o
    h                     @   s   d Z ddl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 ejjejjgZejd	d
dd Zejd	d
dd Zdd Zdd Zdd Zdd Zdd Zdd ZdS )z
Add a simple test of the Ensemble's inference path

This just reuses one model several times - that should still check the main loop, at least
    N)Pipeline)text_processing)tree_reader)EnsembleEnsembleTrainer)parse_tokenized_sentences)TEST_MODELS_DIRmodule)scopec                   C   s   t tddddS )Nenztokenize, pos, constituencyT)dirlang
processorstokenize_pretokenized)r   r    r   r   b/var/www/html/env_mimamsha/lib/python3.10/site-packages/stanza/tests/constituency/test_ensemble.pypipeline   s   r   c                 C   sl   |  d}|jd }|j}t|j}|j}|jd }|||g}tj|||d}	|d }
|		|
 |	|
||fS )Nensembleconstituency
model_pathfoundation_cachezensemble.pt)
mktempr   _modeldictargsr   _configr   
from_filessave)tmp_path_factoryr   tmp_pathcon_processormodelr   r   r   	filenamesr   	save_pathr   r   r   saved_ensemble   s   





r%   c                 C   sh   dd | D }t |dksJ tdd |D sJ dd |D } dd | D }dd	g}||ks2J d S )
Nc                 S   s   g | ]}|j qS r   )predictions.0xr   r   r   
<listcomp>-   s    z+check_basic_predictions.<locals>.<listcomp>   c                 s   s    | ]	}t |d kV  qdS )   N)lenr'   r   r   r   	<genexpr>/   s    z*check_basic_predictions.<locals>.<genexpr>c                 S   s   g | ]}|d  j qS )r   )treer'   r   r   r   r*   0       c                 S      g | ]}d  |qS {}format)r(   r/   r   r   r   r*   1   r0   =(ROOT (S (NP (DT This)) (VP (VBZ is) (NP (DT a) (NN test)))))C(ROOT (S (NP (DT This)) (VP (VBZ is) (NP (DT another) (NN test))))))r-   all)treesr&   resultexpectedr   r   r   check_basic_predictions,   s   r<   c           
      C   sv   | j d }|j}t|j}| j}|jd }|||g}tj|||d}|j}g dg dg}t	||| g|}	t
|	 d S )Nr   r   r   Thisisatestr>   r?   anotherrA   )r   r   r   r   r   r   r   r   r"   r   r<   )
r   r!   r"   r   r   r   r#   r   	sentencesr9   r   r   r   test_ensemble_inference6   s   



rE   c                 C   s   dS )z
    Depending on the saved_ensemble fixture should be enough to ensure
    that the ensemble was correctly saved

    (loading is tested separately)
    Nr   )r%   r   r   r   test_ensemble_saveG   s    rF   c           	      C   sJ   |\}}}}t j|||d}g dg dg}t||j| g|}t| d S )Nr   r=   rB   )r   loadr   r"   r<   )	r   r%   _r$   r   r   r   rD   r9   r   r   r   test_ensemble_save_loadO   s
   rI   c                 C   s   |\}}}}t | d }t|d}|d W d    n1 s!w   Y  t | d }	t|}||d< |	|d< t|||g t|	}
dd |
D }
d	d
g}|
|ksVJ d S )Nztest_input.txtwz$This is a test
This is another test
ztest_output.txttokenized_filepredict_filec                 S   r1   r2   r4   r'   r   r   r   r*   d   r0   z#test_parse_text.<locals>.<listcomp>r6   r7   )stropenwriter   r   load_model_parse_textr   read_treebank)r    r   r%   rH   r   r   r   raw_filefoutoutput_filer9   expected_treesr   r   r   test_parse_textV   s    
rV   c                 C   sL   | \}}}}t ddt||d d}|d}d|jd j}|dks$J d S )Nr   ztokenize,pos,constituency)r   constituency_model_pathr   download_methodzThis is a testr3   r   r6   )r   rM   r5   rD   r   )r%   rH   r   r   nlpdocr/   r   r   r   test_pipelinei   s
   r[   )__doc__pyteststanzar   stanza.models.constituencyr   r   #stanza.models.constituency.ensembler   r   *stanza.models.constituency.text_processingr   stanza.testsr   markr   travis
pytestmarkfixturer%   r<   rE   rF   rI   rV   r[   r   r   r   r   <module>   s&    




