V10: Hardware-Assisted NPU Multi-tenancy for Improved Resource Utilization and Fairness

Author:

Xue Yuqi1ORCID,Liu Yiqi1ORCID,Nai Lifeng2ORCID,Huang Jian1ORCID

Affiliation:

1. University of Illinois at Urbana-Champaign, Urbana, Illinois, USA

2. Google, Mountain View, California, USA

Funder

NSF (National Science Foundation)

Publisher

ACM

Reference55 articles.

1. 2014. FreePDK15. https://eda.ncsu.edu/freepdk15/ 2014. FreePDK15. https://eda.ncsu.edu/freepdk15/

2. 2020. Hardware Accelerated GPU Scheduling. https://devblogs.microsoft.com/directx/hardware-accelerated-gpu-scheduling/ 2020. Hardware Accelerated GPU Scheduling. https://devblogs.microsoft.com/directx/hardware-accelerated-gpu-scheduling/

3. 2020. Understanding 8 types of Cross-Validation: A Deep dive explanation of cross-validation and its types. https://towardsdatascience.com/understanding-8-types-of-cross-validation-80c935a4976d 2020. Understanding 8 types of Cross-Validation: A Deep dive explanation of cross-validation and its types. https://towardsdatascience.com/understanding-8-types-of-cross-validation-80c935a4976d

4. 2022. Profile your model with Cloud TPU tools. https://cloud.google.com/tpu/docs/profile-tpu-vm 2022. Profile your model with Cloud TPU tools. https://cloud.google.com/tpu/docs/profile-tpu-vm

5. 2022. Supported reference models. https://cloud.google.com/tpu/docs/tutorials/supported-models 2022. Supported reference models. https://cloud.google.com/tpu/docs/tutorials/supported-models

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Research on High-Performance Fourier Transform Algorithms Based on the NPU;Applied Sciences;2024-01-01

2. System Virtualization for Neural Processing Units;Proceedings of the 19th Workshop on Hot Topics in Operating Systems;2023-06-22

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3