o
    Ďi	                     @   s   d dl Z d dlZd dlmZmZ d dlZd dlmZ 		ddededee dee ddf
d	d
Z	ej
dddefddZG dd dZG dd dZdS )    N)AnyOptional
SpeciesNetobj1obj2rtolatolreturnc                 C   s   t | tr-t |tr-t|  t| ksJ |  D ]}t| | || ||d qd S t | trUt |trUt| t|ksAJ t| |D ]\}}t||||d qFd S | tj	|||dksaJ d S )N)r   r	   )relabs)

isinstancedictsetkeysassert_approx_objslistlenzippytestapprox)r   r   r   r	   keyitem1item2 r   [/home/jeff/fluffinator/venv/lib/python3.10/site-packages/speciesnet/multiprocessing_test.pyr      s   r   instances_dict)namec                  C   s<   t dddd} t| W  d    S 1 sw   Y  d S )Nz$test_data/instances_with_errors.jsonrzutf-8)modeencoding)openjsonload)fpr   r   r   fx_instances_dict,   s   $r%   c                   @   sV   e Zd ZdZejdddedefddZdd	d
Z	dddZ
dddZdddZdS )TestSingleProcessz#Tests for single-process inference.classscope
model_namer
   c                 C   s   t |S )Nr   selfr*   r   r   r   model5   s   zTestSingleProcess.modelNc                 C   T   |j |ddd}|j |ddd}|sJ |sJ t||dd td|jj| d S )Nsingle_threadTr   run_modeprogress_barsmulti_threadMbP?r	   Predictions (%s): %spredictr   logginginfonoder   r,   requestr   r-   predictions_dict1predictions_dict2r   r   r   test_predict9      zTestSingleProcess.test_predictc                 C   .   |j |ddd}|sJ td|jj| d S )Nr3   Tr0   Classifications (%s): %s)classifyr9   r:   r;   r   r,   r=   r   r-   predictions_dictr   r   r   test_classifyE   
   zTestSingleProcess.test_classifyc                 C   rB   )Nr3   Tr0   Detections (%s): %s)detectr9   r:   r;   r   rE   r   r   r   test_detectL   rH   zTestSingleProcess.test_detectc                 C   s,   |j |dd}|sJ td|jj| d S )NT)r   r2   zEnsemble results (%s): %s)ensemble_from_past_runsr9   r:   r;   r   rE   r   r   r   test_ensemble_from_past_runsS   s
   z.TestSingleProcess.test_ensemble_from_past_runsr
   N)__name__
__module____qualname____doc__r   fixturestrr   r-   r@   rG   rK   rM   r   r   r   r   r&   2   s    



r&   c                   @   s`   e Zd ZdZejdddedefddZdd	d
Z	dddZ
dddZdddZdddZdS )TestMultiProcessz"Tests for multi-process inference.r'   r(   r*   r
   c                 C   s   t |ddS )NT)multiprocessingr   r+   r   r   r   r-   ^   s   zTestMultiProcess.modelNc                 C   r.   )Nr3   Tr0   multi_processr4   r5   r6   r7   r<   r   r   r   r@   b   rA   zTestMultiProcess.test_predictc                 C   z   |j |ddd}|j |ddd}|j |ddd}|sJ |s J |s$J t||dd t||dd td|jj| d S )	N   Tr   
batch_sizer2         r4   r5   r6   r7   r,   r=   r   r-   r>   r?   predictions_dict3r   r   r   test_batch_predictn      z#TestMultiProcess.test_batch_predictc                 C   r.   )Nr3   Tr0   rW   r4   r5   rC   rD   r   r9   r:   r;   r   r<   r   r   r   rG      rA   zTestMultiProcess.test_classifyc                 C   rX   )	NrY   TrZ   r\   r]   r4   r5   rC   rb   r^   r   r   r   test_batch_classify   ra   z$TestMultiProcess.test_batch_classifyc                 C   r.   )Nr3   Tr0   rW   r4   r5   rI   )rJ   r   r9   r:   r;   r   r<   r   r   r   rK      rA   zTestMultiProcess.test_detectrN   )rO   rP   rQ   rR   r   rS   rT   r   r-   r@   r`   rG   rc   rK   r   r   r   r   rU   [   s    




rU   )NN)r"   r9   typingr   r   r   speciesnet.multiprocessingr   floatr   rS   r   r%   r&   rU   r   r   r   r   <module>   s,   

)