U
    ‰d°  ã                   @   sx   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	m
  m  mZ d dlmZ d dlmZ G dd„ deƒZdS )	é    N)Ú
caffe2_pb2)Úcore)ÚTensorProto)Úc2_native_run_net)ÚTestCasec                   @   s   e Zd Zdd„ Zdd„ ZdS )ÚTestFrontendSSAConversionc                 C   sæ  t j dd¡ t j¡}t j dd¡ t j¡}t j d¡ t j¡}t j d¡ t j¡}| | ¡ ¡| | }t ¡ }d|_	dddd	g|j
d d …< |j t d
dddgdg¡tjddd	gdgddg¡ dg|jd d …< t ¡ }d|_	|j tjdg dg||jdtjdg dg||jdtjdg d	g||jdg¡ ddd	g|jd d …< t|||gd\}}	dtj|jfi}
tj |||
¡ |  |j
dddd	g¡ |  |jd jdddg¡ |  |jd jdg¡ |  |jd jdd	g¡ |  |jd jdg¡ |  |jdg¡ |  |j
g ¡ |  |jd jg ¡ |  |jd jdg¡ |  |jd jg ¡ |  |jd jdg¡ |  |jd jg ¡ |  |jd jd	g¡ |  |jddd	g¡ |  |
dtj|jfi¡ t|||gd\}}|  ||	¡ |  ||g¡ d S )Né   é   é   é   ztest-ssaÚWÚXÚbÚsÚFCÚYÚAddT©Ú	broadcastztest-ssa-initZGivenTensorFill)ÚvaluesÚshape)Zpredict_netÚinit_netÚinputsr   ZY_1ZY_2)ÚnpÚrandomZrandnZastypeZfloat32ÚdotZ	transposer   ÚNetDefÚnameÚexternal_inputÚopÚextendr   ÚCreateOperatorÚexternal_outputr   r   r   ÚFLOATÚc2_onnxÚCaffe2FrontendÚ_ssa_rewriteÚassertEqualÚinputÚoutputZassertSameOutputs)Úselfr   r   r   r   Z	np_resultÚnetr   Ú_Zorig_outputÚ
value_infoZ
ssa_output© r.   úE/tmp/pip-unpacked-wheel-ua33x9lu/caffe2/python/onnx/tests/ssa_test.pyÚtest_ssa   s¢    ýüúûûûñý
ýý
z"TestFrontendSSAConversion.test_ssac              	   C   s¦   t  ¡ }d|_ddddg|jd d …< |j t ddddgdg¡tjdddgd	gd
dg¡ d	g|jd d …< dt	j
ddgfi}t |¡}tj |d |¡ |  ||¡ d S )Nztest-idempotencer   r   r   r   r   r   r   ÚZTr   r   r	   )r   r   r   r   r   r    r   r!   r"   r   r#   ÚcopyÚdeepcopyr$   r%   r&   r'   )r*   r+   r-   Znet_copyr.   r.   r/   Útest_idempotencem   s2    ýüú
ýz*TestFrontendSSAConversion.test_idempotenceN)Ú__name__Ú
__module__Ú__qualname__r0   r4   r.   r.   r.   r/   r      s   Xr   )r2   Znumpyr   Zcaffe2.protor   Zcaffe2.pythonr   Zonnxr   Zcaffe2.python.onnx.frontendÚpythonZfrontendr$   Zcaffe2.python.onnx.helperr   Z#caffe2.python.onnx.tests.test_utilsr   r   r.   r.   r.   r/   Ú<module>	   s   