g<$ddlZddlZddlZddlZddlmZddlZddlZddlmZm Z m Z m Z m Z ddl mZmZmZmZddlmZddlmZddlmZddlmZej4d Zd d Zd Zed k(r"eZe ej@eeyy)N)datetime) Precisioncreate_onnxruntime_sessionget_ort_environment_variablesprepare_environment setup_logger)DEFAULT_TOLERANCE MODEL_CLASSESPRETRAINED_GPT2_MODELS Gpt2Helper)version)QuantizeHelper) AutoConfig) __version__c ntj}|jdddtddj t z|jddtd t tjd dj tjz |jd dttjj d dd|jddttjj d dd|jdddtd|jddddd|jddddd|jd |jd!td"dgd#d$%|jd&ddd'|jd(|jd)d*ttjt td+,|jd-ddd.|jd/|jd0d1d2td3gd45|jd6d2td3gd75|jd8d9d2tgd:d;5|jd?|jd@dtdAdB|jdCddD|jdE|jdFddD|jdG|jdHddD|jdI|jdJddD|jdK|j|}|S)LNz-mz--model_name_or_pathTz;Model path, or pretrained model name selected in the list: z, )requiredtypehelpz --model_classFGPT2LMHeadModelz!Model type selected in the list: )rrdefaultchoicesrz --cache_dir. cache_modelsz%Directory to cache pre-trained models)rrrrz --onnx_dir onnx_modelszDirectory to store onnx modelsz --test_timesdz8Number of repeat times to get average inference latency.)rrrrz-vz--validate_onnx store_truezValidate ONNX model)ractionrz-oz--optimize_onnxz'Use optimizer.py to optimize onnx model) optimize_onnxz--stager)ra6Stage in generation: 1 (initial decoder), 2 (decoder), 0 (both). 1 - decode the first token when past_sequence_length is zero; 2 - decode the remaining tokens when past_sequence_length is not zero; 0 - one onnx model for both stages 1 and 2. Note that we will optimize 1 and 2 differently for best performance.)rrrrrz --use_gpuzuse GPU for inference)use_gpuz-pz --precisionzfPrecision of model to run. fp32 for full precision, fp16 for half precision, and int8 for quantization)rrrrz --torchscriptzuse Torchscript) torchscriptz-bz --batch_sizes+r z batch size)nargsrrrz--sequence_lengthsz!sequence lengths (excluding past)z-sz--past_sequence_lengths) @zpast sequence lengthsz-rz --result_csvz$CSV file for saving summary results.)rrrz --thread_numzThreads to usez--include_copy_output_latency)rr)include_copy_output_latencyz --verbose)verbosez--output_torch_latency)output_torch_latencyz--disable_io_binding)disable_io_binding)argparseArgumentParser add_argumentstrjoinr listr keysospathint set_defaultsrFLOAT32 parse_args)argvparserargss h/var/www/openai/venv/lib/python3.12/site-packages/onnxruntime/transformers/models/gpt2/benchmark_gpt2.pyparse_argumentsrB!sy  $ $ &F    JTYYWmMn n   !]'')* 0499]=O=O=Q3R R    S.1 4    S-0 -    G    "    6  e,  O    eLOfg &   !!Y u  % Sde E* oSsQCVbc   0   ! ) $    3  S"Scd 7%P\] E:  eLI & 05V U3 .|T 51   T "D Kctjttjdkr tdtj d||j tjk(r|jr |jsJd|j tjk(r|jrJd|jdk(r|jdgk(sJdtj|j dkrt#j$d n |j t'tj(j+|j,}|j.}t1|||jt2|j4d}t6}t9j:|j<|j>| }|j;|j<|| }tj@|jrd nd}|jC||jDdkD}|jG||j<|j4d |} | d} t2|j4d} |jI||| |jJ|| | |js|j tjLk7r| |j tjk7rtO|j nd} |j| d| |j tjk(|jPjR|jPjT|d |j|j tjk(r^tj dtWjX| | d|tWjZ|}tj d| d} |j>r|j?|||| | }t]| |jd|j |jJ} | y|j_ta|jbta|jta|jd||j4} |jg| ||j tjk(}|jhxs2djktmjnjqd}ts|dd5}gd }tujv||!}|jy|jbD]R}|jdD]?}|jD],}|dkDr |dkDr|dk\sJtj{d"||||j}||||jR|jT|jD|j~||j tjk(| | # }|j_|||||j4} |js |jr|j|||j\}}t|D]o\}}t|tr5tj{d$|d%t|d&|djKtj{d$|d'|jqnd}d}|jr!|j| ||j\}}n/|j| ||||jd|j(\}}|jr|}|js6g}|D]/}|j|jj1|j|||j4t|j t|j )r*tj d*t|j d+tj d,|||||jrd-nd|rd.nd|j<|j4|jt|j|j |j|j>||||j|r|d/nd0|d/d } |j| /BU dddtj d3||S#t$r%tjd1d 2YdddywxYw#1swYTxYw)4Nz3.1.0z/This tool requires transformers 3.1.0 or later.z Arguments:z'fp16 requires --optimize_onnx --use_gpuzquantization only supports CPUr rzF HHV%~~2!00  + 1'u-O 0 01!4K   $& T^^y/@/@@*$..T]TbTbBb3t~~+>hno  U #  NNi// / LL , , LL $ $ $!%** !  >>Y^^ + KK- .  . .@PQW@XZr s"77>E KK3 4.v6O &&   (* ' ) %OO G#44 D   D & &' D ! !"   223Dfdnn`i`q`qNqrN??p&?&F&Fx||~G^G^_nGo&pL lb 1X ^^HF  **J#'#8#8,0,F,F(%>o.AFZ^_F___LLg"', $.#>#>",'22**))!%93D3D!D)4+6$? $L%/$@$@",'(( %MO$--1J1J5?5Q5QRWYegkgvgv5w2G]-6g,>5#-eU#;$*LL*7s:LSQVZLX`afghaiaoao`p(q%&%+LL=75;;-1X$Y -?'+G,0M227A7W7W 't84K8B7f7f ' , . - $-2<@<\<\8g84K --+6L#'#:#:/1 .9F$0$7$7 8J8J8L$M/: *99 ' ,,0,<,<%6t~~%F%6t~~%F : !' &`arswtBtBbCaDDF%G!" x&+0'6:6M6M2SUAN=TV+/*A*A+/+;+;%)ZZ5R5T#'<<)-)-););+/+;+;*4/>4H262I2IGT c/BZ`6A#5F #++C0U-G$9+) 2J KK,\N;<  %$ [4 @#G 2 1B$C 2 1s2;Dc?Jb, c, c cc cc&__main__)N)!r1rloggingr8rrvrsbenchmark_helperrrrrr gpt2_helperr r r r packagingr quantize_helperr transformersrrrl getLoggerrnrBr__name__r@r.rCrArs   ]\*#<   2 DNod z  DJrC