#堆垛机任务执行优先级修改

Junjie

9 天以前 9a8018c3fbc94f99d5d184c8cb1ef23d7366cea0

 src/main/java/com/zy/ai/service/impl/AutoTuneApplyServiceImpl.java

@@ -5,6 +5,7 @@
import com.zy.ai.domain.autotune.AutoTuneApplyRequest;
import com.zy.ai.domain.autotune.AutoTuneApplyResult;
import com.zy.ai.domain.autotune.AutoTuneChangeCommand;
import com.zy.ai.domain.autotune.AutoTuneControlModeSnapshot;
import com.zy.ai.domain.autotune.AutoTuneJobStatus;
import com.zy.ai.domain.autotune.AutoTuneRuleDefinition;
import com.zy.ai.domain.autotune.AutoTuneTargetType;
@@ -14,16 +15,18 @@
import com.zy.ai.service.AiAutoTuneChangeService;
import com.zy.ai.service.AiAutoTuneJobService;
import com.zy.ai.service.AutoTuneApplyService;
import com.zy.ai.service.AutoTuneControlModeService;
import com.zy.asrs.entity.BasCrnp;
import com.zy.asrs.entity.BasDualCrnp;
import com.zy.asrs.entity.BasStation;
import com.zy.asrs.entity.StationFlowCapacity;
import com.zy.asrs.entity.WrkMast;
import com.zy.asrs.service.BasCrnpService;
import com.zy.asrs.service.BasDualCrnpService;
import com.zy.asrs.service.BasStationService;
import com.zy.asrs.service.StationFlowCapacityService;
import com.zy.asrs.service.WrkMastService;
import com.zy.common.utils.RedisUtil;
import com.zy.core.enums.RedisKeyType;
import com.zy.core.enums.WrkStsType;
import com.zy.system.entity.Config;
import com.zy.system.service.ConfigService;
import org.slf4j.Logger;
@@ -34,6 +37,7 @@
import org.springframework.transaction.support.TransactionTemplate;

import java.util.ArrayList;
import java.util.Arrays;
import java.util.Date;
import java.util.HashSet;
import java.util.List;
@@ -46,9 +50,17 @@

    private static final Logger LOGGER = LoggerFactory.getLogger(AutoTuneApplyServiceImpl.class);
    private static final String PROMPT_SCENE_CODE = "auto_tune_apply";
    private static final String DIRECTION_OUT = "OUT";
    private static final long APPLY_LOCK_SECONDS = 120L;
    private static final String APPLY_LOCK_BUSY_REASON = "申请调参锁失败，锁不可用，可能已有任务或 Redis 异常";
    private static final String ANALYSIS_ONLY_REJECT_REASON = "仅分析模式禁止实际应用/回滚，未修改运行参数";
    private static final List<Long> FINAL_WRK_STS_LIST = Arrays.asList(
            WrkStsType.COMPLETE_INBOUND.sts,
            WrkStsType.SETTLE_INBOUND.sts,
            WrkStsType.COMPLETE_OUTBOUND.sts,
            WrkStsType.SETTLE_OUTBOUND.sts,
            WrkStsType.COMPLETE_LOC_MOVE.sts,
            WrkStsType.COMPLETE_CRN_MOVE.sts
    );

    @Autowired
    private AiAutoTuneJobService aiAutoTuneJobService;
@@ -57,13 +69,15 @@
    @Autowired
    private ConfigService configService;
    @Autowired
    private AutoTuneControlModeService autoTuneControlModeService;
    @Autowired
    private BasStationService basStationService;
    @Autowired
    private BasCrnpService basCrnpService;
    @Autowired
    private BasDualCrnpService basDualCrnpService;
    @Autowired
    private StationFlowCapacityService stationFlowCapacityService;
    private WrkMastService wrkMastService;
    @Autowired
    private PlatformTransactionManager transactionManager;
    @Autowired
@@ -72,17 +86,24 @@
    @Override
    public AutoTuneApplyResult apply(AutoTuneApplyRequest request) {
        AutoTuneApplyRequest safeRequest = request == null ? new AutoTuneApplyRequest() : request;
        AutoTuneControlModeSnapshot controlMode = currentControlModeSnapshot();
        boolean dryRun = Boolean.TRUE.equals(safeRequest.getDryRun());
        Date now = new Date();
        AiAutoTuneJob job = createJob(safeRequest, dryRun, now);

        if (dryRun) {
            return applyDryRun(safeRequest, job, now);
            return applyDryRun(safeRequest, job, now, controlMode);
        }
        return applyRealWithLock(safeRequest, job, now);
        if (isAnalysisOnly(controlMode)) {
            return rejectRealApplyForAnalysisOnly(safeRequest, job, now, controlMode);
        }
        return applyRealWithLock(safeRequest, job, now, controlMode);
    }

    private AutoTuneApplyResult applyDryRun(AutoTuneApplyRequest request, AiAutoTuneJob job, Date now) {
    private AutoTuneApplyResult applyDryRun(AutoTuneApplyRequest request,
                                            AiAutoTuneJob job,
                                            Date now,
                                            AutoTuneControlModeSnapshot controlMode) {
        List<ValidatedChange> validatedChanges = validateChanges(request, true, now);
        ApplyPersistenceResult persistenceResult = persistApplyResultInTransaction(
                job,
@@ -92,10 +113,13 @@
                now,
                false
        );
        return buildResult(job, persistenceResult.getAuditChanges(), true);
        return buildResult(job, persistenceResult.getAuditChanges(), true, controlMode);
    }

    private AutoTuneApplyResult applyRealWithLock(AutoTuneApplyRequest request, AiAutoTuneJob job, Date now) {
    private AutoTuneApplyResult applyRealWithLock(AutoTuneApplyRequest request,
                                                  AiAutoTuneJob job,
                                                  Date now,
                                                  AutoTuneControlModeSnapshot controlMode) {
        if (request.getChanges() == null || request.getChanges().isEmpty()) {
            ApplyPersistenceResult persistenceResult = persistApplyResultInTransaction(
                    job,
@@ -105,13 +129,13 @@
                    now,
                    false
            );
            return buildResult(job, persistenceResult.getAuditChanges(), false);
            return buildResult(job, persistenceResult.getAuditChanges(), false, controlMode);
        }

        String lockKey = RedisKeyType.AI_AUTO_TUNE_APPLY_LOCK.key;
        String lockToken = UUID.randomUUID().toString();
        if (!redisUtil.trySetStringIfAbsent(lockKey, lockToken, APPLY_LOCK_SECONDS)) {
            return rejectRealApplyForUnavailableLock(request, job, now, lockKey);
            return rejectRealApplyForUnavailableLock(request, job, now, lockKey, controlMode);
        }

        try {
@@ -129,7 +153,7 @@
                        now,
                        false
                );
                return buildResult(job, persistenceResult.getAuditChanges(), false);
                return buildResult(job, persistenceResult.getAuditChanges(), false, controlMode);
            }

            try {
@@ -141,8 +165,8 @@
                        now,
                        true
                );
                refreshSystemConfigCacheIfNeeded(persistenceResult);
                return buildResult(job, persistenceResult.getAuditChanges(), false);
                refreshSystemConfigCacheSafely(persistenceResult);
                return buildResult(job, persistenceResult.getAuditChanges(), false, controlMode);
            } catch (RuntimeException exception) {
                markWriteFailure(validatedChanges, exception);
                Date failureNow = new Date();
@@ -155,7 +179,7 @@
                        failureNow,
                        false
                );
                return buildResult(failureJob, persistenceResult.getAuditChanges(), false);
                return buildResult(failureJob, persistenceResult.getAuditChanges(), false, controlMode);
            }
        } finally {
            redisUtil.compareAndDelete(lockKey, lockToken);
@@ -165,7 +189,8 @@
    private AutoTuneApplyResult rejectRealApplyForUnavailableLock(AutoTuneApplyRequest request,
                                                                  AiAutoTuneJob job,
                                                                  Date now,
                                                                  String lockKey) {
                                                                  String lockKey,
                                                                  AutoTuneControlModeSnapshot controlMode) {
        boolean lockKeyExists = redisUtil.hasKey(lockKey);
        LOGGER.warn("申请AI自动调参 apply 锁失败，lockKey={}, lockKeyExists={}", lockKey, lockKeyExists);
        List<ValidatedChange> validatedChanges = buildLockBusyChanges(request);
@@ -177,7 +202,18 @@
                now,
                false
        );
        return buildResult(job, persistenceResult.getAuditChanges(), false);
        return buildResult(job, persistenceResult.getAuditChanges(), false, controlMode);
    }

    private AutoTuneApplyResult rejectRealApplyForAnalysisOnly(AutoTuneApplyRequest request,
                                                               AiAutoTuneJob job,
                                                               Date now,
                                                               AutoTuneControlModeSnapshot controlMode) {
        ApplyPersistenceResult persistenceResult = persistAnalysisOnlyApplyRejectionInTransaction(job, request, now);
        AutoTuneApplyResult result = buildResult(job, persistenceResult.getAuditChanges(), false, controlMode);
        result.setAnalysisOnly(true);
        result.setNoApply(true);
        return result;
    }

    private List<ValidatedChange> buildLockBusyChanges(AutoTuneApplyRequest request) {
@@ -195,30 +231,33 @@

    @Override
    public AutoTuneApplyResult rollbackLastSuccessfulJob(String reason) {
        AutoTuneControlModeSnapshot controlMode = currentControlModeSnapshot();
        Date now = new Date();
        AiAutoTuneJob rollbackJob = createRollbackJob(reason, now);

        List<AiAutoTuneChange> sourceChanges = findLatestSuccessfulChanges();
        if (sourceChanges.isEmpty()) {
            persistNoRollbackSourceJobInTransaction(rollbackJob, now);
            return buildResult(rollbackJob, new ArrayList<>(), false);
        if (isAnalysisOnly(controlMode)) {
            return rejectRollbackForAnalysisOnly(rollbackJob, now, controlMode);
        }

        String lockKey = RedisKeyType.AI_AUTO_TUNE_APPLY_LOCK.key;
        String lockToken = UUID.randomUUID().toString();
        if (!redisUtil.trySetStringIfAbsent(lockKey, lockToken, APPLY_LOCK_SECONDS)) {
            return rejectRollbackForUnavailableLock(reason, sourceChanges, now, lockKey);
            return rejectRollbackForUnavailableLock(reason, now, lockKey, controlMode);
        }

        try {
            List<AiAutoTuneChange> sourceChanges = findLatestSuccessfulChanges();
            if (sourceChanges.isEmpty()) {
                persistNoRollbackSourceJobInTransaction(rollbackJob, now);
                return buildResult(rollbackJob, new ArrayList<>(), false, controlMode);
            }
            try {
                RollbackPersistenceResult persistenceResult = persistRollbackResultInTransaction(
                        rollbackJob,
                        sourceChanges,
                        now
                );
                refreshRollbackConfigCacheIfNeeded(persistenceResult);
                return buildResult(rollbackJob, persistenceResult.getRollbackChanges(), false);
                refreshRollbackConfigCacheSafely(persistenceResult);
                return buildResult(rollbackJob, persistenceResult.getRollbackChanges(), false, controlMode);
            } catch (RuntimeException exception) {
                Date failureNow = new Date();
                AiAutoTuneJob failureJob = createRollbackJob(reason, failureNow);
@@ -228,7 +267,7 @@
                        exception,
                        failureNow
                );
                return buildResult(failureJob, persistenceResult.getRollbackChanges(), false);
                return buildResult(failureJob, persistenceResult.getRollbackChanges(), false, controlMode);
            }
        } finally {
            redisUtil.compareAndDelete(lockKey, lockToken);
@@ -236,19 +275,30 @@
    }

    private AutoTuneApplyResult rejectRollbackForUnavailableLock(String reason,
                                                                 List<AiAutoTuneChange> sourceChanges,
                                                                 Date now,
                                                                 String lockKey) {
                                                                 String lockKey,
                                                                 AutoTuneControlModeSnapshot controlMode) {
        boolean lockKeyExists = redisUtil.hasKey(lockKey);
        LOGGER.warn("申请AI自动调参 rollback 锁失败，lockKey={}, lockKeyExists={}", lockKey, lockKeyExists);
        AiAutoTuneJob rollbackJob = createRollbackJob(reason, now);
        RollbackPersistenceResult persistenceResult = persistFailedRollbackResultInTransaction(
        RollbackPersistenceResult persistenceResult = persistRollbackLockFailureInTransaction(
                rollbackJob,
                sourceChanges,
                new IllegalStateException(APPLY_LOCK_BUSY_REASON),
                now
        );
        return buildResult(rollbackJob, persistenceResult.getRollbackChanges(), false);
        return buildResult(rollbackJob, persistenceResult.getRollbackChanges(), false, controlMode);
    }

    private AutoTuneApplyResult rejectRollbackForAnalysisOnly(AiAutoTuneJob rollbackJob,
                                                              Date now,
                                                              AutoTuneControlModeSnapshot controlMode) {
        RollbackPersistenceResult persistenceResult = persistAnalysisOnlyRollbackRejectionInTransaction(
                rollbackJob,
                now
        );
        AutoTuneApplyResult result = buildResult(rollbackJob, persistenceResult.getRollbackChanges(), false, controlMode);
        result.setAnalysisOnly(true);
        result.setNoApply(true);
        return result;
    }

    private List<ValidatedChange> validateChanges(AutoTuneApplyRequest request, boolean dryRun, Date now) {
@@ -290,7 +340,7 @@
        Integer maxValue = resolveMaxValue(validatedChange, rule, requestedValue);
        if (maxValue == null) {
            return validatedChange.reject("站点 " + validatedChange.getTargetId()
                    + " 缺少 OUT 方向 bufferCapacity，无法证明 outTaskLimit 上限");
                    + " 缺少 outBufferCapacity，无法证明 outTaskLimit 上限");
        }
        if (requestedValue < rule.getMinValue() || requestedValue > maxValue) {
            return validatedChange.reject(validatedChange.getTargetKey() + " 必须在 "
@@ -327,14 +377,14 @@
            if (config == null) {
                return CurrentValue.rejected("运行参数不存在: " + validatedChange.getTargetKey());
            }
            return numericCurrentValue(config.getValue(), false, validatedChange.getTargetKey());
            return numericCurrentValue(config.getValue(), validatedChange.getTargetKey());
        }
        if (AutoTuneTargetType.STATION.equals(targetType)) {
            BasStation station = basStationService.getById(targetId);
            if (station == null) {
                return CurrentValue.rejected("站点不存在: " + validatedChange.getTargetId());
            }
            return numericCurrentValue(toText(station.getOutTaskLimit()), true, validatedChange.getTargetKey());
            return stationOutTaskLimitCurrentValue(station.getOutTaskLimit(), validatedChange.getTargetKey());
        }
        if (AutoTuneTargetType.CRN.equals(targetType)) {
            BasCrnp crnp = basCrnpService.getById(targetId);
@@ -342,28 +392,29 @@
                return CurrentValue.rejected("堆垛机不存在: " + validatedChange.getTargetId());
            }
            Integer value = "maxOutTask".equals(validatedChange.getTargetKey()) ? crnp.getMaxOutTask() : crnp.getMaxInTask();
            return numericCurrentValue(toText(value), false, validatedChange.getTargetKey());
            return numericCurrentValue(toText(value), validatedChange.getTargetKey());
        }
        BasDualCrnp dualCrnp = basDualCrnpService.getById(targetId);
        if (dualCrnp == null) {
            return CurrentValue.rejected("双工位堆垛机不存在: " + validatedChange.getTargetId());
        }
        Integer value = "maxOutTask".equals(validatedChange.getTargetKey()) ? dualCrnp.getMaxOutTask() : dualCrnp.getMaxInTask();
        return numericCurrentValue(toText(value), false, validatedChange.getTargetKey());
        return numericCurrentValue(toText(value), validatedChange.getTargetKey());
    }

    private CurrentValue numericCurrentValue(String oldValue, boolean nullOrNegativeAsZero, String targetKey) {
    private CurrentValue stationOutTaskLimitCurrentValue(Integer outTaskLimit, String targetKey) {
        if (outTaskLimit == null || outTaskLimit < 0) {
            return CurrentValue.rejected(targetKey + " 当前为不限制，需要人工先初始化为有限值后才能自动调参");
        }
        return numericCurrentValue(toText(outTaskLimit), targetKey);
    }

    private CurrentValue numericCurrentValue(String oldValue, String targetKey) {
        if (oldValue == null || oldValue.trim().isEmpty()) {
            if (nullOrNegativeAsZero) {
                return CurrentValue.accepted(null, 0);
            }
            return CurrentValue.rejected(targetKey + " 当前值为空，无法计算步长");
        }
        try {
            Integer parsedValue = Integer.valueOf(oldValue.trim());
            if (nullOrNegativeAsZero && parsedValue < 0) {
                return CurrentValue.accepted(oldValue, 0);
            }
            return CurrentValue.accepted(oldValue, parsedValue);
        } catch (Exception exception) {
            return CurrentValue.rejected(targetKey + " 当前值不是整数，无法计算步长");
@@ -377,16 +428,11 @@
            return rule.getMaxValue();
        }
        Integer targetId = parseTargetId(validatedChange.getTargetId(), rule.getTargetType());
        StationFlowCapacity capacity = stationFlowCapacityService.getOne(
                new QueryWrapper<StationFlowCapacity>()
                        .eq("station_id", targetId)
                        .eq("direction_code", DIRECTION_OUT)
                        .last("limit 1")
        );
        if (capacity == null || capacity.getBufferCapacity() == null) {
        BasStation station = basStationService.getById(targetId);
        if (station == null || station.getOutBufferCapacity() == null) {
            return requestedValue == 0 ? 0 : null;
        }
        return Math.max(0, capacity.getBufferCapacity());
        return Math.max(0, station.getOutBufferCapacity());
    }

    private Date findCooldownExpireTime(ValidatedChange validatedChange, Date now) {
@@ -488,9 +534,9 @@
        }
    }

    private void refreshSystemConfigCacheIfNeeded(ApplyPersistenceResult persistenceResult) {
    private void refreshSystemConfigCacheSafely(ApplyPersistenceResult persistenceResult) {
        if (persistenceResult != null && persistenceResult.isRefreshConfigCache()) {
            configService.refreshSystemConfigCache();
            refreshSystemConfigCacheSafely("apply");
        }
    }

@@ -542,6 +588,45 @@
        });
    }

    private RollbackPersistenceResult persistRollbackLockFailureInTransaction(AiAutoTuneJob rollbackJob, Date now) {
        TransactionTemplate transactionTemplate = new TransactionTemplate(transactionManager);
        return transactionTemplate.execute(status -> {
            saveJob(rollbackJob);
            List<AiAutoTuneChange> rollbackChanges = buildRollbackLockFailureChanges(rollbackJob.getId(), now);
            saveAuditChanges(rollbackChanges);
            finishRollbackJob(rollbackJob, rollbackChanges, now);
            updateJob(rollbackJob);
            return new RollbackPersistenceResult(rollbackChanges, false);
        });
    }

    private ApplyPersistenceResult persistAnalysisOnlyApplyRejectionInTransaction(AiAutoTuneJob job,
                                                                                  AutoTuneApplyRequest request,
                                                                                  Date now) {
        TransactionTemplate transactionTemplate = new TransactionTemplate(transactionManager);
        return transactionTemplate.execute(status -> {
            saveJob(job);
            List<AiAutoTuneChange> auditChanges = buildAnalysisOnlyApplyChanges(job.getId(), request, now);
            saveAuditChanges(auditChanges);
            finishAnalysisOnlyRejectedJob(job, auditChanges, now);
            updateJob(job);
            return new ApplyPersistenceResult(auditChanges, false);
        });
    }

    private RollbackPersistenceResult persistAnalysisOnlyRollbackRejectionInTransaction(AiAutoTuneJob rollbackJob,
                                                                                       Date now) {
        TransactionTemplate transactionTemplate = new TransactionTemplate(transactionManager);
        return transactionTemplate.execute(status -> {
            saveJob(rollbackJob);
            List<AiAutoTuneChange> rollbackChanges = buildAnalysisOnlyRollbackChanges(rollbackJob.getId(), now);
            saveAuditChanges(rollbackChanges);
            finishAnalysisOnlyRejectedJob(rollbackJob, rollbackChanges, now);
            updateJob(rollbackJob);
            return new RollbackPersistenceResult(rollbackChanges, false);
        });
    }

    private RollbackPersistenceResult rollbackChanges(Long rollbackJobId, List<AiAutoTuneChange> sourceChanges, Date now) {
        List<AiAutoTuneChange> rollbackChanges = new ArrayList<>();
        boolean refreshConfigCache = false;
@@ -564,9 +649,81 @@
        return new RollbackPersistenceResult(rollbackChanges, refreshConfigCache);
    }

    private void refreshRollbackConfigCacheIfNeeded(RollbackPersistenceResult persistenceResult) {
    private List<AiAutoTuneChange> buildRollbackLockFailureChanges(Long rollbackJobId, Date now) {
        AiAutoTuneChange rollbackChange = new AiAutoTuneChange();
        rollbackChange.setJobId(rollbackJobId);
        rollbackChange.setTargetType(AutoTuneTriggerType.ROLLBACK.getCode());
        rollbackChange.setTargetId("");
        rollbackChange.setTargetKey("latest_successful_job");
        rollbackChange.setResultStatus(ChangeStatus.FAILED.getCode());
        rollbackChange.setRejectReason(APPLY_LOCK_BUSY_REASON);
        rollbackChange.setCreateTime(now);
        return List.of(rollbackChange);
    }

    private List<AiAutoTuneChange> buildAnalysisOnlyApplyChanges(Long jobId,
                                                                 AutoTuneApplyRequest request,
                                                                 Date now) {
        List<AiAutoTuneChange> changes = new ArrayList<>();
        List<AutoTuneChangeCommand> commands = request == null ? null : request.getChanges();
        if (commands == null || commands.isEmpty()) {
            changes.add(buildAnalysisOnlyChange(jobId, "analysis_only", "", "apply", null, now));
            return changes;
        }
        for (AutoTuneChangeCommand command : commands) {
            changes.add(buildAnalysisOnlyChange(
                    jobId,
                    normalizeText(command == null ? null : command.getTargetType()),
                    normalizeText(command == null ? null : command.getTargetId()),
                    normalizeText(command == null ? null : command.getTargetKey()),
                    command == null ? null : command.getNewValue(),
                    now
            ));
        }
        return changes;
    }

    private List<AiAutoTuneChange> buildAnalysisOnlyRollbackChanges(Long jobId, Date now) {
        AiAutoTuneChange rollbackChange = buildAnalysisOnlyChange(
                jobId,
                "analysis_only",
                "",
                "rollback",
                null,
                now
        );
        return List.of(rollbackChange);
    }

    private AiAutoTuneChange buildAnalysisOnlyChange(Long jobId,
                                                     String targetType,
                                                     String targetId,
                                                     String targetKey,
                                                     String requestedValue,
                                                     Date now) {
        AiAutoTuneChange change = new AiAutoTuneChange();
        change.setJobId(jobId);
        change.setTargetType(targetType);
        change.setTargetId(targetId);
        change.setTargetKey(targetKey);
        change.setRequestedValue(requestedValue);
        change.setResultStatus(ChangeStatus.REJECTED.getCode());
        change.setRejectReason(ANALYSIS_ONLY_REJECT_REASON);
        change.setCreateTime(now);
        return change;
    }

    private void refreshRollbackConfigCacheSafely(RollbackPersistenceResult persistenceResult) {
        if (persistenceResult != null && persistenceResult.isRefreshConfigCache()) {
            refreshSystemConfigCacheSafely("rollback");
        }
    }

    private void refreshSystemConfigCacheSafely(String scene) {
        try {
            configService.refreshSystemConfigCache();
        } catch (RuntimeException exception) {
            LOGGER.warn("AI自动调参{}已提交，但刷新系统配置缓存失败", scene, exception);
        }
    }

@@ -650,7 +807,7 @@
        job.setTriggerType(AutoTuneTriggerType.normalize(request.getTriggerType()));
        job.setStatus(AutoTuneJobStatus.RUNNING.getCode());
        job.setStartTime(now);
        job.setHasActiveTasks(0);
        job.setHasActiveTasks(resolveHasActiveTasksForAudit());
        job.setPromptSceneCode(PROMPT_SCENE_CODE);
        job.setSummary(dryRun ? "AI自动调参 dry-run: " + safeReason(request.getReason()) : safeReason(request.getReason()));
        job.setIntervalBefore(readIntervalMinutes());
@@ -669,7 +826,7 @@
        job.setTriggerType(AutoTuneTriggerType.ROLLBACK.getCode());
        job.setStatus(AutoTuneJobStatus.RUNNING.getCode());
        job.setStartTime(now);
        job.setHasActiveTasks(0);
        job.setHasActiveTasks(resolveHasActiveTasksForAudit());
        job.setPromptSceneCode(PROMPT_SCENE_CODE);
        job.setSummary(safeReason(reason));
        job.setIntervalBefore(readIntervalMinutes());
@@ -681,6 +838,21 @@
        job.setTotalTokens(0);
        job.setCreateTime(now);
        return job;
    }

    private int resolveHasActiveTasksForAudit() {
        if (wrkMastService == null) {
            LOGGER.warn("AI自动调参审计无法获取 WrkMastService，hasActiveTasks 按 0 记录");
            return 0;
        }
        try {
            QueryWrapper<WrkMast> queryWrapper = new QueryWrapper<>();
            queryWrapper.and(wrapper -> wrapper.notIn("wrk_sts", FINAL_WRK_STS_LIST).or().isNull("wrk_sts"));
            return wrkMastService.count(queryWrapper) > 0 ? 1 : 0;
        } catch (RuntimeException exception) {
            LOGGER.warn("AI自动调参审计查询未完成任务失败，hasActiveTasks 按 0 记录", exception);
            return 0;
        }
    }

    private void finishJob(AiAutoTuneJob job,
@@ -699,6 +871,17 @@
        if (rejectCount > 0) {
            job.setErrorMessage(firstRejectReason(auditChanges));
        }
    }

    private void finishAnalysisOnlyRejectedJob(AiAutoTuneJob job, List<AiAutoTuneChange> changes, Date now) {
        int rejectCount = Math.max(1, countRejected(changes));
        job.setFinishTime(now);
        job.setSuccessCount(0);
        job.setRejectCount(rejectCount);
        job.setIntervalAfter(readIntervalMinutes());
        job.setStatus(AutoTuneJobStatus.REJECTED.getCode());
        job.setSummary(ANALYSIS_ONLY_REJECT_REASON);
        job.setErrorMessage(ANALYSIS_ONLY_REJECT_REASON);
    }

    private void finishRollbackJob(AiAutoTuneJob job, List<AiAutoTuneChange> changes, Date now) {
@@ -828,11 +1011,16 @@
        return !AutoTuneTriggerType.ROLLBACK.getCode().equals(job.getTriggerType());
    }

    private AutoTuneApplyResult buildResult(AiAutoTuneJob job, List<AiAutoTuneChange> changes, boolean dryRun) {
    private AutoTuneApplyResult buildResult(AiAutoTuneJob job,
                                            List<AiAutoTuneChange> changes,
                                            boolean dryRun,
                                            AutoTuneControlModeSnapshot controlMode) {
        AutoTuneApplyResult result = new AutoTuneApplyResult();
        result.setDryRun(dryRun);
        result.setSuccess(AutoTuneJobStatus.SUCCESS.getCode().equals(job.getStatus())
                || AutoTuneJobStatus.NO_CHANGE.getCode().equals(job.getStatus()));
        result.setAnalysisOnly(isAnalysisOnly(controlMode));
        result.setNoApply(false);
        result.setJobId(job.getId());
        result.setSummary(job.getSummary());
        result.setSuccessCount(job.getSuccessCount());
@@ -936,6 +1124,14 @@
        }
    }

    private AutoTuneControlModeSnapshot currentControlModeSnapshot() {
        return autoTuneControlModeService.currentMode();
    }

    private boolean isAnalysisOnly(AutoTuneControlModeSnapshot controlMode) {
        return controlMode == null || Boolean.TRUE.equals(controlMode.getAnalysisOnly());
    }

    private String toText(Integer value) {
        return value == null ? null : String.valueOf(value);
    }