implements and test multilayer perceptron methods

This commit is contained in:
Arkadiusz Kondas 2016-08-09 13:27:43 +02:00
parent 64859f263f
commit 72afeb7040
2 changed files with 91 additions and 0 deletions

View File

@ -81,4 +81,12 @@ class InvalidArgumentException extends \Exception
{
return new self('Layer node class must implement Node interface');
}
/**
* @return InvalidArgumentException
*/
public static function invalidLayersNumber()
{
return new self('Provide at least 2 layers: 1 input and 1 output');
}
}

View File

@ -4,6 +4,89 @@ declare (strict_types = 1);
namespace Phpml\NeuralNetwork\Network;
use Phpml\Exception\InvalidArgumentException;
use Phpml\NeuralNetwork\Layer;
use Phpml\NeuralNetwork\Node\Bias;
use Phpml\NeuralNetwork\Node\Input;
use Phpml\NeuralNetwork\Node\Neuron;
use Phpml\NeuralNetwork\Node\Neuron\Synapse;
class MultilayerPerceptron extends LayeredNetwork
{
/**
* @param array $layers
*
* @throws InvalidArgumentException
*/
public function __construct(array $layers)
{
if (count($layers) < 2) {
throw InvalidArgumentException::invalidLayersNumber();
}
$this->addInputLayer(array_shift($layers));
$this->addNeuronLayers($layers);
$this->addBiasNodes();
$this->generateSynapses();
}
/**
* @param int $nodes
*/
private function addInputLayer(int $nodes)
{
$this->addLayer(new Layer($nodes, Input::class));
}
/**
* @param array $layers
*/
private function addNeuronLayers(array $layers)
{
foreach ($layers as $neurons) {
$this->addLayer(new Layer($neurons, Neuron::class));
}
}
private function generateSynapses()
{
$layersNumber = count($this->layers) - 1;
for ($i = 0; $i < $layersNumber; ++$i) {
$currentLayer = $this->layers[$i];
$nextLayer = $this->layers[$i + 1];
$this->generateLayerSynapses($nextLayer, $currentLayer);
}
}
private function addBiasNodes()
{
$biasLayers = count($this->layers) - 1;
for ($i = 0;$i < $biasLayers;++$i) {
$this->layers[$i]->addNode(new Bias());
}
}
/**
* @param Layer $nextLayer
* @param Layer $currentLayer
*/
private function generateLayerSynapses(Layer $nextLayer, Layer $currentLayer)
{
foreach ($nextLayer->getNodes() as $nextNeuron) {
if ($nextNeuron instanceof Neuron) {
$this->generateNeuronSynapses($currentLayer, $nextNeuron);
}
}
}
/**
* @param Layer $currentLayer
* @param Neuron $nextNeuron
*/
private function generateNeuronSynapses(Layer $currentLayer, Neuron $nextNeuron)
{
foreach ($currentLayer->getNodes() as $currentNeuron) {
$nextNeuron->addSynapse(new Synapse($currentNeuron));
}
}
}