AI Engineer - Learn how to integrate AI into software applications
Learn AI, Data Science & Business — Earn Certificates That Get You Hired
Overview
AI, Data Science & Cloud Certificates from Google, IBM & Meta — 40% Off
One plan covers every Professional Certificate on Coursera. 40% off Coursera Plus Annual.
Unlock All Certificates
Explore a white-box networking approach for multi-tenant data centers in this conference talk from NSDI '22. Dive into NetHint, an interactive mechanism designed to enhance application performance by bridging the gap between cloud providers and tenants. Learn how NetHint provides indirect indications of underlying network characteristics, allowing data-intensive applications to adapt their transfer schedules accordingly. Discover the benefits of this approach, including improved performance for allreduce, broadcast, and MapReduce shuffle operations. Examine the design considerations, implementation details, and evaluation results that demonstrate NetHint's effectiveness in resolving the mismatch between black-box networking abstractions and adaptive data-intensive applications in cloud environments.
Syllabus
Intro
Data-Intensive Applications Are Movin The Cloud
Today's Cloud Offers a "Black-Box" Ab
Data-Intensive Applications Can Adapt
Data-Intensive Applications Have Incer Adapt Traffic
Mismatch!
Strawman White-Box Solution
NetHint Overview
What is in the Hint? - Cont'd
Timely NetHint with Low Cost
Overhead of NetHint's Monitoring Pla
Adapting Transfer Schedules with Net
Other Questions to Answer
Evaluation
NetHint on Testbed
Summary
Taught by
USENIX