Giter Site home page Giter Site logo

zarr-performance-experiments's Introduction

Experiments on the Read Speed of the Zarr package under different circumstances

These include:

  • How much Compression affects read speed
  • Effects of using Sharding on performance
  • Effects of increasing chunk_size
  • Whether joining data variables together improves read speed

These are done both in repeated (warm) or first-time (cold) access

Accompanying Articles

Please open an issue if you'd like to see other experiments!

Interesting Results

  1. Effects of Increasing chunk_size on Cold Access Speed

Cold Effect of Chunk Size

  1. Same but Warm (Repeated) Access

Warm Effect of Chunk Size

  1. Cold Access Speed w/ 60% Compression Ratio

Compression Impact Cold

  1. Same but Warm Access

Compression Impact Warm

More results can be found in the experiment_results folder

zarr-performance-experiments's People

Contributors

ariellubonja avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.