sandeep-krishnamurthy commented on a change in pull request #13145: Add 
documentation on GPU performance on Quantization example
URL: https://github.com/apache/incubator-mxnet/pull/13145#discussion_r231645226
 
 

 ##########
 File path: example/quantization/imagenet_inference.py
 ##########
 @@ -93,6 +93,7 @@ def score(sym, arg_params, aux_params, data, devs, 
label_name, max_num_examples,
     if logger is not None:
         logger.info('Finished inference with %d images' % num)
         logger.info('Finished with %f images per second', speed)
+        logger.warn('Note: GPU performance is expected to be slower than CPU. 
Please refer quantization/README.md for details')
 
 Review comment:
   I think this is not required. Thoughts?

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