trueskill/src/TrueSkill/TwoTeamTrueSkillCalculator.php

<?php

declare(strict_types=1);

namespace DNW\Skills\TrueSkill;

use DNW\Skills\GameInfo;
use DNW\Skills\Guard;
use DNW\Skills\Numerics\BasicMath;
use DNW\Skills\PairwiseComparison;
use DNW\Skills\PlayersRange;
use DNW\Skills\RankSorter;
use DNW\Skills\Rating;
use DNW\Skills\RatingContainer;
use DNW\Skills\SkillCalculator;
use DNW\Skills\Team;
use DNW\Skills\TeamsRange;

/**
 * Calculates new ratings for only two teams where each team has 1 or more players.
 *
 * When you only have two teams, the math is still simple: no factor graphs are used yet.
 */
class TwoTeamTrueSkillCalculator extends SkillCalculator
{
    public function __construct()
    {
        parent::__construct(SkillCalculator::NONE, TeamsRange::exactly(2), PlayersRange::atLeast(1));
    }

    /**
     * {@inheritdoc}
     */
    #[\Override]
    public function calculateNewRatings(GameInfo $gameInfo, array $teams, array $teamRanks): RatingContainer
    {
        $this->validateTeamCountAndPlayersCountPerTeam($teams);

        RankSorter::sort($teams, $teamRanks);

        $team1 = $teams[0];
        $team2 = $teams[1];

        $wasDraw = ($teamRanks[0] == $teamRanks[1]);

        $results = new RatingContainer();

        self::updatePlayerRatings(
            $gameInfo,
            $results,
            $team1,
            $team2,
            $wasDraw ? PairwiseComparison::DRAW : PairwiseComparison::WIN
        );

        self::updatePlayerRatings(
            $gameInfo,
            $results,
            $team2,
            $team1,
            $wasDraw ? PairwiseComparison::DRAW : PairwiseComparison::LOSE
        );

        return $results;
    }

    private static function updatePlayerRatings(
        GameInfo $gameInfo,
        RatingContainer $newPlayerRatings,
        Team $selfTeam,
        Team $otherTeam,
        PairwiseComparison $selfToOtherTeamComparison
    ): void
    {
        $drawMargin = DrawMargin::getDrawMarginFromDrawProbability(
            $gameInfo->getDrawProbability(),
            $gameInfo->getBeta()
        );

        $betaSquared = BasicMath::square($gameInfo->getBeta());
        $tauSquared = BasicMath::square($gameInfo->getDynamicsFactor());

        $totalPlayers = $selfTeam->count() + $otherTeam->count();

        $meanGetter = static fn(Rating $currentRating): float => $currentRating->getMean();

        $selfMeanSum = BasicMath::sum($selfTeam->getAllRatings(), $meanGetter);
        $otherTeamMeanSum = BasicMath::sum($otherTeam->getAllRatings(), $meanGetter);

        $varianceGetter = static fn(Rating $currentRating): float => BasicMath::square($currentRating->getStandardDeviation());

        $c = sqrt(
            BasicMath::sum($selfTeam->getAllRatings(), $varianceGetter)
            +
            BasicMath::sum($otherTeam->getAllRatings(), $varianceGetter)
            +
            $totalPlayers * $betaSquared
        );

        $winningMean = $selfMeanSum;
        $losingMean = $otherTeamMeanSum;

        switch ($selfToOtherTeamComparison) {
            case PairwiseComparison::WIN:
            case PairwiseComparison::DRAW:
                // NOP
                break;
            case PairwiseComparison::LOSE:
                $winningMean = $otherTeamMeanSum;
                $losingMean = $selfMeanSum;
                break;
        }

        $meanDelta = $winningMean - $losingMean;

        if ($selfToOtherTeamComparison != PairwiseComparison::DRAW) {
            // non-draw case
            $v = TruncatedGaussianCorrectionFunctions::vExceedsMarginScaled($meanDelta, $drawMargin, $c);
            $w = TruncatedGaussianCorrectionFunctions::wExceedsMarginScaled($meanDelta, $drawMargin, $c);
            $rankMultiplier = $selfToOtherTeamComparison->value;
        } else {
            // assume draw
            $v = TruncatedGaussianCorrectionFunctions::vWithinMarginScaled($meanDelta, $drawMargin, $c);
            $w = TruncatedGaussianCorrectionFunctions::wWithinMarginScaled($meanDelta, $drawMargin, $c);
            $rankMultiplier = 1;
        }

        $selfTeamAllPlayers = $selfTeam->getAllPlayers();
        foreach ($selfTeamAllPlayers as $selfTeamCurPlayer) {
            $localSelfTeamCurPlayer = $selfTeamCurPlayer;
            $previousPlayerRating = $selfTeam->getRating($localSelfTeamCurPlayer);

            $meanMultiplier = (BasicMath::square($previousPlayerRating->getStandardDeviation()) + $tauSquared) / $c;
            $stdDevMultiplier = (BasicMath::square($previousPlayerRating->getStandardDeviation()) + $tauSquared) / BasicMath::square($c);

            $playerMeanDelta = ($rankMultiplier * $meanMultiplier * $v);
            $newMean = $previousPlayerRating->getMean() + $playerMeanDelta;

            $newStdDev = sqrt(
                (BasicMath::square($previousPlayerRating->getStandardDeviation()) + $tauSquared) * (1 - $w * $stdDevMultiplier)
            );

            $newPlayerRatings->setRating($localSelfTeamCurPlayer, new Rating($newMean, $newStdDev));
        }
    }

    /**
     * {@inheritdoc}
     */
    #[\Override]
    public function calculateMatchQuality(GameInfo $gameInfo, array $teams): float
    {
        $this->validateTeamCountAndPlayersCountPerTeam($teams);

        // We've verified that there's just two teams
        $team1Ratings = $teams[0]->getAllRatings();
        $team1Count = count($team1Ratings);

        $team2Ratings = $teams[1]->getAllRatings();
        $team2Count = count($team2Ratings);

        $totalPlayers = $team1Count + $team2Count;

        $betaSquared = BasicMath::square($gameInfo->getBeta());

        $meanGetter = static fn(Rating $currentRating): float => $currentRating->getMean();

        $varianceGetter = static fn(Rating $currentRating): float => BasicMath::square($currentRating->getStandardDeviation());

        $team1MeanSum = BasicMath::sum($team1Ratings, $meanGetter);
        $team1StdDevSquared = BasicMath::sum($team1Ratings, $varianceGetter);

        $team2MeanSum = BasicMath::sum($team2Ratings, $meanGetter);
        $team2StdDevSquared = BasicMath::sum($team2Ratings, $varianceGetter);

        // This comes from equation 4.1 in the TrueSkill paper on page 8
        // The equation was broken up into the part under the square root sign and
        // the exponential part to make the code easier to read.

        $sqrtPart = sqrt(
            ($totalPlayers * $betaSquared)
            /
            ($totalPlayers * $betaSquared + $team1StdDevSquared + $team2StdDevSquared)
        );

        $expPart = exp(
            (-1 * BasicMath::square($team1MeanSum - $team2MeanSum))
            /
            (2 * ($totalPlayers * $betaSquared + $team1StdDevSquared + $team2StdDevSquared))
        );

        return $expPart * $sqrtPart;
    }
}