I'd love to see this one merged, and MXNet users benefitting from improved 
performance on CPU, but I agree with comments made earlier by @szha that we 
need clear comparison for speed and accuracy between non-MKLDNN and MKLDNN.

I also suggest we document these benchmarks and results on [MXNet 
CWiki](https://cwiki.apache.org/confluence/display/MXNET/Apache+MXNet+Home) 
instead of in this issue - will be easier to see a full and up-to-date status 
there. @xinyu-intel if it makes sense to you, can you please document it there?

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https://github.com/apache/incubator-mxnet/pull/12591 ]
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