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Editing: Stochastic.php

<?php

namespace Rubix\ML\NeuralNet\Optimizers;

use Tensor\Tensor;
use Rubix\ML\NeuralNet\Parameter;
use Rubix\ML\Exceptions\InvalidArgumentException;

/**
 * Stochastic
 *
 * A constant learning rate gradient descent optimizer.
 *
 * @category    Machine Learning
 * @package     Rubix/ML
 * @author      Andrew DalPino
 */
class Stochastic implements Optimizer
{
    /**
     * The learning rate that controls the global step size.
     *
     * @var float
     */
    protected float $rate;

/**
     * @param float $rate
     * @throws InvalidArgumentException
     */
    public function __construct(float $rate = 0.01)
    {
        if ($rate <= 0.0) {
            throw new InvalidArgumentException('Learning rate must'
                . " be greater than 0, $rate given.");
        }

$this->rate = $rate;
    }

/**
     * Take a step of gradient descent for a given parameter.
     *
     * @internal
     *
     * @param Parameter $param
     * @param Tensor<int|float|array> $gradient
     * @return Tensor<int|float|array>
     */
    public function step(Parameter $param, Tensor $gradient) : Tensor
    {
        return $gradient->multiply($this->rate);
    }

/**
     * Return the string representation of the object.
     *
     * @internal
     *
     * @return string
     */
    public function __toString() : string
    {
        return "Stochastic (rate: {$this->rate})";
    }
}

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