
+import com.vetti.hotake.domain.vo.HotakeCandidateCompatibilityVo;
 import com.vetti.hotake.domain.vo.HotakeInitScreQuestionsReplyRecordInfoVo;
 import com.vetti.hotake.domain.vo.HotakeInitialQuestionEliminationScoreVo;
 import com.vetti.hotake.mapper.HotakeCvInfoMapper;
@@ -192,65 +193,13 @@ public class HotakeInitScreQuestionsReplyRecordInfoServiceImpl extends BaseServi
             eliminationScoreVo.setInitScreQuestionsReplyRecordInfoList(initScreQuestionsReplyRecordInfoVo.getInitScreQuestionsReplyRecordInfoList());
             HotakeInitialQuestionEliminationScoreDto eliminationScoreDto = aiCommonToolsService.getInitialQuestionEliminationScore(eliminationScoreVo);
 
-
-            //查询候选人的当前最新简历信息
-//            HotakeCvInfo queryCv = new HotakeCvInfo();
-//            queryCv.setUserId(SecurityUtils.getUserId());
-//            queryCv.setCvFileType("cv");
-//            List<HotakeCvInfo> cvInfos = hotakeCvInfoMapper.selectHotakeCvInfoList(queryCv);
-//            HotakeCvInfo cvInfo = null;
-//            if(CollectionUtil.isNotEmpty(cvInfos)) {
-//                cvInfo = cvInfos.get(0);
-//            }
-//            //解析简历内容以及获取简历对应的评分数据
-//            log.info("开始处理简历");
-//            try {
-//                InputStream inputStream = minioClient.getObject(
-//                        GetObjectArgs.builder()
-//                                .bucket(MinioBucketNameEnum.CV.getCode())
-//                                .object(applyInfo.getCvFile())
-//                                .build());
-//                String contents = FileContentUtil.readFileContent(inputStream, applyInfo.getCvFileSuffix());
-//                log.info("简历信息:{}", contents);
-//                //验证文件内容是否改变,如果未改变不进行模型解析直接返回原有结果
-//                String md5Hash = MD5.create().digestHex16(contents);
-//                String scoreStr = "";
-//                if (StrUtil.isNotEmpty(md5Hash) && cvInfo != null && md5Hash.equals(cvInfo.getCvMd5())) {
-//                    //直接获取简历表中的简历解析的详细数据
-//                    applyInfo.setCvScore(cvInfo.getCvScore());
-//                    applyInfo.setCvTemplateJson(cvInfo.getCvTemplateJson());
-//                    fill(FillTypeEnum.UPDATE.getCode(), applyInfo);
-//                    applyInfo.setCvMd5(md5Hash);
-//                    applyInfo.setExperience(cvInfo.getExperience());
-//                    scoreStr = cvInfo.getCvScore();
-//                }else{
-//                    //生成简历模版数据信息
-//                    HotakeCvInfoDto cvInfoDto = handleAnalysisCvInfo(contents);
-//                    //生成对应的简历评分
-//                    String resultMsg = handleHotakeCvInfoScore(cvInfoDto);
-//                    applyInfo.setCvScore(resultMsg);
-//                    applyInfo.setCvTemplateJson(JSONUtil.toJsonStr(cvInfoDto));
-//                    fill(FillTypeEnum.UPDATE.getCode(), cvInfo);
-//                    applyInfo.setCvMd5(md5Hash);
-//                    applyInfo.setExperience(cvInfoDto.getExperienceYear());
-//                    scoreStr = resultMsg;
-//                }
-            //更新岗位申请数据记录--根据评分进行计算
-            //分数解析
-//                String[] strs = scoreStr.split("\n");
-//                if(strs != null && strs.length > 0){
-//                    String score = strs[0].replaceAll("Score:","").trim();
-//                    String[] scores = score.split("/");
-//                    if(scores != null && scores.length > 0){
-//                        applyInfo.setAiMatchScore(scores[0]);
             try {
                 applyInfo.setAiMatchScorePercentage(new BigDecimal(eliminationScoreDto.getScore()).
                         divide(new BigDecimal(100)).setScale(2, 4));
             } catch (Exception e) {
                 e.printStackTrace();
             }
-//                    }
+
-//                }
             if (applyInfo.getAiMatchScorePercentage() != null) {
                 if (applyInfo.getAiMatchScorePercentage().compareTo(new BigDecimal(0.85)) >= 0) {
                     applyInfo.setCandidateStatus(CandidateStatusEnum.HOT.getCode());
@@ -264,6 +213,73 @@ public class HotakeInitScreQuestionsReplyRecordInfoServiceImpl extends BaseServi
                     applyInfo.setCandidateStatus(CandidateStatusEnum.PENDING.getCode());
                 }
             }
+            //解析简历数据
+            //查询候选人的当前最新简历信息
+            HotakeCvInfo queryCv = new HotakeCvInfo();
+            queryCv.setUserId(SecurityUtils.getUserId());
+            queryCv.setCvFileType("cv");
+            List<HotakeCvInfo> cvInfos = hotakeCvInfoMapper.selectHotakeCvInfoList(queryCv);
+            HotakeCvInfo cvInfo = null;
+            if(CollectionUtil.isNotEmpty(cvInfos)) {
+                cvInfo = cvInfos.get(0);
+            }
+            //解析简历内容以及获取简历对应的评分数据
+            log.info("开始处理简历");
+            try {
+                InputStream inputStream = minioClient.getObject(
+                        GetObjectArgs.builder()
+                                .bucket(MinioBucketNameEnum.CV.getCode())
+                                .object(applyInfo.getCvFile())
+                                .build());
+                String contents = FileContentUtil.readFileContent(inputStream, applyInfo.getCvFileSuffix());
+                log.info("简历信息:{}", contents);
+                //验证文件内容是否改变,如果未改变不进行模型解析直接返回原有结果
+                String md5Hash = MD5.create().digestHex16(contents);
+                String scoreStr = "";
+                if (StrUtil.isNotEmpty(md5Hash) && cvInfo != null && md5Hash.equals(cvInfo.getCvMd5())) {
+                    //直接获取简历表中的简历解析的详细数据
+                    applyInfo.setCvScore(cvInfo.getCvScore());
+                    applyInfo.setCvTemplateJson(cvInfo.getCvTemplateJson());
+                    applyInfo.setCvMd5(md5Hash);
+                    applyInfo.setExperience(cvInfo.getExperience());
+                } else {
+                    //生成简历模版数据信息
+                    HotakeCvInfoDto cvInfoDto = handleAnalysisCvInfo(contents);
+                    //生成对应的简历评分
+                    applyInfo.setCvTemplateJson(JSONUtil.toJsonStr(cvInfoDto));
+                    applyInfo.setCvMd5(md5Hash);
+                    applyInfo.setExperience(cvInfoDto.getExperienceYear());
+                }
+            }catch (Exception e) {
+                e.printStackTrace();
+            }
+            //AI简历评分和排名系统-直接传到简历系统中
+            HotakeAiCvScoringRankingRoleApplyVo roleApplyVo = new HotakeAiCvScoringRankingRoleApplyVo();
+            roleApplyVo.setApplyInfo(applyInfo);
+            roleApplyVo.setCvTemplateJson(applyInfo.getCvTemplateJson());
+            HotakeAiCvScoringRankingDto scoringRankingDto = aiCommonToolsService.handleAiCvScoringRanking(roleApplyVo);
+
+            applyInfo.setAiCvScoringRankingJson(JSONUtil.toJsonStr(scoringRankingDto));
+            applyInfo.setAiCvScore(scoringRankingDto.getOverallScore());
+
+            //招聘者查看候选人匹配度
+            HotakeCandidateCompatibilityVo compatibilityVo = new HotakeCandidateCompatibilityVo();
+            compatibilityVo.setPosition(rolesInf.getRoleName());
+            HotakeCvInfoDto cvInfoDto = JSONUtil.toBean(applyInfo.getCvTemplateJson(), HotakeCvInfoDto.class);
+            compatibilityVo.setCurrentPosition(cvInfoDto.getPosition());
+            compatibilityVo.setOverallRating(scoringRankingDto.getOverallScore().toString());
+            compatibilityVo.setWorkExperience(cvInfoDto.getExperienceYear());
+            List<String> skills = new ArrayList<>();
+            if(CollectionUtil.isNotEmpty(cvInfoDto.getSkillsTools())){
+                for (VcSkillsToolsDto toolsDto : cvInfoDto.getSkillsTools()){
+                    skills.add(toolsDto.getContent());
+                }
+            }
+            compatibilityVo.setSkills(skills);
+            HotakeCandidateCompatibilityDto compatibilityDto = aiCommonToolsService.handleCandidateCompatibility(compatibilityVo);
+            applyInfo.setCandidateCompatibilityJson(JSONUtil.toJsonStr(compatibilityDto));
+            applyInfo.setCandidateCompatibilityScore(compatibilityDto.getOverallScore());
+
             applyInfo.setRecruiterId(rolesInf.getRecruiterId());
             applyInfo.setStage(StageEnum.APPLIED.getCode());
             hotakeRolesApplyInfoMapper.updateHotakeRolesApplyInfo(applyInfo);
@@ -274,11 +290,6 @@ public class HotakeInitScreQuestionsReplyRecordInfoServiceImpl extends BaseServi
             hotakeRolesApplyOperRecord.setRoleApplyId(applyInfo.getId());
             hotakeRolesApplyOperRecord.setRoleId(rolesInf.getId());
             rolesApplyOperRecordService.insertHotakeRolesApplyOperRecord(hotakeRolesApplyOperRecord);
-
-//            } catch (Exception e) {
-//                e.printStackTrace();
-//            }
-            return 0;
         }
         return 0;
     }

vetti-hotakes/src/main/java/com/vetti/hotake/service/impl/HotakeRolesApplyInfoServiceImpl.java

@@ -4,13 +4,17 @@ import cn.hutool.core.collection.CollectionUtil;
 import cn.hutool.core.io.FileUtil;
 import cn.hutool.core.util.StrUtil;
 import cn.hutool.json.JSONUtil;
+import com.vetti.common.core.domain.entity.SysUser;
 import com.vetti.common.core.service.BaseServiceImpl;
 import com.vetti.common.enums.FillTypeEnum;
 import com.vetti.common.enums.StageEnum;
+import com.vetti.common.exception.ServiceException;
 import com.vetti.common.utils.SecurityUtils;
 import com.vetti.hotake.domain.HotakeRolesApplyInfo;
 import com.vetti.hotake.domain.HotakeRolesApplyOperRecord;
 import com.vetti.hotake.domain.HotakeRolesInfo;
+import com.vetti.hotake.domain.dto.HotakeAiCvScoringRankingDto;
+import com.vetti.hotake.domain.dto.HotakeCandidateCompatibilityDto;
 import com.vetti.hotake.domain.dto.HotakeCvInfoDto;
 import com.vetti.hotake.domain.dto.VcDto.*;
 import com.vetti.hotake.domain.vo.HotakeRolesApplyStageVo;
@@ -18,6 +22,7 @@ import com.vetti.hotake.mapper.HotakeRolesApplyInfoMapper;
 import com.vetti.hotake.mapper.HotakeRolesInfoMapper;
 import com.vetti.hotake.service.IHotakeRolesApplyInfoService;
 import com.vetti.hotake.service.IHotakeRolesApplyOperRecordService;
+import com.vetti.system.service.ISysUserService;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.stereotype.Service;
 import org.springframework.transaction.annotation.Transactional;
@@ -43,6 +48,9 @@ public class HotakeRolesApplyInfoServiceImpl extends BaseServiceImpl implements
     @Autowired
     private IHotakeRolesApplyOperRecordService rolesApplyOperRecordService;
 
+    @Autowired
+    private ISysUserService userService;
+
     /**
      * 查询候选人岗位申请信息
      * 
@@ -371,4 +379,77 @@ public class HotakeRolesApplyInfoServiceImpl extends BaseServiceImpl implements
         return resultNum;
     }
 
+    /**
+     * AI简历评分和排名系统
+     * @param hotakeRolesApplyInfo 候选人岗位申请信息
+     * @return
+     */
+    @Override
+    public List<HotakeRolesApplyInfo> handleAiCvScoringRankingList(HotakeRolesApplyInfo hotakeRolesApplyInfo) {
+        if(CollectionUtil.isEmpty(hotakeRolesApplyInfo.getApplyRoleIdList())){
+            throw new ServiceException("Please select at least one piece of business data");
+        }
+        List<HotakeRolesApplyInfo> applyInfoList = hotakeRolesApplyInfoMapper.selectHotakeRolesApplyInfoRankingList(hotakeRolesApplyInfo);
+        if(CollectionUtil.isNotEmpty(applyInfoList)) {
+            //查询岗位数据集合
+            HotakeRolesInfo query = new HotakeRolesInfo();
+            List<HotakeRolesInfo> rolesInfoList = hotakeRolesInfoMapper.selectHotakeRolesInfoList(query);
+
+            List<SysUser> sysUserList = userService.selectUserList(new SysUser());
+
+            for(HotakeRolesApplyInfo applyInfo : applyInfoList) {
+                if(applyInfo.getRoleId() != null){
+                    List<HotakeRolesInfo> rolesInfos = rolesInfoList.stream().filter(e->e.getId().longValue() == applyInfo.getRoleId().longValue()).toList();
+                    if(CollectionUtil.isNotEmpty(rolesInfos)) {
+                        applyInfo.setRolesInfo(rolesInfos.get(0));
+                    }
+                }
+                if(StrUtil.isNotEmpty(applyInfo.getCvTemplateJson())){
+                    HotakeCvInfoDto cvInfoDto = handleAnalysisCvInfo(applyInfo.getCvTemplateJson());
+                    applyInfo.setCvInfoDto(cvInfoDto);
+                }
+                if(applyInfo.getCandidateId() != null){
+                    List<SysUser> userList = sysUserList.stream().filter(e->e.getUserId().longValue() == applyInfo.getCandidateId().longValue()).toList();
+                    if(CollectionUtil.isNotEmpty(userList)) {
+                        applyInfo.setCandidateUSer(userList.get(0));
+                    }
+                }
+                if(StrUtil.isNotEmpty(applyInfo.getAiCvScoringRankingJson())){
+                    HotakeAiCvScoringRankingDto rankingDto = JSONUtil.toBean(applyInfo.getAiCvScoringRankingJson(), HotakeAiCvScoringRankingDto.class);
+                    applyInfo.setRankingDto(rankingDto);
+                }
+            }
+        }
+        return applyInfoList;
+    }
+
+    /**
+     * 招聘者查看候选人匹配度
+     * @param hotakeRolesApplyInfo 候选人岗位申请信息
+     * @return
+     */
+    @Override
+    public HotakeRolesApplyInfo handleCandidateCompatibilityInfo(HotakeRolesApplyInfo hotakeRolesApplyInfo) {
+        if(CollectionUtil.isEmpty(hotakeRolesApplyInfo.getApplyRoleIdList())){
+            throw new ServiceException("Please select at least one piece of business data");
+        }
+        List<HotakeRolesApplyInfo> applyInfoList = hotakeRolesApplyInfoMapper.selectHotakeRolesApplyInfoCompatibilityScoreList(hotakeRolesApplyInfo);
+        if(CollectionUtil.isNotEmpty(applyInfoList)) {
+
+            HotakeRolesApplyInfo applyInfo = applyInfoList.get(0);
+
+            HotakeRolesInfo rolesInfo = hotakeRolesInfoMapper.selectHotakeRolesInfoById(applyInfo.getRoleId());
+            applyInfo.setRolesInfo(rolesInfo);
+
+            SysUser user = userService.selectUserById(applyInfo.getCandidateId());
+            applyInfo.setCandidateUSer(user);
+            if(StrUtil.isNotEmpty(applyInfo.getCandidateCompatibilityJson())){
+                HotakeCandidateCompatibilityDto compatibilityDto = JSONUtil.toBean(applyInfo.getCandidateCompatibilityJson(), HotakeCandidateCompatibilityDto.class);
+                applyInfo.setCompatibilityDto(compatibilityDto);
+            }
+            return applyInfo;
+        }
+        return new HotakeRolesApplyInfo();
+    }
+
 }

vetti-hotakes/src/main/resources/mapper/hotake/HotakeRolesApplyInfoMapper.xml

@@ -26,6 +26,13 @@ PUBLIC "-//mybatis.org//DTD Mapper 3.0//EN"
         <result property="aiMatchScore"    column="ai_match_score"    />
         <result property="aiMatchScorePercentage"    column="ai_match_score_percentage"    />
         <result property="status" column="status" />
+
+        <result property="aiCvScoringRankingJson" column="ai_cv_scoring_ranking_json" />
+        <result property="aiCvScore" column="ai_cv_score" />
+        <result property="candidateCompatibilityJson" column="candidate_compatibility_json" />
+        <result property="candidateCompatibilityScore" column="candidate_compatibility_score" />
+
+
         <result property="delFlag"    column="del_flag"    />
         <result property="createBy"    column="create_by"    />
         <result property="createTime"    column="create_time"    />
@@ -37,7 +44,8 @@ PUBLIC "-//mybatis.org//DTD Mapper 3.0//EN"
     <sql id="selectHotakeRolesApplyInfoVo">
         select id, candidate_id,recruiter_id, role_id, full_name, email, phone_number, cv_file, cv_file_suffix,file_size_show,
                cover_letter, candidate_status, stage, last_contact, cv_template_json, cv_score, cv_md5, experience, ai_match_score,
-               ai_match_score_percentage,status, del_flag, create_by, create_time, update_by, update_time, remark from hotake_roles_apply_info
+               ai_match_score_percentage,status, ai_cv_scoring_ranking_json,ai_cv_score,candidate_compatibility_json,candidate_compatibility_score,
+               del_flag, create_by, create_time, update_by, update_time, remark from hotake_roles_apply_info
     </sql>
 
     <select id="selectHotakeRolesApplyInfoList" parameterType="HotakeRolesApplyInfo" resultMap="HotakeRolesApplyInfoResult">
@@ -66,6 +74,76 @@ PUBLIC "-//mybatis.org//DTD Mapper 3.0//EN"
         </where>
     </select>
 
+    <select id="selectHotakeRolesApplyInfoRankingList" parameterType="HotakeRolesApplyInfo" resultMap="HotakeRolesApplyInfoResult">
+        <include refid="selectHotakeRolesApplyInfoVo"/>
+        <where>
+            <if test="candidateId != null "> and candidate_id = #{candidateId}</if>
+            <if test="recruiterId != null "> and recruiter_id = #{recruiterId}</if>
+            <if test="roleId != null "> and role_id = #{roleId}</if>
+            <if test="fullName != null  and fullName != ''"> and full_name like concat('%', #{fullName}, '%')</if>
+            <if test="email != null  and email != ''"> and email = #{email}</if>
+            <if test="phoneNumber != null  and phoneNumber != ''"> and phone_number = #{phoneNumber}</if>
+            <if test="cvFile != null  and cvFile != ''"> and cv_file = #{cvFile}</if>
+            <if test="cvFileSuffix != null  and cvFileSuffix != ''"> and cv_file_suffix = #{cvFileSuffix}</if>
+
+            <if test="coverLetter != null  and coverLetter != ''"> and cover_letter = #{coverLetter}</if>
+            <if test="candidateStatus != null  and candidateStatus != ''"> and candidate_status = #{candidateStatus}</if>
+            <if test="stage != null  and stage != ''"> and stage = #{stage}</if>
+            <if test="lastContact != null  and lastContact != ''"> and last_contact = #{lastContact}</if>
+            <if test="cvTemplateJson != null  and cvTemplateJson != ''"> and cv_template_json = #{cvTemplateJson}</if>
+            <if test="cvScore != null  and cvScore != ''"> and cv_score = #{cvScore}</if>
+            <if test="cvMd5 != null  and cvMd5 != ''"> and cv_md5 = #{cvMd5}</if>
+            <if test="experience != null  and experience != ''"> and experience = #{experience}</if>
+            <if test="aiMatchScore != null  and aiMatchScore != ''"> and ai_match_score = #{aiMatchScore}</if>
+            <if test="aiMatchScorePercentage != null "> and ai_match_score_percentage = #{aiMatchScorePercentage}</if>
+            <if test="status != null "> and status = #{status}</if>
+
+            <if test="applyRoleIdList != null ">
+                and id in
+                <foreach item="applyRoleId" collection="applyRoleIdList" open="(" separator="," close=")">
+                    #{applyRoleId}
+                </foreach>
+            </if>
+
+        </where>
+        order by ai_cv_score DESC
+    </select>
+
+    <select id="selectHotakeRolesApplyInfoCompatibilityScoreList" parameterType="HotakeRolesApplyInfo" resultMap="HotakeRolesApplyInfoResult">
+        <include refid="selectHotakeRolesApplyInfoVo"/>
+        <where>
+            <if test="candidateId != null "> and candidate_id = #{candidateId}</if>
+            <if test="recruiterId != null "> and recruiter_id = #{recruiterId}</if>
+            <if test="roleId != null "> and role_id = #{roleId}</if>
+            <if test="fullName != null  and fullName != ''"> and full_name like concat('%', #{fullName}, '%')</if>
+            <if test="email != null  and email != ''"> and email = #{email}</if>
+            <if test="phoneNumber != null  and phoneNumber != ''"> and phone_number = #{phoneNumber}</if>
+            <if test="cvFile != null  and cvFile != ''"> and cv_file = #{cvFile}</if>
+            <if test="cvFileSuffix != null  and cvFileSuffix != ''"> and cv_file_suffix = #{cvFileSuffix}</if>
+
+            <if test="coverLetter != null  and coverLetter != ''"> and cover_letter = #{coverLetter}</if>
+            <if test="candidateStatus != null  and candidateStatus != ''"> and candidate_status = #{candidateStatus}</if>
+            <if test="stage != null  and stage != ''"> and stage = #{stage}</if>
+            <if test="lastContact != null  and lastContact != ''"> and last_contact = #{lastContact}</if>
+            <if test="cvTemplateJson != null  and cvTemplateJson != ''"> and cv_template_json = #{cvTemplateJson}</if>
+            <if test="cvScore != null  and cvScore != ''"> and cv_score = #{cvScore}</if>
+            <if test="cvMd5 != null  and cvMd5 != ''"> and cv_md5 = #{cvMd5}</if>
+            <if test="experience != null  and experience != ''"> and experience = #{experience}</if>
+            <if test="aiMatchScore != null  and aiMatchScore != ''"> and ai_match_score = #{aiMatchScore}</if>
+            <if test="aiMatchScorePercentage != null "> and ai_match_score_percentage = #{aiMatchScorePercentage}</if>
+            <if test="status != null "> and status = #{status}</if>
+
+            <if test="applyRoleIdList != null ">
+                and id in
+                <foreach item="applyRoleId" collection="applyRoleIdList" open="(" separator="," close=")">
+                    #{applyRoleId}
+                </foreach>
+            </if>
+
+        </where>
+        order by candidate_compatibility_score DESC
+    </select>
+    
     <select id="selectHotakeRolesApplyInfoById" parameterType="Long" resultMap="HotakeRolesApplyInfoResult">
         <include refid="selectHotakeRolesApplyInfoVo"/>
         where id = #{id}
@@ -94,6 +172,12 @@ PUBLIC "-//mybatis.org//DTD Mapper 3.0//EN"
             <if test="aiMatchScore != null">ai_match_score,</if>
             <if test="aiMatchScorePercentage != null">ai_match_score_percentage,</if>
             <if test="status != null">status,</if>
+
+            <if test="aiCvScoringRankingJson != null">ai_cv_scoring_ranking_json,</if>
+            <if test="aiCvScore != null">ai_cv_score,</if>
+            <if test="candidateCompatibilityJson != null">candidate_compatibility_json,</if>
+            <if test="candidateCompatibilityScore != null">candidate_compatibility_score,</if>
+
             <if test="delFlag != null">del_flag,</if>
             <if test="createBy != null">create_by,</if>
             <if test="createTime != null">create_time,</if>
@@ -122,6 +206,12 @@ PUBLIC "-//mybatis.org//DTD Mapper 3.0//EN"
             <if test="aiMatchScore != null">#{aiMatchScore},</if>
             <if test="aiMatchScorePercentage != null">#{aiMatchScorePercentage},</if>
             <if test="status != null">#{status},</if>
+
+            <if test="aiCvScoringRankingJson != null">#{aiCvScoringRankingJson},</if>
+            <if test="aiCvScore != null">#{aiCvScore},</if>
+            <if test="candidateCompatibilityJson != null">#{candidateCompatibilityJson},</if>
+            <if test="candidateCompatibilityScore != null">#{candidateCompatibilityScore},</if>
+
             <if test="delFlag != null">#{delFlag},</if>
             <if test="createBy != null">#{createBy},</if>
             <if test="createTime != null">#{createTime},</if>
@@ -154,6 +244,12 @@ PUBLIC "-//mybatis.org//DTD Mapper 3.0//EN"
             <if test="aiMatchScore != null">ai_match_score = #{aiMatchScore},</if>
             <if test="aiMatchScorePercentage != null">ai_match_score_percentage = #{aiMatchScorePercentage},</if>
             <if test="status != null">status = #{status},</if>
+
+            <if test="aiCvScoringRankingJson != null">ai_cv_scoring_ranking_json = #{aiCvScoringRankingJson},</if>
+            <if test="aiCvScore != null">ai_cv_score = #{aiCvScore},</if>
+            <if test="candidateCompatibilityJson != null">candidate_compatibility_json = #{candidateCompatibilityJson},</if>
+            <if test="candidateCompatibilityScore != null">candidate_compatibility_score = #{candidateCompatibilityScore},</if>
+
             <if test="delFlag != null">del_flag = #{delFlag},</if>
             <if test="createBy != null">create_by = #{createBy},</if>
             <if test="createTime != null">create_time = #{createTime},</if>
@@ -176,7 +272,9 @@ PUBLIC "-//mybatis.org//DTD Mapper 3.0//EN"
     </delete>
 
     <insert id="batchInsertHotakeRolesApplyInfo">
-        insert into hotake_roles_apply_info( id, candidate_id,recruiter_id, role_id, full_name, email, phone_number, cv_file, cover_letter, candidate_status, stage, last_contact, cv_template_json, cv_score, cv_md5, experience, ai_match_score, ai_match_score_percentage, del_flag, create_by, create_time, update_by, update_time, remark) values
+        insert into hotake_roles_apply_info( id, candidate_id,recruiter_id, role_id, full_name, email, phone_number, cv_file, cover_letter,
+                                            candidate_status, stage, last_contact, cv_template_json, cv_score, cv_md5, experience,
+                                            ai_match_score, ai_match_score_percentage, del_flag, create_by, create_time, update_by, update_time, remark) values
         <foreach item="item" index="index" collection="list" separator=",">
             ( #{item.id}, #{item.candidateId},#{item.recruiterId}, #{item.roleId}, #{item.fullName}, #{item.email}, #{item.phoneNumber}, #{item.cvFile}, #{item.coverLetter}, #{item.candidateStatus}, #{item.stage}, #{item.lastContact}, #{item.cvTemplateJson}, #{item.cvScore}, #{item.cvMd5}, #{item.experience}, #{item.aiMatchScore}, #{item.aiMatchScorePercentage}, #{item.delFlag}, #{item.createBy}, #{item.createTime}, #{item.updateBy}, #{item.updateTime}, #{item.remark})
         </foreach>