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https://issues.apache.org/jira/browse/SYSTEMML-1284?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Matthias Boehm updated SYSTEMML-1284:
-------------------------------------
Description:
This epic aims to introduce code generation capabilities for automatic operator
fusion, which helps to reduce the number of materialized intermediates, reduce
the number of input scans, exploit sparsity, and reduce compute, while
significantly reducing the development effort compared to hand-coded fused
operators.
For the 1.0 release, we will introduce code generation as an experimental
feature, covering an extended version of SPOOF's code generator as described in
the following paper:
Tarek Elgamal, Shangyu Luo, Matthias Boehm, Alexandre V. Evfimievski, Shirish
Tatikonda, Berthold Reinwald, Prithviraj Sen: SPOOF: Sum-Product Optimization
and Operator Fusion for Large-Scale Machine Learning, CIDR, 2017
> Code generation for operator fusion
> -----------------------------------
>
> Key: SYSTEMML-1284
> URL: https://issues.apache.org/jira/browse/SYSTEMML-1284
> Project: SystemML
> Issue Type: Epic
> Components: Compiler, Runtime
> Reporter: Matthias Boehm
> Fix For: SystemML 1.0
>
>
> This epic aims to introduce code generation capabilities for automatic
> operator fusion, which helps to reduce the number of materialized
> intermediates, reduce the number of input scans, exploit sparsity, and reduce
> compute, while significantly reducing the development effort compared to
> hand-coded fused operators.
> For the 1.0 release, we will introduce code generation as an experimental
> feature, covering an extended version of SPOOF's code generator as described
> in the following paper:
> Tarek Elgamal, Shangyu Luo, Matthias Boehm, Alexandre V. Evfimievski, Shirish
> Tatikonda, Berthold Reinwald, Prithviraj Sen: SPOOF: Sum-Product Optimization
> and Operator Fusion for Large-Scale Machine Learning, CIDR, 2017
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