Proyectos de Subversion Moodle

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<?php
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declare(strict_types=1);
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namespace Phpml\Classification;
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use Phpml\Exception\InvalidArgumentException;
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use Phpml\NeuralNetwork\Network\MultilayerPerceptron;
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class MLPClassifier extends MultilayerPerceptron implements Classifier
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{
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    /**
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     * @param mixed $target
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     *
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     * @throws InvalidArgumentException
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     */
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    public function getTargetClass($target): int
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    {
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        if (!in_array($target, $this->classes, true)) {
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            throw new InvalidArgumentException(
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                sprintf('Target with value "%s" is not part of the accepted classes', $target)
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            );
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        }
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        return array_search($target, $this->classes, true);
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    }
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    /**
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     * @return mixed
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     */
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    protected function predictSample(array $sample)
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    {
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        $output = $this->setInput($sample)->getOutput();
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        $predictedClass = null;
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        $max = 0;
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        foreach ($output as $class => $value) {
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            if ($value > $max) {
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                $predictedClass = $class;
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                $max = $value;
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            }
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        }
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        return $predictedClass;
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    }
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    /**
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     * @param mixed $target
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     */
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    protected function trainSample(array $sample, $target): void
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    {
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        // Feed-forward.
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        $this->setInput($sample);
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        // Back-propagate.
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        $this->backpropagation->backpropagate($this->getLayers(), $this->getTargetClass($target));
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    }
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}