+1, we also agree with memory optimization. When we reimplement some 
experiment, we always  get stuck with out of memory error if we want to use 
enough batch size for the experiment. And we found that MXNET_GPU_MEM_POOL_TYPE 
is not helpful.

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https://github.com/apache/incubator-mxnet/issues/12226 ]
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