Race Ya! An Accelerator-Native I/O Pipeline for HDF5

GPUs and similar accelerators have become the dominant compute platform for STEM applications, from finance to space flight, and beyond. However, HDF5 continues to execute exclusively on the Host CPU of GPU nodes. This talk will present a design overview of moving the I/O pipeline filters, datatype conversions and other transforms from the CPU to the GPU, including how to perform I/O directly from GPU memory. Implementation details of the revised transform pipeline will be included, along with projected performance benefits.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-05-26
DOI
https://doi.org/10.5281/zenodo.15731305
Primary Topic
Parallel Computing and Optimization Techniques
Type
article
Field-Weighted Citation Impact
0.00
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article

Race Ya! An Accelerator-Native I/O Pipeline for HDF5

Zenodo (CERN European Organization for Nuclear Research)
Parallel Computing and Optimization Techniques
article

Race Ya! An Accelerator-Native I/O Pipeline for HDF5

article en

Abstract

GPUs and similar accelerators have become the dominant compute platform for STEM applications, from finance to space flight, and beyond. However, HDF5 continues to execute exclusively on the Host CPU of GPU nodes. This talk will present a design overview of moving the I/O pipeline filters, datatype conversions and other transforms from the CPU to the GPU, including how to perform I/O directly from GPU memory. Implementation details of the revised transform pipeline will be included, along with projected performance benefits.

Zenodo (CERN European Organization for Nuclear Research)
Nvidia (United States) (US)
Industry, innovation and infrastructure
Openalex Percentile: Top 47%
Parallel Computing and Optimization Techniques
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