g&ddlmZddlZddlZddlZddlZddlZddlZddl m Z ddl m Z m Z ddlmZmZmZmZmZmZddlmZddlmZddlZej6dZdd Zdd Z d dd Zdd Z gfdd Z!e"dk(r7dZ#ejHjGe#ejJe#e!yy)) annotationsN) setup_logger)get_rankget_size)add_io_bindings_as_ortvaluesconvert_inputs_for_ort%get_merged_sample_with_past_kv_inputsget_sample_inputsget_sample_with_past_kv_inputsverify_ort_inputs)setup_torch_model) AutoConfigcJ|jrdnd\}}|j}|||fS)N))rr) use_past_kvmax_position_embeddings)argsconfigpast_sequence_lengthcurr_sequence_lengthmax_sequence_lengths g/var/www/openai/venv/lib/python3.12/site-packages/onnxruntime/transformers/models/llama/llama_parity.pyget_sequence_lengthsr!s4;?;K;KQW.. 88 !57J JJc \t}d}t||\}}}|jr5t||j|||||j |j d| }|S|jr(t||j|||j d|}|St||j||d}|S)NT)seq_len past_seq_len max_seq_lenuse_fp16use_buffer_share return_dict world_size)r"r$r%)r$) rrmergedr devicer"r#rr r )rrr% batch_sizersequence_lengthrinputss r get_inputsr+'sJJAUVZ\bAc>/+> {{6  KK #-+]]!22!  2 M   /  KK  ]]!  M#64;; Oaef Mrc"|}|Gt||||jrtjntj|j \}}t ||}|jdk7rtjjtj}|di|jjjj} |jdk7rtjjtj} tj!d| |z d|j"r!|~tjj%t'||\} } } t)||j*| | }|jj-d}|dk(r|d|j.if}t1j2|j4t1j6|g }t9||}|jdk7rt;|||jt=|j.|j*| \}}|j?tj}|jA||jCtj} |jEd }~n?tj}|jGd|}tj} |d }tj!d | |z dd |j4vsd|j4vrdnd}tIjJ| |||}tjMd||s.tjMdtIjN| |z |S)N torch_dtyper'cpuz PyTorch took z s)r#r r!ExecutionProviderCUDAExecutionProvider device_id) sess_options providers) ort_inputsr'r2r#kv_cache_ortvaluesrzONNX Runtime took int4int8g4@g?)rtolatolz,Are PyTorch and ONNX Runtime results close? z Max diff: )(r r"torchfloat16float32r'r+execution_providercuda synchronizetimelogitsdetachr/numpyloggerinfo small_gpu empty_cacherrr#upperrankortInferenceSessiononnx_model_pathSessionOptionsr rintsynchronize_inputsrun_with_iobindingsynchronize_outputscopy_outputs_to_cpurunnpallclosewarningmax)rlocationuse_auth_tokenr6 pytorch_modelrpy_modelr* start_time pt_outputsend_timer_rep ort_model io_binding ort_outputstolparitys r verify_parityrhJsH,   *.--U]];;  f %F %'  J#F#**113779??AJ %'  yy{H KK-: 56b9: ~~(.   4Hf3U0!0 #..)' F  # # ) ) + ,,= >B $$; * +$$ '')$I y& 1F %')E **$))n!221 * & & %%'YY[ $$Z0&&(99; 446q9 YY[ mmD&1 99;!!n  KK$X %:$;2>?4///6T=Q=Q3Q#W[C [[[s EF NNA&JK BFF: +C$D#EFG rctj}|jdddd|jdddtjj dd |jd d d tjj dd |jddddgdd|jdddd|j d|jdddd|j d|jdd dd!|j d"|jd#dd$|j d%|jd&d'd gd(d)*|jd+dtd,d-.|jd/dd0|gk(r|jn|j|}|jd1vs|jd2k(r|jdk(r d3|_ |Sd4|_ |S)5Nz-mz --model_nameFzModel name in Hugging Face)requiredhelpz-tz--torch_model_directory.zMPath to folder containing PyTorch model and associated files if saved on disk)rjdefaultrkz-oz--onnx_model_pathTzSPath to ONNX model (with external data files saved in the same folder as the model)z-epz--execution_providerr/)r/r@rocmz(Execution provider to verify parity with)rjrmchoicesrkz-vz --verbose store_truezPrint verbose logs)actionrk)verbosez-pz --use_past_kvzfUse past key and past value as inputs to the model. Necessary for decoder_with_past_model.onnx models.)rz-gz--use_buffer_sharezWUse if model has GroupQueryAttention and you want to enable past-present buffer sharing)r#z--mergedz2Use merged model (i.e. decoder_merged_model.onnx).)r&z-fpz --precision)r7r8fp16fp32zPrecision of model)rjrorkz --cache_dirz ./model_cachezQmodel cache dir to override default HF cache dir to avoid overflood the /home dir)rjtypermrkz --small_gpuzhLoad the llama in GPU every time for parity_check if it's running in a machine which GPU memory < 36GB. >rtr8r7rtrs) argparseArgumentParser add_argumentospathjoin set_defaultsstr parse_args precisionr?)argvparserrs rget_argsrsT  $ $ &F   )   ! S! \    S! b   ' 7    !   &   u   E*   f   /  A  u%  0 !    `   w #'"*6   &2C2CD2ID >>- -$..F2JtOfOfjoOo  N K N Krc4t|}t|jtj d|t }t |d|jdk(||_t |d|jdk(rdnd|t |dtj|j|jtjj!dk(}|r |j"n |j}i}|j$st'||||ydx}}|j(sGt+||||j,rtj.ntj0|j \}}d |_t'|||||| }d |_t'|||||| y) Nz Arguments: r"rs device_namer/zcuda:r'rlr-F)r\rT)rrrrrFrGrsetattrrrKr?r<r'rtorch_model_directoryryrzr{ model_namer&rhrHr r"r=r>r)rrrKr[rZr6rllamas rmainr s` D>D KK+dV$% :D D*dnn67DI D-$*A*AU*JRWX\W]P^_ D(ELL)9)9:;//277<<3DDN"0td6P6PH ;;dHn6HI~~-.2mmU]]{{ MFE!* (N,>e\b   dHn6HX]flmr__main__r)rargparse.Namespacerr)NN) rrrZr}r[boolr6dictr\zNone | torch.nn.ModulerzNone | AutoConfig)rz list[str])& __future__rrvloggingryrBrErVr<benchmark_helperr dist_settingsrr llama_inputsrrr r r r llama_torchr transformersr onnxruntimerL getLoggerrFrr+rhrr__name__seedrandom manual_seedr;rrrs #  ),*#   2 K P-1 $ Y YYY Y * Y  YxaH$nN z DIINN4EdF r