Presentation
SVDE: Serverless System for Low-Latency Video Analytic Queries Using Tree-based Regression
DescriptionWe introduce SVDE, a serverless cloud framework for video processing. SVDE effectively addresses the neglected inefficiencies introduced by modern serverless video processing, caused by advanced video encoding and imbalanced network latency. SVDE leverages a decision tree regression model to optimize scheduling decisions, while holistically considering the chunk size variability, hardware heterogeneity, node queuing status, and network imbalances. Compared to existing solutions, SVDE demonstrates a significant performance improvement, achieving up to 1.87× speedup across ten real-world video workloads.
Event Type
Work-in-Progress Poster
TimeWednesday, June 265:00pm - 6:00pm PDT
LocationLevel 2 Lobby
AI
Autonomous Systems
Cloud
Design
EDA
Embedded Systems
IP
Security