+
    9i                           ^ RI t ^ RIt^ RIHt ^ RIt^ RIt^ RIHtH	t	 ^ RI
HtHtHt R tRR ltRR R lltR	 tR
 t]R8X  d
   ]! 4        R# R# )    N)Path)create_sessiononnxruntime_inference)generate_test_dataget_bert_inputsoutput_test_datac                 $   ^ RI pRpV'       d   VP                  P                  p\        P                  ! RR7      p\        YV'       d   RMRWe4      pVP                  4        Uu. uF  qP                  NK  	  p	p\        WqV	4      w  rWV	3# u upi )r   NF)logicalcudacpu)	onnxruntimeGraphOptimizationLevelORT_DISABLE_ALLpsutil	cpu_countr   get_outputsnamer   )
model_path
all_inputsuse_gpudisable_optimizationr   graph_optimization_levelintra_op_num_threadssessionoutputoutput_namesresultslatency_lists   &&&&        k/var/www/html/photoedit/myenv/lib/python3.14/site-packages/onnxruntime/transformers/compare_bert_results.py	run_modelr       s    ##.#E#E#U#U !++E:wVE;OG /6.A.A.CD.CFKK.CLD1'|TG,.. Es   %Bc                 6   ^ p^ p^ pRp\        V 4       EF  w  r\        \        V
4      4       EFx  pW,          V,          p\        P                  ! WV,          ,
          4      p\        P
                  ! V4      pV'       d1   W8  d+   \        RV4       \        RV4       \        RW,          4       \        P                  ! W8  4      pVP                  pVV,          ^d,          p\        VV4      p\        Wn4      p\        P                  ! W,          P                  4       VP                  4       W4R7      '       d   EK  V'       g   EK  RpV^,          pV'       g   EK4  \        RV	 RV 24       \        R	W,          P                  4        R
V 24       \        RV 24       EK{  	  EK  	  V^ 8X  d    \        R\        V 4       RV RV R24       M!\        RV R\        V 4       RV RV R2	4       \        RV 24       \        RV RVR R24       Wh3# )r   Tabs_diff	treatmentbaseline)rtolatolFz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.3f%)	enumeraterangelennpabsamaxprintsumsizemaxallclosetolist)baseline_resultstreatment_resultsverboser%   r&   
diff_countmax_abs_diffmax_diff_percentagecase_passedtest_case_idr   itreatment_outputabs_diff_tensorr"   count_exceedingtotal_elementspercentage_exceedings   &&&&&             r   comparerB   $   s   JLK!*+;!<s7|$A0>qA ff%5
%BCOww/H8?j(+k#34j'*- ff_%;<O,11N$3n$D#K "%&9;O"P|6L;;wz0024D4K4K4MTXdd;"'K!OJwl^8A3?@	'**;*;*=)>lK[J\]^	(45/ % "=4 Q %5!6 77]^b]ccjkojpprst
|8C0@,A+BBklpkqqxy}x~  A  B	
 
(
78	=dV4H[\_G``a
bc$$    c                $    V ^8  d   QhR\         /# )   dictionary_size)int)formats   "r   __annotate__rI   P   s     9M 9M  !9MrC   c                    \        WW4      w  pppV^8  d   \        V^,          4      MTp\        VVVVVVVVVRVVR7      p\        V VVRR7      w  pppV'       d+   \	        R\
        P                  ! V4      R,           R24       Ve#   \        V4       F  w  pp\        VVV4       K  	  \        VVVRR7      w  pppV'       d+   \	        R\
        P                  ! V4      R,           R24       \        VVWV
4      # )	rE   T)rF   )r   z7baseline average latency (all optimizations disabled): i  z msFztreatment average latency: )
r   rG   r   r    r.   
statisticsmeanr(   r   rB   )baseline_modeloptimized_model
output_dir
batch_sizesequence_lengthr   
test_casesseedr6   r%   r&   input_ids_namesegment_ids_nameinput_mask_name	mask_typerF   	input_idssegment_ids
input_maskaverage_sequence_lengthr   r4   baseline_latencyr   r<   inputsr5   treatment_latencytreatment_output_namess   &&&&&&&&&&&&&&&&             r   run_testr`   P   s3   & *9)9*&I{J
 ;JQ:Nc/A"56Tc#'J 8A
G$84& G
XhHilpHpGqqtuv":.IAvZF3 / DMW5D@(*@ +JOO<M,NQU,U+VVYZ[ #%6tLLrC   c                     \         P                  ! 4       p V P                  R R\        RR7       V P                  RR\        RRR7       V P                  RR	\        RR
R7       V P                  RR\        RR7       V P                  RR\        RR7       V P                  RR	\
        RRR7       V P                  RR	\
        RRR7       V P                  RR	\        ^dRR7       V P                  RR	\        ^RR7       V P                  RR	RRR7       V P                  R	R7       V P                  RR	RRR7       V P                  R	R 7       V P                  R!R	\        RR"R7       V P                  R#R	\        RR$R7       V P                  R%R	\        RR&R7       V P                  R'R	\        ^R(R7       V P                  4       pV# ))z--baseline_modelTzbaseline onnx model path.)requiredtypehelpz--optimized_modelNzMpath of the optimized model. It shall have same inputs as the baseline model.)rb   rc   defaultrd   z--output_dirFzEoutput test data path. If not specified, test data will not be saved.z--batch_sizezbatch size of inputz--sequence_lengthz maximum sequence length of inputz--rtolMbP?zrelative tolerancez--atolg-C6?zabsolute tolerancez	--samplesz$number of test cases to be generatedz--seedzrandom seedz	--use_gpu
store_truezuse GPU)rb   actionrd   )r   z	--verbosezprint verbose information)r6   z--input_idszinput name for input idsz--segment_idszinput name for segment idsz--input_maskzinput name for attention maskz--mask_typezmmask type: (1: mask index or sequence length, 2: raw 2D mask, 3: key len, cumulated lengths of query and key))argparseArgumentParseradd_argumentstrrG   floatset_defaults
parse_args)parserargss     r   parse_argumentsrr      s   $$&F
*TJef
\   T   CF[\
/	   5udQef
5udQef
3   5sAMZ
eLyY
&
(	   &
'   )   ,   |   DKrC   c                     \        4       p V P                  e)   \        V P                  4      pVP                  RRR7       \	        V P
                  V P                  V P                  V P                  V P                  V P                  V P                  V P                  V P                  V P                  V P                  V P                  V P                   V P"                  V P$                  4       R # )NT)parentsexist_ok)rr   rO   r   mkdirr`   rM   rN   rP   rQ   r   samplesrS   r6   r%   r&   rX   rY   rZ   rW   )rq   paths     r   mainry      s    D"DOO$

4$
/						rC   __main__)g?rf   )i   )ri   rK   pathlibr   numpyr+   r   bert_perf_testr   r   bert_test_datar   r   r   r    rB   r`   rr   ry   __name__ rC   r   <module>r      sQ         @ P P/$)%X9MxUp6 zF rC   