Parallelization of the Banded Needleman & Wunsch Algorithm on UPMEM PiM Architecture for Long DNA Sequence Alignment

Sequence alignment is an ubiquitous task in genomics analysis whose performance can be affected by the memory-wall on a processor-centric architecture. Processing-in-Memory (PiM) architectures provide a memory system with integrated computing capabilities to alleviate this bottleneck. In this paper, we present a long read optimized version of the Needleman and Wunsch (N&W) algorithm based on PiM devices developed by the UPMEM company. Such memories add 128 computing units to a standard 16GB DIMM. On a server equipped with 20 UPMEM PiMs, our N&W implementation outperforms standard alignment tools by an order of magnitude compared to a traditional multicore server.

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-08-12
DOI
https://doi.org/10.5281/zenodo.15085923
Primary Topic
Genomics and Phylogenetic Studies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Parallelization of the Banded Needleman & Wunsch Algorithm on UPMEM PiM Architecture for Long DNA Sequence Alignment

Zenodo (CERN European Organization for Nuclear Research)
Genomics and Phylogenetic Studies
article

Parallelization of the Banded Needleman & Wunsch Algorithm on UPMEM PiM Architecture for Long DNA Sequence Alignment

article en

Abstract

Sequence alignment is an ubiquitous task in genomics analysis whose performance can be affected by the memory-wall on a processor-centric architecture. Processing-in-Memory (PiM) architectures provide a memory system with integrated computing capabilities to alleviate this bottleneck. In this paper, we present a long read optimized version of the Needleman and Wunsch (N&W) algorithm based on PiM devices developed by the UPMEM company. Such memories add 128 computing units to a standard 16GB DIMM. On a server equipped with 20 UPMEM PiMs, our N&W implementation outperforms standard alignment tools by an order of magnitude compared to a traditional multicore server.

Zenodo (CERN European Organization for Nuclear Research)
Institut national de recherche en sciences et technologies du numérique (FR), Museum of Decorative Arts in Prague (CZ), Université de Rennes (FR)
Industry, innovation and infrastructure
Openalex Percentile: Top 71%
Genomics and Phylogenetic Studies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.