use NaiPosTagger\Pipelines\PipelinePosTagging;
use NaiPosTagger\Models\NaiPosArr;


include('vendor/autoload.php');

include(__DIR__ . '/vendor/nai-php/naipostagger/src/Utilities/common_functions_helper.php');

define('DICTIONARIES_PATH', __DIR__ . '/./dictionaries/dictionaries-');

define('TRAITS_PATH', __DIR__ . '/./vendor/nai-php/naipostagger/src/');

$sentence = 'my name is Fred';

$PipelinePosTagging = new PipelinePosTagging();

$PipelinePosTagging->language = 'en';

$pos_arr = $PipelinePosTagging->transform($sentence);

// for a clear output, better hide metadata
$pos_arr = NaiPosArr::clearMetadata($pos_arr);

// and further simplify the output
$pos_arr = NaiPosArr::flatPosArr($pos_arr);

diex($pos_arr);

Array
(
    [0] => Array
        (
            [form] => .
            [lemma] => .
            [features] => SENT
            [sh-feat] => SENT
            [label] => 
            [rule] => 
            [pos_score] => 0
        )

    [1] => Array
        (
            [form] => my
            [lemma] => my
            [features] => ADJ:pos+m+s
            [sh-feat] => ADJ
            [label] => 
            [rule] => 
            [pos_score] => 0
        )

    [2] => Array
        (
            [form] => name
            [lemma] => name
            [features] => NOUN-m:s
            [sh-feat] => NOUN
            [label] => 
            [rule] => 
            [pos_score] => 0
        )

    [3] => Array
        (
            [form] => is
            [lemma] => is
            [features] => VER:ind+pres+3+s
            [sh-feat] => VER
            [label] => 
            [rule] => 
            [pos_score] => 0
        )

    [4] => Array
        (
            [form] => Fred
            [lemma] => Fred
            [features] => NPR
            [sh-feat] => NPR
            [label] => 
            [rule] => 
            [pos_score] => 0
        )

    [5] => Array
        (
            [form] => .
            [lemma] => .
            [features] => SENT
            [sh-feat] => SENT
            [label] => 
            [rule] => 
            [pos_score] => 0
        )

)