
    g                         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 Zd Zd	 Zed
k(  r e        yy)    N)Path)create_sessiononnxruntime_inference)generate_test_dataget_bert_inputsoutput_test_datac                    dd l }d }|r|j                  j                  }t        j                  d      }t        | ||rdnd||      }|j                         D cg c]  }|j                   }	}t        |||	      \  }
}|
||	fS c c}w )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               b/var/www/openai/venv/lib/python3.12/site-packages/onnxruntime/transformers/compare_bert_results.py	run_modelr       s    ##.#E#E#U#U !++E:GwVE;OQiG /6.A.A.CD.CFFKK.CLD1':|TG\L,.. Es   Bc                    d}d}t        |       D ]  \  }}d}	t        t        |            D ]  }
||   |
   }t        j                  t        j
                  |||
   z
              }|r,||kD  r't        d|       t        d|       t        d||
          t        ||      }t        j                  ||
   j                         |j                         ||      r|	sd}	|dz  }|st        d	| d
|
        t        d||
   j                          d|        t        d|          |dk(  rt        dt        |        d| d| d       n!t        d| dt        |        d| d| d	       t        d|        |	fS )Nr   Tabs_diff	treatmentbaseline)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=)
	enumeraterangelennpamaxabsprintmaxallclosetolist)baseline_resultstreatment_resultsverboser%   r&   
diff_countmax_abs_difftest_case_idr   case_passeditreatment_outputr"   s                r   comparer;   $   s   JL!*+;!<gs7|$A0>qAwwrvv&6&CDEH8d?j(+k#34j'!*-|X6L;;wqz0024D4K4K4MTX_cd"'K!OJl^8A3?@	'!**;*;*=)>lK[J\]^	(45# % "=* Q %5!6 77]^b]ccjkojpprst
|8C0@,A+BBklpkqqxy}x~  A  B	
 
(
78$$    c                    t        ||||      \  }}}|dk\  rt        |dz        n|}t        |||||||||d|      }t        | ||d      \  }}}|r%t	        dt        j                  |      dz   d       | t        |      D ]  \  }}t        |||        t        |||d      \  }}}|r%t	        dt        j                  |      dz   d       t        ||||	|
      S )	N   T)r   z7baseline average latency (all optimizations disabled): i  z msFztreatment average latency: )
r   intr   r    r.   
statisticsmeanr(   r   r;   )baseline_modeloptimized_model
output_dir
batch_sizesequence_lengthr   
test_casesseedr4   r%   r&   input_ids_namesegment_ids_nameinput_mask_name	mask_type	input_idssegment_ids
input_maskaverage_sequence_lengthr   r2   baseline_latencyr   r9   inputsr3   treatment_latencytreatment_output_namess                               r   run_testrU   H   s6   $ *9)9?*&I{J
 ;JQ:Nc/A"56Tc#J 8A
G$84& G
XhHilpHpGqqtuv":.IAvZF3 / DMW5D@(*@ +JOO<M,NQU,U+VVYZ[ #%6tLLr<   c                     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$       | j                  d%d	t        d d&       | j                  d'd	t        d d(       | j                  d)d	t        d*d+       | j                         }|S ),Nz--baseline_modelTzbaseline onnx model path.)requiredtypehelpz--optimized_modelzMpath of the optimized model. It shall have same inputs as the baseline model.)rW   rX   defaultrY   z--output_dirFzEoutput test data path. If not specified, test data will not be saved.z--batch_sizezbatch size of inputz--sequence_lengthz maximum sequence length of inputz--rtolMbP?zrelative tolerancez--atolg-C6?zabsolute tolerancez	--samplesd   z$number of test cases to be generatedz--seed   zrandom seedz	--use_gpu
store_truezuse GPU)rW   actionrY   )r   z	--verbosezprint verbose information)r4   z--input_idszinput name for input idsz--segment_idszinput name for segment idsz--input_maskzinput name for attention maskz--mask_typer>   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strr?   floatset_defaults
parse_args)parserargss     r   parse_argumentsri      s   $$&F
*TJef
\   T   CF[\
/	   5udQef
5udQef
3   5sAMZ
eLyY
&
(	   &
'   )   ,   |   DKr<   c                     t               } | j                  (t        | j                        }|j                  dd       t	        | j
                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                   | j"                  | j$                         y )NT)parentsexist_ok)ri   rD   r   mkdirrU   rB   rC   rE   rF   r   samplesrH   r4   r%   r&   rM   rN   rO   rL   )rh   paths     r   mainrp      s    D"DOO$

4$
/						r<   __main__)g?r[   )r`   r@   pathlibr   numpyr+   r   bert_perf_testr   r   bert_test_datar   r   r   r    r;   rU   ri   rp   __name__ r<   r   <module>rx      sQ         @ P P/$!%H7MtUp6 zF r<   