Extending parallel programming patterns with adaptability features

Today, all computers have some degree of usable parallelism. Modern computers are explicitly equipped with hardware support for parallelism, such as multiple nodes, multicores, multiple CPUs, and accelerators. At the same time, the Cloud Continuum has become a viable platform for running parallel ap...

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Vydáno v:Cluster computing Ročník 27; číslo 9; s. 12547 - 12568
Hlavní autoři: Galante, Guilherme, da Rosa Righi, Rodrigo, de Andrade, Cristiane
Médium: Journal Article
Jazyk:angličtina
Vydáno: New York Springer US 01.12.2024
Springer Nature B.V
Témata:
Adaptability
Cloud computing
Computer Communication Networks
Computer Science
Design
Efficiency
Fault tolerance
High performance computing
Operating Systems
Parallel processing
Parallel programming
Processor Architectures
Software
Elasticity
Parallel computing
Design patterns
Parallel applications
Compute continuum
Adaptability
ISSN:1386-7857, 1573-7543
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Shrnutí:Today, all computers have some degree of usable parallelism. Modern computers are explicitly equipped with hardware support for parallelism, such as multiple nodes, multicores, multiple CPUs, and accelerators. At the same time, the Cloud Continuum has become a viable platform for running parallel applications. Building software for these parallel and distributed platforms can be challenging due to the numerous considerations programmers must make during the development process. With this in mind, the high-performance computing literature proposed the concept of parallel patterns to hide some complexities. However, there are no patterns that address the design and creation of adaptive applications. Taking the compute continuum era in mind, we present how adaptability features can be explored within each parallel programming pattern, providing technical details on managing dynamic resources and handling changes in application behavior. In addition to this contribution, we also address practical implications by presenting some frameworks that can be used to implement adaptive applications and examples of using them with the proposed patterns.
Bibliografie:ObjectType-Article-1
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ISSN:1386-7857
1573-7543
DOI:10.1007/s10586-024-04622-0