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Fix pipeline transformers
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@ -54,7 +54,7 @@ class Pipeline implements Estimator
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public function train(array $samples, array $targets): void
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{
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foreach ($this->transformers as $transformer) {
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$transformer->fit($samples);
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$transformer->fit($samples, $targets);
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$transformer->transform($samples);
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}
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@ -7,6 +7,8 @@ namespace Phpml\Tests;
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use Phpml\Classification\SVC;
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use Phpml\FeatureExtraction\TfIdfTransformer;
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use Phpml\FeatureExtraction\TokenCountVectorizer;
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use Phpml\FeatureSelection\ScoringFunction\ANOVAFValue;
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use Phpml\FeatureSelection\SelectKBest;
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use Phpml\ModelManager;
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use Phpml\Pipeline;
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use Phpml\Preprocessing\Imputer;
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@ -106,6 +108,18 @@ class PipelineTest extends TestCase
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$this->assertEquals($expected, $predicted);
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}
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public function testPipelineTransformersWithTargets() : void
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{
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$samples = [[1, 2, 1], [1, 3, 4], [5, 2, 1], [1, 3, 3], [1, 3, 4], [0, 3, 5]];
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$targets = ['a', 'a', 'a', 'b', 'b', 'b'];
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$pipeline = new Pipeline([$selector = new SelectKBest(2)], new SVC());
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$pipeline->train($samples, $targets);
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self::assertEquals([1.47058823, 4.0, 3.0], $selector->scores(), '', 0.00000001);
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self::assertEquals(['b'], $pipeline->predict([[1, 3, 5]]));
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}
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public function testSaveAndRestore(): void
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{
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$pipeline = new Pipeline([
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