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Samoyeds: Accelerating MoE Models with Structured Sparsity Leveraging Sparse Tensor Cores

descriptionPublicationkeyboard_double_arrow_right Article , Preprint 30 Mar 2025Embargo end date: 01 Jan 2025Publisher:ACMJournal:Proceedings of the Twentieth European Conference on Computer Systems
Authors: Wu, Chenpeng; Gu, Qiqi; Shi, Heng; Yao, Jianguo; guan, haibing;

doi: 10.1145/3689031.3717455 , 10.5281/zenodo.14880515 , 10.5281/zenodo.14880516 , 10.48550/arxiv.2503.10725

arXiv: 2503.10725

Samoyeds: Accelerating MoE Models with Structured Sparsity Leveraging Sparse Tensor Cores

Abstract

This is the artifact for the EuroSys 2025 Paper: Samoyeds: Accelerating MoE Models with Structured Sparsity Leveraging Sparse Tensor Cores. The code is available in https://github.com/guqiqi/Samoyeds.git

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Keywords

FOS: Computer and information sciences, Computer Science - Machine Learning, Computer Science - Operating Systems, Artificial Intelligence (cs.AI), Computer Science - Distributed, Parallel, and Cluster Computing, Computer Science - Artificial Intelligence, Operating Systems (cs.OS), Distributed, Parallel, and Cluster Computing (cs.DC), Machine Learning (cs.LG)

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    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).
    		 1
    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.
    		 Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
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!
1
Average
Average
Average
Green