Optimizing Power and Power Delivery For Data Center GPUs

GPUs are used in products from ultra-low power mobile devices to high performance machine learning accelerators in data centers. Across the products, power and power delivery have become top limiters to performance and are key considerations in the early stages of product definition and design. In particular, the power and power delivery problem has been significantly exacerbated with the recent trends in the growth of AI workloads. In this paper, we present some of the data centers driven power optimizations used in latest generation of AMD GPUs including the recently announced AMD Instinct™ MI300 GPU. To this end, we cover power and power delivery optimization techniques spanning the product life cycle from architecture, physical design, validation, test, and manufacturing with an eye on the challenges in the road ahead.

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Published
2024-10-06
DOI
https://doi.org/10.1109/epeps61853.2024.10753932
Primary Topic
Cloud Computing and Resource Management
Type
article
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Optimizing Power and Power Delivery For Data Center GPUs

Rajit Seahra, Amit Jain, Tawfik Rahal-Arabi, Paul Van der Arend et al.
Cloud Computing and Resource Management
article

Optimizing Power and Power Delivery For Data Center GPUs

Rajit Seahra, Amit Jain, Tawfik Rahal-Arabi, Paul Van der Arend, Mehdi Saidi, Rashad Oreifej, Sriram Sundaram
article en

Abstract

GPUs are used in products from ultra-low power mobile devices to high performance machine learning accelerators in data centers. Across the products, power and power delivery have become top limiters to performance and are key considerations in the early stages of product definition and design. In particular, the power and power delivery problem has been significantly exacerbated with the recent trends in the growth of AI workloads. In this paper, we present some of the data centers driven power optimizations used in latest generation of AMD GPUs including the recently announced AMD Instinct™ MI300 GPU. To this end, we cover power and power delivery optimization techniques spanning the product life cycle from architecture, physical design, validation, test, and manufacturing with an eye on the challenges in the road ahead.

Advanced Micro Devices (Canada) (CA)
Affordable and clean energy
Openalex Percentile: Top 68%
Cloud Computing and Resource Management
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Optimizing Power and Power Delivery For Data Center GPUs — Rajit Seahra, Amit Jain, et al. · (2024) | TGRS Research Map | TGRS