AutoSketch: Automatic Sketch-Oriented Compiler for Query-driven Network Telemetry

Explore a conference talk on AutoSketch, an innovative system that bridges the gap between query-driven telemetry and sketch-based algorithms for network monitoring. Discover how this automatic sketch-oriented compiler enhances expressiveness, accuracy, and resource efficiency in network telemetry. Learn about AutoSketch's key features, including its ability to compile high-level operators into deployable sketch instances, incorporate user-specified accuracy intents, and optimize parameter configurations. Gain insights into the techniques used, such as syntax analysis and performance estimation, to construct efficient sketch instances. Examine the experimental results demonstrating AutoSketch's superiority over existing telemetry solutions in terms of expressiveness, accuracy, and resource usage.

NSDI '24 - AutoSketch: Automatic Sketch-Oriented Compiler for Query-driven Network Telemetry