JackTemaki commented on issue #12752: GPU not found in toy example with new 
nvidia driver 396.54
URL: 
https://github.com/apache/incubator-mxnet/issues/12752#issuecomment-427572647
 
 
   I actually solved the problem. I do not know exactly how it appeared, but 
after purging all cuda and nvidia stuff, reinstalling the 390 driver, 
installing cuda 9.1 from a runfile and not apt, it worked. Then after upgrading 
to 396.54 it still worked, and now also with cuda 9.2
   
   It seems this is an Ubuntu 16.04 issue when installing cuda from apt and 
then updating to 396 and has nothing to do with mxnet...

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