mboehm7 commented on pull request #1174:
URL: https://github.com/apache/systemds/pull/1174#issuecomment-770297542


   LGTM - thanks for the extension @sebwrede, this is great. I think it's the 
right step to first call the existing conv2d (for which internal Java/C++/GPU 
operators with dedicated implementations for combinations of dense/sparse 
inputs exist). If we measure substantial overhead of conv1d via conv2d then we 
could go ahead and add the different kernels.
   
   Btw, I see that the conv2d / pooling layers might be confusing as _builtin 
refers to wrappers around natively supported operators, while in 
scripts/builtin we have dml-bodied functions. Perhaps we should remove the 
script-based conv2d and pooling layers altogether.


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