U
    q±Ëh:  ã                   @  sä   d dl mZ d dlZd dlZd dlZd dlZd dlZd dlm  m	  m
  mZ d dlm  m	  m
  mZ d dlmZmZmZ ej ej e¡¡Zej ed¡Zdddœdd	„Zdd
œdd„Zdd
œdd„Zedkràeƒ  dS )é    )ÚannotationsN)ÚONNX_MLÚTensorProtoÚnumpy_helperÚdatazargparse.NamespaceÚNone)ÚargsÚreturnc                 C  sz  dddœdd„}t j | jd¡}tdd„ t  |¡D ƒƒ}| jr|t j |¡r|t  |¡D ]&}tsf| 	d	¡sTt
 t j ||¡¡ qTt ¡ }| jr˜|t ¡ 7 }n|t | j¡7 }d
}|D ] }t j | j|j|j¡}||ƒ |jdkræ|d7 }|jdkr6tt j |d¡dƒ(}	tj|j|j|j|jdœ|	dd W 5 Q R X q°|jsBt‚tt j |d¡dƒ}
|
 |j ¡ ¡ W 5 Q R X |js~t‚t |jƒD ]Æ\}\}}t j |d|› ¡}||ƒ t |ƒD ]B\}}tt j |d|› d¡dƒ}
|jj!j"| j# $d¡r |
 t% &||jj!j"| j¡ ¡ ¡ nÒ|jj!j"| j# $d¡r\|
 t% '||jj!j"| j¡ ¡ ¡ n–|jj!j"| j# $d¡r˜|
 t% (||jj!j"| j¡ ¡ ¡ nZ|jj!j"| j# $d¡s´t‚t)|t*ƒrÐ|
 | ¡ ¡ n"|
 t% +||jj!j"| j¡ ¡ ¡ W 5 Q R X qºt |ƒD ]B\}}tt j |d|› d¡dƒ}
|jj!j| j# $d¡rn|
 t% &||jj!j| j¡ ¡ ¡ nÒ|jj!j| j# $d¡rª|
 t% '||jj!j| j¡ ¡ ¡ n–|jj!j| j# $d¡ræ|
 t% (||jj!j| j¡ ¡ ¡ nZ|jj!j| j# $d¡st‚t)|t*ƒr|
 | ¡ ¡ n"|
 t% +||jj!j| j¡ ¡ ¡ W 5 Q R X qqˆq°| jsv||krvt,j-dt.dd d S )NÚstrr   )Úpathr	   c                 S  s$   t j | ¡rt | ¡ t  | ¡ d S ©N)Úosr   ÚexistsÚshutilÚrmtreeÚmakedirs)r   © r   ú?/tmp/pip-unpacked-wheel-xnis5xre/onnx/backend/test/cmd_tools.pyÚprepare_dir   s    
z"generate_data.<locals>.prepare_dirÚnodec                 S  s   g | ]}t j |¡r|‘qS r   )r   r   Úisfile)Ú.0Únamer   r   r   Ú
<listcomp>   s      z!generate_data.<locals>.<listcomp>Ztest_ai_onnx_ml_r   é   Úrealz	data.jsonÚw)ÚurlÚ
model_nameÚrtolÚatolT)Ú	sort_keysz
model.onnxÚwbZtest_data_set_Zinput_z.pbZmap_typeZsequence_typeZoptional_typeZtensor_typeZoutput_a  There are some models under 'onnx/backend/test/data/node' which cannot not be generated by the script from 'onnx/backend/test/case/node'. Please add '--clean' option for 'python onnx/backend/test/cmd_tools.py generate-data' to cleanup the existing directories and regenerate them.é   )Ú
stacklevel)/r   r   ÚjoinÚoutputÚlenÚlistdirÚcleanr   r   Ú
startswithr   r   Ú
model_testZcollect_testcasesZdiffÚ	node_testZcollect_diff_testcasesZop_typeÚkindr   ÚopenÚjsonÚdumpr   r   r   r    ÚmodelÚAssertionErrorÚwriteZSerializeToStringZ	data_setsÚ	enumerateÚgraphÚinputÚtypeZHasFieldr   Ú	from_dictÚ	from_listZfrom_optionalÚ
isinstancer   Z
from_arrayÚwarningsÚwarnÚWarning)r   r   Z	node_rootZoriginal_dir_numberZsub_dirZcasesZnode_numberÚcaseÚ
output_dirÚfiÚfÚiÚinputsÚoutputsZdata_set_dirÚjr6   r&   r   r   r   Úgenerate_data   sÞ    ÿ

üø  ÿÿ ÿÿ ÿÿÿ
 ÿÿ  ÿÿ ÿÿ ÿÿÿ
 ÿÿúrF   )r	   c                  C  s€   t  d¡} |  ¡ }|jddd}|jddddd	d
 |jddtdd |jddd dd |jdddddd
 |jtd |  ¡ S )Nzbackend-test-toolszgenerate-datazconvert testcases to test data.)Úhelpz-cz--cleanFÚ
store_truezEClean the output directory before generating data for node testcases.)ÚdefaultÚactionrG   z-oz--outputz'output directory (default: %(default)s))rI   rG   z-tz	--op_typezWop_type for test case generation. (generates test data for the specified op_type only.)z-dz--diffzOonly generates test data for those changed files (compared to the main branch).)Úfunc)	ÚargparseÚArgumentParserÚadd_subparsersÚ
add_parserÚadd_argumentÚDATA_DIRÚset_defaultsrF   Ú
parse_args)ÚparserZ
subparsersZ	subparserr   r   r   rS   ’   sD    
 ÿûüüûrS   c                  C  s   t ƒ } |  | ¡ d S r   )rS   rK   )r   r   r   r   Úmain¸   s    rU   Ú__main__)Ú
__future__r   rL   r/   r   r   r;   Zonnx.backend.test.case.modelÚbackendÚtestr>   r1   r+   Zonnx.backend.test.case.noder   r,   Zonnxr   r   r   r   ÚrealpathÚdirnameÚ__file__ZTOP_DIRr%   rQ   rF   rS   rU   Ú__name__r   r   r   r   Ú<module>   s   ~&