
     Ng                         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             dS dS )    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||          }d |                                D             }t          |||          \  }	}
|	|
|fS )Nr   F)logicalcudacpuc                     g | ]	}|j         
S  )name).0outputs     i/var/www/html/ai-engine/env/lib/python3.11/site-packages/onnxruntime/transformers/compare_bert_results.py
<listcomp>zrun_model.<locals>.<listcomp>   s    DDDFFKDDD    )onnxruntimeGraphOptimizationLevelORT_DISABLE_ALLpsutil	cpu_countr   get_outputsr   )
model_path
all_inputsuse_gpudisable_optimizationr   graph_optimization_levelintra_op_num_threadssessionoutput_namesresultslatency_lists              r   	run_modelr%      s    # V#.#E#U !+E:::Gw9VVE;OQi G EDg.A.A.C.CDDDL1':|TTG\L,..r   皙?MbP?c                    d}d}t          |           D ]U\  }}d}	t          t          |                    D ]/}
||         |
         }t          j        t          j        |||
         z
                      }|r<||k    r6t          d|           t          d|           t          d||
                    t          ||          }t          j        ||
         	                                |	                                ||          s_|	r]d}	|dz  }|rTt          d	| d
|
            t          d||
         	                                 d|            t          d|            1W|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   comparerB   $   s^   JL!*+;!<!< 6 6gs7||$$ 	6 	6A0>qAwrv&6&CDDEEH .8d??j(+++k#3444j'!*---|X66L;wqz00224D4K4K4M4MTX_cddd 6 6"'K!OJ 6?l??A??@@@]'!**;*;*=*=]]K[]]^^^4(44555#	6& Qs%5!6!6ss^bsskossstttt B
  B  BC0@,A,A  B  Blp  B  By}  B  B  B	
 	
 	
 

7
7
7888$$r   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%   r5   
statisticsmeanr/   r   rB   )baseline_modeloptimized_model
output_dir
batch_sizesequence_lengthr   
test_casesseedr;   r,   r-   input_ids_namesegment_ids_nameinput_mask_name	mask_type	input_idssegment_ids
input_maskaverage_sequence_lengthr   r9   baseline_latencyr"   r@   inputsr:   treatment_latencytreatment_output_namess                               r   run_testr[   H   s   $ *9)9?* *&I{J
 ;JQ:N:Nc/A"5666Tc# J 8A
G$8 8 84&  wu
XhHiHilpHpuuuvvv":.. 	4 	4IAvZF3333CLW5D D D@(*@  \ZJO<M,N,NQU,UZZZ[[[ #%6tLLLr   c                  0   t          j                    } |                     ddt          d           |                     ddt          d d           |                     dd	t          d d
           |                     ddt          d           |                     ddt          d           |                     dd	t
          dd           |                     dd	t
          dd           |                     dd	t          dd           |                     dd	t          dd           |                     dd	dd           |                     d	           |                     d d	dd!           |                     d	"           |                     d#d	t          d d$           |                     d%d	t          d d&           |                     d'd	t          d d(           |                     d)d	t          d*d+           |                                 }|S ),Nz--baseline_modelTzbaseline onnx model path.)requiredtypehelpz--optimized_modelzMpath of the optimized model. It shall have same inputs as the baseline model.)r]   r^   defaultr_   z--output_dirFzEoutput test data path. If not specified, test data will not be saved.z--batch_sizezbatch size of inputz--sequence_lengthz maximum sequence length of inputz--rtolr'   zrelative tolerancez--atolg-C6?zabsolute tolerancez	--samplesd   z$number of test cases to be generatedz--seed   zrandom seedz	--use_gpu
store_truezuse GPU)r]   actionr_   )r   z	--verbosezprint verbose information)r;   z--input_idszinput name for input idsz--segment_idszinput name for segment idsz--input_maskzinput name for attention maskz--mask_typerD   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strrE   floatset_defaults
parse_args)parserargss     r   parse_argumentsrn      s   $&&F
*TJefff
\     T     CF[\\\
/	     5udQefff
5udQefff
3     5sAMZZZ
eLyYYY
&&&
(	     &&&
'     )     ,     |     DKr   c                  V   t                      } | j        +t          | j                  }|                    dd           t	          | j        | j        | j        | j        | j        | j	        | j
        | j        | j        | j        | j        | j        | j        | j        | j                   d S )NT)parentsexist_ok)rn   rJ   r   mkdirr[   rH   rI   rK   rL   r   samplesrN   r;   r,   r-   rS   rT   rU   rR   )rm   paths     r   mainru      s    D"DO$$

4$
///			    r   __main__)r&   r'   )re   rF   pathlibr   numpyr2   r   bert_perf_testr   r   bert_test_datar   r   r   r%   rB   r[   rn   ru   __name__r   r   r   <module>r|      s                    @ @ @ @ @ @ @ @ P P P P P P P P P P/ / /$!% !% !% !%H7M 7M 7MtU U Up  6 zDFFFFF r   