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52 lines
1.0 KiB
PHP
52 lines
1.0 KiB
PHP
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<?php
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declare(strict_types = 1);
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namespace Phpml\Clustering;
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use Phpml\Clustering\KMeans\Space;
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use Phpml\Exception\InvalidArgumentException;
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class KMeans implements Clusterer
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{
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/**
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* @var int
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*/
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private $clustersNumber;
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/**
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* @param int $clustersNumber
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*
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* @throws InvalidArgumentException
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*/
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public function __construct(int $clustersNumber)
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{
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if($clustersNumber <= 0) {
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throw InvalidArgumentException::invalidClustersNumber();
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}
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$this->clustersNumber = $clustersNumber;
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}
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/**
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* @param array $samples
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*
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* @return array
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*/
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public function cluster(array $samples)
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{
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$space = new Space(count($samples[0]));
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foreach ($samples as $sample) {
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$space->addPoint($sample);
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}
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$clusters = [];
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foreach ($space->solve($this->clustersNumber) as $cluster)
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{
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$clusters[] = $cluster->getPoints();
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}
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return $clusters;
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}
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}
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