Programming Throwdown

169: HyperLogLog


Listen Later

Intro topic: Testing your car battery

News/Links:

  • Tech Layoffs still going on
    • https://www.sfchronicle.com/tech/article/google-layoffs-california-companies-18465600.php 
  • Real-time dreamy Cloudscapes with Volumetric Raymarching
    • https://blog.maximeheckel.com/posts/real-time-cloudscapes-with-volumetric-raymarching/
  • Robot Rascals
    • https://en.wikipedia.org/wiki/Robot_Rascals 
  • Meta Quest 3 
    • https://www.theverge.com/23906313/meta-quest-3-review-vr-mixed-reality-headset

Book of the Show

  • Patrick:
    • HyperLogLog Paper
      • https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/40671.pdf 
  • Jason: 
    • Eureka! NVIDIA Research Breakthrough Puts New Spin on Robot Learning 
      • https://blogs.nvidia.com/blog/2023/10/20/eureka-robotics-research/ 

Patreon Plug https://www.patreon.com/programmingthrowdown?ty=h


Tool of the Show

  • Patrick: 
    • Techtonica: https://store.steampowered.com/app/1457320/Techtonica/ 
  • Jason:
    • ESP32 development board: https://amzn.to/3Qpmb20 
    • WEMOS


Topic: HyperLogLog

  • Motivation
    • Cardinality Counting
  • LinearCounting
    • Hash + expectation of collision based on how full
    • Bloom Filter
  • LogLog
    • Use first N bits as bucket
    • Use max sequential 0s in each bucket
    • Average
  • HyperLogLog
    • Handle empty buckets
    • Use correction factor like linear counting for low counts (number of empty buckets) and high counts
  • Distributing

    • Transfer bucket counts

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Programming ThrowdownBy Patrick Wheeler and Jason Gauci

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