rahul003 commented on issue #10504: Can MXNet operator profiling work well 
using gluon model?
   Could you use mx.profiler.set_config and set the option profile_all=True, 
and try again? Note that this is a different way of profiling with more 
flexibility than MXNET_PROFILER_AUTOSTART, so when you use this don't set that 
environment variable. 
    mx.profiler.set_config(profile_all=True, filename='profile_output.json')
       # Code to be profiled goes here...

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