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Posted to issues@systemml.apache.org by "Matthias Boehm (JIRA)" <ji...@apache.org> on 2016/10/05 00:35:21 UTC
[jira] [Closed] (SYSTEMML-383) Compiler integration sparse matrix
blocks
[ https://issues.apache.org/jira/browse/SYSTEMML-383?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]
Matthias Boehm closed SYSTEMML-383.
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> Compiler integration sparse matrix blocks
> -----------------------------------------
>
> Key: SYSTEMML-383
> URL: https://issues.apache.org/jira/browse/SYSTEMML-383
> Project: SystemML
> Issue Type: Task
> Reporter: Matthias Boehm
> Assignee: Matthias Boehm
> Fix For: SystemML 0.11
>
>
> Finally, we have to integrate the different types of sparse matrix blocks into our compiler. First, this requires a type-specific computation of memory estimates. Second, we need to define when and how the compiler/runtime decides for a certain sparse matrix format. Since CSR is memory-efficient and allows fast operations at the cost of slow incremental construction and updates, we intend to initially integrate a switch from MCSR to CSR into our checkpoint instructions (potentially with an extension for CP). This will already achieve the major benefits we expect for the Spark backend.
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