
    fPi                           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             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     /home/jaya/work/projects/VOICE-AGENT/VIET/agent-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                 R   d}d}d}d}t          |           D ]\  }	}
t          t          |
                    D ]h}||	         |         }t          j        ||
|         z
            }t          j        |          }|r<||k    r6t          d|           t          d|           t          d|
|                    t          j        ||k              }|j        }||z  dz  }t          ||          }t          ||          }t          j
        |
|                                         |                                ||          s_|r]d}|d	z  }|rTt          d
|	 d|            t          d|
|                                          d|            t          d|            j|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   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   comparerK   $   s   JLK!*+;!<!< 6 6gs7||$$ 	6 	6A0>qA f%5
%BCCOw//H .8d??j(+++k#3444j'!*--- f_t%;<<O,1N$3n$D#K "%&9;O"P"P|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/	62 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	
bd
b
bH[
b
b
b
bccc$$r      dictionary_sizec                    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)rM   )r   z7baseline average latency (all optimizations disabled): i  z msFztreatment average latency: )
r   intr   r%   r7   
statisticsmeanr1   r   rK   )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_typerM   	input_idssegment_ids
input_maskaverage_sequence_lengthr   r=   baseline_latencyr"   rE   inputsr>   treatment_latencytreatment_output_namess                                r   run_testrf   P   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.)rh   ri   defaultrj   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	--samplesr,   z$number of test cases to be generatedz--seed   zrandom seedz	--use_gpu
store_truezuse GPU)rh   actionrj   )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_typerO   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strrP   floatset_defaults
parse_args)parserargss     r   parse_argumentsrx      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)rx   rU   r   mkdirrf   rS   rT   rV   rW   r   samplesrY   r?   r-   r.   r^   r_   r`   r]   )rw   paths     r   mainr      s    D"DO$$

4$
///			    r   __main__)r&   r'   )rL   )ro   rQ   pathlibr   numpyr4   r   bert_perf_testr   r   bert_test_datar   r   r   r%   rK   rP   rf   rx   r   __name__r   r   r   <module>r      s                   @ @ @ @ @ @ @ @ P P P P P P P P P P/ / /$)% )% )% )%x  !9M 9M  !9M 9M 9M 9MxU U Up  6 zDFFFFF r   