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validate.php
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validate.php
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<?php
include __DIR__ . '/vendor/autoload.php';
use Rubix\ML\Loggers\Screen;
use Rubix\ML\Datasets\Labeled;
use Rubix\ML\Extractors\CSV;
use Rubix\ML\PersistentModel;
use Rubix\ML\Persisters\Filesystem;
use Rubix\ML\CrossValidation\Reports\AggregateReport;
use Rubix\ML\CrossValidation\Reports\ConfusionMatrix;
use Rubix\ML\CrossValidation\Reports\MulticlassBreakdown;
ini_set('memory_limit', '-1');
$logger = new Screen();
$logger->info('Loading data into memory');
$dataset = Labeled::fromIterator(new CSV('datasets/test.csv', true));
$estimator = PersistentModel::load(new Filesystem('model.rbx'));
$predictions = $estimator->predict($dataset);
$report = new AggregateReport([
new MulticlassBreakdown(),
new ConfusionMatrix(),
]);
$results = $report->generate($predictions, $dataset->labels());
$results->toJSON()->saveTo(new Filesystem('report.json'));
$logger->info('Report saved to report.json');