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Workflows Community Summit: Advancing the State-of-the-art of Scientific Workflows Management Systems Research and Development

Authors: Ferreira da Silva, Rafael; Casanova, Henri; Chard, Kyle; Coleman, Tainã; Laney, Dan; Ahn, Dong; Jha, Shantenu; +51 Authors

Workflows Community Summit: Advancing the State-of-the-art of Scientific Workflows Management Systems Research and Development

Abstract

Scientific workflows are a cornerstone of modern scientific computing, and they have underpinned some of the most significant discoveries of the last decade. Many of these workflows have high computational, storage, and/or communication demands, and thus must execute on a wide range of large-scale platforms, from large clouds to upcoming exascale HPC platforms. Workflows will play a crucial role in the data-oriented and post-Moore’s computing landscape as they democratize the application of cutting-edge research techniques, computationally intensive methods, and use of new computing platforms. As workflows continue to be adopted by scientific projects and user communities, they are becoming more complex. Workflows are increasingly composed of tasks that perform computations such as short machine learning inference, multi-node simulations, long-running machine learning model training, amongst others, and thus increasingly rely on heterogeneous architectures that include CPUs but also GPUs and accelerators. The workflow management system (WMS) technology landscape is currently segmented and presents significant barriers to entry due to the hundreds of seemingly comparable, yet incompatible, systems that exist. Another fundamental problem is that there are conflicting theoretical bases and abstractions for a WMS. Systems that use the same underlying abstractions can likely be translated between, which is not the case for systems that use different abstractions. More information: https://workflowsri.org/summits/technical

Keywords

FOS: Computer and information sciences, Standards, Workflow Management System, Scientific Workflows, Cloud Computing, Interoperability, Benchmarking, Computer Science - Distributed, Parallel, and Cluster Computing, Community Engagement, Workflows Community, AI workflows, Artificial Intelligence, API, HPC, Distributed, Parallel, and Cluster Computing (cs.DC), Cyberinfrastructure, Distributed Computing, FAIR

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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