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Ross Wightman cb3f9c23bb
Metaformer baselines for vision (final PR with cleanup) (#1793) 
* update

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* merge with poolformer, initial version

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* Revert "Update metaformers.py"

This reverts commit 2916f37f8d.

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* rename model

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* Stem/Downsample rework

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* try NHWC

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* Squashed commit of the following:

commit b7696a30a7
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Fri Feb 10 01:46:44 2023 -0800

    Update metaformers.py

commit 41fe5c3626
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Fri Feb 10 01:03:47 2023 -0800

    Update metaformers.py

commit a3aee37c35
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Fri Feb 10 00:32:04 2023 -0800

    Update metaformers.py

commit f938beb81b
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Fri Feb 10 00:24:58 2023 -0800

    Update metaformers.py

commit 10bde717e5
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Sun Feb 5 02:11:28 2023 -0800

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commit 39274bd45e
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Sun Feb 5 02:06:58 2023 -0800

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commit a2329ab8ec
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Sun Feb 5 02:03:34 2023 -0800

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commit 53b8ce5b8a
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Sun Feb 5 02:02:37 2023 -0800

    Update metaformers.py

commit ab6225b941
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Sun Feb 5 01:04:55 2023 -0800

    try NHWC

commit 02fcc30eaa
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Sat Feb 4 23:47:06 2023 -0800

    Update metaformers.py

commit 366aae9304
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Sat Feb 4 23:37:30 2023 -0800

    Stem/Downsample rework

commit 26a8e481a5
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Wed Feb 1 07:42:07 2023 -0800

    Update metaformers.py

commit a913f5d438
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Wed Feb 1 07:41:24 2023 -0800

    Update metaformers.py

* Update metaformers.py

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* channels first for whole network

* Channels first

* Update metaformers.py

* Use buffer for randformer

* Update metaformers.py

* Remove einsum

* don't test randformer for feature extraction

* arbitrary input sizes for randformer

* Squashed commit of the following:

commit 6c089ca4325ab10942fe56e0999dcc1a11e1d2f0
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Mon Mar 6 02:11:17 2023 -0800

    Update metaformers.py

commit 521528a900e49ef8f462f5ccd795efb3a5d14214
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Mon Mar 6 02:06:08 2023 -0800

    Update metaformers.py

commit 3827eec7963698ff727fbb13ace53594ceb374d5
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Mon Mar 6 02:03:08 2023 -0800

    Update metaformers.py

commit ac1c6fea8adcd846e031ea0f5fa81ffe63d3c4bb
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Mon Mar 6 02:01:04 2023 -0800

    Update metaformers.py

commit 26f3d343cdc46183543f83482187f669f3181ddf
Merge: d577129 f736730
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Mon Mar 6 01:57:29 2023 -0800

    Merge branch 'metaformer_workspace' of https://github.com/fffffgggg54/pytorch-image-models into metaformer_workspace

commit d577129aaa23fb348a8bb93bcd17cf1d5a4e8ff8
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Mon Mar 6 01:57:20 2023 -0800

    Update metaformers.py

commit f7367304e8f3b7a9a7f16e0a032bb72546afcc2a
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Mon Mar 6 01:56:11 2023 -0800

    Metaformer baselines for vision (#12)

* formatting, cleanup, fix dropout

* fix regression, pass kwargs

* fix poolformerv1 weights, formatting

* Update metaformers.py

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* some cleanup

* SDPA from ViT, fix imports

* Update metaformers.py

* fix head reset

* fast norm bias patch for metaformers

* Metaformer refactor, remove rand/ident models, fix issues, remove old poolformer

* Switch to hub weights

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Co-authored-by: Fredo Guan <fredo.guan@hotmail.com>
 		2023-05-05 11:18:26 -07:00
..
data Merge pull request #212 from bryant1410/patch-1 2023-04-20 07:09:27 -07:00
layers Metaformer baselines for vision (final PR with cleanup) (#1793) 2023-05-05 11:18:26 -07:00
loss Remove inplace operators when calculating the loss 2022-10-17 10:41:21 +02:00
models Metaformer baselines for vision (final PR with cleanup) (#1793) 2023-05-05 11:18:26 -07:00
optim Add multi-tensor (foreach) version of Lion in style of upcoming PyTorch 2.0 optimizers 2023-02-16 15:48:00 -08:00
scheduler Scheduler update, add v2 factory method, support scheduling on updates instead of just epochs. Add LR to summary csv. Add lr_base scaling calculations to train script. Fix #1168 2022-10-07 10:43:04 -07:00
utils clip gradients with update 2023-04-19 23:36:20 -07:00
__init__.py Major module / path restructure, timm.models.layers -> timm.layers, add _ prefix to all non model modules in timm.models 2022-12-06 15:00:06 -08:00
version.py 0.8.21dev0 2023-04-28 13:46:59 -07:00