评估申请调研大模型解析申请信息
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@@ -19,6 +19,14 @@ public interface ILbAssessmentApplyService extends IService<LbAssessmentApply> {
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String applicantName,
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String applicantPhone,
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String colleagueName,
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String teamLeaderName);
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String teamLeaderName,
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String assessmentTeacherName,
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String moderatorName,
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String meetingNumber);
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/**
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* 根据自然语言申请评估信息调用大模型抽取为 {@link LbAssessmentApply}(不落库)。
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*/
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Map<String, Object> parseFromAssessmentTextByLlm(String assessmentText, String tenantId);
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}
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@@ -1,15 +1,26 @@
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package com.rj.service.impl;
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import com.alibaba.dashscope.aigc.generation.Generation;
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import com.alibaba.dashscope.aigc.generation.GenerationParam;
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import com.alibaba.dashscope.aigc.generation.GenerationResult;
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import com.alibaba.dashscope.common.Message;
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import com.alibaba.dashscope.common.Role;
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import com.alibaba.dashscope.exception.InputRequiredException;
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import com.alibaba.dashscope.exception.NoApiKeyException;
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import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
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import com.baomidou.mybatisplus.extension.plugins.pagination.Page;
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import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
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import com.fasterxml.jackson.databind.ObjectMapper;
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import com.rj.entity.LbAssessmentApply;
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import com.rj.mapper.LbAssessmentApplyMapper;
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import com.rj.service.ILbAssessmentApplyService;
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import lombok.extern.slf4j.Slf4j;
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import org.springframework.beans.factory.annotation.Autowired;
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import org.springframework.beans.factory.annotation.Value;
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import org.springframework.stereotype.Service;
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import java.time.LocalDateTime;
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import java.util.Arrays;
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import java.util.HashMap;
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import java.util.Map;
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import java.util.UUID;
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@@ -20,6 +31,123 @@ public class LbAssessmentApplyServiceImpl
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extends ServiceImpl<LbAssessmentApplyMapper, LbAssessmentApply>
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implements ILbAssessmentApplyService {
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@Autowired
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private ObjectMapper objectMapper;
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@Value("${langchain4j.open-ai.chat-model.model-name:qwen-plus}")
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private String dashScopeChatModel;
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private static final String ASSESSMENT_PARSE_SYSTEM_PROMPT = """
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你是信息抽取助手。用户会提供一段与「申请评估」相关的自然语言描述。
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请只输出一个 JSON 对象,不要 markdown 代码块,不要解释性文字。
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字段均为可选;无法从原文推断的字段请省略或设为 null。
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字段名与含义(JSON 键名必须完全一致,与 Java 驼峰一致):
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applicantName 申请人姓名;
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applicantPhone 申请人电话;
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applicantAge 年龄(整数);
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workExperience 从业经历;
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colleagueName 同事姓名;
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colleaguePhone 同事电话;
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teamLeaderName 团队长姓名;
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assessmentTeacherName 评估老师姓名;
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moderatorName 主持人姓名;
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meetingNumber 会议号;
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applicationDatetime 申请日期时间,优先 ISO-8601(如 2026-05-15T14:30:00),也可 yyyy-MM-dd HH:mm:ss;若仅有日期可设为当天 00:00:00。
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不要输出 id、tenantId、createdAt、updatedAt。
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""";
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@Override
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public Map<String, Object> parseFromAssessmentTextByLlm(String assessmentText, String tenantId) {
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Map<String, Object> result = new HashMap<>();
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try {
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if (assessmentText == null || assessmentText.trim().isEmpty()) {
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result.put("success", false);
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result.put("message", "申请评估文本不能为空");
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return result;
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}
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if (tenantId == null || tenantId.trim().isEmpty()) {
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result.put("success", false);
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result.put("message", "tenantId不能为空");
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return result;
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}
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String apiKey = System.getenv("DASHSCOPE_API_KEY");
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if (apiKey == null || apiKey.isEmpty()) {
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result.put("success", false);
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result.put("message", "未配置环境变量 DASHSCOPE_API_KEY,无法调用大模型");
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return result;
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}
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Generation gen = new Generation();
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Message systemMsg = Message.builder()
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.role(Role.SYSTEM.getValue())
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.content(ASSESSMENT_PARSE_SYSTEM_PROMPT)
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.build();
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Message userMsg = Message.builder()
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.role(Role.USER.getValue())
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.content("申请评估信息如下:\n" + assessmentText.trim())
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.build();
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GenerationParam param = GenerationParam.builder()
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.apiKey(apiKey)
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.model(dashScopeChatModel)
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.messages(Arrays.asList(systemMsg, userMsg))
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.resultFormat(GenerationParam.ResultFormat.MESSAGE)
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.build();
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GenerationResult call = gen.call(param);
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String raw = call.getOutput().getChoices().get(0).getMessage().getContent();
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if (raw == null || raw.trim().isEmpty()) {
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result.put("success", false);
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result.put("message", "大模型返回内容为空");
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return result;
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}
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String json = normalizeJson(raw);
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LbAssessmentApply entity = objectMapper.readValue(json, LbAssessmentApply.class);
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entity.setTenantId(tenantId.trim());
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entity.setId(null);
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entity.setCreatedAt(null);
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entity.setUpdatedAt(null);
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result.put("success", true);
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result.put("message", "解析成功");
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result.put("data", entity);
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return result;
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} catch (NoApiKeyException e) {
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log.error("DashScope API Key 异常", e);
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result.put("success", false);
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result.put("message", "API密钥异常:" + e.getMessage());
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return result;
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} catch (InputRequiredException e) {
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log.error("DashScope 入参异常", e);
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result.put("success", false);
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result.put("message", "调用大模型入参错误:" + e.getMessage());
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return result;
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} catch (Exception e) {
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log.error("申请评估信息大模型解析失败", e);
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result.put("success", false);
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result.put("message", "解析失败:" + e.getMessage());
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return result;
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}
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}
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private static String normalizeJson(String content) {
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if (content == null) {
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return "";
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}
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String trimmed = content.trim();
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if (trimmed.startsWith("```")) {
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int firstLineBreak = trimmed.indexOf('\n');
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int lastFence = trimmed.lastIndexOf("```");
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if (firstLineBreak >= 0 && lastFence > firstLineBreak) {
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trimmed = trimmed.substring(firstLineBreak + 1, lastFence).trim();
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}
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}
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return trimmed;
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}
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@Override
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public Map<String, Object> add(LbAssessmentApply entity) {
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Map<String, Object> result = new HashMap<>();
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@@ -109,7 +237,10 @@ public class LbAssessmentApplyServiceImpl
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String applicantName,
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String applicantPhone,
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String colleagueName,
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String teamLeaderName) {
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String teamLeaderName,
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String assessmentTeacherName,
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String moderatorName,
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String meetingNumber) {
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Map<String, Object> result = new HashMap<>();
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try {
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if (current == null || current < 1) {
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@@ -135,6 +266,15 @@ public class LbAssessmentApplyServiceImpl
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if (teamLeaderName != null && !teamLeaderName.trim().isEmpty()) {
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queryWrapper.like(LbAssessmentApply::getTeamLeaderName, teamLeaderName.trim());
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}
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if (assessmentTeacherName != null && !assessmentTeacherName.trim().isEmpty()) {
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queryWrapper.like(LbAssessmentApply::getAssessmentTeacherName, assessmentTeacherName.trim());
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}
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if (moderatorName != null && !moderatorName.trim().isEmpty()) {
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queryWrapper.like(LbAssessmentApply::getModeratorName, moderatorName.trim());
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}
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if (meetingNumber != null && !meetingNumber.trim().isEmpty()) {
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queryWrapper.like(LbAssessmentApply::getMeetingNumber, meetingNumber.trim());
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}
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queryWrapper.orderByDesc(LbAssessmentApply::getUpdatedAt)
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.orderByDesc(LbAssessmentApply::getCreatedAt);
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