php-ml/src/NeuralNetwork/ActivationFunction/HyperbolicTangent.php

38 lines
683 B
PHP

<?php
declare(strict_types=1);
namespace Phpml\NeuralNetwork\ActivationFunction;
use Phpml\NeuralNetwork\ActivationFunction;
class HyperbolicTangent implements ActivationFunction
{
/**
* @var float
*/
private $beta;
public function __construct(float $beta = 1.0)
{
$this->beta = $beta;
}
/**
* @param float|int $value
*/
public function compute($value): float
{
return tanh($this->beta * $value);
}
/**
* @param float|int $value
* @param float|int $computedvalue
*/
public function differentiate($value, $computedvalue): float
{
return 1 - $computedvalue ** 2;
}
}