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支持混合业务的异构算力调度平台设计与实现

胡继东 马欣 韩冰 王天齐 鞠炜刚 朱政 汪鹏

计算机与现代化Issue(1):91-100,10.
计算机与现代化Issue(1):91-100,10.DOI:10.3969/j.issn.1006-2475.2026.01.013

支持混合业务的异构算力调度平台设计与实现

Design and Implementation of a Heterogeneous Computing Scheduling Platform Supporting Hybrid Services

胡继东 1马欣 1韩冰 1王天齐 1鞠炜刚 1朱政 1汪鹏2

作者信息

  • 1. 北京兴云数科技术有限公司,北京 100176
  • 2. 东南大学,江苏 南京 211189
  • 折叠

摘要

Abstract

With the rapid increase of large-scale computing requirements in each field,the complexity of resource scheduling is greatly increased due to resource scale expansion and architecture heterogeneity.To address this challenge,this document de-signs and implements a heterogeneous computing power scheduling platform(HCSP)that supports mixed service execution.Through a unified service model and resource scheduling framework,this platform achieves collaborative scheduling of diversi-fied resources,effectively improving resource utilization and scheduling efficiency.The DAG unified service model is designed to adapt to mixed service scenarios and ensure that resources are mixed in different service scenarios under the unified scheduling framework.Designs a unified scheduling framework,integrates multi-dimensional resource scheduling policies,optimizes het-erogeneous resource configurations,and provides the basis for resource scheduling algorithms.Hybrid services are introduced to HCSP to support high-concurrency scheduling in large-scale heterogeneous computing environments and improve resource usage efficiency.Empirical evidence shows that in large-scale heterogeneous computing-power clusters,HCSP significantly improves resource usage,and the average CPU usage is increased from 18%to 36%.Compared with Jenkins scheduling,HCSP greatly im-proves scheduling efficiency.This platform not only shows its practicality as an advanced scheduling platform,but also provides innovative solutions to the management problems of large-scale computing resources.

关键词

异构算力/任务编排/任务调度/资源调度/调度算法

Key words

heterogeneous computing power/task orchestration/task scheduling/resource schedulingies/scheduling algorithm

分类

信息技术与安全科学

引用本文复制引用

胡继东,马欣,韩冰,王天齐,鞠炜刚,朱政,汪鹏..支持混合业务的异构算力调度平台设计与实现[J].计算机与现代化,2026,(1):91-100,10.

基金项目

国家自然科学基金资助项目(62376057) (62376057)

计算机与现代化

1006-2475

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