Git Product home page Git Product logo

expk8's Introduction

expK8

A python package to orchestrate experiments across remote nodes. I am writing this for my PhD thesis where I have to run a large number (1000s) of long running experiments (upto 7 days for a single run) in many ephemeral nodes (1000s of nodes leased and expired). I run expK8 on my personal laptop (control node). The data and experiment output which require high-capacity storage is stored in a cluster in my university (data node). The experiments run on Cloudlab (compute node), a public cloud platform commonly used in academia. I wanted to do the following from my personal laptop (control node) without having to login to any remote resources:

  • schedule experiments to compute nodes
  • cleanup compute nodes after experiments
  • track live experiments, overall progress, node health
  • kill experiments / reset node safely
  • add/remove nodes which automatically adjusts scheduling
  • transfer data to/from data node to compute node

Note that the control node, data node and compute node can be the same machine as well. It just happens to be different in my case.

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.