Da Zheng created MXNET-264:
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             Summary: improve the performance of MKLDNN for small batch sizes.
                 Key: MXNET-264
                 URL: https://issues.apache.org/jira/browse/MXNET-264
             Project: Apache MXNet
          Issue Type: Improvement
            Reporter: Da Zheng


The current MKLDNN integration still has a lot of overhead for calling MKLDNN 
functions and the overhead comes from many places. This PR is to reduce the 
overheads.



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