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

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

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