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根因: - 声音克隆走 API提交CosyVoice→Celery worker轮询5分钟→mark ready/failed - 当worker容器重启、进程OOM或Celeryprefetch消息丢失时,已进入processing状态的voice_clone_profile没有兜底恢复机制 - 对比ingest链路有cleanup_stale_ingest_jobs beat任务+worker_ready启动恢复,voice_clone链路缺失 - 结果: 用户看到"克隆处理中，请稍候..."永久转圈,刷新也不变 修复: 1. SQLAlchemyVoiceCloneProfileRepository新增cleanup_stale_processing方法: 扫描updated_at超过10分钟的processing记录(正常克隆<5分钟),标记failed并提示用户重试 2. _startup.py新增recover_stale_voice_clones_on_startup+worker_ready信号: worker启动时一次性扫描恢复,用户重启/部署后立即解锁卡死任务 3. cleanup.py新增scheduled_cleanup_stale_voice_clones beat任务: 每5分钟巡检兜底,防止运行期OOM/消息丢失导致的新卡死 4. celery_app.py beat_schedule注册新任务 5. voice_clone.py任务入口加received日志,便于日志排查