__  __    __   __  _____      _            _          _____ _          _ _ 
 |  \/  |   \ \ / / |  __ \    (_)          | |        / ____| |        | | |
 | \  / |_ __\ V /  | |__) | __ ___   ____ _| |_ ___  | (___ | |__   ___| | |
 | |\/| | '__|> <   |  ___/ '__| \ \ / / _` | __/ _ \  \___ \| '_ \ / _ \ | |
 | |  | | |_ / . \  | |   | |  | |\ V / (_| | ||  __/  ____) | | | |  __/ | |
 |_|  |_|_(_)_/ \_\ |_|   |_|  |_| \_/ \__,_|\__\___| |_____/|_| |_|\___V 2.1
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<?php

declare(strict_types=1);

namespace Phpml;

use Phpml\Exception\InvalidArgumentException;

final class FeatureUnion implements Transformer
{
    /**
     * @var Pipeline[]
     */
    private $pipelines = [];

    /**
     * @param Pipeline[] $pipelines
     */
    public function __construct(array $pipelines)
    {
        if ($pipelines === []) {
            throw new InvalidArgumentException('At least one pipeline is required');
        }

        $this->pipelines = array_map(static function (Pipeline $pipeline): Pipeline {
            return $pipeline;
        }, $pipelines);
    }

    public function fit(array $samples, ?array $targets = null): void
    {
        $originSamples = $samples;
        foreach ($this->pipelines as $pipeline) {
            foreach ($pipeline->getTransformers() as $transformer) {
                $transformer->fit($samples, $targets);
                $transformer->transform($samples, $targets);
            }
            $samples = $originSamples;
        }
    }

    public function transform(array &$samples, ?array &$targets = null): void
    {
        $this->transformSamples($samples, $targets);
    }

    public function fitAndTransform(array &$samples, ?array &$targets = null): void
    {
        $this->transformSamples($samples, $targets, true);
    }

    private function transformSamples(array &$samples, ?array &$targets = null, bool $fit = false): void
    {
        $union = [];
        $originSamples = $samples;
        foreach ($this->pipelines as $pipeline) {
            foreach ($pipeline->getTransformers() as $transformer) {
                if ($fit) {
                    $transformer->fit($samples, $targets);
                }
                $transformer->transform($samples, $targets);
            }

            foreach ($samples as $index => $sample) {
                $union[$index] = array_merge($union[$index] ?? [], is_array($sample) ? $sample : [$sample]);
            }
            $samples = $originSamples;
        }

        $samples = $union;
    }
}

Filemanager

Name Type Size Permission Actions
Association Folder 0755
Classification Folder 0755
Clustering Folder 0755
CrossValidation Folder 0755
Dataset Folder 0755
DimensionReduction Folder 0755
Exception Folder 0755
FeatureExtraction Folder 0755
FeatureSelection Folder 0755
Helper Folder 0755
Math Folder 0755
Metric Folder 0755
NeuralNetwork Folder 0755
Preprocessing Folder 0755
Regression Folder 0755
SupportVectorMachine Folder 0755
Tokenization Folder 0755
Estimator.php File 223 B 0644
FeatureUnion.php File 2 KB 0644
IncrementalEstimator.php File 178 B 0644
ModelManager.php File 1.3 KB 0644
Pipeline.php File 2.1 KB 0644
Transformer.php File 356 B 0644
Filemanager