Giter VIP home page Giter VIP logo

go-a-b's Introduction

go-a/b

A simple a/b metrics data collection and visualization with redis.

Example loading lua script from golang

func () {
  //
	script1 := client.ScriptLoad(`local value = cmsgpack.pack({ARGV[2], ARGV[1]})
redis.call('zadd', KEYS[1], ARGV[1], value)
return redis.status_reply('ok')`)

	if script1.Err() != nil {
		log.Println("error loading script:", script1.Err().Error())
	}
	// Else, get the sha
	sha := script1.Val()
	log.Println(sha)

	cmd2 := client.EvalSha(sha, []string{"test:1"}, "1421481600000", "yes")
}

Bandit algorithm requirements

As a user,
I want to create a new bandit test,
In order to test the performance of the ui.

|------------------------------|

Feature Pull Reward
Red button 0 0
Green button 0 0
Blue button 0 0
------------------------------

As a user,
I want to set the initial values of the bandit,
In order to have better control over the exploitation.

$ PUT /bandits/experiment-name

{
	"values": [0,1,2,3]
}
  • upload data
  • download data
  • replay from last
  • reset from start
  • duplicate
  • getURL
  • update experiment name
  • update labels
  • set labels
  • get reward/pull ratio
  • store in memory/redis/dedicated storage?

Frontend guide

  1. Call the api to select an arm
  2. The call should return the arm, the feature information and some metadata
  3. The data should be cached locally so that the user does not need to call the cached data again (persistent)
  4. If the user clicks it, then update it with the score 1
  5. Else if the user navigates out of the page without doing anything, then update it with the score 0

go-a-b's People

Contributors

alextanhongpin avatar

Stargazers

 avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar

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.