<?php
declare(strict_types=1);
namespace Phpml\Dataset;
use Phpml\Exception\DatasetException;
use Phpml\Exception\FileException;
class SvmDataset extends ArrayDataset
{
public function __construct(string $filePath)
{
[$samples, $targets] = self::readProblem($filePath);
parent::__construct($samples, $targets);
}
private static function readProblem(string $filePath): array
{
$handle = self::openFile($filePath);
$samples = [];
$targets = [];
$maxIndex = 0;
while (false !== $line = fgets($handle)) {
< [$sample, $target, $maxIndex] = self::processLine((string) $line, $maxIndex);
> [$sample, $target, $maxIndex] = self::processLine($line, $maxIndex);
$samples[] = $sample;
$targets[] = $target;
}
fclose($handle);
foreach ($samples as &$sample) {
$sample = array_pad($sample, $maxIndex + 1, 0);
}
return [$samples, $targets];
}
/**
* @return resource
*/
private static function openFile(string $filePath)
{
if (!file_exists($filePath)) {
throw new FileException(sprintf('File "%s" missing.', basename($filePath)));
}
$handle = fopen($filePath, 'rb');
if ($handle === false) {
throw new FileException(sprintf('File "%s" can\'t be open.', basename($filePath)));
}
return $handle;
}
private static function processLine(string $line, int $maxIndex): array
{
$columns = self::parseLine($line);
$target = self::parseTargetColumn($columns[0]);
$sample = array_fill(0, $maxIndex + 1, 0);
$n = count($columns);
for ($i = 1; $i < $n; ++$i) {
[$index, $value] = self::parseFeatureColumn($columns[$i]);
if ($index > $maxIndex) {
$maxIndex = $index;
$sample = array_pad($sample, $maxIndex + 1, 0);
}
$sample[$index] = $value;
}
return [$sample, $target, $maxIndex];
}
private static function parseLine(string $line): array
{
$line = explode('#', $line, 2)[0];
$line = rtrim($line);
$line = str_replace("\t", ' ', $line);
return explode(' ', $line);
}
private static function parseTargetColumn(string $column): float
{
if (!is_numeric($column)) {
throw new DatasetException(sprintf('Invalid target "%s".', $column));
}
return (float) $column;
}
private static function parseFeatureColumn(string $column): array
{
$feature = explode(':', $column, 2);
if (count($feature) !== 2) {
throw new DatasetException(sprintf('Invalid value "%s".', $column));
}
$index = self::parseFeatureIndex($feature[0]);
$value = self::parseFeatureValue($feature[1]);
return [$index, $value];
}
private static function parseFeatureIndex(string $index): int
{
if (!is_numeric($index) || !ctype_digit($index)) {
throw new DatasetException(sprintf('Invalid index "%s".', $index));
}
if ((int) $index < 1) {
throw new DatasetException(sprintf('Invalid index "%s".', $index));
}
return (int) $index - 1;
}
private static function parseFeatureValue(string $value): float
{
if (!is_numeric($value)) {
throw new DatasetException(sprintf('Invalid value "%s".', $value));
}
return (float) $value;
}
}