0.5, 'ant' => 0.0, 'bird' => 1.0]; $recall = ['cat' => 1.0, 'ant' => 0.0, 'bird' => 0.67]; $f1score = ['cat' => 0.67, 'ant' => 0.0, 'bird' => 0.80]; $support = ['cat' => 1, 'ant' => 1, 'bird' => 3]; $average = ['precision' => 0.75, 'recall' => 0.83, 'f1score' => 0.73]; $this->assertEquals($precision, $report->getPrecision(), '', 0.01); $this->assertEquals($recall, $report->getRecall(), '', 0.01); $this->assertEquals($f1score, $report->getF1score(), '', 0.01); $this->assertEquals($support, $report->getSupport(), '', 0.01); $this->assertEquals($average, $report->getAverage(), '', 0.01); } public function testClassificationReportGenerateWithNumericLabels() { $labels = [0, 1, 2, 2, 2]; $predicted = [0, 0, 2, 2, 1]; $report = new ClassificationReport($labels, $predicted); $precision = [0 => 0.5, 1 => 0.0, 2 => 1.0]; $recall = [0 => 1.0, 1 => 0.0, 2 => 0.67]; $f1score = [0 => 0.67, 1 => 0.0, 2 => 0.80]; $support = [0 => 1, 1 => 1, 2 => 3]; $average = ['precision' => 0.75, 'recall' => 0.83, 'f1score' => 0.73]; $this->assertEquals($precision, $report->getPrecision(), '', 0.01); $this->assertEquals($recall, $report->getRecall(), '', 0.01); $this->assertEquals($f1score, $report->getF1score(), '', 0.01); $this->assertEquals($support, $report->getSupport(), '', 0.01); $this->assertEquals($average, $report->getAverage(), '', 0.01); } public function testPreventDivideByZeroWhenTruePositiveAndFalsePositiveSumEqualsZero() { $labels = [1, 2]; $predicted = [2, 2]; $report = new ClassificationReport($labels, $predicted); $this->assertEquals([1 => 0.0, 2 => 0.5], $report->getPrecision(), '', 0.01); } public function testPreventDivideByZeroWhenTruePositiveAndFalseNegativeSumEqualsZero() { $labels = [2, 2, 1]; $predicted = [2, 2, 3]; $report = new ClassificationReport($labels, $predicted); $this->assertEquals([1 => 0.0, 2 => 1, 3 => 0], $report->getPrecision(), '', 0.01); } }