forked from jorgecasas/php-ml
-
Notifications
You must be signed in to change notification settings - Fork 1
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Add PReLU activation function (#128)
* Implement RELU activation functions * Add PReLUTest
- Loading branch information
1 parent
0e59cfb
commit b1be057
Showing
2 changed files
with
72 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,33 @@ | ||
<?php | ||
|
||
declare(strict_types=1); | ||
|
||
namespace Phpml\NeuralNetwork\ActivationFunction; | ||
|
||
use Phpml\NeuralNetwork\ActivationFunction; | ||
|
||
class PReLU implements ActivationFunction | ||
{ | ||
/** | ||
* @var float | ||
*/ | ||
private $beta; | ||
|
||
/** | ||
* @param float $beta | ||
*/ | ||
public function __construct($beta = 0.01) | ||
{ | ||
$this->beta = $beta; | ||
} | ||
|
||
/** | ||
* @param float|int $value | ||
* | ||
* @return float | ||
*/ | ||
public function compute($value): float | ||
{ | ||
return $value >= 0 ? $value : $this->beta * $value; | ||
} | ||
} |
39 changes: 39 additions & 0 deletions
39
tests/Phpml/NeuralNetwork/ActivationFunction/PReLUTest.php
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,39 @@ | ||
<?php | ||
|
||
declare(strict_types=1); | ||
|
||
namespace tests\Phpml\NeuralNetwork\ActivationFunction; | ||
|
||
use Phpml\NeuralNetwork\ActivationFunction\PReLU; | ||
use PHPUnit\Framework\TestCase; | ||
|
||
class PReLUTest extends TestCase | ||
{ | ||
/** | ||
* @param $beta | ||
* @param $expected | ||
* @param $value | ||
* | ||
* @dataProvider preluProvider | ||
*/ | ||
public function testPReLUActivationFunction($beta, $expected, $value) | ||
{ | ||
$prelu = new PReLU($beta); | ||
|
||
$this->assertEquals($expected, $prelu->compute($value), '', 0.001); | ||
} | ||
|
||
/** | ||
* @return array | ||
*/ | ||
public function preluProvider() | ||
{ | ||
return [ | ||
[0.01, 0.367, 0.367], | ||
[0.0, 1, 1], | ||
[0.3, -0.3, -1], | ||
[0.9, 3, 3], | ||
[0.02, -0.06, -3], | ||
]; | ||
} | ||
} |