A data parallel programming model based on distributed objects

This paper proposes a data parallel programming model suitable for loosely synchronous, irregular applications. At the core of the model are distributed objects that express non-trivial data parallelism. Sequential objects express independent computations. The goal is to use objects to fold synchron...

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Vydáno v:Proceedings. IEEE International Conference on Cluster Computing s. 455 - 460
Hlavní autoři: Diaconescu, R., Conradi, R.
Médium: Konferenční příspěvek
Jazyk:angličtina
Vydáno: IEEE 2002
Témata:
Application software
Computational modeling
Concurrent computing
Data models
Distributed computing
Information science
Java
Parallel processing
Parallel programming
Scalability
ISBN:9780769520667, 0769520669, 0769517455, 9780769517452
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Abstract This paper proposes a data parallel programming model suitable for loosely synchronous, irregular applications. At the core of the model are distributed objects that express non-trivial data parallelism. Sequential objects express independent computations. The goal is to use objects to fold synchronization into data accesses and thus, free the user from concurrency aspects. Distributed objects encapsulate large data partitioned across multiple address spaces. The system classifies accesses to distributed objects as read and write. Furthermore, it uses the access patterns to maintain information about dependences across partitions. The system guarantees inter-object consistency using a relaxed update scheme. Typical access patterns uncover dependences for data on the border between partitions. Experimental results show that this approach is highly usable and efficient.
AbstractList This paper proposes a data parallel programming model suitable for loosely synchronous, irregular applications. At the core of the model are distributed objects that express non-trivial data parallelism. Sequential objects express independent computations. The goal is to use objects to fold synchronization into data accesses and thus, free the user from concurrency aspects. Distributed objects encapsulate large data partitioned across multiple address spaces. The system classifies accesses to distributed objects as read and write. Furthermore, it uses the access patterns to maintain information about dependences across partitions. The system guarantees inter-object consistency using a relaxed update scheme. Typical access patterns uncover dependences for data on the border between partitions. Experimental results show that this approach is highly usable and efficient.
Author Diaconescu, R.
Conradi, R.
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  givenname: R.
  surname: Conradi
  fullname: Conradi, R.
  organization: Comput. & Inf. Sci. Dept., Norwegian Univ. of Sci. & Technol., Trondheim, Norway
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Snippet This paper proposes a data parallel programming model suitable for loosely synchronous, irregular applications. At the core of the model are distributed...
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StartPage 455
SubjectTerms Application software
Computational modeling
Concurrent computing
Data models
Distributed computing
Information science
Java
Parallel processing
Parallel programming
Scalability
Title A data parallel programming model based on distributed objects
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