KellenSunderland edited a comment on issue #12116: Excessive memory allocation 
without static_alloc
   I ran the follow code:
   import mxnet as mx
   import gluoncv
   from time import sleep
   net = gluoncv.model_zoo.get_model('cifar_resnet20_v1', pretrained=True, 
   With commit ed203047573db7681feb5631901a609e6e074971 I observed a GPU memory 
usage of 2.5GB.  Re-running the same test with commit  
98a41af52a2c7cb9e30a6cf81796d431212f217d I observe a memory usage of 2.5GB

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