chinakook commented on issue #7588: Why a same code's GPU version cost more 
memory than CPU version?
URL: 
https://github.com/apache/incubator-mxnet/issues/7588#issuecomment-324902014
 
 
   +1. This situation will appear after call mx.mod.Module.bind. I also found 
that It's no matter with the model, for example, I load Resnet or VGG or both 
networks in GPU context, the host memory consumption is always 1GB+.
 
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