Exploring Heterogeneous Mobile Architectures with a High-Level Programming Model

Moreira, Wilson de Carvalho; Andrade, Guilherme; Caldeira, Pedro; Goncalves, Renato Utsch; Ferreira, Renato; Rocha, Leonardo; Sousa, Renan de Carvalho; Avelar, Millas Nasser Ramsses

doi:10.1109/sbac-pad.2017.11

“…Other skeleton-based programming models include Muesli (Ciechanowicz et al 2009), Marrow (Marqués et al 2013), ParallelME (Andrade et al 2016;de Carvalho Moreira et al 2017), etc. Compared with the C++-based programming models, the skeleton programming model is lack of generality, i.e., some computing or communication patterns are difficult to be represented by the builtin skeletons.…”

Section: Skeleton-based Programming Modelsmentioning

confidence: 99%

Parallel programming models for heterogeneous many-cores: a comprehensive survey

Fang

¹

,

Huang

²

,

Tang

³

et al. 2020

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Heterogeneous many-cores are now an integral part of modern computing systems ranging from embedding systems to supercomputers. While heterogeneous many-core design offers the potential for energy-efficient high-performance, such potential can only be unlocked if the application programs are suitably parallel and can be made to match the underlying heterogeneous platform. In this article, we provide a comprehensive survey for parallel programming models for heterogeneous many-core architectures and review the compiling techniques of improving programmability and portability. We examine various software optimization techniques for minimizing the communicating overhead between heterogeneous computing devices. We provide a road map for a wide variety of different research areas. We conclude with a discussion on open issues in the area and potential research directions. This article provides both an accessible introduction to the fast-moving area of heterogeneous programming and a detailed bibliography of its main achievements.

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“…Other skeleton-based programming models include Muesli [71], Marrow [144], ParallelME [49,65], etc. Compared with the C++-based programming models, the skeleton programming model is lack of generality, i.e., some computing or communication patterns are difficult to be represented by the builtin skeletons.…”

Section: Skeleton-based Programming Modelsmentioning

confidence: 99%

Parallel Programming Models for Heterogeneous Many-Cores : A Survey

Fang¹,

Huang²,

Tang³

et al. 2020

Preprint

0

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Heterogeneous many-cores are now an integral part of modern computing systems ranging from embedding systems to supercomputers. While heterogeneous many-core design offers the potential for energy-efficient high-performance, such potential can only be unlocked if the application programs are suitably parallel and can be made to match the underlying heterogeneous platform. In this article, we provide a comprehensive survey for parallel programming models for heterogeneous many-core architectures and review the compiling techniques of improving programmability and portability. We examine various software optimization techniques for minimizing the communicating overhead between heterogeneous computing devices. We provide a road map for a wide variety of different research areas. We conclude with a discussion on open issues in the area and potential research directions. This article provides both an accessible introduction to the fast-moving area of heterogeneous programming and a detailed bibliography of its main achievements.

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“…Essas características superam as limitações individuais de dispositivos móveis, que pode comprometer a execução de uma aplicação onerosa em umúnico aparelho. A proposta do ParallelUS baseia-se no ambiente ParallelME [Andrade et al 2016], herdando a abstração em alto nível de programação [de Carvalho et al 2016], tal como os módulos necessários para o controle dos mecanismos de execução em baixo nível, além da dinamicidade da coordenação transparente de recursos.…”

Section: Parallelus: a Parallel And Distributed System For Mobile Envunclassified

“…Entre essas bibliotecas e run-time systems, destacamos o Pa-rallelME [Andrade et al 2016], um mecanismo móvel e paralelo desenvolvido para explorar a heterogeneidade em dispositivos Android. O ParallelME destaca-se pela sua biblioteca de alto nível [de Carvalho et al 2016], com uma abstração amigável em Java [Gosling et al 1996], e a habilidade de coordenar de forma transparente o uso de recursos em arquiteturas móveis heterogêneas por meio de seus mecanismos de execução baseado em tarefas. Esse mecanismo de execução traduz blocos de execução, previamente definidos em Java alto-nível, para representações baixo nível, C++ em conjunto com OpenCL no nível NDK do Android.…”

Section: Introductionunclassified

ParallelUS: Um Ambiente Paralelo e Distribuído para Aplicações Móveis

Avelar

¹

,

Andrade

²

,

Rocha

³

2019

REIC

Self Cite

0

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O desenvolvimento de novas tecnologias vem impulsionando avanços significativos nas arquiteturas computacionais, refletindo assim, em arquiteturas móveis massivamente heterogêneas e paralelas. O uso efetivo das unidades de processamento em dispositivos móveis ainda é um desafio. Neste trabalho propomos o ParallelUS, uma plataforma paralela e distribuída que, por meio do transbordo de tarefas, possibilita diferentes dispositivos móveis executar cooperativamente um mesmo aplicativo. Avaliamos o ParallelUS em diferentes cenários e nossos resultados mostram que a plataforma proposta fornece de maneira eficiente recursos para implementação e execução de aplicações móveis.

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Exploring Heterogeneous Mobile Architectures with a High-Level Programming Model

Cited by 4 publications

References 9 publications

Parallel programming models for heterogeneous many-cores: a comprehensive survey

Parallel programming models for heterogeneous many-cores: a comprehensive survey

Parallel Programming Models for Heterogeneous Many-Cores : A Survey

ParallelUS: Um Ambiente Paralelo e Distribuído para Aplicações Móveis

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