Flare: Flexible In-Network Allreduce

التفاصيل البيبلوغرافية
العنوان: Flare: Flexible In-Network Allreduce
المؤلفون: De Sensi, Daniele, Di Girolamo, Salvatore, Ashkboos, Saleh, Li, Shigang, Hoefler, Torsten
المصدر: Published in Proceedings of The International Conference for High Performance Computing Networking, Storage, and Analysis (SC '21) (2021)
سنة النشر: 2021
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Distributed, Parallel, and Cluster Computing, Computer Science - Hardware Architecture, Computer Science - Networking and Internet Architecture, C.2.4, C.2.1, B.4.3
الوصف: The allreduce operation is one of the most commonly used communication routines in distributed applications. To improve its bandwidth and to reduce network traffic, this operation can be accelerated by offloading it to network switches, that aggregate the data received from the hosts, and send them back the aggregated result. However, existing solutions provide limited customization opportunities and might provide suboptimal performance when dealing with custom operators and data types, with sparse data, or when reproducibility of the aggregation is a concern. To deal with these problems, in this work we design a flexible programmable switch by using as a building block PsPIN, a RISC-V architecture implementing the sPIN programming model. We then design, model, and analyze different algorithms for executing the aggregation on this architecture, showing performance improvements compared to state-of-the-art approaches.
نوع الوثيقة: Working Paper
DOI: 10.1145/3458817.3476178
URL الوصول: http://arxiv.org/abs/2106.15565
رقم الأكسشن: edsarx.2106.15565
قاعدة البيانات: arXiv