o
    ;ήc                     @   s   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d Zdd	d
Zdd Zdd Zdd ZedkrFe  dS dS )    N)Path)create_sessiononnxruntime_inference)generate_test_dataget_bert_inputsoutput_test_datac                 C   sh   dd l }d }|r|jj}tjdd}t| ||rdnd||}dd | D }t|||\}	}
|	|
|fS )Nr   F)logicalcudacpuc                 S   s   g | ]}|j qS  )name).0outputr   r   T/tmp/pip-target-vg8gfxp4/lib/python/onnxruntime/transformers/compare_bert_results.py
<listcomp>   s    zrun_model.<locals>.<listcomp>)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_listr   r   r   	run_model   s   
r!   MbP?-C6?c              	   C   sN  d}d}d}t | D ]p\}}	d}
tt|	D ]c}|| | }tt||	|  |	|  }tt||	|  }t||}t||}tj|	|  | ||dsy|
ryd}
|d7 }|ryt	d
|| t	d
|	|  | t	d
|| qq
|dkrt	d	
t| || nt	d

|t| || t	d
| t	d
| d S )Nr   T)rtolatolF   zcase {} output {}zbaseline={}
treatment={}zrel_diff={} abs_diff={}zE100% passed for {} random inputs given thresholds (rtol={}, atol={}).zKWARNING: {} out of {} results NOT passed for thresholds (rtol={}, atol={}).zmaximum absolute difference={}zmaximum relative difference={})	enumeraterangelennpamaxabsmaxallclosetolistprintformat)baseline_resultstreatment_resultsverboser$   r%   
diff_countmax_rel_diffmax_abs_difftest_case_idr   case_passeditreatment_outputrel_diffabs_diffr   r   r   compare$   sD    


r>   c                 C   s   t ||||\}}}t||||||||dd	}t| ||dd\}}}|r0tdt|d  |d urCt|D ]
\}}t||| q8t|||dd\}}}|r\tdt|d  t	||||	|
 d S )NT)random_mask_length)r   z<baseline average latency (all optimizations disabled): {} msi  Fz treatment average latency: {} ms)
r   r   r!   r0   r1   
statisticsmeanr'   r   r>   )baseline_modeloptimized_model
output_dir
batch_sizesequence_lengthr   
test_casesseedr4   r$   r%   input_ids_namesegment_ids_nameinput_mask_name	input_idssegment_ids
input_maskr   r2   baseline_latencyr   r:   inputsr3   treatment_latencytreatment_output_namesr   r   r   run_testM   s@   
rS   c                  C   s:  t  } | jddtdd | jddtd dd | jdd	td d
d | jddtdd | jddtdd | jdd	tddd | jdd	tddd | jdd	tddd | jdd	tddd | jdd	ddd | jd	d | jd d	dd!d | jd	d" | jd#d	td d$d | jd%d	td d&d | jd'd	td 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.)rT   rU   defaultrV   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--atolr#   zabsolute tolerancez	--samplesd   z$number of test cases to be generatedz--seed   zrandom seedz	--use_gpu
store_truezuse GPU)rT   actionrV   )r   z	--verbosezprint verbose information)r4   z--input_idszinput name for input idsz--segment_idszinput name for segment idsz--input_maskzinput name for attention mask)argparseArgumentParseradd_argumentstrintfloatset_defaults
parse_args)parserargsr   r   r   parse_arguments   s   rf   c                  C   sj   t  } | jd urt| j}|jddd t| j| j| j| j| j| j	| j
| j| j| j| j| j| j| j d S )NT)parentsexist_ok)rf   rD   r   mkdirrS   rB   rC   rE   rF   r   samplesrH   r4   r$   r%   rL   rM   rN   )re   pathr   r   r   main   s(   

rl   __main__)r"   r#   )r\   r@   pathlibr   numpyr*   r   bert_perf_testr   r   bert_test_datar   r   r   r!   r>   rS   rf   rl   __name__r   r   r   r   <module>   s   
);P
