<textarea class="tag-editor" type="text" name="xxxx" data-attributes-js="{placeholder:'1,2,3,4',other_para,:true,....}"></textarea>

var $input = $('.tag-editor');
$input.tagEditor( $input.attr("data-attributes-js") );