~/talk

SketchLib: Enabling Efficient Sketch-based Monitoring on Programmable Switches

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SketchLib is a P4-targeted library that implements six correct-by-construction optimizations after identifying four hardware bottlenecks (hash units, SLUs, pipeline stages, heavy-key tracking). It consolidates counters and slices long hashes to cut hash calls by ~3x or more, reports up to 96% reduction in hardware footprint (example: 91% fewer hash calls, 90% fewer SLU uses, 65% fewer stages for one multi-level sketch), ships 15 sketches implemented, and preserves accuracy (median error change <1%); code is open source.

AI-written summary · about

  1. 0:00Intro
  2. 1:09Let's try to run sketches on programmable switches
  3. 2:09Sketch is inefficient or infeasible on programmable switch
  4. 3:00Our work: Sketchlib bridges the gap!
  5. 3:47Outline
  6. 4:32Sketches have four common steps
  7. 5:18Sketch imposes burden on hardware resources
  8. 7:01Hash calls and SALUs are resource bottlenecks
  9. 7:58Overview of optimizations and SketchLib API
  10. 8:2401. Consolidate short hash calls
  11. 9:4405. Remove unnecessary SALU allocation
  12. 11:01End-to-end code example
  13. 11:54Applicability of SketchLib
  14. 12:27Sketchlib reduces resource bottlenecks
  15. 13:30Sketch Lib preserves accuracy
  16. 14:25Conclusion
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