szha edited a comment on issue #18662:
URL: 
https://github.com/apache/incubator-mxnet/issues/18662#issuecomment-654032873


   @MrRaghav thanks for creating the issue. What model of GPU are you using? 
What's the GPU memory size?
   Also, have you tried using `export MXNET_GPU_MEM_POOL_TYPE=Round`? 
https://mxnet.apache.org/api/faq/env_var#memory-options
   
   Round: A memory pool that always rounds the requested memory size and 
allocates memory of the rounded size. MXNET_GPU_MEM_POOL_ROUND_LINEAR_CUTOFF 
defines how to round up a memory size. Caching and allocating buffered memory 
works in the same way as the naive memory pool.


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