leezu commented on a change in pull request #19047:
URL: https://github.com/apache/incubator-mxnet/pull/19047#discussion_r481344317



##########
File path: docs/static_site/src/_includes/get_started/linux/python/cpu/pip.md
##########
@@ -9,17 +9,28 @@ page](https://mxnet.apache.org/get_started/download).
 
 Run the following command:
 
-<div class="v1-6-0">
+<div class="v1-7-0">
 {% highlight bash %}
 pip install mxnet
 {% endhighlight %}
 
+Start from 1.7.0 release, MKL-DNN is enabled in pip packages by default. Which 
are
+optimized for Intel hardware. You can find performance numbers
+in the <a href="https://mxnet.io/api/faq/perf#intel-cpu";>MXNet tuning 
guide</a>.

Review comment:
       Link to mxnet.apache.org/

##########
File path: docs/static_site/src/_includes/get_started/linux/python/cpu/pip.md
##########
@@ -9,17 +9,28 @@ page](https://mxnet.apache.org/get_started/download).
 
 Run the following command:
 
-<div class="v1-6-0">
+<div class="v1-7-0">
 {% highlight bash %}
 pip install mxnet
 {% endhighlight %}
 
+Start from 1.7.0 release, MKL-DNN is enabled in pip packages by default. Which 
are
+optimized for Intel hardware. You can find performance numbers

Review comment:
       Elaborate on the "optimization? For example "oneAPI Deep Neural Network 
Library (oneDNN) is an open-source cross-platform performance library of basic 
building blocks for deep learning applications. The library is optimized for 
Intel Architecture Processors, Intel Processor Graphics and Xe 
architecture-based Graphics. Support for other architectures such as Arm* 
64-bit Architecture (AArch64) and OpenPOWER* Power ISA (PPC64) is 
experimental." (from the oneDNN repo).
   
   Please mention that the `mxnet-native` release is available which does come 
without oneDNN

##########
File path: docs/static_site/src/_includes/get_started/linux/python/cpu/pip.md
##########
@@ -9,17 +9,28 @@ page](https://mxnet.apache.org/get_started/download).
 
 Run the following command:
 
-<div class="v1-6-0">
+<div class="v1-7-0">
 {% highlight bash %}
 pip install mxnet
 {% endhighlight %}
 
+Start from 1.7.0 release, MKL-DNN is enabled in pip packages by default. Which 
are

Review comment:
       oneDNN?




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