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20222025
most citedLotaru: Locally Estimating Runtimes of Scientific Workflow Tasks in Heterogeneous Clusters

20 citations · 99 across the 15 of their papers we have counts for

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Showing 2023Show all

6 papers · 1 filter

cs.DC2023★ 2 cited

The Common Workflow Scheduler Interface: Status Quo and Future Plans

Fabian Lehmann, Jonathan Bader, Lauritz Thamsen +1

Nowadays, many scientific workflows from different domains, such as Remote Sensing, Astronomy, and Bioinformatics, are executed on large computing infrastructures managed by resour…

cs.DC2023★ 11 cited

Large Language Models to the Rescue: Reducing the Complexity in Scientific Workflow Development Using ChatGPT

Mario Sänger, Ninon De Mecquenem, Katarzyna Ewa Lewińska +4

Scientific workflow systems are increasingly popular for expressing and executing complex data analysis pipelines over large datasets, as they offer reproducibility, dependability,…

cs.DC2023★ 17 cited

Lotaru: Locally Predicting Workflow Task Runtimes for Resource Management on Heterogeneous Infrastructures

Jonathan Bader, Fabian Lehmann, Lauritz Thamsen +2

Many resource management techniques for task scheduling, energy and carbon efficiency, and cost optimization in workflows rely on a-priori task runtime knowledge. Building runtime…

cs.DC2023★ 1 cited

Validity Constraints for Data Analysis Workflows

Florian Schintke, Ninon De Mecquenem, David Frantz +9

Porting a scientific data analysis workflow (DAW) to a cluster infrastructure, a new software stack, or even only a new dataset with some notably different properties is often chal…

cs.DC2023

Workflows Community Summit 2022: A Roadmap Revolution

Rafael Ferreira da Silva, Rosa M. Badia, Venkat Bala +102

Scientific workflows have become integral tools in broad scientific computing use cases. Science discovery is increasingly dependent on workflows to orchestrate large and complex s…

cs.DC2023★ 13 cited

How Workflow Engines Should Talk to Resource Managers: A Proposal for a Common Workflow Scheduling Interface

Fabian Lehmann, Jonathan Bader, Friedrich Tschirpke +2

Scientific workflow management systems (SWMSs) and resource managers together ensure that tasks are scheduled on provisioned resources so that all dependencies are obeyed, and some…