ReduxSTM: Optimizing STM designs for Irregular Applications.
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| Title: | ReduxSTM: Optimizing STM designs for Irregular Applications. |
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| Authors: | Pedrero, Manuel1 mpedrero@uma.es, Gutierrez, Eladio1 eladio@uma.es, Romero, Sergio1 sromero@uma.es, Plata, Oscar1 oplata@uma.es |
| Source: | Journal of Parallel & Distributed Computing. Sep2017, Vol. 107, p114-133. 20p. |
| Subjects: | Multicore processors, Computer storage devices, Semantics, Commutative algebra, Associative algebras, Contention resolution protocols (Computer network protocols) |
| Abstract: | The exploitation of optimistic concurrency in modern multicore architectures via Transactional Memory (TM) is becoming a mainstream programming paradigm. TM features can be leveraged to provide support for speculative parallel execution of irregular applications, characterized by a lack of knowledge about data dependences at compile-time. This work is focused on software TM (STM) solutions and how they can be adapted and optimized to deal efficiently with irregular memory access patterns, mainly those caused by reduction operations. With this aim, ReduxSTM is introduced as a specific STM system designed by combining techniques for speculative execution with TM algorithms. ReduxSTM is based on three main design aspects: a transactional commit order mechanism which is available to guarantee sequential semantics when needed; a specific transactional memory primitive defined for expressing commutative and associative operations (reductions) that leverages the underlying TM privatization mechanism to avoid unnecessary transaction aborts caused by reduction memory patterns; and an enhanced conflict resolution mechanism that takes advantage of the two previous features. [ABSTRACT FROM AUTHOR] |
| Copyright of Journal of Parallel & Distributed Computing is the property of Academic Press Inc. and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Engineering Source |
| FullText | Text: Availability: 0 |
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| Header | DbId: egs DbLabel: Engineering Source An: 123409255 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: ReduxSTM: Optimizing STM designs for Irregular Applications. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Pedrero%2C+Manuel%22">Pedrero, Manuel</searchLink><relatesTo>1</relatesTo><i> mpedrero@uma.es</i><br /><searchLink fieldCode="AR" term="%22Gutierrez%2C+Eladio%22">Gutierrez, Eladio</searchLink><relatesTo>1</relatesTo><i> eladio@uma.es</i><br /><searchLink fieldCode="AR" term="%22Romero%2C+Sergio%22">Romero, Sergio</searchLink><relatesTo>1</relatesTo><i> sromero@uma.es</i><br /><searchLink fieldCode="AR" term="%22Plata%2C+Oscar%22">Plata, Oscar</searchLink><relatesTo>1</relatesTo><i> oplata@uma.es</i> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22Journal+of+Parallel+%26+Distributed+Computing%22">Journal of Parallel & Distributed Computing</searchLink>. Sep2017, Vol. 107, p114-133. 20p. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22Multicore+processors%22">Multicore processors</searchLink><br /><searchLink fieldCode="DE" term="%22Computer+storage+devices%22">Computer storage devices</searchLink><br /><searchLink fieldCode="DE" term="%22Semantics%22">Semantics</searchLink><br /><searchLink fieldCode="DE" term="%22Commutative+algebra%22">Commutative algebra</searchLink><br /><searchLink fieldCode="DE" term="%22Associative+algebras%22">Associative algebras</searchLink><br /><searchLink fieldCode="DE" term="%22Contention+resolution+protocols+%28Computer+network+protocols%29%22">Contention resolution protocols (Computer network protocols)</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: The exploitation of optimistic concurrency in modern multicore architectures via Transactional Memory (TM) is becoming a mainstream programming paradigm. TM features can be leveraged to provide support for speculative parallel execution of irregular applications, characterized by a lack of knowledge about data dependences at compile-time. This work is focused on software TM (STM) solutions and how they can be adapted and optimized to deal efficiently with irregular memory access patterns, mainly those caused by reduction operations. With this aim, ReduxSTM is introduced as a specific STM system designed by combining techniques for speculative execution with TM algorithms. ReduxSTM is based on three main design aspects: a transactional commit order mechanism which is available to guarantee sequential semantics when needed; a specific transactional memory primitive defined for expressing commutative and associative operations (reductions) that leverages the underlying TM privatization mechanism to avoid unnecessary transaction aborts caused by reduction memory patterns; and an enhanced conflict resolution mechanism that takes advantage of the two previous features. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of Journal of Parallel & Distributed Computing is the property of Academic Press Inc. and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/j.jpdc.2017.04.009 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 20 StartPage: 114 Subjects: – SubjectFull: Multicore processors Type: general – SubjectFull: Computer storage devices Type: general – SubjectFull: Semantics Type: general – SubjectFull: Commutative algebra Type: general – SubjectFull: Associative algebras Type: general – SubjectFull: Contention resolution protocols (Computer network protocols) Type: general Titles: – TitleFull: ReduxSTM: Optimizing STM designs for Irregular Applications. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Pedrero, Manuel – PersonEntity: Name: NameFull: Gutierrez, Eladio – PersonEntity: Name: NameFull: Romero, Sergio – PersonEntity: Name: NameFull: Plata, Oscar IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 09 Text: Sep2017 Type: published Y: 2017 Identifiers: – Type: issn-print Value: 07437315 Numbering: – Type: volume Value: 107 Titles: – TitleFull: Journal of Parallel & Distributed Computing Type: main |
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