everwind commented on issue #3946: When predicting, does mxnet provide 
thread-safe interface?
URL: 
https://github.com/apache/incubator-mxnet/issues/3946#issuecomment-324198209
 
 
   I think we should separate "data"  and the model weights . when predicting,  
each  thread  can share the model weights  and use different data . In this way 
,  we have mush less memory consumption .
   In practice,  we often train the model on GPUS, but use the model on the cpu 
machine.  so  it is very important to provide the effective multi-thread 
prediction of the model
 
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