Dlio: A data-centric benchmark for scientific deep learning applications
Deep learning has been shown as a successful method for various tasks, and its popularity
results in numerous open-source deep learning software tools. Deep learning has been …
results in numerous open-source deep learning software tools. Deep learning has been …
AIBench training: Balanced industry-standard AI training benchmarking
Earlier-stage evaluations of a new AI architecture/system need affordable AI benchmarks.
Only using a few AI component benchmarks like MLPerf alone in the other stages may lead …
Only using a few AI component benchmarks like MLPerf alone in the other stages may lead …
Flbench: A benchmark suite for federated learning
Federated learning is a new machine learning paradigm. The goal is to build a machine
learning model from the data sets distributed on multiple devices–so-called an isolated data …
learning model from the data sets distributed on multiple devices–so-called an isolated data …
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: Representative, repeatable and simple hpc ai benchmarking
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 …
Size & shape matters: The need of hpc benchmarks of high resolution image training for deep learning
FP Pont, P Megias, D Garcia-Gasulla… - Supercomputing …, 2021 - superfri.org
One of the purposes of HPC benchmarks is to identify limitations and bottlenecks in
hardware. This functionality is particularly influential when assessing performance on …
hardware. This functionality is particularly influential when assessing performance on …
[图书][B] Towards a Self-Programmable Storage Solution in Extreme-Scale Environments
H Devarajan - 2021 - search.proquest.com
Traditional compute-centric scientific discovery has led to a growing gap between
computation power and storage capabilities. However, in the data explosion era, where data …
computation power and storage capabilities. However, in the data explosion era, where data …