Commit Graph

64 Commits (8f6d63888727a385a0ff770022f5950ca96a0173)

Author SHA1 Message Date
Ross Wightman b049a5c5c6 Merge remote-tracking branch 'origin/master' into norm_norm_norm 2022-03-21 13:41:43 -07:00
Ross Wightman 372ad5fa0d Significant model refactor and additions:
* All models updated with revised foward_features / forward_head interface
* Vision transformer and MLP based models consistently output sequence from forward_features (pooling or token selection considered part of 'head')
* WIP param grouping interface to allow consistent grouping of parameters for layer-wise decay across all model types
* Add gradient checkpointing support to a significant % of models, especially popular architectures
* Formatting and interface consistency improvements across models
* layer-wise LR decay impl part of optimizer factory w/ scale support in scheduler
* Poolformer and Volo architectures added
2022-02-28 13:56:23 -08:00
Ross Wightman c6e4b7895a Swin V2 CR impl refactor.
* reformat and change some naming so closer to existing timm vision transformers
* remove typing that wasn't adding clarity (or causing torchscript issues)
* support non-square windows
* auto window size adjust from image size
* post-norm + main-branch no
2022-02-23 17:28:52 -08:00
Ross Wightman 58ba49c8ef Add MobileViT models (w/ ByobNet base). Close #1038. 2022-01-31 15:39:34 -08:00
Ross Wightman 5f81d4de23 Move DeiT to own file, vit getting crowded. Working towards fixing #1029, make pooling interface for transformers and mlp closer to convnets. Still working through some details... 2022-01-26 22:53:57 -08:00
Ross Wightman 95cfc9b3e8 Merge remote-tracking branch 'origin/master' into norm_norm_norm 2022-01-25 22:20:45 -08:00
Ross Wightman abc9ba2544 Transitioning default_cfg -> pretrained_cfg. Improving handling of pretrained_cfg source (HF-Hub, files, timm config, etc). Checkpoint handling tweaks. 2022-01-25 21:54:13 -08:00
Ross Wightman 18934debc5 Add initial ConvNeXt impl (mods of official code) 2022-01-14 16:28:27 -08:00
ICLR Author 44d6d51668 Add ConvMixer 2021-10-09 21:09:51 -04:00
Ross Wightman 1c9284c640 Add BeiT 'finetuned' 1k weights and pretrained 22k weights, pretraining specific (masked) model excluded for now 2021-09-13 16:38:23 -07:00
Ross Wightman f1808e0970 Post crossvit merge cleanup, change model names to reflect input size, cleanup img size vs scale handling, fix tests 2021-09-13 11:49:54 -07:00
Richard Chen 7ab9d4555c add crossvit 2021-09-01 17:13:12 -04:00
Alexander Soare 623e8b8eb8 wip xcit 2021-07-11 09:39:38 +01:00
Alexander Soare 23bb72ce5e nested_transformer wip 2021-07-02 20:12:29 +01:00
Ross Wightman 742c2d5247 Add Gather-Excite and Global Context attn modules. Refactor existing SE-like attn for consistency and refactor byob/byoanet for less redundancy. 2021-05-27 18:03:29 -07:00
Ross Wightman bfc72f75d3 Expand scope of testing for non-std vision transformer / mlp models. Some related cleanup and create fn cleanup for all vision transformer and mlp models. More CoaT weights. 2021-05-24 21:13:26 -07:00
Ross Wightman f45de37690 Merge branch 'master' into levit_visformer_rednet 2021-05-22 16:34:31 -07:00
Ross Wightman 306c86b668 Merge branch 'convit' of https://github.com/amaarora/pytorch-image-models into amaarora-convit 2021-05-21 16:27:10 -07:00
Aman Arora 40c506ba1e Add ConViT 2021-05-20 23:17:28 +00:00
李鑫杰 00548b8427 Add Twins 2021-05-18 19:21:53 +08:00
Ross Wightman ecc7552c5c Add levit, levit_c, and visformer model defs. Largely untested and not finished cleanup. 2021-05-14 17:16:34 -07:00
Ross Wightman 5fcddb96a8 Merge branch 'master' into cait 2021-05-05 17:29:38 -07:00
Ross Wightman 12efffa6b1 Initial MLP-Mixer attempt... 2021-05-05 00:59:45 -07:00
Ross Wightman 1daa15ecc3 Initial Cait commit. Still some cleanup to do. 2021-05-04 11:19:27 -07:00
morizin 1e3b6d4dfc
Update __init__.py 2021-04-24 18:22:59 +05:30
morizin fd022fd6a2
Update __init__.py 2021-04-24 18:22:36 +05:30
Ross Wightman d793deb51a Merge branch 'master' of https://github.com/iamhankai/pytorch-image-models into iamhankai-master 2021-04-15 09:30:25 -07:00
Ross Wightman f606c45c38 Add Swin Transformer models from https://github.com/microsoft/Swin-Transformer 2021-04-13 12:17:21 -07:00
iamhankai de445e7827 Add GhostNet 2021-04-13 23:19:51 +08:00
Ross Wightman 16f7aa9f54 Add default_cfg options for min_input_size / fixed_input_size, queries in model registry, and use for testing self-attn models 2021-04-12 11:54:22 -07:00
Ross Wightman ce62f96d4d ByoaNet with bottleneck transformer, lambda resnet, and halo net experiments 2021-04-12 09:38:02 -07:00
Ross Wightman a5310a3451 Merge remote-tracking branch 'origin/benchmark-fixes-vit_hybrids' into pit_and_vit_update 2021-04-01 12:15:34 -07:00
Ross Wightman 0dfc5a66bb Add PiT model from https://github.com/naver-ai/pit 2021-03-31 18:20:14 -07:00
Ross Wightman 51febd869b Small tweak to tests for tnt model, reorder model imports. 2021-03-29 11:33:08 -07:00
contrastive 4a09bc851e Add TNT model 2021-03-28 19:53:42 +08:00
Ross Wightman d584e7f617 Support for huggingface hub via create_model and default_cfgs.
* improve consistency of model creation helper fns
* add comments to some of the model helpers
* support passing external default_cfgs so they can be sourced from hub
2021-03-16 22:48:26 -07:00
AFLALO, Jonathan Isaac 82c1fe958a added hardcorenas model
refactoring to support feature extraction
2021-03-15 08:06:34 +02:00
Ross Wightman 4f49b94311 Initial AGC impl. Still testing. 2021-02-15 23:22:44 -08:00
Ross Wightman dc85e5a237 Add ByobNet w/ GPU-EfficientNets and RepVGG. Also add classic vgg models. 2021-02-09 16:22:52 -08:00
Ross Wightman 5a8e1e643e Initial Normalizer-Free Reg/ResNet impl. A bit of related layer refactoring. 2021-01-27 22:06:57 -08:00
Ross Wightman 231d04e91a ResNetV2 pre-act and non-preact model, w/ BiT pretrained weights and support for ViT R50 model. Tweaks for in21k num_classes passing. More to do... tests failing. 2020-12-28 16:59:15 -08:00
Ross Wightman f31933cb37 Initial Vision Transformer impl w/ patch and hybrid variants. Refactor tuple helpers. 2020-10-13 13:33:44 -07:00
Ross Wightman 14ef7a0dd6 Rename csp.py -> cspnet.py 2020-07-27 11:15:07 -07:00
Ross Wightman 7ba5a384d3 Add ReXNet w/ remapped weights, feature support 2020-07-23 10:28:57 -07:00
Ross Wightman 3b6cce4c95 Add initial impl of CrossStagePartial networks, yet to be trained, not quite the same as darknet cfgs. 2020-07-13 15:01:06 -07:00
Ross Wightman a66df5fb91 More model feature extraction support, start to deprecate senet.py, dilations added to regnet, add proper aligned xception 2020-07-03 00:41:30 -07:00
Ross Wightman eb7653614f Monster commit, activation refactor, VoVNet, norm_act improvements, more
* refactor activations into basic PyTorch, jit scripted, and memory efficient custom auto
* implement hard-mish, better grad for hard-swish
* add initial VovNet V1/V2 impl, fix #151
* VovNet and DenseNet first models to use NormAct layers (support BatchNormAct2d, EvoNorm, InplaceIABN)
* Wrap IABN for any models that use it
* make more models torchscript compatible (DPN, PNasNet, Res2Net, SelecSLS) and add tests
2020-06-01 17:16:52 -07:00
Ross Wightman 50658b9a67 Add RegNet models and weights 2020-05-18 00:08:52 -07:00
Ross Wightman f4cdc2ac31 Add ResNeSt models 2020-05-11 23:27:09 -07:00
talrid 6209146738 TResNet models 2020-04-12 18:44:12 +03:00