o
    h                     @   s   d Z ddlZddlZddlZddlZddlmZ ddlmZ ddl	m
Z
 ddlT ddlmZ ddlmZ ed	Zdd
dZdddZedkrLe  dS dS )zi
An identity lemmatizer that mimics the behavior of a normal lemmatizer but directly uses word as lemma.
    N)
DataLoader)scorer)utils)*)CoNLL)_training_loggingstanzac                 C   s   t  }|jdtddd |jdtd dd |jdtd dd |jdtd d	d |jd
td d	d |jddddgd |jdtdd |jdtdd |jdtdd |j| d} | S )Nz
--data_dirz
data/lemmazDirectory for all lemma data.)typedefaulthelpz--train_filezInput file for data loader.z--eval_filez--output_filezOutput CoNLL-U file.z--gold_filez--modetrainpredict)r
   choicesz--shorthand	Shorthand)r	   r   z--batch_size2   )r	   r
   z--seedi  args)argparseArgumentParseradd_argumentstrint
parse_args)r   parser r   \/var/www/html/env_mimamsha/lib/python3.10/site-packages/stanza/models/identity_lemmatizer.pyr      s   r   c                 C   s   t | d} t| j t| } td | d dkrtd tj| d d}t|| d | d	d	d
}| d }| d }|j	
tg}|j	tg| t|j	| |d urqt||\}}}td td| d |d  d S d S )Nr   z"[Launching identity lemmatizer...]moder   zB[No training is required; will only generate evaluation output...]	eval_file)
input_file
batch_sizeT)
evaluation
conll_onlyoutput_file	gold_filezLemma score:z	{} {:.2f}	shorthandd   )r   randomseedvarsloggerinfor   	conll2docr   docgetTEXTsetLEMMAwrite_doc2conllr   scoreformat)r   documentbatchsystem_pred_filer#   preds_r2   r   r   r   main$   s$   



r9   __main__)N)__doc__osr   loggingr&   stanza.models.lemma.datar   stanza.models.lemmar   stanza.models.commonr   stanza.models.common.docstanza.utils.conllr   stanza.modelsr   	getLoggerr)   r   r9   __name__r   r   r   r   <module>   s"    



