phpOMS/Algorithm/Rating/Glicko2.php
2024-03-20 07:21:26 +00:00

180 lines
4.3 KiB
PHP

<?php
/**
* Jingga
*
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Rating
* @copyright Dennis Eichhorn
* @license OMS License 2.0
* @version 1.0.0
* @link https://jingga.app
*/
declare(strict_types=1);
namespace phpOMS\Algorithm\Rating;
use phpOMS\Math\Solver\Root\Bisection;
/**
* Elo rating calculation using Glicko-2
*
* @package phpOMS\Algorithm\Rating
* @license OMS License 2.0
* @link https://jingga.app
* @see https://en.wikipedia.org/wiki/Glicko_rating_system
* @see http://www.glicko.net/glicko/glicko2.pdf
* @since 1.0.0
*/
final class Glicko2
{
/**
* Glicko scale factor
*
* @latex Q = 400 / ln(10)
*
* @var int
* @since 1.0.0
*/
private const Q = 173.7177927613;
/**
* Constraint for the volatility over time (smaller = stronger constraint)
*
* @var float
* @since 1.0.0
*/
public float $tau = 0.5;
/**
* Default elo to use for new players
*
* @var int
* @since 1.0.0
*/
public int $DEFAULT_ELO = 1500;
/**
* Default rd to use for new players
*
* @var int
* @since 1.0.0
*/
public int $DEFAULT_RD = 350;
/**
* Valatility (sigma)
*
* Expected flactuation = how erratic is the player's performance
*
* @var float
* @since 1.0.0
*/
public float $DEFAULT_VOLATILITY = 0.06;
/**
* Lowest elo allowed
*
* @var int
* @since 1.0.0
*/
public int $MIN_ELO = 100;
/**
* Lowest rd allowed
*
* @example 50 means that the player rating is probably between -100 / +100 of the current rating
*
* @var int
* @since 1.0.0
*/
public int $MIN_RD = 50;
/**
* Calculate the glicko-2 elo
*
* @example $glicko->elo(1500, 200, 0.06, [1,0,0], [1400,1550,1700], [30,100,300]) // 1464, 151, 0.059
*
* @param int $elo Current player "elo"
* @param int $rdOld Current player deviation (RD)
* @param float $volOld Last match date used to calculate the time difference (can be days, months, ... depending on your match interval)
* @param int[] $oElo Opponent "elo"
* @param float[] $s Match results (1 = victor, 0 = loss, 0.5 = draw)
* @param int[] $oRd Opponent deviation (RD)
*
* @return array{elo:int, rd:int, vol:float}
*
* @since 1.0.0
*/
public function rating(
int $elo = 1500,
int $rdOld = 50,
float $volOld = 0.06,
array $oElo = [],
array $s = [],
array $oRd = []
) : array
{
$tau = $this->tau;
// Step 0:
$rdOld /= self::Q;
$elo = ($elo - $this->DEFAULT_ELO) / self::Q;
foreach ($oElo as $idx => $value) {
$oElo[$idx] = ($value - $this->DEFAULT_ELO) / self::Q;
}
foreach ($oRd as $idx => $value) {
$oRd[$idx] = $value / self::Q;
}
// Step 1:
$g = [];
foreach ($oRd as $idx => $rd) {
$g[$idx] = 1 / \sqrt(1 + 3 * $rd * $rd / (\M_PI * \M_PI));
}
$E = [];
foreach ($oElo as $idx => $oe) {
$E[$idx] = 1 / (1 + \exp(-$g[$idx] * ($elo - $oe)));
}
$v = 0;
foreach ($g as $idx => $t) {
$v += $t * $t * $E[$idx] * (1 - $E[$idx]);
}
$v = 1 / $v;
$tDelta = 0;
foreach ($g as $idx => $t) {
$tDelta += $t * ($s[$idx] - $E[$idx]);
}
$Delta = $v * $tDelta;
// Step 2:
$fn = function($x) use ($Delta, $rdOld, $v, $tau, $volOld)
{
return 0.5 * (\exp($x) * ($Delta ** 2 - $rdOld ** 2 - $v - \exp($x))) / (($rdOld ** 2 + $v + \exp($x)) ** 2)
- ($x - \log($volOld ** 2)) / ($tau ** 2);
};
$root = Bisection::root($fn, -100, 100, 1000);
$vol = \exp($root / 2);
// Step 3:
$RD = 1 / \sqrt(1 / ($rdOld ** 2 + $vol ** 2) + 1 / $v);
$r = $elo + $RD ** 2 * $tDelta;
// Undo step 0:
$RD = self::Q * $RD;
$r = self::Q * $r + $this->DEFAULT_ELO;
return [
'elo' => (int) \max($r, $this->MIN_ELO),
'rd' => (int) \max($RD, $this->MIN_RD),
'vol' => $vol,
];
}
}