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Inference time questions with warm_up using python_trt.py

Open yinhai86924 opened this issue 3 years ago • 3 comments

Env

  • GPU, e.g. TeslaT4 , etc.
  • OS, e.g. Centeros7
  • Cuda 10.2 version
  • TensorRT 6.1.0.8 version

About this repo

  • yolov5.5.0, tensorrt-yolov5-5.0

Your problem

after to do warm_up , at the beginning of inference time is 4ms ,after a while, inference time is 7ms, what is problem? I remove the imwrite part of code. [root@ecs-7d42 yolov5]# python3 yolov5_trt.py bingding: data (3, 640, 640) bingding: prob (6001, 1, 1) batch size is 1 warm_up->(640, 640, 3), time->6.83ms warm_up->(640, 640, 3), time->6.82ms warm_up->(640, 640, 3), time->6.80ms warm_up->(640, 640, 3), time->6.82ms warm_up->(640, 640, 3), time->6.82ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.82ms warm_up->(640, 640, 3), time->6.80ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.82ms warm_up->(640, 640, 3), time->6.81ms warm_up->(640, 640, 3), time->6.82ms warm_up->(640, 640, 3), time->4.95ms warm_up->(640, 640, 3), time->4.96ms warm_up->(640, 640, 3), time->4.96ms warm_up->(640, 640, 3), time->4.96ms warm_up->(640, 640, 3), time->4.96ms warm_up->(640, 640, 3), time->4.94ms warm_up->(640, 640, 3), time->4.95ms warm_up->(640, 640, 3), time->4.95ms warm_up->(640, 640, 3), time->4.95ms warm_up->(640, 640, 3), time->4.94ms warm_up->(640, 640, 3), time->4.95ms warm_up->(640, 640, 3), time->4.95ms warm_up->(640, 640, 3), time->4.96ms warm_up->(640, 640, 3), time->4.95ms warm_up->(640, 640, 3), time->4.95ms warm_up->(640, 640, 3), time->4.95ms warm_up->(640, 640, 3), time->4.96ms warm_up->(640, 640, 3), time->4.96ms warm_up->(640, 640, 3), time->4.95ms warm_up->(640, 640, 3), time->4.95ms warm_up->(640, 640, 3), time->4.95ms warm_up->(640, 640, 3), time->4.22ms warm_up->(640, 640, 3), time->4.21ms warm_up->(640, 640, 3), time->4.21ms warm_up->(640, 640, 3), time->4.21ms warm_up->(640, 640, 3), time->4.21ms input->['smoke_300/_01_20220214093709711_TIMING.jpg'], time->4.50ms, saving into output/ input->['smoke_300/_01_20220316091712400_TIMING.jpg'], time->4.50ms, saving into output/ input->['smoke_300/10.0.13.101_01_20211205174121085_TIMING.jpg'], time->4.27ms, saving into output/ input->['smoke_300/10.0.118.63_01_20211230093605367_TIMING.jpg'], time->4.32ms, saving into output/ input->['smoke_300/10.0.172.213_01_20220103085728940_TIMING.jpg'], time->4.35ms, saving into output/ input->['smoke_300/10.0.190.234_01_20210719161609578_TIMING.jpg'], time->4.25ms, saving into output/ input->['smoke_300/10.0.157.248_01_20211026164913440_TIMING.jpg'], time->4.25ms, saving into output/ input->['smoke_300/10.0.216.211_01_20220522084105331_TIMING.jpg'], time->4.19ms, saving into output/ input->['smoke_300/10.0.79.129_01_20220522191108038_TIMING.jpg'], time->4.34ms, saving into output/ input->['smoke_300/_01_20220214165435297_TIMING.jpg'], time->4.31ms, saving into output/ input->['smoke_300/10.0.139.82_01_20210930090406313_TIMING.jpg'], time->4.37ms, saving into output/ input->['smoke_300/10.0.50.100_01_20220217184912253_TIMING.jpg'], time->4.34ms, saving into output/ input->['smoke_300/10.0.168.111_01_20210910175634176_TIMING.jpg'], time->4.26ms, saving into output/ input->['smoke_300/_01_20220127083039606_TIMING.jpg'], time->4.10ms, saving into output/ input->['smoke_300/10.0.118.63_01_20211230092204253_TIMING.jpg'], time->4.28ms, saving into output/ input->['smoke_300/10.0.88.106_01_20210928182912379_TIMING.jpg'], time->4.38ms, saving into output/ input->['smoke_300/10.0.55.163_01_20220518182811872_TIMING.jpg'], time->4.36ms, saving into output/ input->['smoke_300/_01_20211211082412253_TIMING.jpg'], time->4.37ms, saving into output/ input->['smoke_300/10.0.2.134_01_20210925190312321_TIMING.jpg'], time->4.31ms, saving into output/ input->['smoke_300/_01_20220414080111270_TIMING.jpg'], time->4.06ms, saving into output/ input->['smoke_300/10.0.157.248_01_20211026172713817_TIMING.jpg'], time->4.37ms, saving into output/ input->['smoke_300/10.0.50.100_01_20220218170416292_TIMING.jpg'], time->4.35ms, saving into output/ input->['smoke_300/10.0.104.55_01_20211217155912222_TIMING.jpg'], time->4.31ms, saving into output/ input->['smoke_300/10.0.50.100_01_20220217105911154_TIMING.jpg'], time->4.35ms, saving into output/ input->['smoke_300/10.0.156.194_01_20220409183913343_TIMING.jpg'], time->4.34ms, saving into output/ input->['smoke_300/10.0.23.125_01_20210720193412602_TIMING.jpg'], time->4.32ms, saving into output/ input->['smoke_300/_01_20220201191006276_TIMING.jpg'], time->4.35ms, saving into output/ input->['smoke_300/_01_20220413180944008_TIMING.jpg'], time->4.29ms, saving into output/ input->['smoke_300/_01_20220310083509517_TIMING.jpg'], time->4.35ms, saving into output/ input->['smoke_300/_01_20220204150037630_TIMING.jpg'], time->4.27ms, saving into output/ input->['smoke_300/_01_20220408161113168_TIMING.jpg'], time->4.31ms, saving into output/ input->['smoke_300/10.0.50.100_01_20220217184411085_TIMING.jpg'], time->4.31ms, saving into output/ input->['smoke_300/10.0.126.221_01_20210831183107317_TIMING.jpg'], time->4.25ms, saving into output/ input->['smoke_300/10.0.104.55_01_20211217144911067_TIMING.jpg'], time->4.29ms, saving into output/ input->['smoke_300/_01_20220429172759726_TIMING.jpg'], time->4.29ms, saving into output/ input->['smoke_300/10.0.107.129_01_20211023135509997_TIMING.jpg'], time->4.23ms, saving into output/ input->['smoke_300/10.0.76.139_01_20220118103105927_TIMING.jpg'], time->4.27ms, saving into output/ input->['smoke_300/_01_20211015135618043_TIMING.jpg'], time->4.36ms, saving into output/ input->['smoke_300/10.0.118.63_01_20211230094405925_TIMING.jpg'], time->4.27ms, saving into output/ input->['smoke_300/_01_20220203180837854_TIMING.jpg'], time->4.07ms, saving into output/ input->['smoke_300/10.0.104.55_01_20211217151412823_TIMING.jpg'], time->4.35ms, saving into output/ input->['smoke_300/_01_20220127081839751_TIMING.jpg'], time->4.10ms, saving into output/ input->['smoke_300/10.0.137.231_01_20211205141720607_TIMING.jpg'], time->4.31ms, saving into output/ input->['smoke_300/_01_20220429173559956_TIMING.jpg'], time->4.27ms, saving into output/ input->['smoke_300/_01_20220316091912400_TIMING.jpg'], time->4.31ms, saving into output/ input->['smoke_300/10.0.107.129_01_20211024184120629_TIMING.jpg'], time->4.07ms, saving into output/ input->['smoke_300/_01_20211130103854941_TIMING.jpg'], time->4.38ms, saving into output/ input->['smoke_300/10.0.139.126_01_20220103144909339_TIMING.jpg'], time->4.35ms, saving into output/ input->['smoke_300/10.0.191.141_01_20211210173408489_TIMING.jpg'], time->4.37ms, saving into output/ input->['smoke_300/_01_20220111095556956_TIMING.jpg'], time->4.34ms, saving into output/ input->['smoke_300/10.0.104.55_01_20211217164412841_TIMING.jpg'], time->4.31ms, saving into output/ input->['smoke_300/_01_20220331185619771_TIMING.jpg'], time->4.30ms, saving into output/ input->['smoke_300/_01_20220414151110592_TIMING.jpg'], time->4.06ms, saving into output/ input->['smoke_300/10.0.221.167_01_20210921183514984_TIMING.jpg'], time->4.30ms, saving into output/ input->['smoke_300/10.0.157.248_01_20211026155313939_TIMING.jpg'], time->4.31ms, saving into output/ input->['smoke_300/_01_20220209154037289_TIMING.jpg'], time->4.36ms, saving into output/ input->['smoke_300/10.0.118.63_01_20211230102405583_TIMING.jpg'], time->4.31ms, saving into output/ input->['smoke_300/_01_20220127082839729_TIMING.jpg'], time->4.12ms, saving into output/ input->['smoke_300/_01_20220120092219937_TIMING.jpg'], time->4.32ms, saving into output/ input->['smoke_300/10.0.2.134_01_20210926183922047_TIMING.jpg'], time->4.38ms, saving into output/ input->['smoke_300/10.0.148.85_01_20211201153913669_TIMING.jpg'], time->4.24ms, saving into output/ input->['smoke_300/_01_20220218153509474_TIMING.jpg'], time->4.32ms, saving into output/ input->['smoke_300/10.0.79.129_01_20220522190108987_TIMING.jpg'], time->4.34ms, saving into output/ input->['smoke_300/_01_20220217112111372_TIMING.jpg'], time->4.20ms, saving into output/ input->['smoke_300/_01_20220311084910265_TIMING.jpg'], time->4.18ms, saving into output/ input->['smoke_300/10.0.67.83_01_20211024160911667_TIMING.jpg'], time->7.21ms, saving into output/ input->['smoke_300/10.0.172.213_01_20220103084528746_TIMING.jpg'], time->7.27ms, saving into output/ input->['smoke_300/_01_20220302082708870_TIMING.jpg'], time->6.82ms, saving into output/ input->['smoke_300/_01_20220212082255642_TIMING.jpg'], time->7.27ms, saving into output/ input->['smoke_300/10.0.50.100_01_20220217182911146_TIMING.jpg'], time->7.26ms, saving into output/ input->['smoke_300/10.0.221.167_01_20210921191914839_TIMING.jpg'], time->7.08ms, saving into output/ input->['smoke_300/10.0.44.152_01_20211221181109060_TIMING.jpg'], time->6.98ms, saving into output/ input->['smoke_300/_01_20220404084836211_TIMING.jpg'], time->7.17ms, saving into output/ input->['smoke_300/_01_20220329083311589_TIMING.jpg'], time->7.16ms, saving into output/ input->['smoke_300/10.0.137.231_01_20211205150320545_TIMING.jpg'], time->7.32ms, saving into output/ input->['smoke_300/_01_20220122185040779_TIMING.jpg'], time->7.27ms, saving into output/ input->['smoke_300/10.0.35.188_01_20220328105106459_TIMING.jpg'], time->6.93ms, saving into output/

yinhai86924 avatar Jul 12 '22 03:07 yinhai86924

Maybe it's related to the GPU power mode.

wang-xinyu avatar Jul 18 '22 04:07 wang-xinyu

Maybe it's related to the GPU power mode.

I use Tesla T4, How to set the GPU power mode or select what mode of GPU compute. Thanks for your help!

yinhai86924 avatar Jul 19 '22 02:07 yinhai86924

This issue has been automatically marked as stale because it has not had recent activity. It will be closed if no further activity occurs. Thank you for your contributions.

stale[bot] avatar Sep 17 '22 09:09 stale[bot]