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The problem of learning parallel computer performance is investigated in the context of multicore processors. Given a fixed workload, the effect of varying system configuration on performance is sought. Conventionally, the performance…

机器学习 · 计算机科学 2022-09-28 Chaitanya Poolla , Rahul Saxena

In this work I present a generalization of Amdahl's law on the limits of a parallel implementation with many processors. In particular I establish some mathematical relations involving the number of processors and the dimension of the…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Gianluca Argentini

The author's research of topologies of parallel computing systems and the tasks solved with them, including the corresponding tools of their modeling, is summarized in the present paper. The original topological model of such systems is…

分布式、并行与集群计算 · 计算机科学 2020-10-07 Victor A. Melent'ev

Classical Amdahl's Law conceptualized the limit of speedup for an era of fixed serial-parallel decomposition and homogeneous replication. Modern heterogeneous systems need a different conceptual framework: constrained resources must be…

分布式、并行与集群计算 · 计算机科学 2026-04-09 Chien-Ping Lu

The paper explains why Amdahl's Law shall be interpreted specifically for distributed parallel systems and why it generated so many debates, discussions, and abuses. We set up a general model and list many of the terms affecting parallel…

性能 · 计算机科学 2020-04-20 János Végh

With the spread of multi- and many-core processors more and more typical task is to re-implement some source code written originally for a single processor to run on more than one cores. Since it is a serious investment, it is important to…

性能 · 计算机科学 2016-07-25 János Végh , Péter Molnár , József Vásárhelyi

This paper reinterprets Amdahl's law in terms of execution time and applies this simple model to supercomputing. The systematic discussion results in practical formulas enabling to calculate expected running time using large number of…

分布式、并行与集群计算 · 计算机科学 2018-01-01 János Végh

A parallel program can be represented as a directed acyclic graph. An important performance bound is the time to execute the critical path through the graph. We show how this performance metric is related to Amdahl speedup and the degree of…

分布式、并行与集群计算 · 计算机科学 2011-04-21 Neil J. Gunther

This work analyses the effects of sequential-to-parallel synchronization and inter-core communication on multicore performance, speedup and scaling. A modification of Amdahl law is formulated, to reflect the finding that parallel speedup is…

硬件体系结构 · 计算机科学 2013-06-17 Leonid Yavits , Amir Morad , Ran Ginosar

In high performance computing environments, we observe an ongoing increase in the available numbers of cores. This development calls for re-emphasizing performance (scalability) analysis and speedup laws as suggested in the literature…

分布式、并行与集群计算 · 计算机科学 2023-11-16 Guido Schryen

The longitudinal tracking engine of the particle accelerator simulation application PyHEADTAIL shows a heavy potential for parallelisation. For basic beam circulation, the tracking functionality with the leap-frog algorithm is extracted and…

计算物理 · 物理学 2016-10-20 Adrian Oeftiger

We describe an asynchronous parallel variant of the randomized Kaczmarz (RK) algorithm for solving the linear system $Ax=b$. The analysis shows linear convergence and indicates that nearly linear speedup can be expected if the number of…

数值分析 · 数学 2014-06-10 Ji Liu , Stephen J. Wright , Srikrishna Sridhar

We discuss the computational performance of the adaptive resolution technique in molecular simulation when it is compared with equivalent full coarse-grained and full atomistic simulations. We show that an estimate of its efficiency, within…

计算物理 · 物理学 2017-04-26 Christoph Junghans , Animesh Agarwal , Luigi Delle Site

The matrix element method utilizes ab initio calculations of probability densities as powerful discriminants for processes of interest in experimental particle physics. The method has already been used successfully at previous and current…

计算物理 · 物理学 2015-05-20 Doug Schouten , Adam DeAbreu , Bernd Stelzer

In the world of supercomputers, the large number of processors requires to minimize the inefficiencies of parallelization, which appear as a sequential part of the program from the point of view of Amdahl's law. The recently suggested new…

分布式、并行与集群计算 · 计算机科学 2016-08-02 János Végh

In this paper, we explore how numerical calculations can be accelerated by implementing several numerical methods of fractional-order systems using parallel computing techniques. We investigate the feasibility of parallel computing…

动力系统 · 数学 2016-11-29 A. Baban , C. Bonchiş , A. Fikl , F. Roşu

Quantum coherence allows the computation of an arbitrary number of distinct computational paths in parallel. Based on quantum parallelism it has been conjectured that exponential or even larger speedups of computations are possible. Here it…

高能物理 - 理论 · 物理学 2007-05-23 K. Svozil

Pre-exascale High Performance Computers (HPC) can reach more than 400 Pflop/s real perfor-mance according the HPLinpack benchmarks. For nanoscience and quantum biology there are requirements for those program codes based on quantum physics…

分布式、并行与集群计算 · 计算机科学 2022-10-04 Mindaugas Macernis , Vaidotas Mickus , Janne Ahonen , Laurynas Diska , Jonas Franukevicius , Juozas Sulskus

The multiprocessor effect refers to the loss of computing cycles due to processing overhead. Amdahl's law and the Multiprocessing Factor (MPF) are two scaling models used in industry and academia for estimating multiprocessor capacity in…

分布式、并行与集群计算 · 计算机科学 2009-09-29 Neil J. Gunther

For a class of finite elements approximations for linear stochastic parabolic PDEs it is proved that one can accelerate the rate of convergence by Richardson extrapolation. More precisely, by taking appropriate mixtures of finite elements…

概率论 · 数学 2022-10-11 István Gyöngy , Annie Millet
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