Ross Wightman cb3f9c23bb
Metaformer baselines for vision (final PR with cleanup) (#1793)
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* merge with poolformer, initial version

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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 b7696a30a772dbbb2e00d81e7096c24dac97df73
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Fri Feb 10 01:46:44 2023 -0800

    Update metaformers.py

commit 41fe5c36263b40a6cd7caddb85b10c5d82d48023
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Fri Feb 10 01:03:47 2023 -0800

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commit a3aee37c35985c01ca07902d860f809b648c612c
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Fri Feb 10 00:32:04 2023 -0800

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commit f938beb81b4f46851d6d6f04ae7a9a74871ee40d
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Fri Feb 10 00:24:58 2023 -0800

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commit 10bde717e51c95cdf20135c8bba77a7a1b00d78c
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Sun Feb 5 02:11:28 2023 -0800

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commit 39274bd45e78b8ead0509367f800121f0d7c25f4
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Sun Feb 5 02:06:58 2023 -0800

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commit a2329ab8ec00d0ebc00979690293c3887cc44a4c
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Sun Feb 5 02:03:34 2023 -0800

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commit 53b8ce5b8a6b6d828de61788bcc2e6043ebb3081
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Sun Feb 5 02:02:37 2023 -0800

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commit ab6225b9414f534815958036f6d5a392038d7ab2
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Sun Feb 5 01:04:55 2023 -0800

    try NHWC

commit 02fcc30eaa67a3c92cae56f3062b2542c32c9283
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Sat Feb 4 23:47:06 2023 -0800

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commit 366aae93047934bd3d7d37a077e713d424fa429c
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Sat Feb 4 23:37:30 2023 -0800

    Stem/Downsample rework

commit 26a8e481a5cb2a32004a796bc25c6800cd2fb7b7
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Wed Feb 1 07:42:07 2023 -0800

    Update metaformers.py

commit a913f5d4384aa4b2f62fdab46254ae3772df00ee
Author: Fredo Guan <fredo.guan@hotmail.com>
Date:   Wed Feb 1 07:41:24 2023 -0800

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* channels first for whole network

* Channels first

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* Use buffer for randformer

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* 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

85 lines
2.9 KiB
Python

from .beit import *
from .byoanet import *
from .byobnet import *
from .cait import *
from .coat import *
from .convit import *
from .convmixer import *
from .convnext import *
from .crossvit import *
from .cspnet import *
from .davit import *
from .deit import *
from .densenet import *
from .dla import *
from .dpn import *
from .edgenext import *
from .efficientformer import *
from .efficientformer_v2 import *
from .efficientnet import *
from .eva import *
from .focalnet import *
from .gcvit import *
from .ghostnet import *
from .hardcorenas import *
from .hrnet import *
from .inception_resnet_v2 import *
from .inception_v3 import *
from .inception_v4 import *
from .levit import *
from .maxxvit import *
from .metaformer import *
from .mlp_mixer import *
from .mobilenetv3 import *
from .mobilevit import *
from .mvitv2 import *
from .nasnet import *
from .nest import *
from .nfnet import *
from .pit import *
from .pnasnet import *
from .pvt_v2 import *
from .regnet import *
from .res2net import *
from .resnest import *
from .resnet import *
from .resnetv2 import *
from .rexnet import *
from .selecsls import *
from .senet import *
from .sequencer import *
from .sknet import *
from .swin_transformer import *
from .swin_transformer_v2 import *
from .swin_transformer_v2_cr import *
from .tnt import *
from .tresnet import *
from .twins import *
from .vgg import *
from .visformer import *
from .vision_transformer import *
from .vision_transformer_hybrid import *
from .vision_transformer_relpos import *
from .volo import *
from .vovnet import *
from .xception import *
from .xception_aligned import *
from .xcit import *
from ._builder import build_model_with_cfg, load_pretrained, load_custom_pretrained, resolve_pretrained_cfg, \
set_pretrained_download_progress, set_pretrained_check_hash
from ._factory import create_model, parse_model_name, safe_model_name
from ._features import FeatureInfo, FeatureHooks, FeatureHookNet, FeatureListNet, FeatureDictNet
from ._features_fx import FeatureGraphNet, GraphExtractNet, create_feature_extractor, \
register_notrace_module, is_notrace_module, get_notrace_modules, \
register_notrace_function, is_notrace_function, get_notrace_functions
from ._helpers import clean_state_dict, load_state_dict, load_checkpoint, remap_state_dict, resume_checkpoint
from ._hub import load_model_config_from_hf, load_state_dict_from_hf, push_to_hf_hub
from ._manipulate import model_parameters, named_apply, named_modules, named_modules_with_params, \
group_modules, group_parameters, checkpoint_seq, adapt_input_conv
from ._pretrained import PretrainedCfg, DefaultCfg, filter_pretrained_cfg
from ._prune import adapt_model_from_string
from ._registry import split_model_name_tag, get_arch_name, generate_default_cfgs, register_model, \
register_model_deprecations, model_entrypoint, list_models, list_pretrained, get_deprecated_models, \
is_model, list_modules, is_model_in_modules, is_model_pretrained, get_pretrained_cfg, get_pretrained_cfg_value