GPU-Initiated On-Demand High-Throughput Storage Access in the BaM System Architecture

Author:

Qureshi Zaid1,Mailthody Vikram Sharma1,Gelado Isaac2,Min Seungwon1,Masood Amna3,Park Jeongmin4,Xiong Jinjun5,Newburn C. J.2,Vainbrand Dmitri2,Chung I-Hsin6,Garland Michael2,Dally William7,Hwu Wen-mei1

Affiliation:

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

2. NVIDIA, USA

3. University of Illinois at Urbana-Champaign, USA / AMD, USA

4. University of Illinois at Urbana-Champaign, USA

5. University at Buffalo, USA

6. IBM Research, USA

7. NVIDIA, USA / Stanford University, USA

Funder

IBM-ILLINOIS C3SR

IBM-ILLINOIS Discovery Accelerator Institute

Nvidia

Publisher

ACM

Reference74 articles.

1. B. Acun , M. Murphy , X. Wang , J. Nie , C. Wu , and K. Hazelwood . 2021. Understanding Training Efficiency of Deep Learning Recommendation Models at Scale . In 2021 IEEE International Symposium on High-Performance Computer Architecture (HPCA’21) . IEEE Computer Society, Los Alamitos, CA, USA. 802–814. B. Acun, M. Murphy, X. Wang, J. Nie, C. Wu, and K. Hazelwood. 2021. Understanding Training Efficiency of Deep Learning Recommendation Models at Scale. In 2021 IEEE International Symposium on High-Performance Computer Architecture (HPCA’21). IEEE Computer Society, Los Alamitos, CA, USA. 802–814.

2. DCS

3. AMD. 2021. RADEON-SSG API Manual. https://www.amd.com/system/files/documents/ssg-api-user-manual.pdf AMD. 2021. RADEON-SSG API Manual. https://www.amd.com/system/files/documents/ssg-api-user-manual.pdf

4. Jens Axboe. 2020. Efficient IO with io_uring. Jens Axboe. 2020. Efficient IO with io_uring.

5. 2022. BaM GitHub Repository. https://github.com/ZaidQureshi/bam 2022. BaM GitHub Repository. https://github.com/ZaidQureshi/bam

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2. Neos: A NVMe-GPUs Direct Vector Service Buffer in User Space;2024 IEEE 40th International Conference on Data Engineering (ICDE);2024-05-13

3. GMT: GPU Orchestrated Memory Tiering for the Big Data Era;Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 3;2024-04-27

4. Smart-Infinity: Fast Large Language Model Training using Near-Storage Processing on a Real System;2024 IEEE International Symposium on High-Performance Computer Architecture (HPCA);2024-03-02

5. H3DM: A High-bandwidth High-capacity Hybrid 3D Memory Design for GPUs;Proceedings of the ACM on Measurement and Analysis of Computing Systems;2024-02-16

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