Eliminating Bank Conflicts in GPU Mergesort

Graphics Processing Units (GPUs) have emerged as popular architectures for high-performance computing due to their parallelism and low latency context switching capabilities. However, optimizing GPU implementations can be challenging due to the complexity of the architecture, such as the diverse characteristics of memory units. While most optimization efforts focus on parallelism and global memory access, for some algorithms memory conflicts in shared memory, known as bank conflicts, can significantly impact performance. This affects the accuracy of theoretical runtime analysis of GPU algorithms.

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Publication Details

Published
2025-07-16
DOI
https://doi.org/10.1145/3694906.3743337
Citations
1
Primary Topic
Distributed systems and fault tolerance
Type
article
Field-Weighted Citation Impact
1.49

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article

Eliminating Bank Conflicts in GPU Mergesort

Kyle Berney, Nodari Sitchinava
1 citations
Distributed systems and fault tolerance
1.49
article

Eliminating Bank Conflicts in GPU Mergesort

Kyle Berney, Nodari Sitchinava
article en
1 citations

Abstract

Graphics Processing Units (GPUs) have emerged as popular architectures for high-performance computing due to their parallelism and low latency context switching capabilities. However, optimizing GPU implementations can be challenging due to the complexity of the architecture, such as the diverse characteristics of memory units. While most optimization efforts focus on parallelism and global memory access, for some algorithms memory conflicts in shared memory, known as bank conflicts, can significantly impact performance. This affects the accuracy of theoretical runtime analysis of GPU algorithms.

University of Hawaiʻi at Mānoa (US)
National Science Foundation
Openalex Percentile: Top 15%
Distributed systems and fault tolerance
1.49
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