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Editing: Parameter.php

<?php

namespace Rubix\ML\NeuralNet;

use Tensor\Tensor;
use Rubix\ML\NeuralNet\Optimizers\Optimizer;

/**
 * Parameter
 *
 * @internal
 *
 * @category    Machine Learning
 * @package     Rubix/ML
 * @author      Andrew DalPino
 */
class Parameter
{
    /**
     * The auto incrementing id.
     *
     * @var int
     */
    protected static $counter = 0;

/**
     * The unique identifier of the parameter.
     *
     * @var int
     */
    protected int $id;

/**
     * The parameter.
     *
     * @var Tensor
     */
    protected Tensor $param;

/**
     * @param Tensor $param
     */
    public function __construct(Tensor $param)
    {
        $this->id = self::$counter++;
        $this->param = $param;
    }

/**
     * Return the unique identifier of the parameter.
     *
     * @return int
     */
    public function id() : int
    {
        return $this->id;
    }

/**
     * Return the wrapped parameter.
     *
     * @return mixed
     */
    public function param()
    {
        return $this->param;
    }

/**
     * Update the parameter.
     *
     * @param Tensor $gradient
     * @param Optimizer $optimizer
     */
    public function update(Tensor $gradient, Optimizer $optimizer) : void
    {
        $step = $optimizer->step($this, $gradient);

$this->param = $this->param->subtract($step);
    }

/**
     * Perform a deep copy of the object upon cloning.
     */
    public function __clone()
    {
        $this->param = clone $this->param;
    }
}

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