offdev/bandit

An A/B/x testing algorithm written in PHP by implementing the solution to the multi armed bandit problem

Offdev/Bandit

An A/B/x testing algorithm written in PHP by implementing the solution to the multi armed bandit problem, _(*1)

, _(*2)

Requirements

• PHP >= 7.4
• Composer

Installation

$ composer require offdev/bandit

General Usage

First, you need to set up a machine, and its possible levers. A lever might have already been pulled a few times, and some levers may also have rewarded the lucky person which pulled it, so adjust those numbers accordingly. Example:, _(*3)

use Offdev\Bandit\Lever;
use Offdev\Bandit\Machine;

$machine = new Machine(
    new Lever('first-lever', 123, 1),
    new Lever('second-lever', 108, 3),
    new Lever('third-lever', 115, 0),
);

Now you need a strategy to solve your problem. See this link for more information about strategies, and have a look at the example ones I have included in src/php/Strategies. Example:, _(*4)

use Offdev\Bandit\Strategies\EpsilonGreedy;

$strategy = new EpsilonGreedy();
$winningLever = $strategy->solve($machine);

It is as simple as that :), _(*5)

TODO

Add more docs :), _(*6)