Enabling Operator Reordering in Data Flow Programs Through Static Code Analysis

In many massively parallel data management platforms, programs are represented as small imperative pieces of code connected in a data flow. This popular abstraction makes it hard to apply algebraic reordering techniques employed by relational DBMSs and other systems that use an algebraic programming...

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Veröffentlicht in:arXiv.org 2013-01
Hauptverfasser: Hueske, Fabian, Krettek, Aljoscha, Tzoumas, Kostas
Format: Artikel
Sprache:eng
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Zusammenfassung:In many massively parallel data management platforms, programs are represented as small imperative pieces of code connected in a data flow. This popular abstraction makes it hard to apply algebraic reordering techniques employed by relational DBMSs and other systems that use an algebraic programming abstraction. We present a code analysis technique based on reverse data and control flow analysis that discovers a set of properties from user code, which can be used to emulate algebraic optimizations in this setting.
ISSN:2331-8422