刘光辉
8 小时以前 06f314545ac3514d7ce28939920866ae8188d31c
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
package jnpf.tmsService.impl;
 
import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
import com.baomidou.mybatisplus.extension.plugins.pagination.Page;
import com.fasterxml.jackson.core.type.TypeReference;
import com.fasterxml.jackson.databind.ObjectMapper;
import jnpf.audit.sdk.annotation.AuditLog;
import jnpf.exception.DataException;
import jnpf.tmsEntity.TmsQuestionBankEntity;
import jnpf.tmsEntity.TmsQuestionEntity;
import jnpf.tmsEntity.TmsQuestionOptionEntity;
import jnpf.tmsEntity.TmsSelfTestEntity;
import jnpf.tmsEntity.TmsSelfTestItemEntity;
import jnpf.tmsEntity.selftest.TmsSelfTestOptionVO;
import jnpf.tmsEntity.selftest.TmsSelfTestPaperVO;
import jnpf.tmsEntity.selftest.TmsSelfTestQuery;
import jnpf.tmsEntity.selftest.TmsSelfTestQuestionVO;
import jnpf.tmsEntity.selftest.TmsSelfTestRecordVO;
import jnpf.tmsEntity.selftest.TmsSelfTestStartForm;
import jnpf.tmsEntity.selftest.TmsSelfTestSubmitForm;
import jnpf.tmsEntity.selftest.TmsSelfTestSubmitResultVO;
import jnpf.tmsEntity.selftest.TmsSelfTestTypeSetting;
import jnpf.tmsEntity.enums.TmsSelfTestStatus;
import jnpf.tmsEntity.enums.TmsQuestionType;
import jnpf.tmsEntity.enums.TmsOpenClosedInvalid;
import jnpf.tmsMapper.TmsQuestionBankMapper;
import jnpf.tmsMapper.TmsQuestionMapper;
import jnpf.tmsMapper.TmsQuestionOptionMapper;
import jnpf.tmsMapper.TmsSelfTestItemMapper;
import jnpf.tmsMapper.TmsSelfTestMapper;
import jnpf.tmsService.TmsSelfTestService;
import jnpf.util.DateUtil;
import jnpf.util.RandomUtil;
import jnpf.util.StringUtil;
import jnpf.util.UserProvider;
import lombok.RequiredArgsConstructor;
import org.springframework.stereotype.Service;
import org.springframework.transaction.annotation.Transactional;
 
import java.math.BigDecimal;
import java.math.RoundingMode;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Collections;
import java.util.Date;
import java.util.HashMap;
import java.util.LinkedHashSet;
import java.util.List;
import java.util.Map;
import java.util.Objects;
import java.util.Set;
import java.util.stream.Collectors;
 
@Service
@RequiredArgsConstructor
public class TmsSelfTestServiceImpl implements TmsSelfTestService {
 
    private static final ObjectMapper OBJECT_MAPPER = new ObjectMapper();
 
    /** 自我检测 UI 难度 → 试题 difficulty 值 */
    private static final Map<String, List<String>> DIFFICULTY_MAP = new HashMap<>();
 
    static {
        DIFFICULTY_MAP.put("veryEasy", Arrays.asList("easy", "veryEasy"));
        DIFFICULTY_MAP.put("easier", Arrays.asList("easy", "easier"));
        DIFFICULTY_MAP.put("normal", Collections.singletonList("normal"));
        DIFFICULTY_MAP.put("harder", Arrays.asList("hard", "harder"));
        DIFFICULTY_MAP.put("veryHard", Arrays.asList("hard", "veryHard"));
    }
 
    private final TmsSelfTestMapper selfTestMapper;
    private final TmsSelfTestItemMapper selfTestItemMapper;
    private final TmsQuestionMapper questionMapper;
    private final TmsQuestionOptionMapper optionMapper;
    private final TmsQuestionBankMapper bankMapper;
    /**
     * 开始考试
     */
    @Override
    @Transactional(rollbackFor = Exception.class)
    public TmsSelfTestPaperVO start(TmsSelfTestStartForm form) {
        if (form == null || StringUtil.isEmpty(form.getBankId())) {
            throw new DataException("请选择题库");
        }
        TmsQuestionBankEntity bank = bankMapper.selectById(form.getBankId());
        if (bank == null) {
            throw new DataException("题库不存在或已删除");
        }
 
        int singleCnt = countOf(form.getSingle());
        int multiCnt = countOf(form.getMulti());
        int judgeCnt = countOf(form.getJudge());
        if (singleCnt + multiCnt + judgeCnt <= 0) {
            throw new DataException("请至少设置一种题型的抽题数量");
        }
 
        List<TmsQuestionEntity> drawn = new ArrayList<>();
        drawn.addAll(drawQuestions(form.getBankId(), TmsQuestionType.SINGLE.getCode(), form.getSingle()));
        drawn.addAll(drawQuestions(form.getBankId(), TmsQuestionType.MULTI.getCode(), form.getMulti()));
        drawn.addAll(drawQuestions(form.getBankId(), TmsQuestionType.JUDGE.getCode(), form.getJudge()));
        if (drawn.isEmpty()) {
            throw new DataException("当前条件下没有可抽题目,请调整数量或难度");
        }
 
        Map<String, List<TmsQuestionOptionEntity>> optionMap = loadOptions(
                drawn.stream().map(TmsQuestionEntity::getId).collect(Collectors.toList()));
 
        String userId = UserProvider.getLoginUserId();
        Date now = new Date();
        String paperId = RandomUtil.uuId();
 
        TmsSelfTestEntity entity = new TmsSelfTestEntity();
        entity.setId(paperId);
        entity.setBankId(bank.getId());
        entity.setBankName(StringUtil.isNotEmpty(form.getBankName()) ? form.getBankName() : bank.getBankName());
        entity.setUserId(userId);
        entity.setSingleCount(singleCnt);
        entity.setMultiCount(multiCnt);
        entity.setJudgeCount(judgeCnt);
        entity.setSingleDifficulty(diffOf(form.getSingle()));
        entity.setMultiDifficulty(diffOf(form.getMulti()));
        entity.setJudgeDifficulty(diffOf(form.getJudge()));
        entity.setTotalCount(drawn.size());
        entity.setStartTime(now);
        entity.setTestStatus(TmsSelfTestStatus.DOING.getCode());
        entity.setCreatorUserId(userId);
        entity.setCreatorTime(now);
        selfTestMapper.insert(entity);
 
        List<TmsSelfTestQuestionVO> questions = new ArrayList<>(drawn.size());
        int sort = 0;
        for (TmsQuestionEntity q : drawn) {
            List<TmsQuestionOptionEntity> opts = optionMap.getOrDefault(q.getId(), Collections.emptyList());
            List<TmsSelfTestOptionVO> optionVos = toOptionVos(opts);
            String correct = opts.stream()
                    .filter(o -> "1".equals(o.getIsCorrect()))
                    .map(TmsQuestionOptionEntity::getOptionLabel)
                    .sorted()
                    .collect(Collectors.joining(","));
 
            TmsSelfTestItemEntity item = new TmsSelfTestItemEntity();
            item.setId(RandomUtil.uuId());
            item.setForeignId(paperId);
            item.setQuestionId(q.getId());
            item.setQuestionNo(q.getQuestionNo());
            item.setQuestionType(q.getQuestionType());
            item.setDifficulty(q.getDifficulty());
            item.setStem(q.getStem());
            item.setOptionsJson(toJson(optionVos));
            item.setCorrectAnswer(correct);
            item.setSortNo(++sort);
            item.setCreatorUserId(userId);
            item.setCreatorTime(now);
            selfTestItemMapper.insert(item);
 
            TmsSelfTestQuestionVO vo = new TmsSelfTestQuestionVO();
            vo.setId(q.getId());
            vo.setQuestionNo(q.getQuestionNo());
            vo.setQuestionType(q.getQuestionType());
            vo.setDifficulty(q.getDifficulty());
            vo.setStem(q.getStem());
            vo.setOptions(optionVos);
            questions.add(vo);
        }
 
        TmsSelfTestPaperVO paper = new TmsSelfTestPaperVO();
        paper.setPaperId(paperId);
        paper.setBankId(entity.getBankId());
        paper.setBankName(entity.getBankName());
        paper.setQuestions(questions);
        return paper;
    }
    /**
     * 保存答题
     */
    @Override
    @Transactional(rollbackFor = Exception.class)
    public void saveAnswers(String id, TmsSelfTestSubmitForm form) {
        TmsSelfTestEntity entity = requireDoingPaper(id, "无权暂存该检测");
        String userId = UserProvider.getLoginUserId();
        List<TmsSelfTestItemEntity> items = listItems(id);
        Map<String, Object> answers = form != null && form.getAnswers() != null
                ? form.getAnswers()
                : Collections.emptyMap();
 
        Date now = new Date();
        for (TmsSelfTestItemEntity item : items) {
            // 仅更新前端已作答的题,未传的保持原值,方便增量暂存
            if (!answers.containsKey(item.getQuestionId())) {
                continue;
            }
            String userAnswer = normalizeAnswer(answers.get(item.getQuestionId()), item.getQuestionType());
            item.setUserAnswer(userAnswer);
            item.setIsRight(null);
            item.setLastModifyUserId(userId);
            item.setLastModifyTime(now);
            selfTestItemMapper.updateById(item);
        }
 
        entity.setLastModifyUserId(userId);
        entity.setLastModifyTime(now);
        selfTestMapper.updateById(entity);
    }
 
    @Override
    @Transactional(rollbackFor = Exception.class)
    @AuditLog(action = "SELF_TEST_SUBMIT", label = "自我检测交卷", bizType = "TMS_SELF_TEST",
            bizCodeExpr = "#result?.paperId ?: #id", targetTable = "tms_self_test", targetIdExpr = "#id")
    /**
     * 交卷
     */
    public TmsSelfTestSubmitResultVO submit(String id, TmsSelfTestSubmitForm form) {
        TmsSelfTestEntity entity = requireDoingPaper(id, "无权提交该检测");
        String userId = UserProvider.getLoginUserId();
        List<TmsSelfTestItemEntity> items = listItems(id);
 
        Map<String, Object> answers = form != null && form.getAnswers() != null
                ? form.getAnswers()
                : Collections.emptyMap();
 
        Date now = new Date();
        int correct = 0;
        for (TmsSelfTestItemEntity item : items) {
            String userAnswer = normalizeAnswer(answers.get(item.getQuestionId()), item.getQuestionType());
            boolean right = Objects.equals(userAnswer, normalizeCorrect(item.getCorrectAnswer()));
            item.setUserAnswer(userAnswer);
            item.setIsRight(right ? "1" : "0");
            item.setLastModifyUserId(userId);
            item.setLastModifyTime(now);
            selfTestItemMapper.updateById(item);
            if (right) {
                correct++;
            }
        }
 
        int total = items.size();
        BigDecimal rate = total <= 0
                ? BigDecimal.ZERO
                : BigDecimal.valueOf(correct * 100.0 / total).setScale(2, RoundingMode.HALF_UP);
 
        entity.setCorrectCount(correct);
        entity.setTotalCount(total);
        entity.setScoreRate(rate);
        entity.setSubmitTime(now);
        entity.setTestStatus(TmsSelfTestStatus.SUBMITTED.getCode());
        entity.setLastModifyUserId(userId);
        entity.setLastModifyTime(now);
        selfTestMapper.updateById(entity);
 
        TmsSelfTestSubmitResultVO result = new TmsSelfTestSubmitResultVO();
        result.setPaperId(id);
        result.setTotalCount(total);
        result.setCorrectCount(correct);
        result.setScoreRate(rate);
        return result;
    }
 
    /**
     * 校验试卷处于可答状态
     */
    private TmsSelfTestEntity requireDoingPaper(String id, String denyMsg) {
        TmsSelfTestEntity entity = selfTestMapper.selectById(id);
        if (entity == null) {
            throw new DataException("检测记录不存在");
        }
        String userId = UserProvider.getLoginUserId();
        if (!Objects.equals(userId, entity.getUserId())) {
            throw new DataException(denyMsg);
        }
        if (TmsSelfTestStatus.SUBMITTED.equalsCode(entity.getTestStatus())) {
            throw new DataException("已交卷,请勿重复操作");
        }
        return entity;
    }
 
    /**
     * 查询明细项列表
     */
    private List<TmsSelfTestItemEntity> listItems(String paperId) {
        LambdaQueryWrapper<TmsSelfTestItemEntity> qw = new LambdaQueryWrapper<>();
        qw.eq(TmsSelfTestItemEntity::getForeignId, paperId);
        qw.orderByAsc(TmsSelfTestItemEntity::getSortNo);
        return selfTestItemMapper.selectList(qw);
    }
    /**
     * 自我测试:条件分页查询列表
     */
    @Override
    public List<TmsSelfTestRecordVO> getList(TmsSelfTestQuery query) {
        String userId = UserProvider.getLoginUserId();
        LambdaQueryWrapper<TmsSelfTestEntity> qw = new LambdaQueryWrapper<>();
        qw.eq(TmsSelfTestEntity::getUserId, userId);
        if (StringUtil.isNotEmpty(query.getBankId())) {
            qw.eq(TmsSelfTestEntity::getBankId, query.getBankId());
        }
        if (StringUtil.isNotEmpty(query.getTestStatus())) {
            qw.eq(TmsSelfTestEntity::getTestStatus, query.getTestStatus());
        }
        if (StringUtil.isNotEmpty(query.getKeyword()) && !"null".equalsIgnoreCase(query.getKeyword())) {
            qw.like(TmsSelfTestEntity::getBankName, query.getKeyword().trim());
        }
        if (StringUtil.isNotEmpty(query.getStartTimeBegin())) {
            Date begin = DateUtil.stringToDate(query.getStartTimeBegin());
            if (begin != null) {
                qw.ge(TmsSelfTestEntity::getStartTime, begin);
            }
        }
        if (StringUtil.isNotEmpty(query.getStartTimeEnd())) {
            Date end = DateUtil.stringToDate(query.getStartTimeEnd());
            if (end != null) {
                qw.le(TmsSelfTestEntity::getStartTime, end);
            }
        }
        qw.orderByDesc(TmsSelfTestEntity::getCreatorTime);
 
        Page<TmsSelfTestEntity> page = new Page<>(query.getCurrentPage(), query.getPageSize());
        Page<TmsSelfTestEntity> result = selfTestMapper.selectPage(page, qw);
 
        List<TmsSelfTestRecordVO> list = new ArrayList<>();
        for (TmsSelfTestEntity row : result.getRecords()) {
            TmsSelfTestRecordVO vo = new TmsSelfTestRecordVO();
            vo.setId(row.getId());
            vo.setBankId(row.getBankId());
            vo.setBankName(row.getBankName());
            vo.setTotalCount(row.getTotalCount());
            vo.setCorrectCount(row.getCorrectCount());
            vo.setScoreRate(row.getScoreRate());
            vo.setTestStatus(row.getTestStatus());
            vo.setStartTime(row.getStartTime() == null ? null : DateUtil.dateToString(row.getStartTime(), "yyyy-MM-dd HH:mm:ss"));
            vo.setSubmitTime(row.getSubmitTime() == null ? null : DateUtil.dateToString(row.getSubmitTime(), "yyyy-MM-dd HH:mm:ss"));
            list.add(vo);
        }
        query.setData(list, result.getTotal());
        return list;
    }
    /**
     * 自我测试:按主键查询详情
     */
    @Override
    public TmsSelfTestPaperVO getInfo(String id) {
        TmsSelfTestEntity entity = selfTestMapper.selectById(id);
        if (entity == null) {
            throw new DataException("检测记录不存在");
        }
        if (!Objects.equals(UserProvider.getLoginUserId(), entity.getUserId())) {
            throw new DataException("无权查看该检测");
        }
 
        LambdaQueryWrapper<TmsSelfTestItemEntity> qw = new LambdaQueryWrapper<>();
        qw.eq(TmsSelfTestItemEntity::getForeignId, id);
        qw.orderByAsc(TmsSelfTestItemEntity::getSortNo);
        List<TmsSelfTestItemEntity> items = selfTestItemMapper.selectList(qw);
 
        List<TmsSelfTestQuestionVO> questions = new ArrayList<>(items.size());
        for (TmsSelfTestItemEntity item : items) {
            TmsSelfTestQuestionVO vo = new TmsSelfTestQuestionVO();
            vo.setId(item.getQuestionId());
            vo.setQuestionNo(item.getQuestionNo());
            vo.setQuestionType(item.getQuestionType());
            vo.setDifficulty(item.getDifficulty());
            vo.setStem(item.getStem());
            vo.setOptions(parseOptions(item.getOptionsJson()));
            vo.setCorrectAnswer(item.getCorrectAnswer());
            vo.setUserAnswer(item.getUserAnswer());
            vo.setIsRight(item.getIsRight());
            vo.setSortNo(item.getSortNo());
            questions.add(vo);
        }
 
        TmsSelfTestPaperVO paper = new TmsSelfTestPaperVO();
        paper.setPaperId(entity.getId());
        paper.setBankId(entity.getBankId());
        paper.setBankName(entity.getBankName());
        paper.setTestStatus(entity.getTestStatus());
        paper.setTotalCount(entity.getTotalCount());
        paper.setCorrectCount(entity.getCorrectCount());
        paper.setScoreRate(entity.getScoreRate());
        paper.setStartTime(entity.getStartTime() == null ? null : DateUtil.dateToString(entity.getStartTime(), "yyyy-MM-dd HH:mm:ss"));
        paper.setSubmitTime(entity.getSubmitTime() == null ? null : DateUtil.dateToString(entity.getSubmitTime(), "yyyy-MM-dd HH:mm:ss"));
        paper.setQuestions(questions);
        return paper;
    }
 
    /**
     * 抽题
     */
    private List<TmsQuestionEntity> drawQuestions(String bankId, String type, TmsSelfTestTypeSetting setting) {
        int count = countOf(setting);
        if (count <= 0) {
            return Collections.emptyList();
        }
        LambdaQueryWrapper<TmsQuestionEntity> qw = new LambdaQueryWrapper<>();
        qw.eq(TmsQuestionEntity::getBankId, bankId);
        qw.eq(TmsQuestionEntity::getQuestionType, type);
        qw.eq(TmsQuestionEntity::getBizStatus, TmsOpenClosedInvalid.OPEN.getCode());
        List<String> diffs = resolveDifficulties(setting);
        if (!diffs.isEmpty()) {
            qw.in(TmsQuestionEntity::getDifficulty, diffs);
        }
        List<TmsQuestionEntity> pool = questionMapper.selectList(qw);
        if (pool.isEmpty()) {
            return Collections.emptyList();
        }
        Collections.shuffle(pool);
        if (pool.size() <= count) {
            return pool;
        }
        return new ArrayList<>(pool.subList(0, count));
    }
 
    /**
     * 解析难度集合
     */
    private List<String> resolveDifficulties(TmsSelfTestTypeSetting setting) {
        if (setting == null || setting.getDifficulty() == null || setting.getDifficulty().isEmpty()) {
            return Collections.emptyList();
        }
        LinkedHashSet<String> out = new LinkedHashSet<>();
        for (String ui : setting.getDifficulty()) {
            if (StringUtil.isEmpty(ui)) {
                continue;
            }
            String code = ui.trim();
            out.addAll(DIFFICULTY_MAP.getOrDefault(code, Collections.singletonList(code)));
        }
        return new ArrayList<>(out);
    }
 
    /**
     * 加载题目选项
     */
    private Map<String, List<TmsQuestionOptionEntity>> loadOptions(List<String> questionIds) {
        if (questionIds == null || questionIds.isEmpty()) {
            return Collections.emptyMap();
        }
        LambdaQueryWrapper<TmsQuestionOptionEntity> qw = new LambdaQueryWrapper<>();
        qw.in(TmsQuestionOptionEntity::getForeignId, questionIds);
        qw.orderByAsc(TmsQuestionOptionEntity::getSortNo);
        List<TmsQuestionOptionEntity> all = optionMapper.selectList(qw);
        return all.stream().collect(Collectors.groupingBy(TmsQuestionOptionEntity::getForeignId));
    }
 
    /**
     * 转为选项 VO 列表
     */
    private List<TmsSelfTestOptionVO> toOptionVos(List<TmsQuestionOptionEntity> opts) {
        List<TmsSelfTestOptionVO> list = new ArrayList<>(opts.size());
        for (TmsQuestionOptionEntity opt : opts) {
            TmsSelfTestOptionVO vo = new TmsSelfTestOptionVO();
            vo.setOptionLabel(opt.getOptionLabel());
            vo.setOptionContent(opt.getOptionContent());
            vo.setIsCorrect(opt.getIsCorrect());
            list.add(vo);
        }
        return list;
    }
 
    /**
     * 对象转 JSON
     */
    private String toJson(Object obj) {
        try {
            return OBJECT_MAPPER.writeValueAsString(obj);
        } catch (Exception e) {
            throw new DataException("选项序列化失败");
        }
    }
 
    /**
     * 解析选项 JSON
     */
    private List<TmsSelfTestOptionVO> parseOptions(String json) {
        if (StringUtil.isEmpty(json)) {
            return Collections.emptyList();
        }
        try {
            return OBJECT_MAPPER.readValue(json, new TypeReference<List<TmsSelfTestOptionVO>>() {
            });
        } catch (Exception e) {
            return Collections.emptyList();
        }
    }
 
    /**
     * 计数
     */
    private int countOf(TmsSelfTestTypeSetting setting) {
        if (setting == null || setting.getCount() == null) {
            return 0;
        }
        return Math.max(0, setting.getCount());
    }
 
    /**
     * 计算差值
     */
    private String diffOf(TmsSelfTestTypeSetting setting) {
        if (setting == null || setting.getDifficulty() == null || setting.getDifficulty().isEmpty()) {
            return null;
        }
        return setting.getDifficulty().stream()
                .filter(StringUtil::isNotEmpty)
                .map(String::trim)
                .collect(Collectors.joining(","));
    }
 
    /** 归一化用户答案:多选排序后逗号拼接 */
    private String normalizeAnswer(Object raw, String questionType) {
        if (raw == null) {
            return "";
        }
        if ("multi".equals(questionType)) {
            Set<String> labels = new LinkedHashSet<>();
            if (raw instanceof List) {
                for (Object o : (List<?>) raw) {
                    if (o != null && StringUtil.isNotEmpty(String.valueOf(o))) {
                        labels.add(String.valueOf(o).trim());
                    }
                }
            } else {
                String s = String.valueOf(raw).trim();
                if (StringUtil.isNotEmpty(s)) {
                    for (String part : s.split("[,,]")) {
                        if (StringUtil.isNotEmpty(part.trim())) {
                            labels.add(part.trim());
                        }
                    }
                }
            }
            return labels.stream().sorted().collect(Collectors.joining(","));
        }
        return String.valueOf(raw).trim();
    }
 
    /**
     * 规范化标准答案
     */
    private String normalizeCorrect(String correct) {
        if (StringUtil.isEmpty(correct)) {
            return "";
        }
        return Arrays.stream(correct.split("[,,]"))
                .map(String::trim)
                .filter(StringUtil::isNotEmpty)
                .sorted()
                .collect(Collectors.joining(","));
    }
}