anirudhacharya edited a comment on issue #8645: 
gluon.utils.split_and_load(even_split=True) is much slower than even_split=False
URL: 
https://github.com/apache/incubator-mxnet/issues/8645#issuecomment-488351379
 
 
   The difference in performance is only when `batch_axis=1` when 
`batch_axis=0` there is negligible difference in performance.
   
   `utils.split_and_load` internally calls `utils.split_data`. The real 
performance difference is in `split_data` when `batch_axis=1`

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