o g@sddlZddlZddlmZddlZddlZddlmZm Z ddl m Z m Z m Z ddZdd d Zd d Zd dZddZedkrFedSdS)N)Path)create_sessiononnxruntime_inference)generate_test_dataget_bert_inputsoutput_test_datac Cshddl}d}|r |jj}tjdd}t|||rdnd||}dd|D}t|||\} } | | |fS)NrF)logicalcudacpucSsg|]}|jqS)name).0outputr r d/var/www/visachat/venv/lib/python3.10/site-packages/onnxruntime/transformers/compare_bert_results.py szrun_model..) onnxruntimeGraphOptimizationLevelORT_DISABLE_ALLpsutil cpu_countr get_outputsr) model_path all_inputsuse_gpudisable_optimizationrgraph_optimization_levelintra_op_num_threadssession output_namesresults latency_listr r r run_models  r!皙?MbP?c Csbd}d}t|D]u\}}d} tt|D]h} ||| } tt| || } |r?| |kr?td| td| td|| t|| }tj||  | ||ds|| r|d} |d7}|r|td |d | td ||  d | td | qq|dkrtdt|d|d|dntd|dt|d|d|d td||| fS)NrTabs_diff treatmentbaseline)rtolatolFzcase z output z baseline=z treatment=z abs_diff=z100% passed for z& random inputs given thresholds (rtol=z, atol=z).z WARNING: z out of z) results NOT passed for thresholds (rtol=zmaximum absolute difference=) enumeraterangelennpamaxabsprintmaxallclosetolist) baseline_resultstreatment_resultsverboser'r( diff_count max_abs_diff test_case_idr case_passeditreatment_outputr$r r rcompare$s:     " r=c Cst|| | | \}}}|dkrt|dn|}t|||||||||d| }t|||dd\}}}|r>tdt|dd|durQt|D] \}}t|||qFt|||dd\}}}|rktdt|ddt |||| | S) NT)rz7baseline average latency (all optimizations disabled): iz msFztreatment average latency: ) rintrr!r0 statisticsmeanr*rr=)baseline_modeloptimized_model output_dir batch_sizesequence_lengthr test_casesseedr6r'r(input_ids_namesegment_ids_nameinput_mask_name mask_type input_ids segment_ids input_maskaverage_sequence_lengthrr4baseline_latencyrr;inputsr5treatment_latencytreatment_output_namesr r rrun_testHs>   rUcCsNt}|jddtdd|jddtddd|jdd tdd d|jd dtd d|jd dtdd|jdd tddd|jdd tddd|jdd tddd|jdd tddd|jdd ddd|jd d|jd d dd!d|jd d"|jd#d tdd$d|jd%d tdd&d|jd'd tdd(d|jd)d td*d+d|}|S),Nz--baseline_modelTzbaseline onnx model path.)requiredtypehelpz--optimized_modelzMpath of the optimized model. It shall have same inputs as the baseline model.)rVrWdefaultrXz --output_dirFzEoutput test data path. If not specified, test data will not be saved.z --batch_sizezbatch size of inputz--sequence_lengthz maximum sequence length of inputz--rtolr#zrelative tolerancez--atolg-C6?zabsolute tolerancez --samplesdz$number of test cases to be generatedz--seedz random seedz --use_gpu store_truezuse GPU)rVactionrX)rz --verbosezprint verbose information)r6z --input_idszinput name for input idsz --segment_idszinput name for segment idsz --input_maskzinput 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))argparseArgumentParser add_argumentstrr?float set_defaults parse_args)parserargsr r rparse_argumentss  rgcCsnt}|jdurt|j}|jdddt|j|j|j|j|j|j |j |j |j |j |j|j|j|j|jdS)NT)parentsexist_ok)rgrDrmkdirrUrBrCrErFrsamplesrHr6r'r(rMrNrOrL)rfpathr r rmains*  rm__main__)r"r#)r^r@pathlibrnumpyr-rbert_perf_testrrbert_test_datarrrr!r=rUrgrm__name__r r r rs  $:X