ptrendx commented on issue #17278: [Performance] CachedOp/Gluon performance 
thread
URL: 
https://github.com/apache/incubator-mxnet/issues/17278#issuecomment-574321205
 
 
   There are a few performance issues that we saw in `CachedOp` compared to 
graph executor.
   
    - 
https://github.com/apache/incubator-mxnet/blob/master/python/mxnet/gluon/block.py#L1013-L1014
 is constructing a Python list (inclusing memory allocation) every time, which 
added ~100us for BERT inference
    - Bulking of ops is broken for ops using inputs to the graph / producing 
outputs of the graph (I believe it is referred in this comment: 
https://github.com/apache/incubator-mxnet/blob/master/src/imperative/imperative_utils.h#L1030)

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