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AIgean: An Open Framework for Deploying Machine Learning on Heterogeneous Clusters

AIgean, pronounced like the sea, is an open framework to build and deploy machine learning (ML) algorithms on a heterogeneous cluster of devices (CPUs and FPGAs). We leverage two open source projects: Galapagos, for multi-FPGA deployment, and hls4ml, for generating ML kernels synthesizable using Viv...

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Detalles Bibliográficos
Autores principales: Tarafdar, Naif, Di Guglielmo, Giuseppe, Harris, Philip C, Krupa, Jeffrey D, Loncar, Vladimir, Rankin, Dylan S, Tran, Nhan, Wu, Zhenbin, Shen, Qianfeng Clark, Chow, Paul
Lenguaje:eng
Publicado: 2022
Materias:
Acceso en línea:https://dx.doi.org/10.1145/3482854
http://cds.cern.ch/record/2815854