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Portability is critical to ensuring high productivity in developing and maintaining scientific software as the diversity in on-node hardware architectures increases. While several programming models provide portability for diverse GPU…

分布式、并行与集群计算 · 计算机科学 2025-09-08 Joshua H. Davis , Pranav Sivaraman , Joy Kitson , Konstantinos Parasyris , Harshitha Menon , Isaac Minn , Giorgis Georgakoudis , Abhinav Bhatele

Hardware heterogeneity is here to stay for high-performance computing. Large-scale systems are currently equipped with multiple GPU accelerators per compute node and are expected to incorporate more specialized hardware. This shift in the…

分布式、并行与集群计算 · 计算机科学 2023-03-09 Polykarpos Thomadakis , Nikos Chrisochoides

In this paper, we introduce a software-defined framework that enables the parallel utilization of all the programmable processing resources available in heterogeneous system-on-chip (SoC) including FPGA-based hardware accelerators and…

Scientific computing in the exascale era demands increased computational power to solve complex problems across various domains. With the rise of heterogeneous computing architectures the need for vendor-agnostic, performance portability…

分布式、并行与集群计算 · 计算机科学 2025-11-05 Johansell Villalobos , Josef Ruzicka , Silvio Rizzi

The vast amount of processing power and memory bandwidth provided by modern Graphics Processing Units (GPUs) make them a platform for data-intensive applications. The database community identified GPUs as effective co-processors for data…

分布式、并行与集群计算 · 计算机科学 2019-07-02 Bernd Amann , Youry Khmelevsky , Gaetan Hains

FPGA accelerators are gaining increasing attention in both cloud and edge computing because of their hardware flexibility, high computational throughput, and low power consumption. However, the design flow of FPGAs often requires specific…

硬件体系结构 · 计算机科学 2021-02-22 Masudul Hassan Quraishi , Erfan Bank Tavakoli , Fengbo Ren

The most popular heterogeneous many-core platform, the CPU+GPU combination, has received relatively little attention in operating systems research. This platform is already widely deployed: GPUs can be found, in some form, in most desktop…

操作系统 · 计算机科学 2013-05-21 Weibin Sun , Robert Ricci

Programmable circuits such as general-purpose processors or FPGAs have their end-user energy efficiency strongly dependent on the program that they execute. Ultimately, it is the programmer's ability to code and, in the case of general…

分布式、并行与集群计算 · 计算机科学 2021-04-13 Samuel Xavier-de-Souza , Eduardo A. Neves , Alex F. A. Furtunato , Luiz F. Q. Silveira , Kyriakos Georgiou , Kerstin I. Eder

Today, artificial neural networks are one of the major innovators pushing the progress of machine learning. This has particularly affected the development of neural network accelerating hardware. However, since most of these architectures…

硬件体系结构 · 计算机科学 2021-02-12 Simon Pfenning , Philipp Holzinger , Marc Reichenbach

This paper contains the most important aspects of computing grids. Grid computing allows high performance distributed systems to act as a single computer. An overview of grids structure and techniques is given in order to understand the way…

分布式、并行与集群计算 · 计算机科学 2009-03-05 Delia Sabina Stinga

Embedded Field-Programmable Gate Arrays (eFPGAs) allow for the design of hardware accelerators of edge Machine Learning (ML) applications at a lower power budget compared with traditional FPGA platforms. However, the limited eFPGA logic and…

硬件体系结构 · 计算机科学 2025-02-13 Tousif Rahman , Gang Mao , Bob Pattison , Sidharth Maheshwari , Marcos Sartori , Adrian Wheeldon , Rishad Shafik , Alex Yakovlev

Grid computing has attracted many researchers over a few years, and as a result many new protocols have emerged and also evolved since its inception a decade ago. Grid protocols play major role in implementing services that facilitate…

分布式、并行与集群计算 · 计算机科学 2013-02-25 Harshad B. Prajapati , Vipul K. Dabhi

Graph partitioning, a well studied problem of parallel computing has many applications in diversified fields such as distributed computing, social network analysis, data mining and many other domains. In this paper, we introduce FGPGA, an…

神经与进化计算 · 计算机科学 2014-11-18 Md. Lisul Islam , Novia Nurain , Swakkhar Shatabda , M Sohel Rahman

GPUs and other accelerators are popular devices for accelerating compute-intensive, parallelizable applications. However, programming these devices is a difficult task. Writing efficient device code is challenging, and is typically done in…

编程语言 · 计算机科学 2018-10-23 Tim Besard , Christophe Foket , Bjorn De Sutter

Massive data sets have radically changed our understanding of how to design efficient algorithms; the streaming paradigm, whether it in terms of number of passes of an external memory algorithm, or the single pass and limited memory of a…

图形学 · 计算机科学 2007-05-23 Suresh Venkatasubramanian

Modern field programmable gate arrays (FPGAs) can produce high performance in a wide range of applications, and their computational capacity is becoming abundant in personal computers. Regardless of this fact, FPGA virtualization is an…

分布式、并行与集群计算 · 计算机科学 2019-04-09 Duc-Canh Le , Chan-Hyun Youn

The advent of computationally demanding algorithms and high data rate instruments in new space applications pushes the space industry to explore disruptive solutions for on-board data processing. We examine heterogeneous computing…

In this treatise, my research on methods to improve efficiency, reliability, and security of reconfigurable hardware systems, i.e., FPGAs, through partial dynamic reconfiguration is outlined. The efficiency of reconfigurable systems can be…

硬件体系结构 · 计算机科学 2018-10-01 Daniel Ziener

In the field of High Performance Computing, communications among processes represent a typical bottleneck for massively parallel scientific applications. Object of this research is the development of a network interface card with specific…

分布式、并行与集群计算 · 计算机科学 2022-09-07 Roberto Ammendola

This paper presents a stream processor generator, called SPGen, for FPGA-based system-on-chip platforms. In our research project, we use an FPGA as a common platform for applications ranging from HPC to embedded/robotics computing.…

其他计算机科学 · 计算机科学 2014-08-25 Kentaro Sano , Hayato Suzuki , Ryo Ito , Tomohiro Ueno , Satoru Yamamoto