
    h                           S SK r S SKrS SKJr  S SKrS SKrS SKJrJ	r	  S SK
JrJrJr  S rSS jr SS\4S jjrS	 rS
 r\S:X  a  \" 5         gg)    N)Path)create_sessiononnxruntime_inference)generate_test_dataget_bert_inputsoutput_test_datac                    SS K nS nU(       a  UR                  R                  n[        R                  " SS9n[        XU(       a  SOSXe5      nUR                  5        Vs/ s H  oR                  PM     n	n[        XqU	5      u  pXU	4$ s  snf )Nr   F)logicalcudacpu)	onnxruntimeGraphOptimizationLevelORT_DISABLE_ALLpsutil	cpu_countr   get_outputsnamer   )
model_path
all_inputsuse_gpudisable_optimizationr   graph_optimization_levelintra_op_num_threadssessionoutputoutput_namesresultslatency_lists               g/var/www/fran/franai/venv/lib/python3.13/site-packages/onnxruntime/transformers/compare_bert_results.py	run_modelr       s    ##.#E#E#U#U !++E:wVE;OG /6.A.A.CD.CFKK.CLD1'|TG,.. Es    B	c                    SnSnSnSn[        U 5       GHe  u  p[        [        U
5      5       GHF  nX   U   n[        R                  " XU   -
  5      n[        R
                  " U5      nU(       a+  X:  a&  [        SU5        [        SU5        [        SX   5        [        R                  " X:  5      nUR                  nUU-  S-  n[        UU5      n[        Xn5      n[        R                  " X   R                  5       UR                  5       X4S9(       a  M  U(       d  M  SnUS	-  nU(       d  GM  [        S
U	 SU 35        [        SX   R                  5        SU 35        [        SU 35        GMI     GMh     US:X  a  [        S[        U 5       SU SU S35        O![        SU S[        U 5       SU SU S3	5        [        SU 35        [        SU SUS S35        Xh4$ )Nr   Tabs_diff	treatmentbaselined   )rtolatolF   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.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   comparerD   $   s   JLK!*+;!<s7|$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$$    dictionary_sizec                    [        XX5      u  nnnUS:  a  [        US-  5      OUn[        UUUUUUUUUSUUS9n[        U UUSS9u  nnnU(       a&  [	        S[
        R                  " U5      S-   S35        Ub"  [        U5       H  u  nn[        UUU5        M     [        UUUSS9u  nnnU(       a&  [	        S	[
        R                  " U5      S-   S35        [        UUXU
5      $ )
N   T)rF   )r   z7baseline average latency (all optimizations disabled): i  z msFztreatment average latency: )
r   intr   r    r0   
statisticsmeanr*   r   rD   )baseline_modeloptimized_model
output_dir
batch_sizesequence_lengthr   
test_casesseedr8   r&   r'   input_ids_namesegment_ids_nameinput_mask_name	mask_typerF   	input_idssegment_ids
input_maskaverage_sequence_lengthr   r6   baseline_latencyr   r>   inputsr7   treatment_latencytreatment_output_namess                                r   run_testr_   P   s3   & *9)9*&I{J
 ;JQ:Nc/A"56Tc#'J 8A
G$84& G
XhHilpHpGqqtuv":.IAvZF3 / DMW5D@(*@ +JOO<M,NQU,U+VVYZ[ #%6tLLrE   c                  $   [         R                  " 5       n U R                  SS[        SS9  U R                  SS[        S SS9  U R                  SS	[        S S
S9  U R                  SS[        SS9  U R                  SS[        SS9  U R                  SS	[
        SSS9  U R                  SS	[
        SSS9  U R                  SS	[        SSS9  U R                  SS	[        SSS9  U R                  SS	SSS9  U R                  S	S9  U R                  S S	SS!S9  U R                  S	S"9  U R                  S#S	[        S S$S9  U R                  S%S	[        S S&S9  U R                  S'S	[        S S(S9  U R                  S)S	[        S*S+S9  U R                  5       nU$ ),Nz--baseline_modelTzbaseline onnx model path.)requiredtypehelpz--optimized_modelzMpath of the optimized model. It shall have same inputs as the baseline model.)ra   rb   defaultrc   z--output_dirFzEoutput test data path. If not specified, test data will not be saved.z--batch_sizezbatch size of inputz--sequence_lengthz maximum sequence length of inputz--rtolMbP?zrelative tolerancez--atolg-C6?zabsolute tolerancez	--samplesr%   z$number of test cases to be generatedz--seed   zrandom seedz	--use_gpu
store_truezuse GPU)ra   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))argparseArgumentParseradd_argumentstrrI   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KrE   c                     [        5       n U R                  b%  [        U R                  5      nUR                  SSS9  [	        U R
                  U R                  U R                  U R                  U R                  U R                  U R                  U R                  U R                  U R                  U R                  U R                  U R                   U R"                  U R$                  5        g )NT)parentsexist_ok)rr   rN   r   mkdirr_   rL   rM   rO   rP   r   samplesrR   r8   r&   r'   rW   rX   rY   rV   )rq   paths     r   mainry      s    D"DOO$

4$
/						rE   __main__)g?re   )i   )ri   rJ   pathlibr   numpyr-   r   bert_perf_testr   r   bert_test_datar   r   r   r    rD   rI   r_   rr   ry   __name__ rE   r   <module>r      sa         @ P P/$)%x  !9M  !9MxUp6 zF rE   