U
    ‰dî  ã                   @   s°   d dl Z d dlmZ d dlmZmZmZ d dlZ	d dl
Z
d dlZd dlmZmZ d dlm  mZ e d¡ e	j d¡ ddd	„Zd
d„ Ze  eƒ  d¡G dd„ dejƒƒZdS )é    N)ÚgivenÚassumeÚsettings)ÚcoreÚdyndepz)@/caffe2/caffe2/contrib/nnpack:nnpack_opsé   é   éd   c                 C   sv   t |ƒD ]}|  |¡ qt d¡}| t d||¡¡ t ¡ }|  |¡ t ¡ }td || t	|ƒ d ¡ƒ || S )NÚplanz	test-stepz2Timing network, time taken per-iteration: {:.6f}msg     @@)
ÚrangeÚrunr   ZPlanZAddStepZExecutionStepÚtimeÚprintÚformatÚfloat)ÚwsÚnetZwarmupsZitersÚ_r
   ÚbeforeÚafter© r   úI/tmp/pip-unpacked-wheel-ua33x9lu/caffe2/contrib/nnpack/nnpack_ops_test.pyÚ	benchmark   s    

 ÿÿr   c                  C   s<   dd l } z|  dddg¡ W dS  | jk
r6   Y dS X d S )Nr   ZgrepZavx2z/proc/cpuinfoTF)Ú
subprocessÚcheck_outputÚCalledProcessError)r   r   r   r   Úhas_avx2"   s    r   zNNPACK requires AVX2c                   @   sÜ  e Zd Zee dd¡e dd¡e dd¡e dd¡e dd¡e dd¡e dd¡dd	d
„ ƒZee ddg¡e dd¡e dd¡ddd„ ƒZee ddg¡e dd¡e dd¡ddd„ ƒZ	ee ddg¡e dd¡e dd¡e 
dd¡ddd„ ƒZedde ej d¡ d¡ee dd¡e dd¡e dddg¡e dd¡e dddg¡e dddg¡e ddddg¡d d!d"„ ƒƒƒZedde ej d¡ d¡ee dd¡e dddg¡e ddddg¡dd#d$„ ƒƒƒZd%S )&ÚNNPackOpsTestr   é   r   é   r   é
   é   )ÚstrideÚpadÚkernelÚsizeÚinput_channelsÚ
batch_sizeÚgroupsc                 C   sf  ||9 }t || ƒ}t|| dkƒ t|| dkƒ t||| kƒ t||kƒ |dkrdt|dkƒ tj ||||¡ tj¡d }	tj ||||¡ tj¡d }
tj |¡ tj¡d }d}i }dD ]€}tjdddd	gd
g||||d||d
}| j	 
d¡ |	¡ | j	 
d¡ |
¡ | j	 
d	¡ |¡ | j	 |¡ | j	jd
  ¡ ||< qÄtjj|d |d ddd d S )Nr   r   ç      à?ÚNCHW©Ú ÚNNPACKÚConvÚXÚwÚbÚYÚTUPLE)r"   r$   r#   ÚorderÚktsÚengineÚgroupr,   r-   ç-Cëâ6?©ZatolZrtol)Úintr   ÚnpÚrandomÚrandÚastypeÚfloat32r   ÚCreateOperatorr   Úcreate_blobÚfeedr   ÚblobsÚfetchÚtestingÚassert_allclose)Úselfr"   r#   r$   r%   r&   r'   r(   Úoutput_channelsr/   r0   r1   r4   Úoutputsr6   Úopr   r   r   Útest_convolution_correctness.   sn    
   ÿÿÿ   ÿÿþöüz*NNPackOpsTest.test_convolution_correctnessé   )r%   r&   r'   c                 C   s¬   t j ||||¡ t j¡d }d}i }d}d}d}	dD ]T}
tjddgdg|||	||
d	}| j d¡ 	|¡ | j 
|¡ | jjd  ¡ ||
< q6t jj|d
 |d ddd d S )Nr)   r*   r   r   r+   ZMaxPoolr/   r2   )r"   r$   r#   r4   r6   r,   r-   r8   r9   ©r;   r<   r=   r>   r?   r   r@   r   rA   rB   r   rC   rD   rE   rF   )rG   r%   r&   r'   r/   r4   rI   r"   r$   r#   r6   rJ   r   r   r   Útest_max_pool_correctnessa   sF       ÿÿÿø
üz'NNPackOpsTest.test_max_pool_correctnessc                 C   s”   t j ||||¡ t j¡d }i }dD ]L}tjddgdg|d}| j d¡ 	|¡ | j 
|¡ | jjd  ¡ ||< q&t jj|d |d d	d	d
 d S )Nr)   r+   ÚRelur/   r2   ©r6   r,   r-   r8   r9   rM   )rG   r%   r&   r'   r/   rI   r6   rJ   r   r   r   Útest_relu_correctness‚   s6       ÿÿÿüüz#NNPackOpsTest.test_relu_correctness)r%   r&   r'   Úalphac           	      C   s–   t j ||||¡ t j¡d }i }dD ]N}tjddgdg||d}| j d¡ 	|¡ | j 
|¡ | jjd  ¡ ||< q&t jj|d |d d	d	d
 d S )Nr)   r+   Z	LeakyRelur/   r2   )rR   r6   r,   r-   r8   r9   rM   )	rG   r%   r&   r'   rR   r/   rI   r6   rJ   r   r   r   Útest_leaky_relu_correctness™   s8       ÿÿÿûüz)NNPackOpsTest.test_leaky_relu_correctnessi  )ÚdeadlineZCAFFE2_BENCHMARKZ	Benchmarké   é   éZ   é@   é   é    é`   é€   )r"   r#   r$   r%   r&   rH   r'   c                 C   s  t ||kƒ tj ||||¡ tj¡d }tj ||||¡ tj¡d }	tj |¡ tj¡d }
d}i }dD ]„}t |d ¡}|jdddgd||||d	|d
 | j	 
d¡ |¡ | j	 
d¡ |	¡ | j	 
d¡ |
¡ | j	 |¡ t| j	|ƒ||< qltd |d |d  ¡ƒ d S )Nr)   r*   r+   Ú_testr/   ÚWr1   r2   r3   )r4   r$   r"   r#   r5   r6   úSpeedup for NNPACK: {:.2f}r,   r-   )r   r;   r<   r=   r>   r?   r   ÚNetr.   r   rA   rB   r   r   r   r   )rG   r"   r#   r$   r%   r&   rH   r'   r/   r0   r1   r4   Útimesr6   r   r   r   r   Útest_timings³   sT       ÿÿÿ
 ÿÿÿ ù	ÿzNNPackOpsTest.test_timingsc                 C   sš   t j ||||¡ t j¡d }i }dD ]T}t |d ¡}|jdgdg|d | j 	d¡ 
|¡ | j |¡ t| j|ƒ||< q&td |d |d	  ¡ƒ d S )
Nr)   r+   r]   r/   r2   rP   r_   r,   r-   )r;   r<   r=   r>   r?   r   r`   rO   r   rA   rB   r   r   r   r   )rG   r%   r&   r'   r/   ra   r6   r   r   r   r   Útest_relu_timingsÙ   s0       ÿÿÿýÿzNNPackOpsTest.test_relu_timingsN)Ú__name__Ú
__module__Ú__qualname__r   ÚstZintegersrK   Zsampled_fromrN   rQ   ZfloatsrS   r   ÚunittestÚskipIfÚosÚenvironÚgetrb   rc   r   r   r   r   r   ,   sV   

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
úþr   )r   r	   )rh   Zhypothesis.strategiesZ
strategiesrg   Z
hypothesisr   r   r   Znumpyr;   r   rj   Zcaffe2.pythonr   r   Z"caffe2.python.hypothesis_test_utilÚpythonZhypothesis_test_utilÚhuZInitOpsLibraryr<   Úseedr   r   ri   ZHypothesisTestCaser   r   r   r   r   Ú<module>   s   
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