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Extend Profiler to support memory leak diagnostics #231

@ATATC

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@ATATC

I noticed that the epoch time is increasing along with memory usage throughout training.

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bugSomething isn't workingcode reviewCode review or commentenhancementNew feature or requesthelp wantedExtra attention is neededtodoNew task or assignment

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