Proceedings of the 23rd International Middleware Conference Extended Abstracts最新文献

筛选
英文 中文
How to find research problems 如何发现研究问题
Proceedings of the 23rd International Middleware Conference Extended Abstracts Pub Date : 2022-11-07 DOI: 10.1145/3568161.3568316
Remzi H. Arpaci-Dusseau
{"title":"How to find research problems","authors":"Remzi H. Arpaci-Dusseau","doi":"10.1145/3568161.3568316","DOIUrl":"https://doi.org/10.1145/3568161.3568316","url":null,"abstract":"In this talk, I discuss how our group approaches the most basic question that faces all researchers: how to find good systems problems to work on? Through examples drawn from a research career now spanning nearly 30 years, I will present different problems we have worked on, and how we arrived upon them. The examples will highlight our work in file systems, storage systems, and distributed systems, including older work on reliability and more recent work on distributed systems.","PeriodicalId":436911,"journal":{"name":"Proceedings of the 23rd International Middleware Conference Extended Abstracts","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131096270","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hardware-middleware system co-design for flexible training of foundation models in the cloud 基于云基础模型灵活训练的硬件中间件系统协同设计
Proceedings of the 23rd International Middleware Conference Extended Abstracts Pub Date : 2022-11-07 DOI: 10.1145/3568161.3568317
Seetharami R. Seelam
{"title":"Hardware-middleware system co-design for flexible training of foundation models in the cloud","authors":"Seetharami R. Seelam","doi":"10.1145/3568161.3568317","DOIUrl":"https://doi.org/10.1145/3568161.3568317","url":null,"abstract":"Foundation models are a new class of AI models that are trained on broad data (typically via self-supervision) and that can be used in different downstream tasks. Due to self-supervision and the ability to train on massive amounts of unlabeled data, these models grew to have hundreds of billions of parameters, and they take many months on hundreds of GPU to train and generate a foundation model. So, AI Systems and middleware are critical to train these foundation models in scalable, cost-effective manner. In this talk, I will discuss the architecture of a new cloud-based AI System to train large scale foundation models. The system is built entirely out of open source software stack from hypervisor to guest operating systems, from container platforms to AI frameworks and libraries. It is natively built into IBM Cloud platform and the hardware and software stack is optimized for training of foundation models on hundreds of GPUs. We trained various foundation models with state-of-the-art accuracy in the shortest time on this platform. I will discuss the architecture, operational experience, and thoughts on the directions for the co-design of hardware and middleware for future AI Systems.","PeriodicalId":436911,"journal":{"name":"Proceedings of the 23rd International Middleware Conference Extended Abstracts","volume":"98 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127115700","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Proceedings of the 23rd International Middleware Conference Extended Abstracts 第23届国际中间件会议论文集扩展摘要
{"title":"Proceedings of the 23rd International Middleware Conference Extended Abstracts","authors":"","doi":"10.1145/3568161","DOIUrl":"https://doi.org/10.1145/3568161","url":null,"abstract":"","PeriodicalId":436911,"journal":{"name":"Proceedings of the 23rd International Middleware Conference Extended Abstracts","volume":"68 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125186558","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信