2016-08-02 18:30:20 +00:00
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<?php
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2016-11-20 21:53:17 +00:00
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declare(strict_types=1);
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2016-08-02 18:30:20 +00:00
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2018-01-06 12:09:33 +00:00
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namespace Phpml\Tests\NeuralNetwork\Node;
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2016-08-02 18:30:20 +00:00
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use Phpml\NeuralNetwork\ActivationFunction\BinaryStep;
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use Phpml\NeuralNetwork\Node\Neuron;
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2016-08-05 08:20:31 +00:00
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use Phpml\NeuralNetwork\Node\Neuron\Synapse;
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2019-04-10 18:42:59 +00:00
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use PHPUnit\Framework\MockObject\MockObject;
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2017-02-03 11:58:25 +00:00
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use PHPUnit\Framework\TestCase;
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2016-08-02 18:30:20 +00:00
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2017-02-03 11:58:25 +00:00
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class NeuronTest extends TestCase
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2016-08-02 18:30:20 +00:00
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{
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2017-11-14 20:21:23 +00:00
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public function testNeuronInitialization(): void
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2016-08-02 18:30:20 +00:00
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{
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$neuron = new Neuron();
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2018-10-28 06:44:52 +00:00
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self::assertEquals([], $neuron->getSynapses());
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self::assertEquals(0.5, $neuron->getOutput());
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2016-08-02 18:30:20 +00:00
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}
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2017-11-14 20:21:23 +00:00
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public function testNeuronActivationFunction(): void
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2016-08-02 18:30:20 +00:00
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{
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2019-04-10 18:42:59 +00:00
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/** @var BinaryStep|MockObject $activationFunction */
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2016-09-21 19:46:16 +00:00
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$activationFunction = $this->getMockBuilder(BinaryStep::class)->getMock();
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2016-08-02 18:30:20 +00:00
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$activationFunction->method('compute')->with(0)->willReturn($output = 0.69);
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$neuron = new Neuron($activationFunction);
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2018-10-28 06:44:52 +00:00
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self::assertEquals($output, $neuron->getOutput());
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2016-08-02 18:30:20 +00:00
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}
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2017-11-14 20:21:23 +00:00
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public function testNeuronWithSynapse(): void
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2016-08-02 18:30:20 +00:00
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{
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$neuron = new Neuron();
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$neuron->addSynapse($synapse = $this->getSynapseMock());
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2018-10-28 06:44:52 +00:00
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self::assertEquals([$synapse], $neuron->getSynapses());
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2019-04-10 18:42:59 +00:00
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self::assertEqualsWithDelta(0.88, $neuron->getOutput(), 0.01);
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2016-08-02 18:30:20 +00:00
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}
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2017-11-14 20:21:23 +00:00
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public function testNeuronRefresh(): void
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2016-08-02 18:30:20 +00:00
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{
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$neuron = new Neuron();
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$neuron->getOutput();
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$neuron->addSynapse($this->getSynapseMock());
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2019-04-10 18:42:59 +00:00
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self::assertEqualsWithDelta(0.5, $neuron->getOutput(), 0.01);
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2016-08-02 18:30:20 +00:00
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2017-05-17 22:07:14 +00:00
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$neuron->reset();
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2016-08-02 18:30:20 +00:00
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2019-04-10 18:42:59 +00:00
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self::assertEqualsWithDelta(0.88, $neuron->getOutput(), 0.01);
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2016-08-02 18:30:20 +00:00
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}
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/**
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2019-04-10 18:42:59 +00:00
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* @return Synapse|MockObject
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2016-08-02 18:30:20 +00:00
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*/
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2019-11-08 14:28:42 +00:00
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private function getSynapseMock(float $output = 2.)
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2016-08-02 18:30:20 +00:00
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{
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2016-09-21 19:46:16 +00:00
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$synapse = $this->getMockBuilder(Synapse::class)->disableOriginalConstructor()->getMock();
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2016-08-02 18:30:20 +00:00
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$synapse->method('getOutput')->willReturn($output);
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return $synapse;
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}
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}
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