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基于机器学习的计算机自动化任务调度算法优化研究
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作者 司徒莹 廖文萱 《移动信息》 2025年第2期280-282,共3页
文中阐述了计算机任务调度的原理,包括任务调度的目标设定、约束条件分析以及传统任务调度算法的工作机制和流程.分析了机器学习在任务调度中的应用,涵盖任务特征提取、任务预测和资源分配等方面.同时,提出了基于机器学习的计算机自动... 文中阐述了计算机任务调度的原理,包括任务调度的目标设定、约束条件分析以及传统任务调度算法的工作机制和流程.分析了机器学习在任务调度中的应用,涵盖任务特征提取、任务预测和资源分配等方面.同时,提出了基于机器学习的计算机自动化任务调度算法优化策略,包括算法选择与改进、参数优化与训练方法调整以及混合算法设计,以期为提高计算机任务调度的效率和性能提供理论支持和实践指导. 展开更多
关键词 计算机任务调度 机器学习 算法优化
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High performance computing of DGDFT for tens of thousands of atoms using millions of cores on Sunway TaihuLight 被引量:4
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作者 Wei Hu Xinming Qin +9 位作者 Qingcai Jiang Junshi Chen Hong An Weile Jia Fang Li Xin Liu Dexun Chen Fangfang Liu Yuwen Zhao Jinlong Yang 《Science Bulletin》 SCIE EI CSCD 2021年第2期111-119,M0003,共10页
High performance computing(HPC)is a powerful tool to accelerate the Kohn–Sham density functional theory(KS-DFT)calculations on modern heterogeneous supercomputers.Here,we describe a massively parallel implementation ... High performance computing(HPC)is a powerful tool to accelerate the Kohn–Sham density functional theory(KS-DFT)calculations on modern heterogeneous supercomputers.Here,we describe a massively parallel implementation of discontinuous Galerkin density functional theory(DGDFT)method on the Sunway Taihu Light supercomputer.The DGDFT method uses the adaptive local basis(ALB)functions generated on-the-fly during the self-consistent field(SCF)iteration to solve the KS equations with high precision comparable to plane-wave basis set.In particular,the DGDFT method adopts a two-level parallelization strategy that deals with various types of data distribution,task scheduling,and data communication schemes,and combines with the master–slave multi-thread heterogeneous parallelism of SW26010 processor,resulting in large-scale HPC KS-DFT calculations on the Sunway Taihu Light supercomputer.We show that the DGDFT method can scale up to 8,519,680 processing cores(131,072 core groups)on the Sunway Taihu Light supercomputer for studying the electronic structures of twodimensional(2 D)metallic graphene systems that contain tens of thousands of carbon atoms. 展开更多
关键词 Density functional theory Tens of thousands of atoms High performance computing Sunway TaihuLight
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