Hpc ai500 v2. 0: The methodology, tools, and metrics for benchmarking hpc ai systems
Recent years witness a trend of applying large-scale distributed deep learning algorithms
(HPC AI) in both business and scientific computing areas, whose goal is to speed up the …
(HPC AI) in both business and scientific computing areas, whose goal is to speed up the …
Hpc ai500: The methodology, tools, roofline performance models, and metrics for benchmarking hpc ai systems
The recent years witness a trend of applying large-scale distributed deep learning in both
business and scientific computing areas, whose goal is to speed up the training time to …
business and scientific computing areas, whose goal is to speed up the training time to …
HPC AI500: a benchmark suite for HPC AI systems
In recent years, with the trend of applying deep learning (DL) in high performance scientific
computing, the unique characteristics of emerging DL workloads in HPC raise great …
computing, the unique characteristics of emerging DL workloads in HPC raise great …
AIPerf: Automated machine learning as an AI-HPC benchmark
The plethora of complex Artificial Intelligence (AI) algorithms and available High-
Performance Computing (HPC) power stimulates the expeditious development of AI …
Performance Computing (HPC) power stimulates the expeditious development of AI …
SPEChpc 2021 benchmark suites for modern HPC systems
Companion of the 2022 ACM/SPEC International Conference on Performance Engineering:
SPEChpc 2021 Benchmark Suites for Modern HPC Page 1 SPEChpc 2021 Benchmark Suites …
SPEChpc 2021 Benchmark Suites for Modern HPC Page 1 SPEChpc 2021 Benchmark Suites …
A64FX–Your Compiler You Must Decide!
J Domke - 2021 IEEE International Conference on Cluster …, 2021 - ieeexplore.ieee.org
The current number one of the TOP500 list, Supercomputer Fugaku, has demonstrated that
CPU-only HPC systems aren't dead and CPUs can be used for more than just being the host …
CPU-only HPC systems aren't dead and CPUs can be used for more than just being the host …
Scalable, Distributed AI Frameworks: Leveraging Cloud Computing for Enhanced Deep Learning Performance and Efficiency
N Mungoli - arXiv preprint arXiv:2304.13738, 2023 - arxiv.org
In recent years, the integration of artificial intelligence (AI) and cloud computing has
emerged as a promising avenue for addressing the growing computational demands of AI …
emerged as a promising avenue for addressing the growing computational demands of AI …
First experiences in performance benchmarking with the new SPEChpc 2021 suites
H Brunst, S Chandrasekaran, FM Ciorba… - 2022 22nd IEEE …, 2022 - ieeexplore.ieee.org
Modern High Performance Computing (HPC) sys-tems are built with innovative system
architectures and novel programming models to further push the speed limit of computing …
architectures and novel programming models to further push the speed limit of computing …
Future of HPC: Diversifying heterogeneity
D Milojicic, P Faraboschi, N Dube… - … Design, Automation & …, 2021 - ieeexplore.ieee.org
After the end of Dennard scaling and with the imminent end of Moore's Law, it has become
challenging to continue scaling HPC systems within a given power envelope. This is …
challenging to continue scaling HPC systems within a given power envelope. This is …
Power/performance/area evaluations for next-generation hpc processors using the a64fx chip
Future HPC systems, including post-exascale supercomputers, will face severe problems
such as the slowing-down of Moore's law and the limitation of power supply. To achieve …
such as the slowing-down of Moore's law and the limitation of power supply. To achieve …