leezu commented on issue #19159:
URL: 
https://github.com/apache/incubator-mxnet/issues/19159#issuecomment-696317102


   @kohillyang so you are creating a new predictor in every HTTP call? Thus 
yes, a new Block is created in every HTTP call and due to 
https://github.com/apache/incubator-mxnet/pull/18328 the parameter of the Block 
won't be deallocated.
   
   https://github.com/apache/incubator-mxnet/pull/18328/files only contains 
Python changes. Would you like to try applying the changes to your MXNet files 
and see if the memory leak goes away. Thank you


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