pengzhao-intel commented on a change in pull request #13749: Add NHWC layout 
support to Pooling (cpu, gpu cuda, gpu cuDNN)
URL: https://github.com/apache/incubator-mxnet/pull/13749#discussion_r255372521
 
 

 ##########
 File path: src/operator/nn/pooling.cc
 ##########
 @@ -421,11 +463,16 @@ NNVM_REGISTER_OP(_backward_Pooling)
 .set_attr<nnvm::FInplaceOption>(
     "FInplaceOption",
     [](const NodeAttrs &attrs) {
-#if MXNET_USE_CUDNN == 1
-  return std::vector<std::pair<int, int> >();
-#else
-  return std::vector<std::pair<int, int> >{{1, 0}};
+#if MXNET_USE_MKLDNN == 1 && MXNET_USE_CUDA == 0 && MXNET_USE_CUDNN == 0
 
 Review comment:
   Thanks for the explanation. I understand the current limitation in here. 
   My concern is the performance regression in the CPU side when 
_mxnet-cuXXmkl_ binary is used which actually is the widely used binary like 
sockeye, gluonNLP, gluonCV, etc. 
   Before we resolved issue #13598 (btw, we're working on this now), I think we 
need to keep this line **AS-IS**.  

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