Github user shixiaogang commented on the issue: https://github.com/apache/flink/pull/3359 @vpernin Thanks very much for your attention. The PR is supposed to work on 1.3-SNAPSHOT, but it's not testable now due to some known bugs. Besides, i want to add support for asynchronous snapshots of timers in this pull request. Currently, the snapshots for timers are taken synchronously --- no stream record can be processed before the snapshots are taken. In our tests where there are millions of timers, it takes approximately several seconds to complete the snapshotting. The performance, hence, is significantly degraded when the checkpoint frequency is large. To allow asynchronous snapshotting, we need some refactoring on how internal timer services are restored and snapshotted. Now `InternalTimerService` s, similar to keyed states, are stored in `KeyedStateBackend`. That way, we can benefit from the optimizations made on the snapshotting of keyed states, taking snapshots asynchronously (and incrementally in the near future). I am working on this work right now. It's appreciated that you could help test the feature when it is done.
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