ZhennanQin commented on a change in pull request #12530: Implement mkldnn 
convolution fusion and quantization.
URL: https://github.com/apache/incubator-mxnet/pull/12530#discussion_r220032850
 
 

 ##########
 File path: src/operator/quantization/mkldnn/mkldnn_quantize-inl.h
 ##########
 @@ -75,6 +75,11 @@ static void MKLDNNQuantizeComputeKer(const 
std::vector<NDArray>& inputs,
   auto i_mpd = i_mem->get_primitive_desc();
   auto i_desc = i_mpd.desc();
   mkldnn::memory::format i_fmt = 
static_cast<mkldnn::memory::format>(i_desc.data.format);
+  if (i_fmt == mkldnn::memory::format::nchw ||
+      i_fmt == mkldnn::memory::format::nChw8c ||
+      i_fmt == mkldnn_nChw16c) {
+    i_fmt = mkldnn::memory::format::nhwc;
+  }
 
 Review comment:
   For mkldnn, yes. nhwc should be the default int8 layout, just like nchw for 
fp32.

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