__  __    __   __  _____      _            _          _____ _          _ _ 
 |  \/  |   \ \ / / |  __ \    (_)          | |        / ____| |        | | |
 | \  / |_ __\ V /  | |__) | __ ___   ____ _| |_ ___  | (___ | |__   ___| | |
 | |\/| | '__|> <   |  ___/ '__| \ \ / / _` | __/ _ \  \___ \| '_ \ / _ \ | |
 | |  | | |_ / . \  | |   | |  | |\ V / (_| | ||  __/  ____) | | | |  __/ | |
 |_|  |_|_(_)_/ \_\ |_|   |_|  |_| \_/ \__,_|\__\___| |_____/|_| |_|\___V 2.1
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<?php

declare(strict_types=1);

namespace Phpml\Math\Kernel;

use Phpml\Exception\InvalidArgumentException;
use Phpml\Math\Kernel;
use Phpml\Math\Product;

class RBF implements Kernel
{
    /**
     * @var float
     */
    private $gamma;

    public function __construct(float $gamma)
    {
        $this->gamma = $gamma;
    }

    public function compute($a, $b): float
    {
        if (!is_array($a) || !is_array($b)) {
            throw new InvalidArgumentException(sprintf('Arguments of %s must be arrays', __METHOD__));
        }

        $score = 2 * Product::scalar($a, $b);
        $squares = Product::scalar($a, $a) + Product::scalar($b, $b);

        return exp(-$this->gamma * ($squares - $score));
    }
}

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Name Type Size Permission Actions
RBF.php File 723 B 0777
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