szha commented on issue #9852: Custom Function Massive Memory Leak
URL: 
https://github.com/apache/incubator-mxnet/issues/9852#issuecomment-367443424
 
 
   This is because the forward loop doesn't wait for all computation to finish. 
ndarray is executed asynchronously. To address it, add `nd.waitall()` after 
`out = net(test)`. Usually when you need to monitor the training/testing 
accuracy and performance of models, you'd call `array.asnumpy()`, which is a 
blocking function, so it's not necessary to manually add additional 
`nd.waitall()`

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