<?xml version="1.0" encoding="UTF-8"?>
<reference anchor="I-D.yao-tsvwg-cco-requirement-and-analysis" target="https://datatracker.ietf.org/doc/html/draft-yao-tsvwg-cco-requirement-and-analysis-01">
   <front>
      <title>Collective Communication Optimizations: Requirement and Analysis</title>
      <author initials="K." surname="Yao" fullname="Kehan Yao">
         <organization>China Mobile</organization>
      </author>
      <author initials="X." surname="Shiping" fullname="Xu Shiping">
         <organization>China Mobile</organization>
      </author>
      <author initials="Y." surname="Li" fullname="Yizhou Li">
         <organization>Huawei Technologies</organization>
      </author>
      <author initials="H." surname="Huang" fullname="Hongyi Huang">
         <organization>Huawei Technologies</organization>
      </author>
      <author initials="W." surname="Wang" fullname="Weifeng Wang">
         <organization>New H3C Technologies Co., Ltd</organization>
      </author>
      <author initials="D." surname="KUTSCHER" fullname="Dirk KUTSCHER">
         <organization>THE HONG KONG UNIVERSITY OF SCIENCE AND TECHNOLOGY
      (GUANGZHOU)</organization>
      </author>
      <date month="February" day="4" year="2024" />
      <abstract>
	 <t>   Gernerative AI applications depend on large scale parallel computing
   clusters for model training and inference.  Existing implementations
   of collective communication in parallel computing is built on top of
   RDMA, the most adoptable AI transport protocol.  However, One-to-
   Many, Many-to-One, and Many-to-Many collective operations all depend
   on point-to-point transport semantics of RDMA, which inevitably
   introduces more bandwidth occupancy and transmission overhead.
   Emerging approaches for collective communication optimization focus
   on network-assisted collective acceleration and can work compatibly
   with RDMA.  This document analyzes different technical schemes for
   network-assisted collective acceleration based on RDMA, and presents
   the gap between these work and current IETF standards, notably iWARP.
   Requirements for designing new standards are proposed accordingly.


	 </t>
      </abstract>
   </front>
   <seriesInfo name="Internet-Draft" value="draft-yao-tsvwg-cco-requirement-and-analysis-01" />
   
</reference>
