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https://issues.apache.org/jira/browse/SYSTEMML-845?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15410063#comment-15410063
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Niketan Pansare commented on SYSTEMML-845:
------------------------------------------

[~mwdus...@us.ibm.com] The performance of 
https://issues.apache.org/jira/secure/attachment/12822211/lenet-train-spark-explain.log
 is as expected. I am planning to deliver a commit with performance improvement 
to maxpool_bwd by next week.

Regarding 
https://issues.apache.org/jira/secure/attachment/12822212/mnist_lenet-train-spark-explain.log,
 am I correct in assuming that both scripts have identical DML except that 
mnist_lenet-train has UDF. Can you please run the scripts again with `-explain 
recompile_hops` ?

> Compare Performance of LeNet Scripts With & Without Using SystemML-NN
> ---------------------------------------------------------------------
>
>                 Key: SYSTEMML-845
>                 URL: https://issues.apache.org/jira/browse/SYSTEMML-845
>             Project: SystemML
>          Issue Type: Improvement
>            Reporter: Mike Dusenberry
>         Attachments: convert.dml, lenet-train-spark-explain.log, 
> log08.03.16-1470268602.txt, mnist_lenet-train-spark-explain.log, perf.sh, 
> run.sh
>
>
> This JIRA issue tracks the comparison of the performance of the LeNet scripts 
> with & without using SystemML-NN.  The goal is that they should have equal 
> performance in terms of both accuracy and time.  Any difference will be 
> indicate areas of engine improvement.
> Scripts:
> * [mnist_lenet-train.dml | 
> https://github.com/apache/incubator-systemml/blob/master/scripts/staging/SystemML-NN/examples/mnist_lenet-train.dml]
>  - LeNet script that *does* use the SystemML-NN library.
> * [lenet-train.dml | 
> https://github.com/apache/incubator-systemml/blob/master/scripts/staging/lenet-train.dml]
>  - LeNet script that *does not* use the SystemML-NN library.
> To fully reproduce, I basically created a directory, placed the two attached 
> bash scripts in it, grabbed a copy of the NN library and placed it into the 
> directory, ran the examples/get_mnist_data.sh script from the library to get 
> the data (placed into examples/data), then used the attached convert.dml to 
> create binary copies of the data for both scripts, then ran run.sh. Also, I 
> copied examples/data to the base directory as well.  Adjust the {{EXEC}} and 
> related variables in {{perf.sh}} to switch between standalone, Spark, memory 
> sizes, explain, stats, etc.



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