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[proto] Speed improvement for autocontrast op #6811

Merged
merged 3 commits into from
Oct 24, 2022
Merged

[proto] Speed improvement for autocontrast op #6811

merged 3 commits into from
Oct 24, 2022

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vfdev-5
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@vfdev-5 vfdev-5 commented Oct 21, 2022 •
edited by pytorch-bot bot
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Results:

[---------------- Autocontrast cpu torch.uint8 ---------------]
                     |  autocontrast stable  |  autocontrast v2
1 threads: ----------------------------------------------------
      (3, 400, 400)  |          969          |        844      
6 threads: ----------------------------------------------------
      (3, 400, 400)  |          320          |        274      

Times are in microseconds (us).

[--------------- Autocontrast cuda torch.uint8 ---------------]
                     |  autocontrast stable  |  autocontrast v2
1 threads: ----------------------------------------------------
      (3, 400, 400)  |          200          |        150      
6 threads: ----------------------------------------------------
      (3, 400, 400)  |          201          |        149      

Times are in microseconds (us).

[--------------- Autocontrast cpu torch.float32 --------------]
                     |  autocontrast stable  |  autocontrast v2
1 threads: ----------------------------------------------------
      (3, 400, 400)  |          529          |        418      
6 threads: ----------------------------------------------------
      (3, 400, 400)  |          201          |        157      

Times are in microseconds (us).

[-------------- Autocontrast cuda torch.float32 --------------]
                     |  autocontrast stable  |  autocontrast v2
1 threads: ----------------------------------------------------
      (3, 400, 400)  |          166          |        115      
6 threads: ----------------------------------------------------
      (3, 400, 400)  |          165          |        114      

Times are in microseconds (us).

cc @datumbox @bjuncek @pmeier

vfdev-5
vfdev-5 commented Oct 21, 2022
View reviewed changes
torchvision/prototype/transforms/functional/_color.py
Comment on lines +231 to +232
minimum = image.amin(dim=(-2, -1), keepdim=True).to(dtype)
maximum = image.amax(dim=(-2, -1), keepdim=True).to(dtype)
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@vfdev-5 vfdev-5 Oct 21, 2022 •
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We can't use torch.aminmax here as it does not support tuple of dims. Reshaping the input does not improve runtime.

@vfdev-5 vfdev-5 added module: transforms Perf For performance improvements prototype labels Oct 21, 2022
datumbox
datumbox approved these changes Oct 21, 2022
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LGTM, thanks! Just one question:

torchvision/prototype/transforms/functional/_color.py Show resolved Hide resolved
@datumbox datumbox merged commit 3dd2e3d into pytorch:main Oct 24, 2022
@pmeier pmeier mentioned this pull request Oct 24, 2022
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facebook-github-bot pushed a commit that referenced this pull request Oct 27, 2022
@datumbox @facebook-github-bot
[fbsync] [proto] Speed improvement for autocontrast op (#6811)
27fc3e6 
Summary:
* WIP

* Updates to speed up autocontrast

Reviewed By: YosuaMichael

Differential Revision: D40722901

fbshipit-source-id: 9bcf2acd0399bac541cf56a40771971b9ebaba79

Co-authored-by: Vasilis Vryniotis <datumbox@users.noreply.github.com>
@vfdev-5 vfdev-5 deleted the proto-improve-autocontrast branch January 30, 2023 09:09
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