php-ai /
php-ml
| 1 | <?php |
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| 2 | |||
| 3 | declare(strict_types=1); |
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| 4 | |||
| 5 | namespace Phpml\Metric; |
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| 6 | |||
| 7 | class ConfusionMatrix |
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| 8 | { |
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| 9 | public static function compute(array $actualLabels, array $predictedLabels, array $labels = []): array |
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| 10 | { |
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| 11 | $labels = count($labels) === 0 ? self::getUniqueLabels($actualLabels) : array_flip($labels); |
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| 12 | $matrix = self::generateMatrixWithZeros($labels); |
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| 13 | |||
| 14 | foreach ($actualLabels as $index => $actual) { |
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| 15 | $predicted = $predictedLabels[$index]; |
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| 16 | |||
| 17 | if (!isset($labels[$actual], $labels[$predicted])) { |
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| 18 | continue; |
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| 19 | } |
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| 20 | |||
| 21 | if ($predicted === $actual) { |
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| 22 | $row = $column = $labels[$actual]; |
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| 23 | } else { |
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| 24 | $row = $labels[$actual]; |
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| 25 | $column = $labels[$predicted]; |
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| 26 | } |
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| 27 | |||
| 28 | ++$matrix[$row][$column]; |
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| 29 | } |
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| 30 | |||
| 31 | return $matrix; |
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| 32 | } |
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| 33 | |||
| 34 | private static function generateMatrixWithZeros(array $labels): array |
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| 35 | { |
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| 36 | $count = count($labels); |
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| 37 | $matrix = []; |
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| 38 | |||
| 39 | for ($i = 0; $i < $count; ++$i) { |
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| 40 | $matrix[$i] = array_fill(0, $count, 0); |
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| 41 | } |
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| 42 | |||
| 43 | return $matrix; |
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| 44 | } |
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| 45 | |||
| 46 | private static function getUniqueLabels(array $labels): array |
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| 47 | { |
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| 48 | $labels = array_values(array_unique($labels)); |
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| 49 | sort($labels); |
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| 50 | |||
| 51 | return array_flip($labels); |
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| 52 | } |
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| 53 | } |
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| 54 |