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Wilkins: HPC In Situ Workflows Made Easy

Authors :
Yildiz, Orcun
Morozov, Dmitriy
Nigmetov, Arnur
Nicolae, Bogdan
Peterka, Tom
Publication Year :
2024

Abstract

In situ approaches can accelerate the pace of scientific discoveries by allowing scientists to perform data analysis at simulation time. Current in situ workflow systems, however, face challenges in handling the growing complexity and diverse computational requirements of scientific tasks. In this work, we present Wilkins, an in situ workflow system that is designed for ease-of-use while providing scalable and efficient execution of workflow tasks. Wilkins provides a flexible workflow description interface, employs a high-performance data transport layer based on HDF5, and supports tasks with disparate data rates by providing a flow control mechanism. Wilkins seamlessly couples scientific tasks that already use HDF5, without requiring task code modifications. We demonstrate the above features using both synthetic benchmarks and two science use cases in materials science and cosmology.

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2404.03591
Document Type :
Working Paper