Jolteon - Unleashing the Promise of Serverless for Serverless Workflows
Offered By: USENIX via YouTube
Course Description
Overview
Explore a groundbreaking conference talk on Jolteon, an innovative orchestrator designed to fulfill the promise of automatic resource provisioning for serverless workflows. Delve into the challenges faced by developers in manually configuring resources on current serverless platforms to meet application-level requirements. Discover how Jolteon addresses these issues through a stochastic performance model that combines whitebox and blackbox modeling approaches. Learn about the chance constrained optimization problem formulated to find optimal resource configurations within user-defined cost or latency bounds. Examine the implementation of Jolteon on AWS Lambda and its performance compared to existing solutions. Gain insights into the potential of Jolteon to revolutionize serverless computing by significantly improving cost efficiency and latency in serverless workflows.
Syllabus
NSDI '24 - Jolteon: Unleashing the Promise of Serverless for Serverless Workflows
Taught by
USENIX
Related Courses
Chemical Process IntensificationIndian Institute of Technology Guwahati via Swayam Mathematical understanding of uncertainty
Seoul National University via edX Variational Autoencoders
Paul Hand via YouTube Implicit Regularization I
Simons Institute via YouTube The Importance of Better Models in Stochastic Optimization
Simons Institute via YouTube