I/o access patterns in hpc applications: A 360-degree survey

JL Bez, S Byna, S Ibrahim - ACM Computing Surveys, 2023 - dl.acm.org
The high-performance computing I/O stack has been complex due to multiple software
layers, the inter-dependencies among these layers, and the different performance tuning …

A survey and classification of software-defined storage systems

R Macedo, J Paulo, J Pereira, A Bessani - ACM Computing Surveys …, 2020 - dl.acm.org
The exponential growth of digital information is imposing increasing scale and efficiency
demands on modern storage infrastructures. As infrastructure complexity increases, so does …

Parallel i/o evaluation techniques and emerging hpc workloads: A perspective

S Neuwirth, AK Paul - 2021 IEEE International Conference on …, 2021 - ieeexplore.ieee.org
Emerging workloads such as artificial intelligence, big data analytics and complex multi-step
workflows alongside future exascale applications are anticipated future HPC workloads …

Landscape of High-Performance Python to Develop Data Science and Machine Learning Applications

O Castro, P Bruneau, JS Sottet… - ACM Computing Surveys, 2023 - dl.acm.org
Python has become the prime language for application development in the data science and
machine learning domains. However, data scientists are not necessarily experienced …

The role of storage target allocation in applications' I/O performance with BeeGFS

F Boito, G Pallez, L Teylo - 2022 IEEE International Conference …, 2022 - ieeexplore.ieee.org
Parallel file systems are at the core of HPC I/O infrastructures. Those systems minimize the
I/O time of applications by separating files into fixed-size chunks and distributing them …

Achieving enhanced performance combining checkpointing and dynamic state partitioning

HS Goulart, J Trombeta, Á Franco… - 2023 IEEE 35th …, 2023 - ieeexplore.ieee.org
Fault-tolerant systems rely on recovery techniques to enhance system resilience. In this
regard, checkpointing procedures periodically take snapshots of the system state during …

Nvmm-oriented hierarchical persistent client caching for lustre

W Cheng, C Li, L Zeng, Y Qian, X Li… - ACM Transactions on …, 2021 - dl.acm.org
In high-performance computing (HPC), data and metadata are stored on special server
nodes and client applications access the servers' data and metadata through a network …

Drishti: Guiding end-users in the i/o optimization journey

JL Bez, H Ather, S Byna - 2022 IEEE/ACM International Parallel …, 2022 - ieeexplore.ieee.org
The complex software and hardware I/O stack of HPC platforms makes it challenging for end-
users to obtain superior I/O performance and to understand the root causes of I/O …

PLATFORM: Parallel Linear Algebra Tool FOr Reduced Modeling

N Arnold-Medabalimi, CR Wentland, C Huang… - SoftwareX, 2023 - Elsevier
With advances in the scope of computational modeling methodologies, an increased focus
is being placed on the application of data-driven techniques to increasingly complex …

[图书][B] High-performance big data computing

DK Panda, X Lu, D Shankar - 2022 - books.google.com
An in-depth overview of an emerging field that brings together high-performance computing,
big data processing, and deep lLearning. Over the last decade, the exponential explosion of …