Hi @TisonKun , I am not sure if it fails the execution too eagerly? I think the 
too problem that many RPC requests and block JM can be resolved by add a 
single-thread thread pool so that only one request would be issued at the same 
time. What do you think?

[ Full content available at: https://github.com/apache/flink/pull/6680 ]
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