Ë
    �…j    ã                   ó˜   — d dl Z d dlZd dlmZ d dlZd dlZd dlmZm	Z	 d dl
mZmZmZ d„ Zdd„Z	 ddefd„Zd	„ Zd
„ Zedk(  r e«        yy)é    N)ÚPath)Úcreate_sessionÚonnxruntime_inference)Úgenerate_test_dataÚget_bert_inputsÚoutput_test_datac                 ó  — dd l }d }|r|j                  j                  }t        j                  d¬«      }t        | ||rdnd||«      }|j                  «       D �cg c]  }|j                  ‘Œ }	}t        |||	«      \  }
}|
||	fS c c}w )Nr   F)ÚlogicalÚcudaÚcpu)	ÚonnxruntimeÚGraphOptimizationLevelÚORT_DISABLE_ALLÚpsutilÚ	cpu_countr   Úget_outputsÚnamer   )Ú
model_pathÚ
all_inputsÚuse_gpuÚdisable_optimizationr   Úgraph_optimization_levelÚintra_op_num_threadsÚsessionÚoutputÚoutput_namesÚresultsÚlatency_lists               ún/root/aria/tools/markitdown-venv/lib/python3.12/site-packages/onnxruntime/transformers/compare_bert_results.pyÚ	run_modelr       s”   € Ûà#ÐÙØ#.×#EÑ#E×#UÑ#UÐ ä!×+Ñ+°EÔ:ÐäØ�G¡w™V°EÐ;OÐQió€Gð /6×.AÑ.AÓ.CÖD F�F—K“KÐD€LÐDÜ1°'¸:À|ÓTÑ€Gˆ\Ø�L ,Ð.Ð.ùò Es   ÁBc                 ó¨  — d}d}d}d}t        | «      D �]R  \  }	}
t        t        |
«      «      D �]4  }||	   |   }t        j                  ||
|   z
  «      }t        j
                  |«      }|r,||kD  r't        d|«       t        d|«       t        d|
|   «       t        j                  ||kD  «      }|j                  }||z  dz  }t        ||«      }t        ||«      }t        j                  |
|   j                  «       |j                  «       ||¬«      rŒç|sŒêd}|d	z  }|sŒôt        d
|	› d|› �«       t        d|
|   j                  «       › d|› �«       t        d|› �«       �Œ7 �ŒU |dk(  rt        dt        | «      › d|› d|› d�«       n!t        d|› dt        | «      › d|› d|› d�	«       t        d|› �«       t        d|› d|d›d�«       ||fS )Nr   TÚabs_diffÚ	treatmentÚbaselineéd   )ÚrtolÚatolFé   zcase z output z	baseline=z
treatment=z	abs_diff=z100% passed for z& random inputs given thresholds (rtol=z, atol=z).z	WARNING: z out of z) results NOT passed for thresholds (rtol=zmaximum absolute difference=z1maximum percentage of elements that exceeds atol=z is z.3fú%)Ú	enumerateÚrangeÚlenÚnpÚabsÚamaxÚprintÚsumÚsizeÚmaxÚallcloseÚtolist)Úbaseline_resultsÚtreatment_resultsÚverboser&   r'   Ú
diff_countÚmax_abs_diffÚmax_diff_percentageÚcase_passedÚtest_case_idr   ÚiÚtreatment_outputÚabs_diff_tensorr"   Úcount_exceedingÚtotal_elementsÚpercentage_exceedings                     r   ÚcomparerD   $   s'  € à€JØ€LØÐØ€KÜ!*Ð+;Ó!<ó 6Ñˆ�gÜ”s˜7“|Ó$ó 	6ˆAØ0°Ñ>¸qÑAÐÜ Ÿf™fÐ%5¸À¹
Ñ%BÓCˆOÜ—w‘w˜Ó/ˆHÙ˜8 dš?Ü�j (Ô+Ü�kÐ#3Ô4Ü�j '¨!¡*Ô-ä Ÿf™f _°tÑ%;Ó<ˆOØ,×1Ñ1ˆNØ$3°nÑ$DÈÑ#KÐ Ü"%Ð&9Ð;OÓ"PÐä˜|¨XÓ6ˆLÜ—;‘;˜w q™z×0Ñ0Ó2Ð4D×4KÑ4KÓ4MÐTXÐ_cÖdÚØ"'�KØ !‘O�JâÜ  l ^°8¸A¸3Ð?Ô@Ü 	¨'°!©*×*;Ñ*;Ó*=Ð)>¸lÐK[ÐJ\Ð]Ô^Ü 	¨(¨Ð4Ö5ò/	6ð6ð4 �Q‚ÜÐ ¤Ð%5Ó!6Ð 7Ð7]Ð^bÐ]cÐcjÐkoÐjpÐprÐsÕtäØ˜
�| 8¬CÐ0@Ó,AÐ+BÐBkÐlpÐkqÐqxÐy}Ðx~ð  Að  Bô	
ô 
Ð(¨¨Ð
7Ô8Ü	Ð=¸d¸VÀ4ÐH[Ð\_ÐG`Ð`aÐ
bÔcØ˜Ð$Ð$ó    Údictionary_sizec                 óÈ  — t        ||||«      \  }}}|dk\  rt        |dz  «      n|}t        |||||||||d||¬«      }t        | ||d¬«      \  }}}|r%t	        dt        j                  |«      dz  › d�«       |� t        |«      D ]  \  }}t        |||«       Œ t        |||d¬«      \  }}}|r%t	        d	t        j                  |«      dz  › d�«       t        ||||	|
«      S )
Né   T)rF   )r   z7baseline average latency (all optimizations disabled): iè  z msFztreatment average latency: )
r   Úintr   r    r0   Ú
statisticsÚmeanr*   r   rD   )Úbaseline_modelÚoptimized_modelÚ
output_dirÚ
batch_sizeÚsequence_lengthr   Ú
test_casesÚseedr8   r&   r'   Úinput_ids_nameÚsegment_ids_nameÚinput_mask_nameÚ	mask_typerF   Ú	input_idsÚsegment_idsÚ
input_maskÚaverage_sequence_lengthr   r6   Úbaseline_latencyr   r>   Úinputsr7   Útreatment_latencyÚtreatment_output_namess                                r   Úrun_testr_   P   s>  € ô& *9Ø˜Ð)9¸?ó*Ñ&€Iˆ{˜Jð
 ;JÈQÒ:Nœc /°AÑ"5Ô6ÐTcÐÜ#ØØØØØØØØØØØØ'ô€Jô 8AØ˜
 GÀ$ô8Ñ4ÐÐ&¨ñ ÜÐGÌ
ÏÉÐXhÓHiÐlpÑHpÐGqÐqtÐuÔvàÐÜ" :Ó.ò 	4‰IˆAˆvÜ˜Z¨¨FÕ3ð	4ô DMØ˜ WÀ5ôDÑ@ÐÐ(Ð*@ñ ÜÐ+¬J¯O©OÐ<MÓ,NÐQUÑ,UÐ+VÐVYÐZÔ[ô Ð#Ð%6¸ÀÀtÓLÐLrE   c                  óˆ  — t        j                  «       } | j                  ddt        d¬«       | j                  ddt        d d¬«       | j                  dd	t        d d
¬«       | j                  ddt        d¬«       | j                  ddt        d¬«       | j                  dd	t
        dd¬«       | j                  dd	t
        dd¬«       | j                  dd	t        dd¬«       | j                  dd	t        dd¬«       | j                  dd	dd¬«       | j                  d	¬«       | j                  d d	dd!¬«       | j                  d	¬"«       | j                  d#d	t        d d$¬«       | j                  d%d	t        d d&¬«       | j                  d'd	t        d d(¬«       | j                  d)d	t        d*d+¬«       | j                  «       }|S ),Nz--baseline_modelTzbaseline onnx model path.)ÚrequiredÚtypeÚhelpz--optimized_modelzMpath of the optimized model. It shall have same inputs as the baseline model.)ra   rb   Údefaultrc   z--output_dirFzEoutput test data path. If not specified, test data will not be saved.z--batch_sizezbatch size of inputz--sequence_lengthz maximum sequence length of inputz--rtolçü©ñÒMbP?zrelative tolerancez--atolg-Cëâ6?zabsolute tolerancez	--samplesr%   z$number of test cases to be generatedz--seedé   zrandom seedz	--use_gpuÚ
store_truezuse GPU)ra   Úactionrc   )r   z	--verbosezprint verbose information)r8   z--input_idszinput name for input idsz--segment_idszinput name for segment idsz--input_maskzinput name for attention maskz--mask_typerH   zmmask type: (1: mask index or sequence length, 2: raw 2D mask, 3: key len, cumulated lengths of query and key))ÚargparseÚArgumentParserÚadd_argumentÚstrrI   ÚfloatÚset_defaultsÚ
parse_args)ÚparserÚargss     r   Úparse_argumentsrr   Œ   s  € Ü×$Ñ$Ó&€FØ
×ÑÐ*°TÄÐJeÐÔfà
×ÑØØÜØØ\ð ô ð ×ÑØØÜØØTð ô ð ×Ñ˜°¼CÐF[ÐÔ\à
×ÑØØÜØ/ð	 ô ð ×Ñ˜¨5´uÀdÐQeÐÔfà
×Ñ˜¨5´uÀdÐQeÐÔfà
×ÑØØÜØØ3ð ô ð ×Ñ˜¨5´sÀAÈMÐÔZà
×Ñ˜¨e¸LÈyÐÔYØ
×Ñ ÐÔ&à
×ÑØØØØ(ð	 ô ð ×Ñ ÐÔ&à
×ÑØØÜØØ'ð ô ð ×ÑØØÜØØ)ð ô ð ×ÑØØÜØØ,ð ô ð ×ÑØØÜØØ|ð ô ð ×ÑÓ€DØ€KrE   c                  óÞ  — t        «       } | j                  �(t        | j                  «      }|j                  dd¬«       t	        | j
                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                   | j"                  | j$                  «       y )NT)ÚparentsÚexist_ok)rr   rN   r   Úmkdirr_   rL   rM   rO   rP   r   ÚsamplesrR   r8   r&   r'   rW   rX   rY   rV   )rq   Úpaths     r   Úmainry   ä   s«   € ÜÓ€Dà‡�Ð"ä�D—O‘OÓ$ˆØ�
‰
˜4¨$ˆ
Ô/äØ×ÑØ×ÑØ�‰Ø�‰Ø×ÑØ�‰Ø�‰Ø�	‰	Ø�‰Ø�	‰	Ø�	‰	Ø�‰Ø×ÑØ�‰Ø�‰õrE   Ú__main__)gš™™™™™¹?re   )i   )ri   rJ   Úpathlibr   Únumpyr-   r   Úbert_perf_testr   r   Úbert_test_datar   r   r   r    rD   rI   r_   rr   ry   Ú__name__© rE   r   ú<module>r�      sa   ðó Û Ý ã Û ß @ß PÑ Pò/ó$)%ðx  ñ!9Mð  ó!9MòxUòpð6 ˆzÒÙ…Fð rE   