修改竞争力分析
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@@ -14,9 +14,12 @@ import com.ruoyi.cms.mapper.AppUserMapper;
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import com.ruoyi.cms.mapper.JobApplyMapper;
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import com.ruoyi.cms.mapper.JobMapper;
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import com.ruoyi.cms.service.IBussinessDictTypeService;
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import com.ruoyi.cms.util.RoleUtils;
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import com.ruoyi.cms.util.StringUtil;
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import com.ruoyi.common.core.domain.entity.AppUser;
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import com.ruoyi.common.utils.DateUtils;
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import com.ruoyi.common.utils.SiteSecurityUtils;
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import com.ruoyi.common.utils.StringUtils;
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import org.springframework.beans.factory.annotation.Autowired;
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import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
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import org.springframework.stereotype.Service;
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@@ -186,22 +189,6 @@ public class JobCollectionServiceImpl extends ServiceImpl<JobCollectionMapper,Jo
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throw new RuntimeException("岗位不存在");
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}
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// 获取所有申请该岗位的用户
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List<AppUser> appUsers = appUserMapper.selectByJobId(jobId);
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Long applyCount = (long) appUsers.size();
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if (appUsers.isEmpty()) {
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// 没有人申请，返回默认值或0
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CompetitivenessResponse emptyResponse = new CompetitivenessResponse();
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emptyResponse.setTotalApplicants(0);
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emptyResponse.setMatchScore(0);
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emptyResponse.setRank(0);
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emptyResponse.setPercentile(0);
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RadarChart radarChart = new RadarChart();
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emptyResponse.setRadarChart(radarChart);
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return emptyResponse;
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}
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// ================== 数据字典映射（用于排序比较）==================
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// 假设你有字典工具类，如 DictUtils.getSort("education", value) 返回排序值
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// 这里我们用 Map 模拟字典排序（越小要求越低）
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@@ -212,81 +199,53 @@ public class JobCollectionServiceImpl extends ServiceImpl<JobCollectionMapper,Jo
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// 构建学历排序映射：dictLabel -> dictSort（越小要求越低）
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Map<String, Integer> educationRank = educationDict.stream()
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.collect(Collectors.toMap(
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BussinessDictData::getDictLabel,
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BussinessDictData::getDictValue,
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data -> Math.toIntExact(data.getDictSort()),
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(a, b) -> a // 若有重复 key，保留第一个
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));
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Map<String, Integer> experienceRank = experienceDict.stream()
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.collect(Collectors.toMap(
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BussinessDictData::getDictLabel,
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BussinessDictData::getDictValue,
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data -> Math.toIntExact(data.getDictSort()),
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(a, b) -> a
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));
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// ================== 提取岗位要求 ==================
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Integer jobEducationRank = educationRank.getOrDefault(job.getEducation(), 999);
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Integer jobExperienceRank = experienceRank.getOrDefault(job.getExperience(), 999);
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Integer jobMinSalary = job.getMinSalary() != null ? job.getMinSalary().intValue() : 0;
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String jobLocation = job.getJobLocation();
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// 获取所有申请该岗位的用户
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List<AppUser> appUsers = appUserMapper.selectByJobId(jobId);
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appUsers = appUsers == null ? new ArrayList<>() : appUsers;
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Long applyCount = (long) appUsers.size();
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//获取求职者状态
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Long loginUserId = RoleUtils.getAppUserId();
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boolean isLogin = loginUserId != null;
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AppUser currentAppUser = new AppUser();
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if (isLogin) {
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AppUser tempUser = appUserMapper.selectById(loginUserId);
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if (tempUser != null && !StringUtil.IS_COMPANY_USER.equals(tempUser.getIsCompanyUser())) {
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currentAppUser = tempUser;
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}
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}
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if (appUsers.isEmpty()) {
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// 没有人申请，返回默认值或0
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CompetitivenessResponse emptyResponse = new CompetitivenessResponse();
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emptyResponse.setTotalApplicants(0);
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//计算匹配度
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int realMatchScore = isLogin && !StringUtil.IS_COMPANY_USER.equals(currentAppUser.getIsCompanyUser())? calculateUserMatchScore(currentAppUser, job, educationRank, experienceRank): 0;
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emptyResponse.setMatchScore(realMatchScore);
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emptyResponse.setRank(0);
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emptyResponse.setPercentile(0);
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emptyResponse.setRadarChart(buildUserRadarChart(currentAppUser,job,educationRank,experienceRank));
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return emptyResponse;
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}
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// ================== 聚合用户数据用于分析 ==================
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List<UserCompetitiveness> userScores = new ArrayList<>();
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for (AppUser user : appUsers) {
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int matchScore = 0;
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int totalFactors = 6; // 年龄、经验、学历、技能（暂用期望岗位匹配）、薪资、地点
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// 1. 学历匹配（越接近越好）
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Integer userEduRank = educationRank.getOrDefault(user.getEducation(), 999);
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if (userEduRank <= jobEducationRank) {
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matchScore += 1; // 达标
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} else if (userEduRank == jobEducationRank + 1) {
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matchScore += 0.5; // 略高也算匹配
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}
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// 2. 经验匹配
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Integer userExpRank = experienceRank.getOrDefault(user.getExperience(), 999);
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if (userExpRank >= jobExperienceRank) {
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matchScore += 1; // 满足经验要求
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}
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// 3. 薪资匹配（用户期望 <= 岗位最大薪资，且不低于最小太多）
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Integer userMinSalary = parseSalary(user.getSalaryMin());
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if (userMinSalary != null && userMinSalary <= job.getMaxSalary()) {
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if (userMinSalary >= job.getMinSalary()) {
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matchScore += 1;
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} else if (userMinSalary >= job.getMinSalary() * 0.8) {
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matchScore += 0.5;
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}
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}
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// 4. 地点匹配
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if (user.getArea() != null) {
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if(user.getArea().contains(jobLocation) || jobLocation.contains(user.getArea())){
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matchScore += 1;
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}
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}
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// 5. 年龄估算（从生日计算）
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int userAge = getUserAge(DateUtils.stringToDateWithYmd(user.getBirthDate(),DateUtils.YYYY_MM_DD));
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// 假设最佳年龄区间为 22-35，越接近越匹配
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if (userAge >= 22 && userAge <= 35) {
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matchScore += 1;
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} else if (userAge >= 18 && userAge <= 45) {
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matchScore += 0.5;
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}
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// 6. 技能/岗位匹配（简化：期望岗位是否包含该岗位关键词）
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boolean jobMatch = user.getJobTitle() != null &&
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user.getJobTitle().stream().anyMatch(title -> title.contains(job.getJobTitle()) || job.getJobTitle().contains(title));
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if (jobMatch) {
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matchScore += 1;
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}
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// 匹配度：0-6 → 映射为 0-100 分
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int finalScore = (int) Math.round((matchScore / (double) totalFactors) * 100);
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userScores.add(new UserCompetitiveness(user, finalScore));
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int matchScore = calculateUserMatchScore(user, job, educationRank, experienceRank);
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userScores.add(new UserCompetitiveness(user, matchScore));
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}
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// 按匹配度降序
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@@ -314,19 +273,128 @@ public class JobCollectionServiceImpl extends ServiceImpl<JobCollectionMapper,Jo
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response.setTotalApplicants(Math.toIntExact(applyCount));
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// Top 用户的匹配分
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int topMatchScore = userScores.get(0).getScore();
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/*int topMatchScore = userScores.get(0).getScore();
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response.setMatchScore(topMatchScore);
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// 排名（Top1）
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response.setRank(1);
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// 百分位：top用户超过多少人？（100%）
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response.setPercentile(100);
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// 排名（Top1）
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response.setRank(1);*/
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if (isLogin && !StringUtil.IS_COMPANY_USER.equals(currentAppUser.getIsCompanyUser())) {
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int userMatchScore = calculateUserMatchScore(currentAppUser, job, educationRank, experienceRank);
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response.setMatchScore(userMatchScore);
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int userRank = 1;
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for (UserCompetitiveness uc : userScores) {
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if (uc.getScore() > userMatchScore) {
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userRank++;
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}
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}
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response.setRank(userRank);
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int percentile = (int) Math.round(((applyCount - userRank) * 1.0 / applyCount) * 100);
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response.setPercentile(percentile);
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} else {
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response.setMatchScore(0);
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response.setRank(0);
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response.setPercentile(0);
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}
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response.setRadarChart(radarChart);
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return response;
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}
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/**
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* 构建雷达图
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* @param user
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* @param job
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* @param educationRank
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* @param experienceRank
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* @return
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*/
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private RadarChart buildUserRadarChart(AppUser user, Job job, Map<String, Integer> educationRank, Map<String, Integer> experienceRank) {
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RadarChart radarChart = new RadarChart();
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int ageScore = getAgeScore(DateUtils.stringToDateWithYmd(user.getBirthDate(),DateUtils.YYYY_MM_DD));
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int expScore = getExperienceScore(user.getExperience(), job.getExperience(), experienceRank);
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int eduScore = getEducationScore(user.getEducation(), job.getEducation(), educationRank);
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int skillScore = getSkillScore(user, job);
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int salaryScore = getSalaryScore(user, job);
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int locScore = getLocationScore(user, job);
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// 赋值雷达图
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radarChart.setAge(ageScore);
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radarChart.setExperience(expScore);
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radarChart.setEducation(eduScore);
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radarChart.setSkill(skillScore);
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radarChart.setSalary(salaryScore);
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radarChart.setLocation(locScore);
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return radarChart;
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}
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/**
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* 构建匹配度
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* @param user
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* @param job
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* @param educationRank
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* @param experienceRank
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* @return
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*/
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private int calculateUserMatchScore(AppUser user, Job job, Map<String, Integer> educationRank, Map<String, Integer> experienceRank) {
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int matchScore = 0;
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int totalFactors = 6;
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Integer userEduRank = educationRank.getOrDefault(user.getEducation(), 999);
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Integer jobEduRank = educationRank.getOrDefault(job.getEducation(), 999);
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//判断学历
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if (userEduRank <= jobEduRank) {
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matchScore += 1;
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} else if (userEduRank == jobEduRank + 1) {
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matchScore += 0.5;
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}
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//判断工作经验
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Integer userExpRank = experienceRank.getOrDefault(user.getExperience(), 999);
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Integer jobExpRank = experienceRank.getOrDefault(job.getExperience(), 999);
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if (userExpRank >= jobExpRank) {
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matchScore += 1;
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}
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//判断薪资
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Integer userMinSalary = parseSalary(user.getSalaryMin());
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if (userMinSalary != null && userMinSalary <= job.getMaxSalary()) {
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if (userMinSalary >= job.getMinSalary()) {
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matchScore += 1;
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} else if (userMinSalary >= job.getMinSalary() * 0.8) {
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matchScore += 0.5;
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}
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}
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//判断区域
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if (user.getArea() != null && job.getJobLocationAreaCode() != null) {
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//if(user.getArea().contains(job.getJobLocation()) || job.getJobLocation().contains(user.getArea())){
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String userArea = user.getArea().trim();
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String jobArea = job.getJobLocationAreaCode().trim();
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if(userArea.equals(jobArea)){
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matchScore += 1;
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}
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}
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//判断年龄
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if (!StringUtil.IS_COMPANY_USER.equals(user.getIsCompanyUser())) {
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int userAge = 0;
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String birthDate = user.getBirthDate();
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if (StringUtils.isNotBlank(birthDate)) {
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userAge = getUserAge(DateUtils.stringToDateWithYmd(birthDate, DateUtils.YYYY_MM_DD));
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}else if (StringUtils.isNotBlank(user.getIdCard())) {
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birthDate = StringUtil.getBirthDateFromIdCard(user.getIdCard());
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userAge = getUserAge(DateUtils.stringToDateWithYmd(birthDate, DateUtils.YYYY_MM_DD));
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}
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if (userAge >= 22 && userAge <= 35) {
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matchScore += 1;
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} else if (userAge >= 18 && userAge <= 45) {
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matchScore += 0.5;
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}
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}
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//判断岗位
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boolean jobMatch = user.getJobTitle() != null &&
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user.getJobTitle().stream().anyMatch(title -> title.contains(job.getJobTitle()) || job.getJobTitle().contains(title));
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if (jobMatch) {
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matchScore += 1;
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}
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return (int) Math.round((matchScore / (double) totalFactors) * 100);
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}
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private int getUserAge(Date birthDate) {
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if (birthDate == null) return 0;
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try {
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@@ -74,4 +74,26 @@ public class RoleUtils {
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}
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return appUser.getIsCompanyUser();
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}
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/**
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* 获取userId
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* @return
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*/
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public static Long getAppUserId(){
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try {
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Long userId=null;
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LoginSiteUser loginSiteUser = SiteSecurityUtils.getLoginUser();
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AppUser appUser = loginSiteUser.getUser();
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if (appUser != null) {
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userId=appUser.getUserId();
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}else{
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LoginUser loginUser = SecurityUtils.getLoginUser();
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SysUser sysUser = loginUser.getUser();
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userId=sysUser.getAppUserId();
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}
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return userId;
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} catch (Exception e) {
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return null;
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}
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}
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}
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