o
    h                     @   s   d dl Z d dlmZ d dlmZ d dlmZ d dlmZ d dlmZm	Z	 d dl
mZ d dlmZmZmZmZmZ d	d
 Zdd Zdd ZdddZedkrRe  dS dS )    N)evaluate_models)train_lstm_model)train_transformer_model)	ModelType)default_pretrainsTRANSFORMERS)common)Modeadd_charlm_argsbuild_lemma_charlm_argschoose_lemma_charlmfind_wordvec_pretrainc              
   C   s:   t |  | jdtjdd dddd tD d d S )	N--model_typec                 S   s   t |   S N)r   upper)x r   e/var/www/html/env_mimamsha/lib/python3.10/site-packages/stanza/utils/training/run_lemma_classifier.py<lambda>   s    z add_lemma_args.<locals>.<lambda>zModel type to use.  {}z, c                 s   s    | ]}|j V  qd S r   )name).0r   r   r   r   	<genexpr>   s    z!add_lemma_args.<locals>.<genexpr>)defaulttypehelp)r
   add_argumentr   LSTMformatjoin)parserr   r   r   add_lemma_args   s   
r    c                 C   s   t jdd|d S )Nsaved_modelslemma_classifierz_lemma_classifier.pt)ospathr   )paths
short_namecommand_args
extra_argsr   r   r   build_model_filename   s   r)   c                 C   sV  | dd\}}g }	d|vr|	dt||||g7 }	t|||j}
d|vr1t|ti |}|
d|g7 }
g }|jtju rOd|vrO|t	v rIdt	
|g}ntd| g }|jrY|d | tjkrg }d|vrttjd	d
d| }|d|g7 }d|vrtjd	d
d| }|d|g7 }|	| | | }|jtjkr|
| }t| nd|jj g}|| | }t| | tjks| tjkrg }d|vrtjd	d
d| }|d|g7 }d|jj g}|| |	 | |
 | }t| | tjks| tjkr)g }d|vrtjd	d
d| }|d|g7 }d|jj g}|| |	 | |
 | }t| d S d S )N_   z--save_namez--wordvec_pretrain_filez--bert_modelzY--bert_model not specified, so cannot figure out which transformer to use for language %sz--forcez--train_filedatar"   z%s.train.lemmaz--eval_filez%s.dev.lemmar   z%s.test.lemma)splitr)   r   charlmr   r   
model_typer   TRANSFORMERr   get
ValueErrorforceappendr	   TRAINr#   r$   r   r   r   mainr   lowerr   	SCORE_DEVr   
SCORE_TEST)moder%   treebankr&   temp_output_filer'   r(   short_languagedataset	base_argsembedding_argswordvec_pretrain	bert_argsextra_train_args
train_args
train_file	eval_filemodel_type_args	eval_argsr   r   r   run_treebank   sb   




rI   c              
   C   s"   t jtddtt tt| d d S )Nr"   )sub_argparser)   choose_charlm_methodargs)r   r6   rI   r    r   build_argparser)   r   )rL   r   r   r   r6   R   s   "r6   __main__r   )r#   stanza.models.lemma_classifierr   r   r   (stanza.models.lemma_classifier.constantsr   !stanza.resources.default_packagesr   r   stanza.utils.trainingr   stanza.utils.training.commonr	   r
   r   r   r   r    r)   rI   r6   __name__r   r   r   r   <module>   s    
=
