pengzhao-intel commented on issue #13697: [MKLDNN] Enable signed int8 support 
for convolution.
URL: https://github.com/apache/incubator-mxnet/pull/13697#issuecomment-450779824
 
 
   @KellenSunderland Happy New Year!  
   Really thanks for your review and providing amount of very good comments.
   
   Regarding the documents, the current quantization flow is very flexible. On 
the other hand, it's complicated. Definitely, we need systematic documents to 
answer the FAQ and disclose some technical and architecture details for the 
advantage users. In addition to the descriptions in the script, we plan to 
write more info/cases, also compare INT8 and UINT8 results, in the [Model 
Quantization with Intel® 
MKL-DNN](https://github.com/apache/incubator-mxnet/tree/master/example/quantization#1)
 by another PR.  Very appriciate for further suggestions and help us improve 
the documentation.
   
   Regarding the API changes, I keep a more open attitude. Becasue the whole 
quantization flow is under the developments with the `Experimental` lable.  
Thus, if the API changes or improvements are good for the users or 
functionality, it will be acceptable. Actually, we will still make the API as 
stable as possible.
   
   Feel free to correct me :) Any other comments either for this PR or the 
quantization flow are highly welcome 👍 

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