Casper: Accelerating stencil computations using near-cache processing

A Denzler, GF Oliveira, N Hajinazar, R Bera… - IEEE …, 2023 - ieeexplore.ieee.org
Stencil computations are commonly used in a wide variety of scientific applications, ranging
from large-scale weather prediction to solving partial differential equations. Stencil …

Assasin: Architecture support for stream computing to accelerate computational storage

C Zou, AA Chien - … 55th IEEE/ACM International Symposium on …, 2022 - ieeexplore.ieee.org
Computational storage adds computing to storage devices, providing potential benefits in
offload, data-reduction, and lower energy. Successful computational SSD architectures …

Smart-Infinity: Fast Large Language Model Training using Near-Storage Processing on a Real System

H Jang, J Song, J Jung, J Park, Y Kim… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
The recent huge advance of Large Language Models (LLMs) is mainly driven by the
increase in the number of parameters. This has led to substantial memory capacity …

In-storage domain-specific acceleration for serverless computing

R Mahapatra, S Ghodrati, BH Ahn, S Kinzer… - Proceedings of the 29th …, 2024 - dl.acm.org
While (I) serverless computing is emerging as a popular form of cloud execution,
datacenters are going through major changes:(II) storage dissaggregation in the system …

Memory-based computing for energy-efficient ai: Grand challenges

F Karimzadeh, M Imani, B Asgari, N Cao… - 2023 IFIP/IEEE 31st …, 2023 - ieeexplore.ieee.org
The remarkable progress in artificial intelligence (AI) has ushered in a new era
characterized by models with billions of parameters, enabling extraordinary capabilities …

MegIS: High-Performance, Energy-Efficient, and Low-Cost Metagenomic Analysis with In-Storage Processing

NM Ghiasi, M Sadrosadati, H Mustafa… - 2024 ACM/IEEE 51st …, 2024 - ieeexplore.ieee.org
Metagenomics, the study of the genome sequences of diverse organisms in a common
environment, has led to significant advances in many fields. Since the species present in a …

Domain-specific computational storage for serverless computing

R Mahapatra, S Ghodrati, BH Ahn, S Kinzer… - arXiv preprint arXiv …, 2023 - arxiv.org
While (1) serverless computing is emerging as a popular form of cloud execution,
datacenters are going through major changes:(2) storage dissaggregation in the system …

HA-CSD: Host and SSD Coordinated Compression for Capacity and Performance

X Chen, T Lu, J Wang, Y Zhong, G Xie… - 2024 IEEE …, 2024 - ieeexplore.ieee.org
Integrating data compression capability into SSDs has demonstrated great potential to
improve the utilization and lifetime of the storage device and also the performance of the …

MetaStore: High-Performance Metagenomic Analysis via In-Storage Computing

NM Ghiasi, M Sadrosadati, H Mustafa… - arXiv preprint arXiv …, 2023 - arxiv.org
Metagenomics has led to significant advancements in many fields. Metagenomic analysis
commonly involves the key tasks of determining the species present in a sample and their …

Exploiting Structure in Regular Expression Queries

L Zhang, S Deep, A Floratou, A Gruenheid… - Proceedings of the …, 2023 - dl.acm.org
Regular expression, or regex, is widely used to extract critical information from a large
corpus of formatted text by finding patterns of interest. In tasks like log processing, the speed …