If your MySQL table has 500,000+ rows and your script is failing because you have hit PHP's memory limit, set the following attribute.
<?php $this->pdo->setAttribute(PDO::MYSQL_ATTR_USE_BUFFERED_QUERY, false); ?>
This should make the error go away again and return memory usage back to normal.