Github user nicochen commented on the issue:
    @zentol Thanks for replying. Indeed, the problem is caused by MetricFetcher 
isn't synchronizing on the `MetricStore` object in MetricFetcher#addMetrics(). 
But in my opinion, synchronizing on the `MetricStore`  is less efficient. 
`MetricStore` wrapps more than one metric stores and they serves different 
components(e.g Jobmanager,Taskmangers)  individually. If synchronizing on the 
`MetricStore` , call of addMetrics() on Jobmanger's metric may wait for 
addMetrics() on another taskmananger's metric done as they both acquire the 
same lock, which is unnecessary.

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