ptrendx commented on issue #7813: Performance doesn't improve (scalability 
issue) with # GPUs with running train_imagenet.py
URL: 
https://github.com/apache/incubator-mxnet/issues/7813#issuecomment-328649594
 
 
   As I said, alexnet is a very small network, so with 8 physical cores you 
probably will not get a much better scaling result with those GPUs. Try a 
bigger network (vgg, resnet 50 or something similar) where there is not as big 
stress on IO and you should get a very good scaling result.
   
   Still, IO speed is a big problem going forward even for larger networks and 
that is why we are working on ways to improve it (besides my PR see for example 
#7092)
 
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