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From "Matthias Boehm (JIRA)" <j...@apache.org>
Subject [jira] [Updated] (SYSTEMML-2173) Upper bound nnz propagation over spark instructions
Date Thu, 08 Mar 2018 02:15:00 GMT

     [ https://issues.apache.org/jira/browse/SYSTEMML-2173?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
]

Matthias Boehm updated SYSTEMML-2173:
-------------------------------------
    Issue Type: Sub-task  (was: Bug)
        Parent: SYSTEMML-2061

> Upper bound nnz propagation over spark instructions
> ---------------------------------------------------
>
>                 Key: SYSTEMML-2173
>                 URL: https://issues.apache.org/jira/browse/SYSTEMML-2173
>             Project: SystemML
>          Issue Type: Sub-task
>            Reporter: Matthias Boehm
>            Priority: Major
>
> Due to lazy evaluation, many spark instructions propagate nnz only if they can be exactly
inferred from the input meta data. Especially for ultra-sparse matrices this poses a challenge
because intermediates quickly reach a state where they're assumed to be dense. However, many
operations such as right indexing allow to upper bound the nnz with the nnz in the input,
which can be propagated and exploited in subsequent instructions.



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