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timm 1.0.25

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  • PyPI https://pypi.org/project/timm/
    Repository https://github.com/huggingface/pytorch-image-models

  • py.typed

  • Coverage

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pie title
    "Typed" : 6041
    "Any" : 11
    "Untyped" : 6236
    • 49.3% coverage
    • 49.2% coverage (strict)
    • 12288 typable
      • 6041 typed
      • 6236 untyped
      • 11 Any

  • Typables

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    "functions" : 1777
    "classes" : 7843
    "other" : 25
    • 391 functions (+1 overloads)
      • 1386 parameters
    • 410 classes
      • 1888 methods (+0 overloads)
        • 5933 parameters
      • 19 properties
    • 251 modules
      • 25 attrs

Modules

Module Coverage Coverage (strict) Typables Ignores
timm.data.auto_augment 8.7% 8.7% 172 0
timm.data.config 0.0% 0.0% 12 0
timm.data.constants 0.0% 0.0% 1 0
timm.data.dataset 1.3% 1.3% 77 0
timm.data.dataset_factory 87.5% 87.5% 16 0
timm.data.dataset_info 73.3% 73.3% 30 0
timm.data.distributed_sampler 0.0% 0.0% 32 0
timm.data.imagenet_info 70.6% 70.6% 17 0
timm.data.loader 63.3% 63.3% 79 0
timm.data.mixup 0.0% 0.0% 70 0
timm.data.naflex_dataset 70.8% 70.8% 48 0
timm.data.naflex_loader 82.6% 82.6% 69 0
timm.data.naflex_mixup 79.4% 79.4% 34 0
timm.data.naflex_random_erasing 75.5% 75.5% 53 0
timm.data.naflex_transforms 43.3% 43.3% 134 0
timm.data.random_erasing 0.0% 0.0% 31 0
timm.data.readers.class_map 0.0% 0.0% 3 0
timm.data.readers.img_extensions 0.0% 0.0% 10 0
timm.data.readers.reader 0.0% 0.0% 12 0
timm.data.readers.reader_factory 60.0% 60.0% 5 0
timm.data.readers.reader_hfds 30.0% 30.0% 30 0
timm.data.readers.reader_hfids 31.0% 31.0% 58 0
timm.data.readers.reader_image_folder 27.8% 27.8% 18 0
timm.data.readers.reader_image_in_tar 30.0% 30.0% 30 0
timm.data.readers.reader_image_tar 0.0% 0.0% 17 0
timm.data.readers.reader_tfds 1.3% 1.3% 75 0
timm.data.readers.reader_wds 18.5% 18.5% 92 0
timm.data.readers.shared_count 20.0% 20.0% 5 0
timm.data.real_labels 0.0% 0.0% 13 0
timm.data.tf_preprocessing 0.0% 0.0% 36 0
timm.data.transforms 23.1% 23.1% 117 0
timm.data.transforms_factory 95.0% 95.0% 80 0
timm.layers._fx 46.7% 46.7% 15 0
timm.layers.activations 46.3% 46.3% 82 0
timm.layers.activations_me 8.2% 8.2% 97 0
timm.layers.adaptive_avgmax_pool 26.6% 26.6% 64 0
timm.layers.attention 50.0% 50.0% 70 0
timm.layers.attention2d 44.2% 44.2% 95 0
timm.layers.attention_pool 42.5% 42.5% 40 0
timm.layers.attention_pool2d 46.6% 46.6% 88 0
timm.layers.blur_pool 64.0% 64.0% 25 0
timm.layers.bottleneck_attn 31.0% 31.0% 42 0
timm.layers.cbam 43.4% 43.4% 76 0
timm.layers.classifier 43.0% 43.0% 86 0
timm.layers.cond_conv2d 27.3% 27.3% 33 0
timm.layers.config 73.7% 63.2% 38 0
timm.layers.conv2d_same 53.7% 53.7% 41 0
timm.layers.conv_bn_act 63.0% 63.0% 27 0
timm.layers.coord_attn 41.0% 41.0% 78 0
timm.layers.create_act 50.0% 50.0% 8 0
timm.layers.create_attn 0.0% 0.0% 6 0
timm.layers.create_conv2d 0.0% 0.0% 5 0
timm.layers.create_norm 0.0% 0.0% 6 0
timm.layers.create_norm_act 70.0% 70.0% 10 0
timm.layers.diff_attention 42.9% 42.9% 42 0
timm.layers.drop 54.5% 54.5% 44 0
timm.layers.eca 48.5% 48.5% 33 0
timm.layers.evo_norm 35.5% 35.5% 169 0
timm.layers.fast_norm 82.0% 82.0% 50 0
timm.layers.filter_response_norm 28.9% 28.9% 38 0
timm.layers.format 63.6% 63.6% 11 0
timm.layers.gather_excite 50.0% 50.0% 24 0
timm.layers.global_context 47.6% 47.6% 21 0
timm.layers.grid 50.0% 50.0% 4 0
timm.layers.grn 21.4% 21.4% 14 0
timm.layers.halo_attn 32.1% 32.1% 53 0
timm.layers.helpers 0.0% 0.0% 12 0
timm.layers.hybrid_embed 62.3% 62.3% 61 0
timm.layers.inplace_abn 0.0% 0.0% 33 0
timm.layers.interpolate 0.0% 0.0% 9 0
timm.layers.lambda_layer 38.7% 38.7% 31 0
timm.layers.layer_scale 37.5% 37.5% 24 0
timm.layers.linear 100.0% 100.0% 2 0
timm.layers.median_pool 0.0% 0.0% 13 0
timm.layers.mixed_conv2d 50.0% 50.0% 14 0
timm.layers.ml_decoder 18.2% 18.2% 44 0
timm.layers.mlp 39.5% 39.5% 119 0
timm.layers.non_local_attn 26.3% 26.3% 57 0
timm.layers.norm 74.7% 74.7% 158 0
timm.layers.norm_act 62.1% 62.1% 198 0
timm.layers.other_pool 45.0% 45.0% 60 0
timm.layers.padding 70.0% 70.0% 30 0
timm.layers.patch_dropout 66.7% 66.7% 24 0
timm.layers.patch_embed 68.1% 68.1% 94 0
timm.layers.pool1d 80.0% 80.0% 5 0
timm.layers.pool2d_same 62.9% 62.9% 35 0
timm.layers.pos_embed 85.7% 85.7% 14 0
timm.layers.pos_embed_rel 47.4% 47.4% 97 0
timm.layers.pos_embed_sincos 61.9% 61.9% 281 0
timm.layers.selective_kernel 48.8% 48.8% 41 0
timm.layers.separable_conv 31.7% 31.7% 41 0
timm.layers.space_to_depth 20.0% 20.0% 10 0
timm.layers.split_attn 47.2% 47.2% 36 0
timm.layers.split_batchnorm 6.2% 6.2% 16 0
timm.layers.squeeze_excite 39.6% 39.6% 48 0
timm.layers.std_conv 56.8% 56.8% 74 0
timm.layers.test_time_pool 0.0% 0.0% 12 0
timm.layers.typing 80.0% 80.0% 5 0
timm.layers.weight_init 31.2% 31.2% 32 0
timm.loss.asymmetric_loss 3.4% 3.4% 29 0
timm.loss.binary_cross_entropy 57.1% 57.1% 14 0
timm.loss.cross_entropy 54.5% 54.5% 11 0
timm.loss.jsd 0.0% 0.0% 10 0
timm.models._builder 97.1% 97.1% 34 0
timm.models._factory 100.0% 93.8% 16 0
timm.models._features 51.3% 51.3% 76 0
timm.models._features_fx 54.5% 54.5% 22 0
timm.models._helpers 100.0% 96.2% 26 0
timm.models._hub 85.2% 85.2% 27 0
timm.models._manipulate 65.9% 65.9% 44 0
timm.models._pretrained 0.0% 0.0% 10 0
timm.models._prune 0.0% 0.0% 3 0
timm.models._registry 95.3% 95.3% 43 0
timm.models.beit 67.5% 67.5% 80 0
timm.models.byobnet 69.2% 69.2% 65 0
timm.models.cait 46.9% 46.9% 162 0
timm.models.coat 32.9% 32.9% 76 0
timm.models.convit 40.0% 40.0% 60 0
timm.models.convmixer 34.2% 34.2% 38 0
timm.models.convnext 78.3% 78.3% 60 0
timm.models.crossvit 46.4% 46.4% 56 0
timm.models.csatv2 72.7% 72.7% 55 0
timm.models.cspnet 35.3% 35.3% 34 0
timm.models.davit 55.6% 55.6% 63 0
timm.models.deit 20.0% 20.0% 25 0
timm.models.densenet 73.2% 73.2% 41 0
timm.models.dla 37.7% 37.7% 53 0
timm.models.dpn 45.2% 45.2% 42 0
timm.models.edgenext 56.7% 56.7% 60 0
timm.models.efficientformer 46.2% 46.2% 65 0
timm.models.efficientformer_v2 48.5% 48.5% 68 0
timm.models.efficientnet 71.0% 71.0% 93 0
timm.models.efficientvit_mit 49.5% 49.5% 101 0
timm.models.efficientvit_msra 51.7% 51.7% 58 0
timm.models.eva 70.9% 70.9% 117 0
timm.models.fasternet 62.5% 62.5% 64 0
timm.models.fastvit 69.1% 69.1% 68 0
timm.models.focalnet 55.0% 55.0% 60 0
timm.models.gcvit 58.2% 58.2% 67 0
timm.models.ghostnet 56.1% 56.1% 57 0
timm.models.hgnet 44.0% 44.0% 50 0
timm.models.hiera 71.7% 71.7% 92 0
timm.models.hieradet_sam2 50.0% 50.0% 164 0
timm.models.hrnet 13.8% 13.8% 94 0
timm.models.inception_next 49.1% 49.1% 55 0
timm.models.inception_resnet_v2 28.3% 28.3% 46 0
timm.models.inception_v3 23.6% 23.6% 55 0
timm.models.inception_v4 53.5% 53.5% 43 0
timm.models.levit 55.2% 55.2% 67 0
timm.models.mambaout 36.5% 36.5% 197 0
timm.models.maxxvit 68.4% 66.7% 57 0
timm.models.metaformer 55.7% 55.7% 61 0
timm.models.mlp_mixer 72.2% 72.2% 79 0
timm.models.mobilenetv3 68.3% 68.3% 101 0
timm.models.mobilenetv5 63.3% 63.3% 120 0
timm.models.mvitv2 37.5% 37.5% 56 0
timm.models.naflexvit 64.4% 64.4% 87 0
timm.models.nasnet 22.4% 22.4% 58 0
timm.models.nest 47.8% 47.8% 69 0
timm.models.nextvit 49.1% 49.1% 57 0
timm.models.nfnet 62.2% 59.5% 37 0
timm.models.pit 46.4% 46.4% 69 0
timm.models.pnasnet 21.3% 21.3% 47 0
timm.models.pvt_v2 49.2% 49.2% 59 0
timm.models.rdnet 57.4% 57.4% 61 0
timm.models.regnet 75.0% 75.0% 52 0
timm.models.repghost 39.3% 39.3% 56 0
timm.models.repvit 45.8% 45.8% 59 0
timm.models.resnest 41.5% 41.5% 65 0
timm.models.resnet 65.7% 65.7% 137 0
timm.models.resnetv2 77.8% 77.8% 63 0
timm.models.rexnet 74.1% 74.1% 54 0
timm.models.selecsls 25.0% 25.0% 32 0
timm.models.senet 29.6% 29.6% 54 0
timm.models.sequencer 48.1% 48.1% 54 0
timm.models.shvit 64.2% 64.2% 53 0
timm.models.sknet 50.7% 50.7% 73 0
timm.models.starnet 60.7% 60.7% 56 0
timm.models.swiftformer 61.9% 61.9% 63 0
timm.models.swin_transformer 76.0% 76.0% 75 0
timm.models.swin_transformer_v2 74.7% 74.7% 75 0
timm.models.swin_transformer_v2_cr 76.4% 75.0% 72 0
timm.models.tiny_vit 50.0% 50.0% 62 0
timm.models.tnt 46.7% 46.7% 75 0
timm.models.tresnet 39.7% 39.7% 58 0
timm.models.twins 48.5% 47.0% 66 0
timm.models.vgg 67.5% 67.5% 40 0
timm.models.visformer 37.5% 37.5% 72 0
timm.models.vision_transformer 76.6% 76.6% 128 0
timm.models.vision_transformer_hybrid 45.8% 45.8% 59 0
timm.models.vision_transformer_relpos 55.4% 55.4% 83 0
timm.models.vision_transformer_sam 58.0% 58.0% 81 0
timm.models.vitamin 34.8% 34.8% 132 0
timm.models.volo 70.4% 70.4% 81 0
timm.models.vovnet 45.8% 45.8% 48 0
timm.models.xception 15.1% 15.1% 53 0
timm.models.xception_aligned 35.9% 35.9% 39 0
timm.models.xcit 50.0% 50.0% 70 0
timm.optim.adabelief 0.0% 0.0% 16 0
timm.optim.adafactor 38.7% 38.7% 31 0
timm.optim.adafactor_bv 75.0% 75.0% 20 0
timm.optim.adahessian 0.0% 0.0% 21 0
timm.optim.adamp 20.0% 20.0% 20 0
timm.optim.adamw 85.3% 85.3% 34 0
timm.optim.adan 31.8% 31.8% 22 0
timm.optim.adopt 72.3% 72.3% 47 0
timm.optim.kron 67.4% 67.4% 43 0
timm.optim.lamb 68.4% 68.4% 19 0
timm.optim.laprop 58.3% 58.3% 12 0
timm.optim.lars 0.0% 0.0% 15 0
timm.optim.lion 76.0% 76.0% 25 0
timm.optim.lookahead 0.0% 0.0% 15 0
timm.optim.madgrad 90.9% 81.8% 11 0
timm.optim.mars 68.8% 68.8% 16 0
timm.optim.muon 93.8% 93.8% 81 0
timm.optim.nadam 0.0% 0.0% 9 0
timm.optim.nadamw 83.9% 83.9% 31 0
timm.optim.nvnovograd 0.0% 0.0% 12 0
timm.optim.radam 0.0% 0.0% 10 0
timm.optim.rmsprop_tf 68.8% 68.8% 16 0
timm.optim.sgdp 0.0% 0.0% 12 0
timm.optim.sgdw 68.6% 68.6% 35 0
timm.scheduler.cosine_lr 61.3% 61.3% 31 0
timm.scheduler.multistep_lr 65.2% 65.2% 23 0
timm.scheduler.plateau_lr 82.4% 82.4% 34 0
timm.scheduler.poly_lr 60.6% 60.6% 33 0
timm.scheduler.scheduler 74.4% 74.4% 43 0
timm.scheduler.scheduler_factory 83.9% 83.9% 31 0
timm.scheduler.step_lr 71.4% 71.4% 21 0
timm.scheduler.tanh_lr 60.6% 60.6% 33 0
timm.task.classification 71.4% 71.4% 14 0
timm.task.distillation 70.8% 70.8% 72 0
timm.task.task 50.0% 50.0% 16 0
timm.task.token_distillation 71.8% 71.8% 39 0
timm.utils.agc 0.0% 0.0% 8 0
timm.utils.attention_extract 42.9% 42.9% 14 0
timm.utils.checkpoint_saver 0.0% 0.0% 52 0
timm.utils.clip_grad 60.0% 60.0% 5 0
timm.utils.cuda 0.0% 0.0% 24 0
timm.utils.decay_batch 0.0% 0.0% 6 0
timm.utils.distributed 13.6% 13.6% 22 0
timm.utils.jit 0.0% 0.0% 3 0
timm.utils.log 0.0% 0.0% 7 0
timm.utils.metrics 0.0% 0.0% 9 0
timm.utils.misc 0.0% 0.0% 12 0
timm.utils.model 4.3% 4.3% 46 0
timm.utils.model_ema 20.9% 20.9% 67 0
timm.utils.onnx 80.0% 80.0% 20 0
timm.utils.random 0.0% 0.0% 3 0
timm.utils.summary 0.0% 0.0% 12 0
timm.version 0.0% 0.0% 0 0

Incomplete Annotations

timm.data.auto_augment (157 missing, 0 any)

Symbol Typable Typed Any
meth AugmentOp.init 5 0 0
meth AugmentOp.call 2 0 0
meth AugmentOp.repr 1 0 0
attr AugmentOp.name 1 0 0
attr AugmentOp.aug_fn 1 0 0
attr AugmentOp.level_fn 1 0 0
attr AugmentOp.prob 1 0 0
attr AugmentOp.magnitude 1 0 0
attr AugmentOp.hparams 1 0 0
attr AugmentOp.kwargs 1 0 0
attr AugmentOp.magnitude_std 1 0 0
attr AugmentOp.magnitude_max 1 0 0
func translate_x_rel 4 0 0
func shear_y 4 0 0
func shear_x 4 0 0
func auto_augment_policy_3a 2 0 0
func rotate 4 0 0
func auto_augment_policy 3 0 0
meth AutoAugment.init 2 0 0
meth AutoAugment.call 2 0 0
meth AutoAugment.repr 1 0 0
attr AutoAugment.policy 1 0 0
func auto_augment_transform 3 2 0
func auto_augment_policy_original 2 0 0
func augmix_ops 4 3 0
func equalize 3 0 0
func translate_y_abs 4 0 0
func gaussian_blur_rand 4 0 0
func auto_contrast 3 0 0
func solarize_add 5 0 0
func auto_augment_policy_originalr 2 0 0
func solarize 4 0 0
func brightness 4 0 0
func auto_augment_policy_v0r 2 0 0
func augment_and_mix_transform 3 2 0
func rand_augment_ops 5 4 0
func rand_augment_choices 3 1 0
func auto_augment_policy_v0 2 0 0
func translate_x_abs 4 0 0
meth RandAugment.init 4 0 0
meth RandAugment.call 2 0 0
meth RandAugment.repr 1 0 0
attr RandAugment.ops 1 0 0
attr RandAugment.num_layers 1 0 0
attr RandAugment.choice_weights 1 0 0
func gaussian_blur 4 0 0
func rand_augment_transform 4 3 0
func desaturate 4 0 0
func contrast 4 0 0
meth AugMixAugment.init 6 0 0
meth AugMixAugment._calc_blended_weights 3 0 0
meth AugMixAugment._apply_blended 4 0 0
meth AugMixAugment._apply_basic 4 0 0
meth AugMixAugment.call 2 0 0
meth AugMixAugment.repr 1 0 0
attr AugMixAugment.ops 1 0 0
attr AugMixAugment.alpha 1 0 0
attr AugMixAugment.width 1 0 0
attr AugMixAugment.depth 1 0 0
attr AugMixAugment.blended 1 0 0
func posterize 4 0 0
attr LEVEL_TO_ARG 1 0 0
func sharpness 4 0 0
func color 4 0 0
func translate_y_rel 4 0 0
func invert 3 0 0

timm.data.config (12 missing, 0 any)

Symbol Typable Typed Any
func resolve_model_data_config 6 0 0
func resolve_data_config 6 0 0

timm.data.constants (1 missing, 0 any)

Symbol Typable Typed Any
attr IMAGENET_DPN_STD 1 0 0

timm.data.dataset (76 missing, 0 any)

Symbol Typable Typed Any
meth IterableImageDataset.init 18 0 0
meth IterableImageDataset.iter 1 0 0
meth IterableImageDataset.len 1 0 0
meth IterableImageDataset.set_epoch 2 0 0
meth IterableImageDataset.set_loader_cfg 2 1 0
meth IterableImageDataset.filename 4 0 0
meth IterableImageDataset.filenames 3 0 0
attr IterableImageDataset.transform 1 0 0
attr IterableImageDataset.target_transform 1 0 0
attr IterableImageDataset.reader 1 0 0
meth ImageDataset.init 11 0 0
meth ImageDataset.getitem 2 0 0
meth ImageDataset.len 1 0 0
meth ImageDataset.filename 4 0 0
meth ImageDataset.filenames 3 0 0
attr ImageDataset.reader 1 0 0
attr ImageDataset.load_bytes 1 0 0
attr ImageDataset.input_img_mode 1 0 0
attr ImageDataset.transform 1 0 0
attr ImageDataset.target_transform 1 0 0
attr ImageDataset.additional_features 1 0 0
meth AugMixDataset.init 3 0 0
meth AugMixDataset._set_transforms 2 0 0
meth AugMixDataset._normalize 2 0 0
meth AugMixDataset.getitem 2 0 0
meth AugMixDataset.len 1 0 0
prop AugMixDataset.transform 2 0 0
attr AugMixDataset.augmentation 1 0 0
attr AugMixDataset.normalize 1 0 0
attr AugMixDataset.dataset 1 0 0
attr AugMixDataset.num_splits 1 0 0

timm.data.dataset_factory (2 missing, 0 any)

Symbol Typable Typed Any
func create_dataset 16 14 0

timm.data.dataset_info (8 missing, 0 any)

Symbol Typable Typed Any
meth DatasetInfo.init 1 0 0
meth DatasetInfo.num_classes 1 0 0
meth DatasetInfo.label_names 1 0 0
meth DatasetInfo.index_to_label_name 2 1 0
meth CustomDatasetInfo.init 3 2 0
meth CustomDatasetInfo.num_classes 1 0 0
meth CustomDatasetInfo.label_names 1 0 0
meth CustomDatasetInfo.index_to_label_name 2 1 0

timm.data.distributed_sampler (32 missing, 0 any)

Symbol Typable Typed Any
meth OrderedDistributedSampler.init 4 0 0
meth OrderedDistributedSampler.iter 1 0 0
meth OrderedDistributedSampler.len 1 0 0
attr OrderedDistributedSampler.dataset 1 0 0
attr OrderedDistributedSampler.num_replicas 1 0 0
attr OrderedDistributedSampler.rank 1 0 0
attr OrderedDistributedSampler.num_samples 1 0 0
attr OrderedDistributedSampler.total_size 1 0 0
meth RepeatAugSampler.init 8 0 0
meth RepeatAugSampler.iter 1 0 0
meth RepeatAugSampler.len 1 0 0
meth RepeatAugSampler.set_epoch 2 0 0
attr RepeatAugSampler.dataset 1 0 0
attr RepeatAugSampler.num_replicas 1 0 0
attr RepeatAugSampler.rank 1 0 0
attr RepeatAugSampler.shuffle 1 0 0
attr RepeatAugSampler.num_repeats 1 0 0
attr RepeatAugSampler.epoch 1 0 0
attr RepeatAugSampler.num_samples 1 0 0
attr RepeatAugSampler.total_size 1 0 0
attr RepeatAugSampler.num_selected_samples 1 0 0

timm.data.imagenet_info (5 missing, 0 any)

Symbol Typable Typed Any
func infer_imagenet_subset 2 1 0
meth ImageNetInfo.init 2 1 0
meth ImageNetInfo.num_classes 1 0 0
meth ImageNetInfo.label_names 1 0 0
meth ImageNetInfo.index_to_label_name 2 1 0

timm.data.loader (29 missing, 0 any)

Symbol Typable Typed Any
func fast_collate 2 0 0
func create_loader 40 39 0
meth PrefetchLoader.init 12 11 0
meth PrefetchLoader.iter 1 0 0
meth PrefetchLoader.len 1 0 0
prop PrefetchLoader.sampler 1 0 0
prop PrefetchLoader.dataset 1 0 0
prop PrefetchLoader.mixup_enabled 2 0 0
attr PrefetchLoader.loader 1 0 0
attr PrefetchLoader.device 1 0 0
attr PrefetchLoader.img_dtype 1 0 0
attr PrefetchLoader.mean 1 0 0
attr PrefetchLoader.std 1 0 0
attr PrefetchLoader.is_cuda 1 0 0
attr PrefetchLoader.is_npu 1 0 0
attr PrefetchLoader.random_erasing 1 0 0
meth MultiEpochsDataLoader.init 3 0 0
meth MultiEpochsDataLoader.len 1 0 0
meth MultiEpochsDataLoader.iter 1 0 0
attr MultiEpochsDataLoader.iterator 1 0 0
attr MultiEpochsDataLoader.sampler 1 0 0
attr MultiEpochsDataLoader.batch_sampler 1 0 0
func adapt_to_chs 3 0 0

timm.data.mixup (70 missing, 0 any)

Symbol Typable Typed Any
func cutmix_bbox_and_lam 6 0 0
meth FastCollateMixup._mix_elem_collate 4 0 0
meth FastCollateMixup._mix_pair_collate 3 0 0
meth FastCollateMixup._mix_batch_collate 3 0 0
meth FastCollateMixup.call 3 0 0
meth Mixup.init 10 0 0
meth Mixup._params_per_elem 2 0 0
meth Mixup._params_per_batch 1 0 0
meth Mixup._mix_elem 2 0 0
meth Mixup._mix_pair 2 0 0
meth Mixup._mix_batch 2 0 0
meth Mixup.call 3 0 0
attr Mixup.mixup_alpha 1 0 0
attr Mixup.cutmix_alpha 1 0 0
attr Mixup.cutmix_minmax 1 0 0
attr Mixup.mix_prob 1 0 0
attr Mixup.switch_prob 1 0 0
attr Mixup.label_smoothing 1 0 0
attr Mixup.num_classes 1 0 0
attr Mixup.mode 1 0 0
attr Mixup.correct_lam 1 0 0
attr Mixup.mixup_enabled 1 0 0
func one_hot 5 0 0
func rand_bbox_minmax 4 0 0
func mixup_target 5 0 0
func rand_bbox 5 0 0

timm.data.naflex_dataset (14 missing, 0 any)

Symbol Typable Typed Any
meth NaFlexMapDatasetWrapper._create_canonical_schedule 1 0 0
meth NaFlexMapDatasetWrapper._prepare_epoch_batches 2 1 0
attr NaFlexMapDatasetWrapper.base_dataset 1 0 0
attr NaFlexMapDatasetWrapper.seq_lens 1 0 0
attr NaFlexMapDatasetWrapper.max_tokens_per_batch 1 0 0
attr NaFlexMapDatasetWrapper.seed 1 0 0
attr NaFlexMapDatasetWrapper.shuffle 1 0 0
attr NaFlexMapDatasetWrapper.distributed 1 0 0
attr NaFlexMapDatasetWrapper.rank 1 0 0
attr NaFlexMapDatasetWrapper.world_size 1 0 0
attr NaFlexMapDatasetWrapper.epoch 1 0 0
attr NaFlexMapDatasetWrapper.batch_divisor 1 0 0
attr NaFlexMapDatasetWrapper.mixup_fn 1 0 0
attr NaFlexCollator.max_seq_len 1 0 0

timm.data.naflex_loader (12 missing, 0 any)

Symbol Typable Typed Any
func create_naflex_loader 45 44 0
prop NaFlexPrefetchLoader.sampler 1 0 0
prop NaFlexPrefetchLoader.dataset 1 0 0
attr NaFlexPrefetchLoader.loader 1 0 0
attr NaFlexPrefetchLoader.device 1 0 0
attr NaFlexPrefetchLoader.img_dtype 1 0 0
attr NaFlexPrefetchLoader.channels 1 0 0
attr NaFlexPrefetchLoader.mean 1 0 0
attr NaFlexPrefetchLoader.std 1 0 0
attr NaFlexPrefetchLoader.is_cuda 1 0 0
attr NaFlexPrefetchLoader.is_npu 1 0 0
attr NaFlexPrefetchLoader.random_erasing 1 0 0

timm.data.naflex_mixup (7 missing, 0 any)

Symbol Typable Typed Any
attr NaFlexMixup.num_classes 1 0 0
attr NaFlexMixup.mixup_alpha 1 0 0
attr NaFlexMixup.cutmix_alpha 1 0 0
attr NaFlexMixup.switch_prob 1 0 0
attr NaFlexMixup.prob 1 0 0
attr NaFlexMixup.local_shuffle 1 0 0
attr NaFlexMixup.smoothing 1 0 0

timm.data.naflex_random_erasing (13 missing, 0 any)

Symbol Typable Typed Any
attr PatchRandomErasing.erase_prob 1 0 0
attr PatchRandomErasing.patch_drop_prob 1 0 0
attr PatchRandomErasing.min_count 1 0 0
attr PatchRandomErasing.max_count 1 0 0
attr PatchRandomErasing.min_area 1 0 0
attr PatchRandomErasing.max_area 1 0 0
attr PatchRandomErasing.log_aspect_ratio 1 0 0
attr PatchRandomErasing.num_splits 1 0 0
attr PatchRandomErasing.device 1 0 0
attr PatchRandomErasing.spatial_mode 1 0 0
attr PatchRandomErasing.erase_mode 1 0 0
attr PatchRandomErasing.const_value 1 0 0
attr PatchRandomErasing.unique_noise_per_patch 1 0 0

timm.data.naflex_transforms (76 missing, 0 any)

Symbol Typable Typed Any
meth RandomResizedCropToSequence.init 10 9 0
attr RandomResizedCropToSequence.max_seq_len 1 0 0
attr RandomResizedCropToSequence.scale 1 0 0
attr RandomResizedCropToSequence.ratio 1 0 0
attr RandomResizedCropToSequence.divisible_by_patch 1 0 0
attr RandomResizedCropToSequence.max_ratio 1 0 0
attr RandomResizedCropToSequence.final_scale_range 1 0 0
attr RandomResizedCropToSequence.attempts 1 0 0
attr RandomResizedCropToSequence.interpolation 1 0 0
meth Patchify.init 3 2 0
meth Patchify.forward 2 0 0
attr Patchify.patch_size 1 0 0
attr Patchify.flatten_patches 1 0 0
attr ResizeToSequence.patch_size 1 0 0
attr ResizeToSequence.max_seq_len 1 0 0
attr ResizeToSequence.divisible_by_patch 1 0 0
attr ResizeToSequence.max_ratio 1 0 0
attr ResizeToSequence.interpolation 1 0 0
meth CenterCropToSequence.init 6 5 0
meth CenterCropToSequence.forward 2 0 0
attr CenterCropToSequence.patch_size 1 0 0
attr CenterCropToSequence.max_seq_len 1 0 0
attr CenterCropToSequence.divisible_by_patch 1 0 0
attr CenterCropToSequence.fill 1 0 0
attr CenterCropToSequence.padding_mode 1 0 0
meth ResizeKeepRatioToSequence.init 12 0 0
meth ResizeKeepRatioToSequence.get_params 12 0 0
meth ResizeKeepRatioToSequence.forward 2 0 0
meth ResizeKeepRatioToSequence.repr 1 0 0
attr ResizeKeepRatioToSequence.patch_size 1 0 0
attr ResizeKeepRatioToSequence.max_sequence_len 1 0 0
attr ResizeKeepRatioToSequence.divisible_by_patch 1 0 0
attr ResizeKeepRatioToSequence.longest 1 0 0
attr ResizeKeepRatioToSequence.random_scale_prob 1 0 0
attr ResizeKeepRatioToSequence.random_scale_range 1 0 0
attr ResizeKeepRatioToSequence.random_scale_area 1 0 0
attr ResizeKeepRatioToSequence.random_aspect_prob 1 0 0
attr ResizeKeepRatioToSequence.random_aspect_range 1 0 0
attr ResizeKeepRatioToSequence.max_ratio 1 0 0
attr ResizeKeepRatioToSequence.interpolation 1 0 0
meth RandomCropToSequence.init 6 5 0
meth RandomCropToSequence.get_params 3 0 0
meth RandomCropToSequence.forward 2 0 0
attr RandomCropToSequence.patch_size 1 0 0
attr RandomCropToSequence.max_sequence_len 1 0 0
attr RandomCropToSequence.divisible_by_patch 1 0 0
attr RandomCropToSequence.fill 1 0 0
attr RandomCropToSequence.padding_mode 1 0 0

timm.data.random_erasing (31 missing, 0 any)

Symbol Typable Typed Any
meth RandomErasing.init 11 0 0
meth RandomErasing._erase 6 0 0
meth RandomErasing.call 2 0 0
meth RandomErasing.repr 1 0 0
attr RandomErasing.probability 1 0 0
attr RandomErasing.min_area 1 0 0
attr RandomErasing.max_area 1 0 0
attr RandomErasing.log_aspect_ratio 1 0 0
attr RandomErasing.min_count 1 0 0
attr RandomErasing.max_count 1 0 0
attr RandomErasing.num_splits 1 0 0
attr RandomErasing.mode 1 0 0
attr RandomErasing.rand_color 1 0 0
attr RandomErasing.per_pixel 1 0 0
attr RandomErasing.device 1 0 0

timm.data.readers.class_map (3 missing, 0 any)

Symbol Typable Typed Any
func load_class_map 3 0 0

timm.data.readers.img_extensions (10 missing, 0 any)

Symbol Typable Typed Any
func add_img_extensions 2 0 0
func is_img_extension 2 0 0
func del_img_extensions 2 0 0
func set_img_extensions 2 0 0
func get_img_extensions 2 0 0

timm.data.readers.reader (12 missing, 0 any)

Symbol Typable Typed Any
meth Reader.init 1 0 0
meth Reader._filename 4 0 0
meth Reader.filename 4 0 0
meth Reader.filenames 3 0 0

timm.data.readers.reader_factory (2 missing, 0 any)

Symbol Typable Typed Any
func create_reader 5 3 0

timm.data.readers.reader_hfds (21 missing, 0 any)

Symbol Typable Typed Any
meth ReaderHfds.init 10 9 0
meth ReaderHfds.getitem 2 0 0
meth ReaderHfds.len 1 0 0
meth ReaderHfds._filename 4 0 0
attr ReaderHfds.root 1 0 0
attr ReaderHfds.split 1 0 0
attr ReaderHfds.dataset 1 0 0
attr ReaderHfds.image_key 1 0 0
attr ReaderHfds.label_key 1 0 0
attr ReaderHfds.remap_class 1 0 0
attr ReaderHfds.split_info 1 0 0
attr ReaderHfds.num_samples 1 0 0
attr ReaderHfds.class_to_idx 1 0 0
attr ReaderHfds.additional_features 1 0 0
func get_class_labels 3 0 0

timm.data.readers.reader_hfids (40 missing, 0 any)

Symbol Typable Typed Any
attr SHUFFLE_SIZE 1 0 0
meth ReaderHfids.init 17 16 0
meth ReaderHfids.set_epoch 2 0 0
meth ReaderHfids.set_loader_cfg 2 1 0
meth ReaderHfids._lazy_init 1 0 0
meth ReaderHfids._num_samples_per_worker 1 0 0
meth ReaderHfids.iter 1 0 0
meth ReaderHfids.len 1 0 0
meth ReaderHfids._filename 4 0 0
meth ReaderHfids.filenames 3 0 0
attr ReaderHfids.root 1 0 0
attr ReaderHfids.split 1 0 0
attr ReaderHfids.is_training 1 0 0
attr ReaderHfids.batch_size 1 0 0
attr ReaderHfids.download 1 0 0
attr ReaderHfids.repeats 1 0 0
attr ReaderHfids.common_seed 1 0 0
attr ReaderHfids.shuffle_size 1 0 0
attr ReaderHfids.input_key 1 0 0
attr ReaderHfids.input_img_mode 1 0 0
attr ReaderHfids.target_key 1 0 0
attr ReaderHfids.target_img_mode 1 0 0
attr ReaderHfids.builder 1 0 0
attr ReaderHfids.remap_class 1 0 0
attr ReaderHfids.dist_rank 1 0 0
attr ReaderHfids.dist_num_replicas 1 0 0
attr ReaderHfids.worker_info 1 0 0
attr ReaderHfids.worker_id 1 0 0
attr ReaderHfids.num_workers 1 0 0
attr ReaderHfids.global_worker_id 1 0 0
attr ReaderHfids.global_num_workers 1 0 0
attr ReaderHfids.epoch 1 0 0
attr ReaderHfids.num_samples 1 0 0
attr ReaderHfids.class_to_idx 1 0 0

timm.data.readers.reader_image_folder (13 missing, 0 any)

Symbol Typable Typed Any
func find_images_and_targets 6 5 0
meth ReaderImageFolder.init 4 0 0
meth ReaderImageFolder.getitem 2 0 0
meth ReaderImageFolder.len 1 0 0
meth ReaderImageFolder._filename 4 0 0
attr ReaderImageFolder.root 1 0 0

timm.data.readers.reader_image_in_tar (21 missing, 0 any)

Symbol Typable Typed Any
meth TarState.init 3 2 0
meth TarState.reset 1 0 0
func extract_tarinfos 6 4 0
meth ReaderImageInTar.init 5 0 0
meth ReaderImageInTar.len 1 0 0
meth ReaderImageInTar.getitem 2 0 0
meth ReaderImageInTar._filename 4 0 0
attr ReaderImageInTar.root 1 0 0
attr ReaderImageInTar.class_idx_to_name 1 0 0
attr ReaderImageInTar.cache_tarfiles 1 0 0
attr ReaderImageInTar.root_is_tar 1 0 0
attr ReaderImageInTar.tar_state 1 0 0

timm.data.readers.reader_image_tar (17 missing, 0 any)

Symbol Typable Typed Any
func extract_tarinfo 4 0 0
meth ReaderImageTar.init 3 0 0
meth ReaderImageTar.getitem 2 0 0
meth ReaderImageTar.len 1 0 0
meth ReaderImageTar._filename 4 0 0
attr ReaderImageTar.root 1 0 0
attr ReaderImageTar.imgs 1 0 0
attr ReaderImageTar.tarfile 1 0 0

timm.data.readers.reader_tfds (74 missing, 0 any)

Symbol Typable Typed Any
func get_class_labels 2 0 0
func even_split_indices 4 0 0
attr SHUFFLE_SIZE 1 0 0
attr PREFETCH_SIZE 1 0 0
func decode_example 5 0 0
attr MAX_TP_SIZE 1 0 0
meth ReaderTfds.init 17 0 0
meth ReaderTfds.set_epoch 2 0 0
meth ReaderTfds.set_loader_cfg 2 1 0
meth ReaderTfds._lazy_init 1 0 0
meth ReaderTfds._num_samples_per_worker 1 0 0
meth ReaderTfds.iter 1 0 0
meth ReaderTfds.len 1 0 0
meth ReaderTfds._filename 4 0 0
meth ReaderTfds.filenames 3 0 0
attr ReaderTfds.root 1 0 0
attr ReaderTfds.split 1 0 0
attr ReaderTfds.is_training 1 0 0
attr ReaderTfds.batch_size 1 0 0
attr ReaderTfds.repeats 1 0 0
attr ReaderTfds.common_seed 1 0 0
attr ReaderTfds.prefetch_size 1 0 0
attr ReaderTfds.shuffle_size 1 0 0
attr ReaderTfds.max_threadpool_size 1 0 0
attr ReaderTfds.input_key 1 0 0
attr ReaderTfds.input_img_mode 1 0 0
attr ReaderTfds.target_key 1 0 0
attr ReaderTfds.target_img_mode 1 0 0
attr ReaderTfds.builder 1 0 0
attr ReaderTfds.remap_class 1 0 0
attr ReaderTfds.split_info 1 0 0
attr ReaderTfds.num_samples 1 0 0
attr ReaderTfds.dist_rank 1 0 0
attr ReaderTfds.dist_num_replicas 1 0 0
attr ReaderTfds.global_num_workers 1 0 0
attr ReaderTfds.num_workers 1 0 0
attr ReaderTfds.worker_info 1 0 0
attr ReaderTfds.worker_seed 1 0 0
attr ReaderTfds.subsplit 1 0 0
attr ReaderTfds.ds 1 0 0
attr ReaderTfds.init_count 1 0 0
attr ReaderTfds.epoch_count 1 0 0
attr ReaderTfds.reinit_each_iter 1 0 0
attr ReaderTfds.class_to_idx 1 0 0

timm.data.readers.reader_wds (75 missing, 0 any)

Symbol Typable Typed Any
attr SAMPLE_SHUFFLE_SIZE 1 0 0
meth ReaderWds.init 17 16 0
meth ReaderWds.set_epoch 2 0 0
meth ReaderWds.set_loader_cfg 2 1 0
meth ReaderWds._lazy_init 1 0 0
meth ReaderWds._split_by_node_and_worker 2 0 0
meth ReaderWds._num_samples_per_worker 1 0 0
meth ReaderWds.iter 1 0 0
meth ReaderWds.len 1 0 0
meth ReaderWds._filename 4 0 0
meth ReaderWds.filenames 3 0 0
attr ReaderWds.root 1 0 0
attr ReaderWds.is_training 1 0 0
attr ReaderWds.batch_size 1 0 0
attr ReaderWds.repeats 1 0 0
attr ReaderWds.common_seed 1 0 0
attr ReaderWds.shard_shuffle_size 1 0 0
attr ReaderWds.sample_shuffle_size 1 0 0
attr ReaderWds.sample_initial_size 1 0 0
attr ReaderWds.input_key 1 0 0
attr ReaderWds.input_img_mode 1 0 0
attr ReaderWds.target_key 1 0 0
attr ReaderWds.filename_key 1 0 0
attr ReaderWds.key_ext 1 0 0
attr ReaderWds.info 1 0 0
attr ReaderWds.split_info 1 0 0
attr ReaderWds.remap_class 1 0 0
attr ReaderWds.dist_rank 1 0 0
attr ReaderWds.dist_num_replicas 1 0 0
attr ReaderWds.worker_info 1 0 0
attr ReaderWds.worker_id 1 0 0
attr ReaderWds.worker_seed 1 0 0
attr ReaderWds.num_workers 1 0 0
attr ReaderWds.global_worker_id 1 0 0
attr ReaderWds.global_num_workers 1 0 0
attr ReaderWds.init_count 1 0 0
attr ReaderWds.epoch_count 1 0 0
attr ReaderWds.ds 1 0 0
attr ReaderWds.num_samples 1 0 0
attr ReaderWds.class_to_idx 1 0 0
func pytorch_worker_seed 1 0 0
attr SAMPLE_INITIAL_SIZE 1 0 0
func log_and_continue 2 0 0
meth ResampledShards2.init 6 0 0
meth ResampledShards2.iter 1 0 0
attr ResampledShards2.urls 1 0 0
attr ResampledShards2.nshards 1 0 0
attr ResampledShards2.rng 1 0 0
attr ResampledShards2.worker_seed 1 0 0
attr ResampledShards2.deterministic 1 0 0
attr ResampledShards2.epoch 1 0 0
meth detshuffle2.init 5 0 0
meth detshuffle2.run 2 0 0
attr detshuffle2.bufsize 1 0 0
attr detshuffle2.initial 1 0 0
attr detshuffle2.seed 1 0 0
attr detshuffle2.epoch 1 0 0

timm.data.readers.shared_count (4 missing, 0 any)

Symbol Typable Typed Any
meth SharedCount.init 2 1 0
prop SharedCount.value 2 0 0
attr SharedCount.shared_epoch 1 0 0

timm.data.real_labels (13 missing, 0 any)

Symbol Typable Typed Any
meth RealLabelsImagenet.init 4 0 0
meth RealLabelsImagenet.add_result 2 0 0
meth RealLabelsImagenet.get_accuracy 2 0 0
attr RealLabelsImagenet.real_labels 1 0 0
attr RealLabelsImagenet.filenames 1 0 0
attr RealLabelsImagenet.topk 1 0 0
attr RealLabelsImagenet.is_correct 1 0 0
attr RealLabelsImagenet.sample_idx 1 0 0

timm.data.tf_preprocessing (36 missing, 0 any)

Symbol Typable Typed Any
func preprocess_image 6 0 0
func preprocess_for_eval 5 0 0
func distorted_bounding_box_crop 8 0 0
func preprocess_for_train 5 0 0
meth TfPreprocessTransform.init 4 0 0
meth TfPreprocessTransform._build_tf_graph 1 0 0
meth TfPreprocessTransform.call 2 0 0
attr TfPreprocessTransform.is_training 1 0 0
attr TfPreprocessTransform.size 1 0 0
attr TfPreprocessTransform.interpolation 1 0 0
attr TfPreprocessTransform.process_image 1 0 0
attr TfPreprocessTransform.sess 1 0 0

timm.data.transforms (90 missing, 0 any)

Symbol Typable Typed Any
func str_to_interp_mode 2 0 0
meth MaybeToTensor.call 2 1 0
meth CenterCropOrPad.init 4 3 0
meth CenterCropOrPad.forward 2 0 0
attr CenterCropOrPad.size 1 0 0
attr CenterCropOrPad.fill 1 0 0
attr CenterCropOrPad.padding_mode 1 0 0
func str_to_pil_interp 2 0 0
meth TrimBorder.init 2 1 0
meth TrimBorder.forward 2 0 0
attr TrimBorder.border_size 1 0 0
meth RandomCropOrPad.init 4 3 0
meth RandomCropOrPad.get_params 3 0 0
meth RandomCropOrPad.forward 2 0 0
attr RandomCropOrPad.size 1 0 0
attr RandomCropOrPad.fill 1 0 0
attr RandomCropOrPad.padding_mode 1 0 0
func interp_mode_to_str 2 0 0
meth RandomPad.init 3 0 0
meth RandomPad.get_params 3 0 0
meth RandomPad.call 2 0 0
attr RandomPad.input_size 1 0 0
attr RandomPad.fill 1 0 0
meth ToNumpy.call 2 0 0
meth RandomResizedCropAndInterpolation.init 5 0 0
meth RandomResizedCropAndInterpolation.get_params 4 0 0
meth RandomResizedCropAndInterpolation.call 2 0 0
meth RandomResizedCropAndInterpolation.repr 1 0 0
attr RandomResizedCropAndInterpolation.scale 1 0 0
attr RandomResizedCropAndInterpolation.ratio 1 0 0
attr RandomResizedCropAndInterpolation.size 1 0 0
attr RandomResizedCropAndInterpolation.interpolation 1 0 0
meth MaybePILToTensor.call 2 0 0
meth ResizeKeepRatio.init 9 0 0
meth ResizeKeepRatio.get_params 9 0 0
meth ResizeKeepRatio.call 2 0 0
meth ResizeKeepRatio.repr 1 0 0
attr ResizeKeepRatio.longest 1 0 0
attr ResizeKeepRatio.random_scale_prob 1 0 0
attr ResizeKeepRatio.random_scale_range 1 0 0
attr ResizeKeepRatio.random_scale_area 1 0 0
attr ResizeKeepRatio.random_aspect_prob 1 0 0
attr ResizeKeepRatio.random_aspect_range 1 0 0
attr ResizeKeepRatio.size 1 0 0
attr ResizeKeepRatio.interpolation 1 0 0
meth ToTensor.init 2 0 0
meth ToTensor.call 2 0 0
attr ToTensor.dtype 1 0 0

timm.data.transforms_factory (4 missing, 0 any)

Symbol Typable Typed Any
func transforms_noaug_train 7 6 0
func transforms_imagenet_train 27 26 0
func create_transform 32 31 0
func transforms_imagenet_eval 14 13 0

timm.layers._fx (8 missing, 0 any)

Symbol Typable Typed Any
func get_notrace_functions 1 0 0
func get_notrace_modules 1 0 0
func register_notrace_module 2 1 0
func is_notrace_module 2 1 0
func create_feature_extractor 3 2 0
func is_notrace_function 2 1 0
func register_notrace_function 2 0 0

timm.layers.activations (44 missing, 0 any)

Symbol Typable Typed Any
func sigmoid 3 1 0
meth GELUTanh.init 2 1 0
meth HardSigmoid.init 2 1 0
meth HardSigmoid.forward 2 0 0
attr HardSigmoid.inplace 1 0 0
meth Swish.init 2 1 0
meth Swish.forward 2 0 0
attr Swish.inplace 1 0 0
meth Sigmoid.init 2 1 0
meth Sigmoid.forward 2 0 0
attr Sigmoid.inplace 1 0 0
func swish 3 1 0
func mish 3 1 0
meth Mish.init 2 1 0
meth Mish.forward 2 0 0
func hard_mish 3 1 0
meth Tanh.init 2 1 0
meth Tanh.forward 2 0 0
attr Tanh.inplace 1 0 0
func hard_sigmoid 3 1 0
meth GELU.init 2 1 0
func hard_swish 3 1 0
meth HardMish.init 2 1 0
meth HardMish.forward 2 0 0
attr HardMish.inplace 1 0 0
meth HardSwish.init 2 1 0
meth HardSwish.forward 2 0 0
attr HardSwish.inplace 1 0 0
meth QuickGELU.init 2 1 0
func tanh 3 1 0

timm.layers.activations_me (89 missing, 0 any)

Symbol Typable Typed Any
meth SwishMe.init 2 1 0
meth SwishMe.forward 2 0 0
meth MishMe.init 2 1 0
meth MishMe.forward 2 0 0
func mish_bwd 3 0 0
func hard_sigmoid_fwd 3 1 0
meth HardSigmoidAutoFn.forward 3 0 0
meth HardSigmoidAutoFn.backward 3 0 0
func hard_sigmoid_me 3 1 0
meth SwishAutoFn.symbolic 3 0 0
meth SwishAutoFn.forward 3 0 0
meth SwishAutoFn.backward 3 0 0
meth HardSwishMe.init 2 1 0
meth HardSwishMe.forward 2 0 0
meth MishAutoFn.forward 3 0 0
meth MishAutoFn.backward 3 0 0
func hard_swish_me 3 0 0
func hard_mish_me 3 1 0
meth HardMishAutoFn.forward 3 0 0
meth HardMishAutoFn.backward 3 0 0
func mish_fwd 2 0 0
meth HardSwishAutoFn.forward 3 0 0
meth HardSwishAutoFn.backward 3 0 0
meth HardSwishAutoFn.symbolic 3 0 0
func hard_swish_bwd 3 0 0
func mish_me 3 0 0
func swish_fwd 2 0 0
func swish_bwd 3 0 0
meth HardMishMe.init 2 1 0
meth HardMishMe.forward 2 0 0
meth HardSigmoidMe.init 2 1 0
meth HardSigmoidMe.forward 2 0 0
func swish_me 3 0 0
func hard_mish_fwd 2 0 0
func hard_mish_bwd 3 0 0
func hard_sigmoid_bwd 3 0 0
func hard_swish_fwd 2 0 0

timm.layers.adaptive_avgmax_pool (47 missing, 0 any)

Symbol Typable Typed Any
func adaptive_catavgmax_pool2d 3 1 0
meth FastAdaptiveCatAvgMaxPool.init 3 2 0
meth FastAdaptiveCatAvgMaxPool.forward 2 0 0
attr FastAdaptiveCatAvgMaxPool.flatten 1 0 0
attr FastAdaptiveCatAvgMaxPool.dim_reduce 1 0 0
attr FastAdaptiveCatAvgMaxPool.dim_cat 1 0 0
meth FastAdaptiveAvgPool.init 3 2 0
meth FastAdaptiveAvgPool.forward 2 0 0
attr FastAdaptiveAvgPool.flatten 1 0 0
attr FastAdaptiveAvgPool.dim 1 0 0
meth FastAdaptiveAvgMaxPool.init 3 2 0
meth FastAdaptiveAvgMaxPool.forward 2 0 0
attr FastAdaptiveAvgMaxPool.flatten 1 0 0
attr FastAdaptiveAvgMaxPool.dim 1 0 0
meth SelectAdaptivePool2d.init 5 4 0
meth SelectAdaptivePool2d.is_identity 1 0 0
meth SelectAdaptivePool2d.forward 2 0 0
meth SelectAdaptivePool2d.feat_mult 1 0 0
meth SelectAdaptivePool2d.repr 1 0 0
attr SelectAdaptivePool2d.pool_type 1 0 0
attr SelectAdaptivePool2d.pool 1 0 0
attr SelectAdaptivePool2d.flatten 1 0 0
meth FastAdaptiveMaxPool.init 3 2 0
meth FastAdaptiveMaxPool.forward 2 0 0
attr FastAdaptiveMaxPool.flatten 1 0 0
attr FastAdaptiveMaxPool.dim 1 0 0
func adaptive_pool_feat_mult 2 0 0
meth AdaptiveAvgMaxPool2d.init 2 1 0
meth AdaptiveAvgMaxPool2d.forward 2 0 0
attr AdaptiveAvgMaxPool2d.output_size 1 0 0
meth AdaptiveCatAvgMaxPool2d.init 2 1 0
meth AdaptiveCatAvgMaxPool2d.forward 2 0 0
attr AdaptiveCatAvgMaxPool2d.output_size 1 0 0
func adaptive_avgmax_pool2d 3 1 0
func select_adaptive_pool2d 4 1 0

timm.layers.attention (35 missing, 0 any)

Symbol Typable Typed Any
func maybe_add_mask 3 2 0
meth Attention.init 14 12 0
attr Attention.num_heads 1 0 0
attr Attention.head_dim 1 0 0
attr Attention.attn_dim 1 0 0
attr Attention.scale 1 0 0
attr Attention.qkv 1 0 0
attr Attention.q_norm 1 0 0
attr Attention.k_norm 1 0 0
attr Attention.attn_drop 1 0 0
attr Attention.norm 1 0 0
attr Attention.proj 1 0 0
attr Attention.proj_drop 1 0 0
meth AttentionRope.init 17 14 0
meth AttentionRope.forward 4 2 0
attr AttentionRope.num_heads 1 0 0
attr AttentionRope.head_dim 1 0 0
attr AttentionRope.attn_dim 1 0 0
attr AttentionRope.scale 1 0 0
attr AttentionRope.num_prefix_tokens 1 0 0
attr AttentionRope.rotate_half 1 0 0
attr AttentionRope.q_norm 1 0 0
attr AttentionRope.k_norm 1 0 0
attr AttentionRope.attn_drop 1 0 0
attr AttentionRope.norm 1 0 0
attr AttentionRope.proj 1 0 0
attr AttentionRope.proj_drop 1 0 0
attr AttentionRope.qkv 1 0 0
attr AttentionRope.q_proj 1 0 0
attr AttentionRope.k_proj 1 0 0
attr AttentionRope.v_proj 1 0 0

timm.layers.attention2d (53 missing, 0 any)

Symbol Typable Typed Any
meth MultiQueryAttentionV2.init 10 7 0
meth MultiQueryAttentionV2.reset_parameters 1 0 0
meth MultiQueryAttentionV2._reshape_input 2 0 0
meth MultiQueryAttentionV2.forward 3 1 0
attr MultiQueryAttentionV2.num_heads 1 0 0
attr MultiQueryAttentionV2.key_dim 1 0 0
attr MultiQueryAttentionV2.value_dim 1 0 0
attr MultiQueryAttentionV2.scale 1 0 0
attr MultiQueryAttentionV2.query_proj 1 0 0
attr MultiQueryAttentionV2.key_proj 1 0 0
attr MultiQueryAttentionV2.value_proj 1 0 0
attr MultiQueryAttentionV2.attn_drop 1 0 0
attr MultiQueryAttentionV2.out_proj 1 0 0
attr MultiQueryAttentionV2.proj_drop 1 0 0
meth MultiQueryAttention2d.init 17 14 0
meth MultiQueryAttention2d.init_weights 1 0 0
meth MultiQueryAttention2d._reshape_input 2 1 0
meth MultiQueryAttention2d._reshape_projected_query 4 3 0
meth MultiQueryAttention2d._reshape_output 5 4 0
meth MultiQueryAttention2d.forward 3 1 0
attr MultiQueryAttention2d.num_heads 1 0 0
attr MultiQueryAttention2d.key_dim 1 0 0
attr MultiQueryAttention2d.value_dim 1 0 0
attr MultiQueryAttention2d.query_strides 1 0 0
attr MultiQueryAttention2d.kv_stride 1 0 0
attr MultiQueryAttention2d.has_query_strides 1 0 0
attr MultiQueryAttention2d.scale 1 0 0
attr MultiQueryAttention2d.drop 1 0 0
attr MultiQueryAttention2d.query 1 0 0
attr MultiQueryAttention2d.key 1 0 0
attr MultiQueryAttention2d.value 1 0 0
attr MultiQueryAttention2d.attn_drop 1 0 0
attr MultiQueryAttention2d.output 1 0 0
attr MultiQueryAttention2d.einsum 1 0 0
meth Attention2d.init 11 8 0
meth Attention2d.forward 3 1 0
attr Attention2d.num_heads 1 0 0
attr Attention2d.dim_head 1 0 0
attr Attention2d.head_first 1 0 0
attr Attention2d.qkv 1 0 0
attr Attention2d.attn_drop 1 0 0
attr Attention2d.proj 1 0 0
attr Attention2d.proj_drop 1 0 0

timm.layers.attention_pool (23 missing, 0 any)

Symbol Typable Typed Any
meth AttentionPoolLatent.init 18 15 0
meth AttentionPoolLatent.init_weights 1 0 0
meth AttentionPoolLatent.forward 3 1 0
attr AttentionPoolLatent.num_heads 1 0 0
attr AttentionPoolLatent.head_dim 1 0 0
attr AttentionPoolLatent.feat_size 1 0 0
attr AttentionPoolLatent.scale 1 0 0
attr AttentionPoolLatent.pool 1 0 0
attr AttentionPoolLatent.latent_dim 1 0 0
attr AttentionPoolLatent.latent_len 1 0 0
attr AttentionPoolLatent.latent 1 0 0
attr AttentionPoolLatent.q 1 0 0
attr AttentionPoolLatent.kv 1 0 0
attr AttentionPoolLatent.proj 1 0 0
attr AttentionPoolLatent.proj_drop 1 0 0
attr AttentionPoolLatent.norm 1 0 0
attr AttentionPoolLatent.mlp 1 0 0
attr AttentionPoolLatent.pos_embed 1 0 0
attr AttentionPoolLatent.q_norm 1 0 0
attr AttentionPoolLatent.k_norm 1 0 0

timm.layers.attention_pool2d (47 missing, 0 any)

Symbol Typable Typed Any
meth AttentionPool2d.init 14 11 0
meth AttentionPool2d.init_weights 2 1 0
meth AttentionPool2d.reset 3 2 0
meth AttentionPool2d.forward 3 1 0
attr AttentionPool2d.embed_dim 1 0 0
attr AttentionPool2d.in_features 1 0 0
attr AttentionPool2d.out_features 1 0 0
attr AttentionPool2d.feat_size 1 0 0
attr AttentionPool2d.seq_len 1 0 0
attr AttentionPool2d.num_heads 1 0 0
attr AttentionPool2d.head_dim 1 0 0
attr AttentionPool2d.pool_type 1 0 0
attr AttentionPool2d.scale 1 0 0
attr AttentionPool2d.drop 1 0 0
attr AttentionPool2d.proj 1 0 0
attr AttentionPool2d.pos_embed 1 0 0
attr AttentionPool2d.cls_token 1 0 0
attr AttentionPool2d.q 1 0 0
attr AttentionPool2d.k 1 0 0
attr AttentionPool2d.v 1 0 0
attr AttentionPool2d.qkv 1 0 0
meth RotAttentionPool2d.init 15 12 0
meth RotAttentionPool2d.init_weights 2 1 0
meth RotAttentionPool2d.reset 3 2 0
meth RotAttentionPool2d.forward 3 1 0
attr RotAttentionPool2d.embed_dim 1 0 0
attr RotAttentionPool2d.in_features 1 0 0
attr RotAttentionPool2d.out_features 1 0 0
attr RotAttentionPool2d.num_heads 1 0 0
attr RotAttentionPool2d.head_dim 1 0 0
attr RotAttentionPool2d.pool_type 1 0 0
attr RotAttentionPool2d.scale 1 0 0
attr RotAttentionPool2d.rope_type 1 0 0
attr RotAttentionPool2d.drop 1 0 0
attr RotAttentionPool2d.proj 1 0 0
attr RotAttentionPool2d.pos_embed 1 0 0
attr RotAttentionPool2d.cls_token 1 0 0
attr RotAttentionPool2d.q 1 0 0
attr RotAttentionPool2d.k 1 0 0
attr RotAttentionPool2d.v 1 0 0
attr RotAttentionPool2d.qkv 1 0 0

timm.layers.blur_pool (9 missing, 0 any)

Symbol Typable Typed Any
meth BlurPool2d.init 7 5 0
attr BlurPool2d.channels 1 0 0
attr BlurPool2d.filt_size 1 0 0
attr BlurPool2d.stride 1 0 0
attr BlurPool2d.pad_mode 1 0 0
attr BlurPool2d.padding 1 0 0
func create_aa 8 6 0

timm.layers.bottleneck_attn (29 missing, 0 any)

Symbol Typable Typed Any
func rel_logits_1d 4 1 0
meth BottleneckAttn.init 12 9 0
meth BottleneckAttn.reset_parameters 1 0 0
meth BottleneckAttn.forward 2 0 0
attr BottleneckAttn.num_heads 1 0 0
attr BottleneckAttn.dim_head_qk 1 0 0
attr BottleneckAttn.dim_head_v 1 0 0
attr BottleneckAttn.dim_out_qk 1 0 0
attr BottleneckAttn.dim_out_v 1 0 0
attr BottleneckAttn.scale 1 0 0
attr BottleneckAttn.scale_pos_embed 1 0 0
attr BottleneckAttn.qkv 1 0 0
attr BottleneckAttn.pos_embed 1 0 0
attr BottleneckAttn.pool 1 0 0
meth PosEmbedRel.init 6 3 0
meth PosEmbedRel.reset_parameters 1 0 0
meth PosEmbedRel.forward 2 0 0
attr PosEmbedRel.dim_head 1 0 0
attr PosEmbedRel.scale 1 0 0
attr PosEmbedRel.height_rel 1 0 0
attr PosEmbedRel.width_rel 1 0 0

timm.layers.cbam (43 missing, 0 any)

Symbol Typable Typed Any
meth SpatialAttn.init 5 2 0
meth SpatialAttn.forward 2 0 0
attr SpatialAttn.conv 1 0 0
attr SpatialAttn.gate 1 0 0
meth ChannelAttn.init 10 6 0
meth ChannelAttn.forward 2 0 0
attr ChannelAttn.fc1 1 0 0
attr ChannelAttn.act 1 0 0
attr ChannelAttn.fc2 1 0 0
attr ChannelAttn.gate 1 0 0
meth LightChannelAttn.init 10 7 0
meth LightChannelAttn.forward 2 0 0
meth LightSpatialAttn.init 5 2 0
meth LightSpatialAttn.forward 2 0 0
attr LightSpatialAttn.conv 1 0 0
attr LightSpatialAttn.gate 1 0 0
meth LightCbamModule.init 11 8 0
meth LightCbamModule.forward 2 0 0
attr LightCbamModule.channel 1 0 0
attr LightCbamModule.spatial 1 0 0
meth CbamModule.init 11 8 0
meth CbamModule.forward 2 0 0
attr CbamModule.channel 1 0 0
attr CbamModule.spatial 1 0 0

timm.layers.classifier (49 missing, 0 any)

Symbol Typable Typed Any
meth NormMlpClassifierHead.init 10 7 0
meth NormMlpClassifierHead.reset 3 2 0
meth NormMlpClassifierHead.forward 3 1 0
attr NormMlpClassifierHead.in_features 1 0 0
attr NormMlpClassifierHead.hidden_size 1 0 0
attr NormMlpClassifierHead.num_features 1 0 0
attr NormMlpClassifierHead.use_conv 1 0 0
attr NormMlpClassifierHead.global_pool 1 0 0
attr NormMlpClassifierHead.norm 1 0 0
attr NormMlpClassifierHead.flatten 1 0 0
attr NormMlpClassifierHead.drop 1 0 0
attr NormMlpClassifierHead.fc 1 0 0
attr NormMlpClassifierHead.pre_logits 1 0 0
meth ClassifierHead.init 9 6 0
meth ClassifierHead.reset 3 2 0
meth ClassifierHead.forward 3 1 0
attr ClassifierHead.in_features 1 0 0
attr ClassifierHead.use_conv 1 0 0
attr ClassifierHead.input_fmt 1 0 0
attr ClassifierHead.global_pool 1 0 0
attr ClassifierHead.drop 1 0 0
attr ClassifierHead.fc 1 0 0
attr ClassifierHead.flatten 1 0 0
meth ClNormMlpClassifierHead.init 11 8 0
meth ClNormMlpClassifierHead.reset 4 3 0
meth ClNormMlpClassifierHead._global_pool 2 0 0
meth ClNormMlpClassifierHead.forward 3 1 0
attr ClNormMlpClassifierHead.in_features 1 0 0
attr ClNormMlpClassifierHead.hidden_size 1 0 0
attr ClNormMlpClassifierHead.num_features 1 0 0
attr ClNormMlpClassifierHead.pool_type 1 0 0
attr ClNormMlpClassifierHead.pool_dim 1 0 0
attr ClNormMlpClassifierHead.norm 1 0 0
attr ClNormMlpClassifierHead.drop 1 0 0
attr ClNormMlpClassifierHead.fc 1 0 0
attr ClNormMlpClassifierHead.pre_logits 1 0 0
func create_classifier 9 6 0

timm.layers.cond_conv2d (24 missing, 0 any)

Symbol Typable Typed Any
func get_condconv_initializer 4 0 0
meth CondConv2d.init 12 9 0
meth CondConv2d.reset_parameters 1 0 0
meth CondConv2d.forward 3 0 0
attr CondConv2d.in_channels 1 0 0
attr CondConv2d.out_channels 1 0 0
attr CondConv2d.kernel_size 1 0 0
attr CondConv2d.stride 1 0 0
attr CondConv2d.dynamic_padding 1 0 0
attr CondConv2d.padding 1 0 0
attr CondConv2d.dilation 1 0 0
attr CondConv2d.groups 1 0 0
attr CondConv2d.num_experts 1 0 0
attr CondConv2d.weight_shape 1 0 0
attr CondConv2d.weight 1 0 0
attr CondConv2d.bias_shape 1 0 0
attr CondConv2d.bias 1 0 0

timm.layers.config (10 missing, 4 any)

Symbol Typable Typed Any
func is_scriptable 1 0 0
meth set_scriptable.exit 2 2 1
attr set_scriptable.prev 1 0 0
func is_exportable 1 0 0
meth set_exportable.exit 2 2 1
attr set_exportable.prev 1 0 0
func set_fused_attn 3 2 0
func is_no_jit 1 0 0
meth set_no_jit.exit 2 2 1
attr set_no_jit.prev 1 0 0
func set_reentrant_ckpt 2 1 0
meth set_layer_config.init 5 4 0
meth set_layer_config.exit 2 2 1
attr set_layer_config.prev 1 0 0

timm.layers.conv2d_same (19 missing, 0 any)

Symbol Typable Typed Any
func create_conv2d_pad 5 0 0
meth Conv2dSameExport.init 11 8 0
meth Conv2dSameExport.forward 2 0 0
attr Conv2dSameExport.pad 1 0 0
attr Conv2dSameExport.pad_input_size 1 0 0
func conv2d_same 8 6 0
meth Conv2dSame.init 11 8 0
meth Conv2dSame.forward 2 0 0

timm.layers.conv_bn_act (10 missing, 0 any)

Symbol Typable Typed Any
meth ConvNormAct.init 20 17 0
meth ConvNormAct.forward 2 0 0
prop ConvNormAct.in_channels 1 0 0
prop ConvNormAct.out_channels 1 0 0
attr ConvNormAct.conv 1 0 0
attr ConvNormAct.aa 1 0 0
attr ConvNormAct.bn 1 0 0

timm.layers.coord_attn (46 missing, 0 any)

Symbol Typable Typed Any
meth SimpleCoordAttn.init 12 9 0
meth SimpleCoordAttn.forward 2 0 0
attr SimpleCoordAttn.has_skip 1 0 0
attr SimpleCoordAttn.fc1 1 0 0
attr SimpleCoordAttn.act 1 0 0
attr SimpleCoordAttn.fc_h 1 0 0
attr SimpleCoordAttn.fc_w 1 0 0
attr SimpleCoordAttn.gate 1 0 0
meth StripAttn.init 10 6 0
meth StripAttn.forward 2 0 0
attr StripAttn.has_skip 1 0 0
attr StripAttn.use_conv 1 0 0
attr StripAttn.gate 1 0 0
attr StripAttn.conv_h 1 0 0
attr StripAttn.conv_w 1 0 0
meth CoordAttn.init 13 10 0
meth CoordAttn.forward 2 0 0
attr CoordAttn.has_skip 1 0 0
attr CoordAttn.conv1 1 0 0
attr CoordAttn.bn1 1 0 0
attr CoordAttn.act 1 0 0
attr CoordAttn.conv_h 1 0 0
attr CoordAttn.conv_w 1 0 0
attr CoordAttn.gate 1 0 0
meth EfficientLocalAttn.init 10 7 0
meth EfficientLocalAttn.forward 2 0 0
attr EfficientLocalAttn.has_skip 1 0 0
attr EfficientLocalAttn.conv_h 1 0 0
attr EfficientLocalAttn.conv_w 1 0 0
attr EfficientLocalAttn.act 1 0 0
attr EfficientLocalAttn.gate 1 0 0
attr EfficientLocalAttn.norm_h 1 0 0
attr EfficientLocalAttn.norm_w 1 0 0

timm.layers.create_act (4 missing, 0 any)

Symbol Typable Typed Any
func get_act_layer 2 1 0
func create_act_layer 4 2 0
func get_act_fn 2 1 0

timm.layers.create_attn (6 missing, 0 any)

Symbol Typable Typed Any
func create_attn 4 0 0
func get_attn 2 0 0

timm.layers.create_conv2d (5 missing, 0 any)

Symbol Typable Typed Any
func create_conv2d 5 0 0

timm.layers.create_norm (6 missing, 0 any)

Symbol Typable Typed Any
func get_norm_layer 2 0 0
func create_norm_layer 4 0 0

timm.layers.create_norm_act (3 missing, 0 any)

Symbol Typable Typed Any
func create_norm_act_layer 7 5 0
func get_norm_act_layer 3 2 0

timm.layers.diff_attention (24 missing, 0 any)

Symbol Typable Typed Any
meth DiffAttention.init 14 12 0
meth DiffAttention.set_lambda_init 2 1 0
meth DiffAttention.reset_parameters 1 0 0
attr DiffAttention.num_heads 1 0 0
attr DiffAttention.head_dim 1 0 0
attr DiffAttention.scale 1 0 0
attr DiffAttention.qkv 1 0 0
attr DiffAttention.q_norm 1 0 0
attr DiffAttention.k_norm 1 0 0
attr DiffAttention.attn_drop 1 0 0
attr DiffAttention.attn_drop_p 1 0 0
attr DiffAttention.norm 1 0 0
attr DiffAttention.proj 1 0 0
attr DiffAttention.proj_drop 1 0 0
attr DiffAttention.dual_lambda 1 0 0
attr DiffAttention.sub_norm 1 0 0
attr DiffAttention.lambda_init 1 0 0
attr DiffAttention.lambda_a 1 0 0
attr DiffAttention.lambda_b 1 0 0
attr DiffAttention.lambda_q1 1 0 0
attr DiffAttention.lambda_k1 1 0 0
attr DiffAttention.lambda_q2 1 0 0
attr DiffAttention.lambda_k2 1 0 0

timm.layers.drop (20 missing, 0 any)

Symbol Typable Typed Any
func drop_path 5 3 0
func drop_block_2d 9 8 0
meth DropBlock2d.init 9 7 0
meth DropBlock2d.forward 2 0 0
attr DropBlock2d.drop_prob 1 0 0
attr DropBlock2d.gamma_scale 1 0 0
attr DropBlock2d.block_size 1 0 0
attr DropBlock2d.with_noise 1 0 0
attr DropBlock2d.inplace 1 0 0
attr DropBlock2d.couple_channels 1 0 0
attr DropBlock2d.scale_by_keep 1 0 0
meth DropPath.init 3 2 0
meth DropPath.forward 2 0 0
meth DropPath.extra_repr 1 0 0
attr DropPath.drop_prob 1 0 0
attr DropPath.scale_by_keep 1 0 0

timm.layers.eca (17 missing, 0 any)

Symbol Typable Typed Any
meth EcaModule.init 13 10 0
meth EcaModule.forward 2 0 0
attr EcaModule.gate 1 0 0
attr EcaModule.conv 1 0 0
attr EcaModule.act 1 0 0
attr EcaModule.conv2 1 0 0
meth CecaModule.init 9 6 0
meth CecaModule.forward 2 0 0
attr CecaModule.padding 1 0 0
attr CecaModule.conv 1 0 0
attr CecaModule.gate 1 0 0

timm.layers.evo_norm (109 missing, 0 any)

Symbol Typable Typed Any
func instance_std 3 1 0
func group_std_tpu 6 4 0
meth EvoNorm2dS0.init 9 5 0
meth EvoNorm2dS0.reset_parameters 1 0 0
meth EvoNorm2dS0.forward 2 0 0
attr EvoNorm2dS0.apply_act 1 0 0
attr EvoNorm2dS0.eps 1 0 0
attr EvoNorm2dS0.weight 1 0 0
attr EvoNorm2dS0.bias 1 0 0
attr EvoNorm2dS0.v 1 0 0
attr EvoNorm2dS0.groups 1 0 0
meth EvoNorm2dS2a.init 10 6 0
meth EvoNorm2dS2a.forward 2 0 0
meth EvoNorm2dB0.init 8 4 0
meth EvoNorm2dB0.reset_parameters 1 0 0
meth EvoNorm2dB0.forward 2 0 0
attr EvoNorm2dB0.apply_act 1 0 0
attr EvoNorm2dB0.momentum 1 0 0
attr EvoNorm2dB0.eps 1 0 0
attr EvoNorm2dB0.weight 1 0 0
attr EvoNorm2dB0.bias 1 0 0
attr EvoNorm2dB0.v 1 0 0
meth EvoNorm2dS0a.init 9 5 0
meth EvoNorm2dS0a.forward 2 0 0
meth EvoNorm2dB1.init 8 4 0
meth EvoNorm2dB1.reset_parameters 1 0 0
meth EvoNorm2dB1.forward 2 0 0
attr EvoNorm2dB1.apply_act 1 0 0
attr EvoNorm2dB1.momentum 1 0 0
attr EvoNorm2dB1.eps 1 0 0
attr EvoNorm2dB1.weight 1 0 0
attr EvoNorm2dB1.bias 1 0 0
func group_std 5 3 0
meth EvoNorm2dB2.init 8 4 0
meth EvoNorm2dB2.reset_parameters 1 0 0
meth EvoNorm2dB2.forward 2 0 0
attr EvoNorm2dB2.apply_act 1 0 0
attr EvoNorm2dB2.momentum 1 0 0
attr EvoNorm2dB2.eps 1 0 0
attr EvoNorm2dB2.weight 1 0 0
attr EvoNorm2dB2.bias 1 0 0
func instance_std_tpu 3 1 0
func instance_rms 3 1 0
meth EvoNorm2dS2.init 10 6 0
meth EvoNorm2dS2.reset_parameters 1 0 0
meth EvoNorm2dS2.forward 2 0 0
attr EvoNorm2dS2.apply_act 1 0 0
attr EvoNorm2dS2.eps 1 0 0
attr EvoNorm2dS2.weight 1 0 0
attr EvoNorm2dS2.bias 1 0 0
attr EvoNorm2dS2.act 1 0 0
attr EvoNorm2dS2.groups 1 0 0
meth EvoNorm2dS1a.init 10 6 0
meth EvoNorm2dS1a.forward 2 0 0
func group_rms 4 2 0
func manual_var 4 2 0
meth EvoNorm2dS1.init 10 6 0
meth EvoNorm2dS1.reset_parameters 1 0 0
meth EvoNorm2dS1.forward 2 0 0
attr EvoNorm2dS1.apply_act 1 0 0
attr EvoNorm2dS1.eps 1 0 0
attr EvoNorm2dS1.pre_act_norm 1 0 0
attr EvoNorm2dS1.weight 1 0 0
attr EvoNorm2dS1.bias 1 0 0
attr EvoNorm2dS1.act 1 0 0
attr EvoNorm2dS1.groups 1 0 0

timm.layers.fast_norm (9 missing, 0 any)

Symbol Typable Typed Any
func set_fast_norm 2 0 0
func simple_norm 5 4 0
attr has_torch_rms_norm 1 0 0
func rms_norm 5 4 0
func is_fast_norm 1 0 0
func get_autocast_dtype 2 1 0
func rms_norm2d 5 4 0
func is_autocast_enabled 2 1 0

timm.layers.filter_response_norm (27 missing, 0 any)

Symbol Typable Typed Any
meth FilterResponseNormAct2d.init 10 6 0
meth FilterResponseNormAct2d.reset_parameters 1 0 0
meth FilterResponseNormAct2d.forward 2 0 0
attr FilterResponseNormAct2d.rms 1 0 0
attr FilterResponseNormAct2d.eps 1 0 0
attr FilterResponseNormAct2d.weight 1 0 0
attr FilterResponseNormAct2d.bias 1 0 0
attr FilterResponseNormAct2d.act 1 0 0
meth FilterResponseNormTlu2d.init 8 4 0
meth FilterResponseNormTlu2d.reset_parameters 1 0 0
meth FilterResponseNormTlu2d.forward 2 0 0
attr FilterResponseNormTlu2d.apply_act 1 0 0
attr FilterResponseNormTlu2d.rms 1 0 0
attr FilterResponseNormTlu2d.eps 1 0 0
attr FilterResponseNormTlu2d.weight 1 0 0
attr FilterResponseNormTlu2d.bias 1 0 0
attr FilterResponseNormTlu2d.tau 1 0 0
func inv_instance_rms 3 1 0

timm.layers.format (4 missing, 0 any)

Symbol Typable Typed Any
func get_spatial_dim 2 1 0
func nchw_to 3 2 0
func get_channel_dim 2 1 0
func nhwc_to 3 2 0

timm.layers.gather_excite (12 missing, 0 any)

Symbol Typable Typed Any
meth GatherExcite.init 15 12 0
meth GatherExcite.forward 2 0 0
attr GatherExcite.add_maxpool 1 0 0
attr GatherExcite.extent 1 0 0
attr GatherExcite.mlp 1 0 0
attr GatherExcite.gate 1 0 0
attr GatherExcite.gather 1 0 0
attr GatherExcite.gk 1 0 0
attr GatherExcite.gs 1 0 0

timm.layers.global_context (11 missing, 0 any)

Symbol Typable Typed Any
meth GlobalContext.init 13 10 0
meth GlobalContext.reset_parameters 1 0 0
meth GlobalContext.forward 2 0 0
attr GlobalContext.conv_attn 1 0 0
attr GlobalContext.gate 1 0 0
attr GlobalContext.init_last_zero 1 0 0
attr GlobalContext.mlp_add 1 0 0
attr GlobalContext.mlp_scale 1 0 0

timm.layers.grid (2 missing, 0 any)

Symbol Typable Typed Any
func ndgrid 2 1 0
func meshgrid 2 1 0

timm.layers.grn (11 missing, 0 any)

Symbol Typable Typed Any
meth GlobalResponseNorm.init 6 3 0
meth GlobalResponseNorm.forward 2 0 0
attr GlobalResponseNorm.eps 1 0 0
attr GlobalResponseNorm.weight 1 0 0
attr GlobalResponseNorm.bias 1 0 0
attr GlobalResponseNorm.spatial_dim 1 0 0
attr GlobalResponseNorm.channel_dim 1 0 0
attr GlobalResponseNorm.wb_shape 1 0 0

timm.layers.halo_attn (36 missing, 0 any)

Symbol Typable Typed Any
func rel_logits_1d 4 1 0
meth HaloAttn.init 15 12 0
meth HaloAttn.reset_parameters 1 0 0
meth HaloAttn.forward 2 0 0
attr HaloAttn.num_heads 1 0 0
attr HaloAttn.dim_head_qk 1 0 0
attr HaloAttn.dim_head_v 1 0 0
attr HaloAttn.dim_out_qk 1 0 0
attr HaloAttn.dim_out_v 1 0 0
attr HaloAttn.scale 1 0 0
attr HaloAttn.scale_pos_embed 1 0 0
attr HaloAttn.block_size 1 0 0
attr HaloAttn.block_size_ds 1 0 0
attr HaloAttn.halo_size 1 0 0
attr HaloAttn.win_size 1 0 0
attr HaloAttn.block_stride 1 0 0
attr HaloAttn.q 1 0 0
attr HaloAttn.kv 1 0 0
attr HaloAttn.pos_embed 1 0 0
attr HaloAttn.pool 1 0 0
meth PosEmbedRel.init 7 4 0
meth PosEmbedRel.reset_parameters 1 0 0
meth PosEmbedRel.forward 2 0 0
attr PosEmbedRel.block_size 1 0 0
attr PosEmbedRel.dim_head 1 0 0
attr PosEmbedRel.scale 1 0 0
attr PosEmbedRel.height_rel 1 0 0
attr PosEmbedRel.width_rel 1 0 0

timm.layers.helpers (12 missing, 0 any)

Symbol Typable Typed Any
attr to_4tuple 1 0 0
attr to_2tuple 1 0 0
attr to_3tuple 1 0 0
func make_divisible 5 0 0
attr to_1tuple 1 0 0
func extend_tuple 3 0 0

timm.layers.hybrid_embed (23 missing, 0 any)

Symbol Typable Typed Any
meth HybridEmbed.init 16 13 0
meth HybridEmbed._init_backbone 8 5 0
meth HybridEmbed.set_input_size 6 5 0
meth HybridEmbed.feat_ratio 2 1 0
meth HybridEmbed.set_grad_checkpointing 2 1 0
meth HybridEmbed.forward 2 0 0
attr HybridEmbed.backbone 1 0 0
attr HybridEmbed.in_chans 1 0 0
attr HybridEmbed.strict_img_size 1 0 0
attr HybridEmbed.flatten 1 0 0
attr HybridEmbed.proj 1 0 0
meth HybridEmbedWithSize.init 12 7 0
meth HybridEmbedWithSize.set_grad_checkpointing 2 1 0
meth HybridEmbedWithSize.forward 2 1 0

timm.layers.inplace_abn (33 missing, 0 any)

Symbol Typable Typed Any
func inplace_abn_sync 2 0 0
func inplace_abn 11 0 0
meth InplaceAbn.init 9 0 0
meth InplaceAbn.reset_parameters 1 0 0
meth InplaceAbn.forward 2 0 0
attr InplaceAbn.num_features 1 0 0
attr InplaceAbn.affine 1 0 0
attr InplaceAbn.eps 1 0 0
attr InplaceAbn.momentum 1 0 0
attr InplaceAbn.act_param 1 0 0
attr InplaceAbn.weight 1 0 0
attr InplaceAbn.bias 1 0 0
attr InplaceAbn.act_name 1 0 0

timm.layers.interpolate (9 missing, 0 any)

Symbol Typable Typed Any
meth RegularGridInterpolator.init 3 0 0
meth RegularGridInterpolator.call 2 0 0
attr RegularGridInterpolator.points 1 0 0
attr RegularGridInterpolator.values 1 0 0
attr RegularGridInterpolator.ms 1 0 0
attr RegularGridInterpolator.n 1 0 0

timm.layers.lambda_layer (19 missing, 0 any)

Symbol Typable Typed Any
meth LambdaLayer.init 12 9 0
meth LambdaLayer.forward 2 0 0
attr LambdaLayer.dim_qk 1 0 0
attr LambdaLayer.num_heads 1 0 0
attr LambdaLayer.dim_v 1 0 0
attr LambdaLayer.qkv 1 0 0
attr LambdaLayer.norm_q 1 0 0
attr LambdaLayer.norm_v 1 0 0
attr LambdaLayer.pool 1 0 0
attr LambdaLayer.conv_lambda 1 0 0
attr LambdaLayer.pos_emb 1 0 0
attr LambdaLayer.rel_pos_indices 1 0 0
attr LambdaLayer.feat_size 1 0 0
func rel_pos_indices 3 0 0

timm.layers.layer_scale (15 missing, 0 any)

Symbol Typable Typed Any
meth LayerScale2d.init 6 3 0
meth LayerScale2d.reset_parameters 1 0 0
meth LayerScale2d.forward 2 0 0
attr LayerScale2d.init_values 1 0 0
attr LayerScale2d.inplace 1 0 0
attr LayerScale2d.gamma 1 0 0
meth LayerScale.init 6 4 0
meth LayerScale.reset_parameters 1 0 0
attr LayerScale.init_values 1 0 0
attr LayerScale.inplace 1 0 0
attr LayerScale.gamma 1 0 0

timm.layers.median_pool (13 missing, 0 any)

Symbol Typable Typed Any
meth MedianPool2d.init 5 0 0
meth MedianPool2d._padding 2 0 0
meth MedianPool2d.forward 2 0 0
attr MedianPool2d.k 1 0 0
attr MedianPool2d.stride 1 0 0
attr MedianPool2d.padding 1 0 0
attr MedianPool2d.same 1 0 0

timm.layers.mixed_conv2d (7 missing, 0 any)

Symbol Typable Typed Any
meth MixedConv2d.init 9 7 0
meth MixedConv2d.forward 2 0 0
attr MixedConv2d.in_channels 1 0 0
attr MixedConv2d.out_channels 1 0 0
attr MixedConv2d.splits 1 0 0

timm.layers.ml_decoder (36 missing, 0 any)

Symbol Typable Typed Any
meth MLDecoder.init 5 0 0
meth MLDecoder.forward 2 0 0
attr MLDecoder.embed_len_decoder 1 0 0
attr MLDecoder.embed_standart 1 0 0
attr MLDecoder.decoder 1 0 0
attr MLDecoder.query_embed 1 0 0
attr MLDecoder.num_classes 1 0 0
attr MLDecoder.duplicate_factor 1 0 0
attr MLDecoder.duplicate_pooling 1 0 0
attr MLDecoder.duplicate_pooling_bias 1 0 0
func add_ml_decoder_head 2 0 0
meth TransformerDecoderLayerOptimal.init 7 1 0
meth TransformerDecoderLayerOptimal.setstate 2 0 0
attr TransformerDecoderLayerOptimal.norm1 1 0 0
attr TransformerDecoderLayerOptimal.dropout 1 0 0
attr TransformerDecoderLayerOptimal.dropout1 1 0 0
attr TransformerDecoderLayerOptimal.dropout2 1 0 0
attr TransformerDecoderLayerOptimal.dropout3 1 0 0
attr TransformerDecoderLayerOptimal.multihead_attn 1 0 0
attr TransformerDecoderLayerOptimal.linear1 1 0 0
attr TransformerDecoderLayerOptimal.linear2 1 0 0
attr TransformerDecoderLayerOptimal.norm2 1 0 0
attr TransformerDecoderLayerOptimal.norm3 1 0 0
attr TransformerDecoderLayerOptimal.activation 1 0 0

timm.layers.mlp (72 missing, 0 any)

Symbol Typable Typed Any
meth GluMlp.init 12 9 0
meth GluMlp.init_weights 1 0 0
meth GluMlp.forward 2 0 0
attr GluMlp.chunk_dim 1 0 0
attr GluMlp.gate_last 1 0 0
attr GluMlp.fc1 1 0 0
attr GluMlp.act 1 0 0
attr GluMlp.drop1 1 0 0
attr GluMlp.norm 1 0 0
attr GluMlp.fc2 1 0 0
attr GluMlp.drop2 1 0 0
meth GatedMlp.init 11 8 0
meth GatedMlp.forward 2 0 0
attr GatedMlp.fc1 1 0 0
attr GatedMlp.act 1 0 0
attr GatedMlp.drop1 1 0 0
attr GatedMlp.norm 1 0 0
attr GatedMlp.fc2 1 0 0
attr GatedMlp.drop2 1 0 0
attr GatedMlp.gate 1 0 0
meth ConvMlp.init 10 7 0
meth ConvMlp.forward 2 0 0
attr ConvMlp.fc1 1 0 0
attr ConvMlp.norm 1 0 0
attr ConvMlp.act 1 0 0
attr ConvMlp.drop 1 0 0
attr ConvMlp.fc2 1 0 0
meth Mlp.init 11 8 0
meth Mlp.forward 2 0 0
attr Mlp.fc1 1 0 0
attr Mlp.act 1 0 0
attr Mlp.drop1 1 0 0
attr Mlp.norm 1 0 0
attr Mlp.fc2 1 0 0
attr Mlp.drop2 1 0 0
meth SwiGLU.init 11 8 0
meth SwiGLU.init_weights 1 0 0
meth SwiGLU.forward 2 0 0
attr SwiGLU.fc1_g 1 0 0
attr SwiGLU.fc1_x 1 0 0
attr SwiGLU.act 1 0 0
attr SwiGLU.drop1 1 0 0
attr SwiGLU.norm 1 0 0
attr SwiGLU.fc2 1 0 0
attr SwiGLU.drop2 1 0 0
attr SwiGLUPacked 1 0 0
meth GlobalResponseNormMlp.init 10 7 0
meth GlobalResponseNormMlp.forward 2 0 0
attr GlobalResponseNormMlp.fc1 1 0 0
attr GlobalResponseNormMlp.act 1 0 0
attr GlobalResponseNormMlp.drop1 1 0 0
attr GlobalResponseNormMlp.grn 1 0 0
attr GlobalResponseNormMlp.fc2 1 0 0
attr GlobalResponseNormMlp.drop2 1 0 0

timm.layers.non_local_attn (42 missing, 0 any)

Symbol Typable Typed Any
meth BilinearAttnTransform.init 8 5 0
meth BilinearAttnTransform.resize_mat 3 1 0
meth BilinearAttnTransform.forward 2 0 0
attr BilinearAttnTransform.conv1 1 0 0
attr BilinearAttnTransform.conv_p 1 0 0
attr BilinearAttnTransform.conv_q 1 0 0
attr BilinearAttnTransform.conv2 1 0 0
attr BilinearAttnTransform.block_size 1 0 0
attr BilinearAttnTransform.groups 1 0 0
attr BilinearAttnTransform.in_channels 1 0 0
meth NonLocalAttn.init 9 0 0
meth NonLocalAttn.forward 2 0 0
meth NonLocalAttn.reset_parameters 1 0 0
attr NonLocalAttn.scale 1 0 0
attr NonLocalAttn.t 1 0 0
attr NonLocalAttn.p 1 0 0
attr NonLocalAttn.g 1 0 0
attr NonLocalAttn.z 1 0 0
attr NonLocalAttn.norm 1 0 0
meth BatNonLocalAttn.init 13 9 0
meth BatNonLocalAttn.forward 2 0 0
attr BatNonLocalAttn.conv1 1 0 0
attr BatNonLocalAttn.ba 1 0 0
attr BatNonLocalAttn.conv2 1 0 0
attr BatNonLocalAttn.dropout 1 0 0

timm.layers.norm (40 missing, 0 any)

Symbol Typable Typed Any
meth GroupNorm.init 6 4 0
meth GroupNorm.forward 2 0 0
meth LayerNorm2dFp32.init 5 3 0
meth LayerNorm.init 5 3 0
meth SimpleNormFp32.init 6 4 0
attr SimpleNormFp32.weight 1 0 0
meth SimpleNorm2d.init 6 4 0
attr SimpleNorm2d.weight 1 0 0
meth LayerNormFp32.init 5 3 0
meth RmsNorm2dFp32.init 6 4 0
attr RmsNorm2dFp32.weight 1 0 0
meth RmsNormFp32.init 6 4 0
attr RmsNormFp32.weight 1 0 0
meth RmsNorm.init 6 4 0
attr RmsNorm.weight 1 0 0
meth LayerNorm2d.init 5 3 0
meth SimpleNorm2dFp32.init 6 4 0
attr SimpleNorm2dFp32.weight 1 0 0
meth RmsNorm2d.init 6 4 0
attr RmsNorm2d.weight 1 0 0
meth SimpleNorm.init 6 4 0
attr SimpleNorm.weight 1 0 0
meth LayerNormExp2d.init 3 2 0
meth LayerNormExp2d.forward 2 1 0
meth GroupNorm1.init 3 1 0

timm.layers.norm_act (75 missing, 0 any)

Symbol Typable Typed Any
meth RmsNormAct2d.init 10 8 0
attr RmsNormAct2d.drop 1 0 0
attr RmsNormAct2d.act 1 0 0
meth RmsNormAct2dFp32.init 10 8 0
attr RmsNormAct2dFp32.drop 1 0 0
attr RmsNormAct2dFp32.act 1 0 0
meth LayerNormAct2dFp32.init 10 8 0
meth LayerNormAct2dFp32.forward 2 0 0
attr LayerNormAct2dFp32.drop 1 0 0
attr LayerNormAct2dFp32.act 1 0 0
meth LayerNormActFp32.init 10 8 0
meth LayerNormActFp32.forward 2 0 0
attr LayerNormActFp32.drop 1 0 0
attr LayerNormActFp32.act 1 0 0
meth RmsNormAct.init 10 8 0
attr RmsNormAct.drop 1 0 0
attr RmsNormAct.act 1 0 0
meth FrozenBatchNormAct2d.init 10 7 0
meth FrozenBatchNormAct2d._load_from_state_dict 8 7 0
attr FrozenBatchNormAct2d.eps 1 0 0
attr FrozenBatchNormAct2d.drop 1 0 0
attr FrozenBatchNormAct2d.act 1 0 0
meth BatchNormAct2d.init 13 10 0
meth BatchNormAct2d.forward 2 0 0
attr BatchNormAct2d.drop 1 0 0
attr BatchNormAct2d.act 1 0 0
func convert_sync_batchnorm 3 0 0
meth LayerNormAct.init 10 8 0
meth LayerNormAct.forward 2 0 0
attr LayerNormAct.drop 1 0 0
attr LayerNormAct.act 1 0 0
func freeze_batch_norm_2d 2 0 0
meth RmsNormActFp32.init 10 8 0
attr RmsNormActFp32.drop 1 0 0
attr RmsNormActFp32.act 1 0 0
meth GroupNormAct.init 13 10 0
meth GroupNormAct.forward 2 0 0
attr GroupNormAct.drop 1 0 0
attr GroupNormAct.act 1 0 0
meth GroupNorm1Act.init 11 8 0
meth GroupNorm1Act.forward 2 0 0
attr GroupNorm1Act.drop 1 0 0
attr GroupNorm1Act.act 1 0 0
func unfreeze_batch_norm_2d 2 0 0
meth LayerNormAct2d.init 10 8 0
meth LayerNormAct2d.forward 2 0 0
attr LayerNormAct2d.drop 1 0 0
attr LayerNormAct2d.act 1 0 0

timm.layers.other_pool (33 missing, 0 any)

Symbol Typable Typed Any
meth SimPool2d.init 9 6 0
attr SimPool2d.num_heads 1 0 0
attr SimPool2d.head_dim 1 0 0
attr SimPool2d.scale 1 0 0
attr SimPool2d.gamma 1 0 0
attr SimPool2d.norm 1 0 0
attr SimPool2d.q 1 0 0
attr SimPool2d.k 1 0 0
attr SimPool2d.q_norm 1 0 0
attr SimPool2d.k_norm 1 0 0
meth LsePlus1d.init 5 2 0
attr LsePlus1d.r 1 0 0
meth SimPool1d.init 9 6 0
attr SimPool1d.num_heads 1 0 0
attr SimPool1d.head_dim 1 0 0
attr SimPool1d.scale 1 0 0
attr SimPool1d.gamma 1 0 0
attr SimPool1d.norm 1 0 0
attr SimPool1d.q 1 0 0
attr SimPool1d.k 1 0 0
attr SimPool1d.q_norm 1 0 0
attr SimPool1d.k_norm 1 0 0
meth LsePlus2d.init 6 3 0
attr LsePlus2d.flatten 1 0 0
attr LsePlus2d.r 1 0 0

timm.layers.padding (9 missing, 0 any)

Symbol Typable Typed Any
func get_padding_value 4 1 0
func is_static_pad 5 3 0
func get_padding 5 4 0
func get_same_padding 5 4 0
func pad_same 6 4 0

timm.layers.patch_dropout (8 missing, 0 any)

Symbol Typable Typed Any
meth PatchDropoutWithIndices.init 4 3 0
attr PatchDropoutWithIndices.prob 1 0 0
attr PatchDropoutWithIndices.num_prefix_tokens 1 0 0
attr PatchDropoutWithIndices.ordered 1 0 0
meth PatchDropout.init 4 3 0
attr PatchDropout.prob 1 0 0
attr PatchDropout.num_prefix_tokens 1 0 0
attr PatchDropout.ordered 1 0 0

timm.layers.patch_embed (30 missing, 0 any)

Symbol Typable Typed Any
func resample_patch_embed 6 5 0
func resample_patch_embed_old 6 4 0
meth PatchEmbedInterpolator.init 6 5 0
attr PatchEmbedInterpolator.base_patch_size 1 0 0
attr PatchEmbedInterpolator.in_chans 1 0 0
attr PatchEmbedInterpolator.embed_dim 1 0 0
attr PatchEmbedInterpolator.interpolation 1 0 0
attr PatchEmbedInterpolator.antialias 1 0 0
meth PatchEmbedResamplerFixedOrigSize.init 4 3 0
attr PatchEmbedResamplerFixedOrigSize.orig_size 1 0 0
attr PatchEmbedResamplerFixedOrigSize.interpolation 1 0 0
attr PatchEmbedResamplerFixedOrigSize.antialias 1 0 0
meth PatchEmbed.init 13 10 0
meth PatchEmbed._init_img_size 2 1 0
meth PatchEmbed.set_input_size 3 2 0
meth PatchEmbed.feat_ratio 2 1 0
meth PatchEmbed.forward 2 0 0
attr PatchEmbed.patch_size 1 0 0
attr PatchEmbed.strict_img_size 1 0 0
attr PatchEmbed.proj 1 0 0
attr PatchEmbed.norm 1 0 0
attr PatchEmbed.flatten 1 0 0
meth PatchEmbedWithSize.init 11 8 0
meth PatchEmbedWithSize.forward 2 1 0

timm.layers.pool1d (1 missing, 0 any)

Symbol Typable Typed Any
func global_pool_nlc 5 4 0

timm.layers.pool2d_same (13 missing, 0 any)

Symbol Typable Typed Any
meth MaxPool2dSame.init 6 5 0
meth MaxPool2dSame.forward 2 0 0
func avg_pool2d_same 7 6 0
func max_pool2d_same 7 6 0
meth AvgPool2dSame.init 6 5 0
meth AvgPool2dSame.forward 2 0 0
func create_pool2d 5 0 0

timm.layers.pos_embed (2 missing, 0 any)

Symbol Typable Typed Any
func resample_abs_pos_embed 8 7 0
func resample_abs_pos_embed_nhwc 6 5 0

timm.layers.pos_embed_rel (51 missing, 0 any)

Symbol Typable Typed Any
func gen_relative_position_index 5 4 0
meth RelPosBiasTf.init 6 3 0
meth RelPosBiasTf.forward 3 1 0
attr RelPosBiasTf.window_size 1 0 0
attr RelPosBiasTf.window_area 1 0 0
attr RelPosBiasTf.num_heads 1 0 0
attr RelPosBiasTf.bias_shape 1 0 0
attr RelPosBiasTf.relative_position_bias_table 1 0 0
func resize_rel_pos_bias_table_simple 4 2 0
meth RelPosMlp.init 9 6 0
meth RelPosMlp.forward 3 1 0
attr RelPosMlp.window_size 1 0 0
attr RelPosMlp.window_area 1 0 0
attr RelPosMlp.prefix_tokens 1 0 0
attr RelPosMlp.num_heads 1 0 0
attr RelPosMlp.bias_shape 1 0 0
attr RelPosMlp.mode 1 0 0
attr RelPosMlp.pretrained_window_size 1 0 0
attr RelPosMlp.mlp 1 0 0
attr RelPosMlp.bias_act 1 0 0
attr RelPosMlp.bias_gain 1 0 0
func reindex_2d_einsum_lookup 6 5 0
func resize_rel_pos_bias_table_levit 5 2 0
meth RelPosBias.init 6 3 0
meth RelPosBias.forward 3 1 0
attr RelPosBias.window_size 1 0 0
attr RelPosBias.window_area 1 0 0
attr RelPosBias.prefix_tokens 1 0 0
attr RelPosBias.bias_shape 1 0 0
attr RelPosBias.relative_position_bias_table 1 0 0
func generate_lookup_tensor 5 2 0
func gen_relative_log_coords 6 2 0
func resize_rel_pos_bias_table 4 2 0

timm.layers.pos_embed_sincos (107 missing, 0 any)

Symbol Typable Typed Any
meth RotaryEmbeddingCat.init 12 9 0
meth RotaryEmbeddingCat._compute_bands 3 0 0
meth RotaryEmbeddingCat._get_pos_embed_values 4 1 0
meth RotaryEmbeddingCat.update_feat_shape 2 1 0
meth RotaryEmbeddingCat.get_embed 2 1 0
meth RotaryEmbeddingCat.forward 2 0 0
attr RotaryEmbeddingCat.dim 1 0 0
attr RotaryEmbeddingCat.max_res 1 0 0
attr RotaryEmbeddingCat.temperature 1 0 0
attr RotaryEmbeddingCat.in_pixels 1 0 0
attr RotaryEmbeddingCat.linear_bands 1 0 0
attr RotaryEmbeddingCat.feat_shape 1 0 0
attr RotaryEmbeddingCat.ref_feat_shape 1 0 0
attr RotaryEmbeddingCat.grid_offset 1 0 0
attr RotaryEmbeddingCat.grid_indexing 1 0 0
attr RotaryEmbeddingCat.pos_embed 1 0 0
attr RotaryEmbeddingCat.bands 1 0 0
meth FourierEmbed.init 7 2 0
meth FourierEmbed.forward 2 0 0
attr FourierEmbed.max_res 1 0 0
attr FourierEmbed.num_bands 1 0 0
attr FourierEmbed.concat_grid 1 0 0
attr FourierEmbed.keep_spatial 1 0 0
func create_rope_embed 5 4 0
meth RotaryEmbeddingDinoV3.init 15 12 0
meth RotaryEmbeddingDinoV3._cache_embed 2 1 0
meth RotaryEmbeddingDinoV3.update_feat_shape 2 1 0
attr RotaryEmbeddingDinoV3.dim 1 0 0
attr RotaryEmbeddingDinoV3.rotate_half 1 0 0
attr RotaryEmbeddingDinoV3.temperature 1 0 0
attr RotaryEmbeddingDinoV3.min_period 1 0 0
attr RotaryEmbeddingDinoV3.max_period 1 0 0
attr RotaryEmbeddingDinoV3.normalize_coords 1 0 0
attr RotaryEmbeddingDinoV3.shift_coords 1 0 0
attr RotaryEmbeddingDinoV3.jitter_coords 1 0 0
attr RotaryEmbeddingDinoV3.rescale_coords 1 0 0
attr RotaryEmbeddingDinoV3.aug_active 1 0 0
attr RotaryEmbeddingDinoV3.feat_shape 1 0 0
attr RotaryEmbeddingDinoV3.grid_offset 1 0 0
attr RotaryEmbeddingDinoV3.grid_indexing 1 0 0
attr RotaryEmbeddingDinoV3.pos_embed_cached 1 0 0
func build_rotary_pos_embed 13 12 0
meth RotaryEmbedding.init 12 5 0
meth RotaryEmbedding._compute_bands 3 0 0
meth RotaryEmbedding._get_pos_embed_values 4 1 0
meth RotaryEmbedding.update_feat_shape 2 1 0
meth RotaryEmbedding.get_embed 2 1 0
meth RotaryEmbedding.forward 2 0 0
attr RotaryEmbedding.dim 1 0 0
attr RotaryEmbedding.max_res 1 0 0
attr RotaryEmbedding.temperature 1 0 0
attr RotaryEmbedding.linear_bands 1 0 0
attr RotaryEmbedding.in_pixels 1 0 0
attr RotaryEmbedding.feat_shape 1 0 0
attr RotaryEmbedding.ref_feat_shape 1 0 0
attr RotaryEmbedding.grid_offset 1 0 0
attr RotaryEmbedding.grid_indexing 1 0 0
attr RotaryEmbedding.pos_embed_sin 1 0 0
attr RotaryEmbedding.pos_embed_cos 1 0 0
attr RotaryEmbedding.bands 1 0 0
func rot 2 0 0
meth RotaryEmbeddingMixed.init 9 6 0
meth RotaryEmbeddingMixed._get_grid_values 2 1 0
meth RotaryEmbeddingMixed.update_feat_shape 2 1 0
meth RotaryEmbeddingMixed.forward 2 0 0
meth RotaryEmbeddingMixed.no_weight_decay 1 0 0
attr RotaryEmbeddingMixed.dim 1 0 0
attr RotaryEmbeddingMixed.depth 1 0 0
attr RotaryEmbeddingMixed.num_heads 1 0 0
attr RotaryEmbeddingMixed.temperature 1 0 0
attr RotaryEmbeddingMixed.feat_shape 1 0 0
attr RotaryEmbeddingMixed.grid_indexing 1 0 0
attr RotaryEmbeddingMixed.freqs 1 0 0
attr RotaryEmbeddingMixed.t_x 1 0 0
attr RotaryEmbeddingMixed.t_y 1 0 0
func pixel_freq_bands 5 4 0
func init_random_2d_freqs 8 6 0

timm.layers.selective_kernel (21 missing, 0 any)

Symbol Typable Typed Any
meth SelectiveKernel.init 18 15 0
meth SelectiveKernel.forward 2 0 0
attr SelectiveKernel.num_paths 1 0 0
attr SelectiveKernel.in_channels 1 0 0
attr SelectiveKernel.out_channels 1 0 0
attr SelectiveKernel.split_input 1 0 0
attr SelectiveKernel.paths 1 0 0
attr SelectiveKernel.attn 1 0 0
meth SelectiveKernelAttn.init 8 5 0
meth SelectiveKernelAttn.forward 2 0 0
attr SelectiveKernelAttn.num_paths 1 0 0
attr SelectiveKernelAttn.fc_reduce 1 0 0
attr SelectiveKernelAttn.bn 1 0 0
attr SelectiveKernelAttn.act 1 0 0
attr SelectiveKernelAttn.fc_select 1 0 0

timm.layers.separable_conv (28 missing, 0 any)

Symbol Typable Typed Any
meth SeparableConvNormAct.init 16 13 0
meth SeparableConvNormAct.forward 2 0 0
prop SeparableConvNormAct.in_channels 1 0 0
prop SeparableConvNormAct.out_channels 1 0 0
attr SeparableConvNormAct.conv_dw 1 0 0
attr SeparableConvNormAct.conv_pw 1 0 0
attr SeparableConvNormAct.bn 1 0 0
meth SeparableConv2d.init 12 0 0
meth SeparableConv2d.forward 2 0 0
prop SeparableConv2d.in_channels 1 0 0
prop SeparableConv2d.out_channels 1 0 0
attr SeparableConv2d.conv_dw 1 0 0
attr SeparableConv2d.conv_pw 1 0 0

timm.layers.space_to_depth (8 missing, 0 any)

Symbol Typable Typed Any
meth DepthToSpace.init 2 0 0
meth DepthToSpace.forward 2 0 0
attr DepthToSpace.bs 1 0 0
meth SpaceToDepth.init 2 1 0
meth SpaceToDepth.forward 2 0 0

timm.layers.split_attn (19 missing, 0 any)

Symbol Typable Typed Any
meth SplitAttn.init 17 15 0
meth SplitAttn.forward 2 0 0
attr SplitAttn.radix 1 0 0
attr SplitAttn.conv 1 0 0
attr SplitAttn.bn0 1 0 0
attr SplitAttn.drop 1 0 0
attr SplitAttn.act0 1 0 0
attr SplitAttn.fc1 1 0 0
attr SplitAttn.bn1 1 0 0
attr SplitAttn.act1 1 0 0
attr SplitAttn.fc2 1 0 0
attr SplitAttn.rsoftmax 1 0 0
meth RadixSoftmax.init 3 2 0
meth RadixSoftmax.forward 2 0 0
attr RadixSoftmax.radix 1 0 0
attr RadixSoftmax.cardinality 1 0 0

timm.layers.split_batchnorm (15 missing, 0 any)

Symbol Typable Typed Any
func convert_splitbn_model 3 0 0
meth SplitBatchNorm2d.init 9 0 0
meth SplitBatchNorm2d.forward 2 1 0
attr SplitBatchNorm2d.num_splits 1 0 0
attr SplitBatchNorm2d.aux_bn 1 0 0

timm.layers.squeeze_excite (29 missing, 0 any)

Symbol Typable Typed Any
meth EffectiveSEModule.init 7 3 0
meth EffectiveSEModule.forward 2 0 0
attr EffectiveSEModule.add_maxpool 1 0 0
attr EffectiveSEModule.fc 1 0 0
attr EffectiveSEModule.gate 1 0 0
meth SqueezeExciteCl.init 10 7 0
meth SqueezeExciteCl.forward 2 0 0
attr SqueezeExciteCl.fc1 1 0 0
attr SqueezeExciteCl.act 1 0 0
attr SqueezeExciteCl.fc2 1 0 0
attr SqueezeExciteCl.gate 1 0 0
meth SEModule.init 12 9 0
meth SEModule.forward 2 0 0
attr SEModule.add_maxpool 1 0 0
attr SEModule.fc1 1 0 0
attr SEModule.bn 1 0 0
attr SEModule.act 1 0 0
attr SEModule.fc2 1 0 0
attr SEModule.gate 1 0 0

timm.layers.std_conv (32 missing, 0 any)

Symbol Typable Typed Any
meth ScaledStdConv2dSame.init 14 11 0
meth ScaledStdConv2dSame.forward 2 0 0
attr ScaledStdConv2dSame.scale 1 0 0
attr ScaledStdConv2dSame.same_pad 1 0 0
attr ScaledStdConv2dSame.eps 1 0 0
attr ScaledStdConv2dSame.gain_init 1 0 0
attr ScaledStdConv2dSame.gain 1 0 0
meth ScaledStdConv2d.init 14 11 0
meth ScaledStdConv2d.forward 2 0 0
attr ScaledStdConv2d.scale 1 0 0
attr ScaledStdConv2d.eps 1 0 0
attr ScaledStdConv2d.gain_init 1 0 0
attr ScaledStdConv2d.gain 1 0 0
meth StdConv2dSame.init 12 9 0
meth StdConv2dSame.forward 2 0 0
attr StdConv2dSame.same_pad 1 0 0
attr StdConv2dSame.eps 1 0 0
meth StdConv2d.init 12 9 0
meth StdConv2d.forward 2 0 0
attr StdConv2d.eps 1 0 0

timm.layers.test_time_pool (12 missing, 0 any)

Symbol Typable Typed Any
func apply_test_time_pool 4 0 0
meth TestTimePoolHead.init 3 0 0
meth TestTimePoolHead.forward 2 0 0
attr TestTimePoolHead.base 1 0 0
attr TestTimePoolHead.original_pool 1 0 0
attr TestTimePoolHead.fc 1 0 0

timm.layers.typing (1 missing, 0 any)

Symbol Typable Typed Any
attr disable_compiler 1 0 0

timm.layers.weight_init (22 missing, 0 any)

Symbol Typable Typed Any
func variance_scaling_ 5 0 0
func trunc_normal_ 6 0 0
func init_weight_jax 5 4 0
func trunc_normal_tf_ 6 0 0
func init_weight_vit 6 5 0
func lecun_normal_ 2 0 0
func is_meta_device 2 1 0

timm.loss.asymmetric_loss (28 missing, 0 any)

Symbol Typable Typed Any
meth AsymmetricLossMultiLabel.init 6 0 0
meth AsymmetricLossMultiLabel.forward 3 0 0
attr AsymmetricLossMultiLabel.gamma_neg 1 0 0
attr AsymmetricLossMultiLabel.gamma_pos 1 0 0
attr AsymmetricLossMultiLabel.clip 1 0 0
attr AsymmetricLossMultiLabel.disable_torch_grad_focal_loss 1 0 0
attr AsymmetricLossMultiLabel.eps 1 0 0
meth AsymmetricLossSingleLabel.init 5 1 0
meth AsymmetricLossSingleLabel.forward 4 0 0
attr AsymmetricLossSingleLabel.eps 1 0 0
attr AsymmetricLossSingleLabel.logsoftmax 1 0 0
attr AsymmetricLossSingleLabel.targets_classes 1 0 0
attr AsymmetricLossSingleLabel.gamma_pos 1 0 0
attr AsymmetricLossSingleLabel.gamma_neg 1 0 0
attr AsymmetricLossSingleLabel.reduction 1 0 0

timm.loss.binary_cross_entropy (6 missing, 0 any)

Symbol Typable Typed Any
meth BinaryCrossEntropy.init 7 5 0
attr BinaryCrossEntropy.smoothing 1 0 0
attr BinaryCrossEntropy.target_threshold 1 0 0
attr BinaryCrossEntropy.reduction 1 0 0
attr BinaryCrossEntropy.sum_classes 1 0 0

timm.loss.cross_entropy (5 missing, 0 any)

Symbol Typable Typed Any
meth LabelSmoothingCrossEntropy.init 2 0 0
attr LabelSmoothingCrossEntropy.smoothing 1 0 0
attr LabelSmoothingCrossEntropy.confidence 1 0 0
meth SoftTargetCrossEntropy.init 1 0 0

timm.loss.jsd (10 missing, 0 any)

Symbol Typable Typed Any
meth JsdCrossEntropy.init 4 0 0
meth JsdCrossEntropy.call 3 0 0
attr JsdCrossEntropy.num_splits 1 0 0
attr JsdCrossEntropy.alpha 1 0 0
attr JsdCrossEntropy.cross_entropy_loss 1 0 0

timm.models._builder (1 missing, 0 any)

Symbol Typable Typed Any
func build_model_with_cfg 13 12 0

timm.models._factory (0 missing, 1 any)

Symbol Typable Typed Any
func create_model 11 11 1

timm.models._features (37 missing, 0 any)

Symbol Typable Typed Any
meth FeatureHookNet.init 9 8 0
meth FeatureHookNet.set_grad_checkpointing 2 1 0
meth FeatureHookNet.forward 2 0 0
attr FeatureHookNet.feature_info 1 0 0
attr FeatureHookNet.return_dict 1 0 0
attr FeatureHookNet.output_fmt 1 0 0
attr FeatureHookNet.grad_checkpointing 1 0 0
attr FeatureHookNet.hooks 1 0 0
meth FeatureListNet.init 6 5 0
meth FeatureListNet.forward 2 1 0
meth FeatureInfo.init 3 2 0
meth FeatureInfo.from_other 2 1 0
meth FeatureInfo.get 3 2 0
meth FeatureInfo.get_dicts 3 2 0
meth FeatureInfo.channels 2 1 0
meth FeatureInfo.reduction 2 1 0
meth FeatureInfo.module_name 2 1 0
meth FeatureInfo.getitem 2 0 0
meth FeatureInfo.len 1 0 0
attr FeatureInfo.out_indices 1 0 0
attr FeatureInfo.info 1 0 0
meth FeatureDictNet.init 7 6 0
meth FeatureDictNet.set_grad_checkpointing 2 1 0
meth FeatureDictNet._collect 2 1 0
meth FeatureDictNet.forward 2 1 0
attr FeatureDictNet.feature_info 1 0 0
attr FeatureDictNet.output_fmt 1 0 0
attr FeatureDictNet.concat 1 0 0
attr FeatureDictNet.grad_checkpointing 1 0 0
attr FeatureDictNet.return_layers 1 0 0
meth FeatureHooks.init 5 4 0
meth FeatureHooks._collect_output_hook 3 0 0
meth FeatureHooks.get_output 2 1 0

timm.models._features_fx (10 missing, 0 any)

Symbol Typable Typed Any
meth FeatureGraphNet.init 6 5 0
meth FeatureGraphNet.forward 2 0 0
attr FeatureGraphNet.feature_info 1 0 0
attr FeatureGraphNet.output_fmt 1 0 0
attr FeatureGraphNet.graph_module 1 0 0
meth GraphExtractNet.init 5 4 0
meth GraphExtractNet.forward 2 1 0
attr GraphExtractNet.squeeze_out 1 0 0
attr GraphExtractNet.graph_module 1 0 0

timm.models._helpers (0 missing, 1 any)

Symbol Typable Typed Any
func load_checkpoint 9 9 1

timm.models._hub (4 missing, 0 any)

Symbol Typable Typed Any
func load_model_config_from_hf 3 2 0
func load_state_dict_from_hf 5 4 0
func save_for_hf 6 5 0
func push_to_hf_hub 13 12 0

timm.models._manipulate (15 missing, 0 any)

Symbol Typable Typed Any
func model_parameters 3 2 0
func checkpoint 5 1 0
func named_apply 6 5 0
func group_parameters 5 3 0
func group_modules 5 3 0
func checkpoint_seq 7 4 0
func named_modules_with_params 5 4 0
func named_modules 5 4 0

timm.models._pretrained (10 missing, 0 any)

Symbol Typable Typed Any
prop DefaultCfg.default 1 0 0
prop DefaultCfg.default_with_tag 1 0 0
meth PretrainedCfg.to_dict 3 0 0
prop PretrainedCfg.has_weights 1 0 0
func filter_pretrained_cfg 4 0 0

timm.models._prune (3 missing, 0 any)

Symbol Typable Typed Any
func adapt_model_from_string 3 0 0

timm.models._registry (2 missing, 0 any)

Symbol Typable Typed Any
func generate_default_cfgs 2 1 0
func register_model_deprecations 3 2 0

timm.models.beit (26 missing, 0 any)

Symbol Typable Typed Any
meth Beit.init 26 23 0
meth Beit._init_weights 3 2 0
meth Beit.set_grad_checkpointing 2 1 0
meth Beit.reset_classifier 3 2 0
attr Beit.num_classes 1 0 0
attr Beit.in_chans 1 0 0
attr Beit.global_pool 1 0 0
attr Beit.num_features 1 0 0
attr Beit.head_hidden_size 1 0 0
attr Beit.embed_dim 1 0 0
attr Beit.num_prefix_tokens 1 0 0
attr Beit.grad_checkpointing 1 0 0
attr Beit.patch_embed 1 0 0
attr Beit.cls_token 1 0 0
attr Beit.pos_embed 1 0 0
attr Beit.pos_drop 1 0 0
attr Beit.blocks 1 0 0
attr Beit.feature_info 1 0 0
attr Beit.norm 1 0 0
attr Beit.fc_norm 1 0 0
attr Beit.head_drop 1 0 0
attr Beit.head 1 0 0
attr Beit.head_init_scale 1 0 0
attr Beit.rel_pos_bias 1 0 0

timm.models.byobnet (20 missing, 0 any)

Symbol Typable Typed Any
func create_block 3 1 0
meth ByobNet.init 15 11 0
attr ByobNet.num_classes 1 0 0
attr ByobNet.in_chans 1 0 0
attr ByobNet.drop_rate 1 0 0
attr ByobNet.grad_checkpointing 1 0 0
attr ByobNet.feature_info 1 0 0
attr ByobNet.stage_ends 1 0 0
attr ByobNet.head_hidden_size 1 0 0
attr ByobNet.global_pool 1 0 0
attr ByobNet.num_features 1 0 0
attr ByobNet.final_conv 1 0 0
attr ByobNet.head 1 0 0
func create_byob_stem 9 6 0

timm.models.cait (86 missing, 0 any)

Symbol Typable Typed Any
meth LayerScaleBlock.init 15 12 0
meth LayerScaleBlock.forward 2 0 0
attr LayerScaleBlock.norm1 1 0 0
attr LayerScaleBlock.attn 1 0 0
attr LayerScaleBlock.drop_path 1 0 0
attr LayerScaleBlock.norm2 1 0 0
attr LayerScaleBlock.mlp 1 0 0
attr LayerScaleBlock.gamma_1 1 0 0
attr LayerScaleBlock.gamma_2 1 0 0
meth LayerScaleBlockClassAttn.init 15 12 0
meth LayerScaleBlockClassAttn.forward 3 0 0
attr LayerScaleBlockClassAttn.norm1 1 0 0
attr LayerScaleBlockClassAttn.attn 1 0 0
attr LayerScaleBlockClassAttn.drop_path 1 0 0
attr LayerScaleBlockClassAttn.norm2 1 0 0
attr LayerScaleBlockClassAttn.mlp 1 0 0
attr LayerScaleBlockClassAttn.gamma_1 1 0 0
attr LayerScaleBlockClassAttn.gamma_2 1 0 0
meth ClassAttn.init 8 5 0
meth ClassAttn.forward 2 0 0
attr ClassAttn.num_heads 1 0 0
attr ClassAttn.scale 1 0 0
attr ClassAttn.q 1 0 0
attr ClassAttn.k 1 0 0
attr ClassAttn.v 1 0 0
attr ClassAttn.attn_drop 1 0 0
attr ClassAttn.proj 1 0 0
attr ClassAttn.proj_drop 1 0 0
meth Cait.init 30 27 0
meth Cait._init_weights 2 0 0
meth Cait.no_weight_decay 1 0 0
meth Cait.set_grad_checkpointing 2 0 0
meth Cait.group_matcher 2 0 0
meth Cait.reset_classifier 3 2 0
meth Cait.prune_intermediate_layers 4 3 0
meth Cait.forward_features 2 0 0
meth Cait.forward_head 3 1 0
meth Cait.forward 2 0 0
attr Cait.num_classes 1 0 0
attr Cait.in_chans 1 0 0
attr Cait.global_pool 1 0 0
attr Cait.num_features 1 0 0
attr Cait.head_hidden_size 1 0 0
attr Cait.embed_dim 1 0 0
attr Cait.grad_checkpointing 1 0 0
attr Cait.patch_embed 1 0 0
attr Cait.cls_token 1 0 0
attr Cait.pos_embed 1 0 0
attr Cait.pos_drop 1 0 0
attr Cait.blocks 1 0 0
attr Cait.feature_info 1 0 0
attr Cait.blocks_token_only 1 0 0
attr Cait.norm 1 0 0
attr Cait.head_drop 1 0 0
attr Cait.head 1 0 0
meth TalkingHeadAttn.init 8 5 0
meth TalkingHeadAttn.forward 2 0 0
attr TalkingHeadAttn.num_heads 1 0 0
attr TalkingHeadAttn.scale 1 0 0
attr TalkingHeadAttn.qkv 1 0 0
attr TalkingHeadAttn.attn_drop 1 0 0
attr TalkingHeadAttn.proj 1 0 0
attr TalkingHeadAttn.proj_l 1 0 0
attr TalkingHeadAttn.proj_w 1 0 0
attr TalkingHeadAttn.proj_drop 1 0 0

timm.models.coat (51 missing, 0 any)

Symbol Typable Typed Any
meth CoaT.init 22 19 0
meth CoaT._init_weights 2 0 0
meth CoaT.no_weight_decay 1 0 0
meth CoaT.set_grad_checkpointing 2 0 0
meth CoaT.group_matcher 2 0 0
meth CoaT.reset_classifier 3 2 0
meth CoaT.forward_features 2 0 0
meth CoaT.forward_head 3 2 0
meth CoaT.forward 2 1 0
attr CoaT.return_interm_layers 1 0 0
attr CoaT.out_features 1 0 0
attr CoaT.embed_dims 1 0 0
attr CoaT.num_features 1 0 0
attr CoaT.head_hidden_size 1 0 0
attr CoaT.num_classes 1 0 0
attr CoaT.in_chans 1 0 0
attr CoaT.global_pool 1 0 0
attr CoaT.patch_embed1 1 0 0
attr CoaT.patch_embed2 1 0 0
attr CoaT.patch_embed3 1 0 0
attr CoaT.patch_embed4 1 0 0
attr CoaT.cls_token1 1 0 0
attr CoaT.cls_token2 1 0 0
attr CoaT.cls_token3 1 0 0
attr CoaT.cls_token4 1 0 0
attr CoaT.cpe1 1 0 0
attr CoaT.cpe2 1 0 0
attr CoaT.cpe3 1 0 0
attr CoaT.cpe4 1 0 0
attr CoaT.crpe1 1 0 0
attr CoaT.crpe2 1 0 0
attr CoaT.crpe3 1 0 0
attr CoaT.crpe4 1 0 0
attr CoaT.serial_blocks1 1 0 0
attr CoaT.serial_blocks2 1 0 0
attr CoaT.serial_blocks3 1 0 0
attr CoaT.serial_blocks4 1 0 0
attr CoaT.parallel_depth 1 0 0
attr CoaT.parallel_blocks 1 0 0
attr CoaT.norm4 1 0 0
attr CoaT.norm2 1 0 0
attr CoaT.norm3 1 0 0
attr CoaT.aggregate 1 0 0
attr CoaT.head_drop 1 0 0
attr CoaT.head 1 0 0

timm.models.convit (36 missing, 0 any)

Symbol Typable Typed Any
meth ConVit.init 23 20 0
meth ConVit._init_weights 2 0 0
meth ConVit.no_weight_decay 1 0 0
meth ConVit.group_matcher 2 0 0
meth ConVit.set_grad_checkpointing 2 0 0
meth ConVit.reset_classifier 3 2 0
meth ConVit.forward_features 2 0 0
meth ConVit.forward_head 3 1 0
meth ConVit.forward 2 0 0
attr ConVit.num_classes 1 0 0
attr ConVit.in_chans 1 0 0
attr ConVit.global_pool 1 0 0
attr ConVit.local_up_to_layer 1 0 0
attr ConVit.num_features 1 0 0
attr ConVit.head_hidden_size 1 0 0
attr ConVit.embed_dim 1 0 0
attr ConVit.locality_strength 1 0 0
attr ConVit.use_pos_embed 1 0 0
attr ConVit.num_patches 1 0 0
attr ConVit.cls_token 1 0 0
attr ConVit.pos_drop 1 0 0
attr ConVit.blocks 1 0 0
attr ConVit.norm 1 0 0
attr ConVit.feature_info 1 0 0
attr ConVit.head_drop 1 0 0
attr ConVit.head 1 0 0
attr ConVit.patch_embed 1 0 0
attr ConVit.pos_embed 1 0 0

timm.models.convmixer (25 missing, 0 any)

Symbol Typable Typed Any
meth ConvMixer.init 13 9 0
meth ConvMixer.group_matcher 2 0 0
meth ConvMixer.set_grad_checkpointing 2 0 0
meth ConvMixer.reset_classifier 3 2 0
meth ConvMixer.forward_features 2 0 0
meth ConvMixer.forward_head 3 1 0
meth ConvMixer.forward 2 0 0
attr ConvMixer.num_classes 1 0 0
attr ConvMixer.in_chans 1 0 0
attr ConvMixer.num_features 1 0 0
attr ConvMixer.head_hidden_size 1 0 0
attr ConvMixer.grad_checkpointing 1 0 0
attr ConvMixer.stem 1 0 0
attr ConvMixer.blocks 1 0 0
attr ConvMixer.pooling 1 0 0
attr ConvMixer.head_drop 1 0 0
attr ConvMixer.head 1 0 0

timm.models.convnext (13 missing, 0 any)

Symbol Typable Typed Any
meth ConvNeXt.init 24 21 0
attr ConvNeXt.num_classes 1 0 0
attr ConvNeXt.in_chans 1 0 0
attr ConvNeXt.drop_rate 1 0 0
attr ConvNeXt.feature_info 1 0 0
attr ConvNeXt.stages 1 0 0
attr ConvNeXt.num_features 1 0 0
attr ConvNeXt.head_hidden_size 1 0 0
attr ConvNeXt.stem 1 0 0
attr ConvNeXt.norm_pre 1 0 0
attr ConvNeXt.head 1 0 0

timm.models.crossvit (30 missing, 0 any)

Symbol Typable Typed Any
meth CrossVit.init 22 19 0
meth CrossVit._init_weights 2 0 0
meth CrossVit.no_weight_decay 1 0 0
meth CrossVit.group_matcher 2 0 0
meth CrossVit.set_grad_checkpointing 2 0 0
meth CrossVit.reset_classifier 3 2 0
meth CrossVit.forward_features 2 1 0
meth CrossVit.forward 2 0 0
attr CrossVit.num_classes 1 0 0
attr CrossVit.in_chans 1 0 0
attr CrossVit.global_pool 1 0 0
attr CrossVit.img_size 1 0 0
attr CrossVit.img_size_scaled 1 0 0
attr CrossVit.crop_scale 1 0 0
attr CrossVit.num_branches 1 0 0
attr CrossVit.embed_dim 1 0 0
attr CrossVit.num_features 1 0 0
attr CrossVit.head_hidden_size 1 0 0
attr CrossVit.patch_embed 1 0 0
attr CrossVit.pos_drop 1 0 0
attr CrossVit.blocks 1 0 0
attr CrossVit.norm 1 0 0
attr CrossVit.head_drop 1 0 0
attr CrossVit.head 1 0 0

timm.models.csatv2 (15 missing, 0 any)

Symbol Typable Typed Any
func csatv2 3 2 0
meth CSATv2.init 13 10 0
meth CSATv2.init_weights 2 1 0
attr CSATv2.num_classes 1 0 0
attr CSATv2.in_chans 1 0 0
attr CSATv2.global_pool 1 0 0
attr CSATv2.grad_checkpointing 1 0 0
attr CSATv2.num_features 1 0 0
attr CSATv2.head_hidden_size 1 0 0
attr CSATv2.feature_info 1 0 0
attr CSATv2.stem_dct 1 0 0
attr CSATv2.stages 1 0 0
attr CSATv2.head 1 0 0

timm.models.cspnet (22 missing, 0 any)

Symbol Typable Typed Any
meth CspNet.init 12 8 0
meth CspNet.group_matcher 2 0 0
meth CspNet.set_grad_checkpointing 2 0 0
meth CspNet.reset_classifier 3 2 0
meth CspNet.forward_features 2 0 0
meth CspNet.forward_head 3 1 0
meth CspNet.forward 2 0 0
attr CspNet.num_classes 1 0 0
attr CspNet.in_chans 1 0 0
attr CspNet.drop_rate 1 0 0
attr CspNet.feature_info 1 0 0
attr CspNet.num_features 1 0 0
attr CspNet.head_hidden_size 1 0 0
attr CspNet.head 1 0 0

timm.models.davit (28 missing, 0 any)

Symbol Typable Typed Any
meth DaVit.init 24 21 0
meth DaVit._init_weights 2 0 0
meth DaVit.group_matcher 2 0 0
meth DaVit.set_grad_checkpointing 2 0 0
meth DaVit.reset_classifier 3 2 0
meth DaVit.prune_intermediate_layers 4 3 0
meth DaVit.forward_features 2 0 0
meth DaVit.forward_head 3 1 0
meth DaVit.forward 2 0 0
attr DaVit.num_classes 1 0 0
attr DaVit.in_chans 1 0 0
attr DaVit.num_features 1 0 0
attr DaVit.head_hidden_size 1 0 0
attr DaVit.drop_rate 1 0 0
attr DaVit.grad_checkpointing 1 0 0
attr DaVit.feature_info 1 0 0
attr DaVit.stem 1 0 0
attr DaVit.stages 1 0 0
attr DaVit.norm_pre 1 0 0
attr DaVit.head 1 0 0

timm.models.deit (20 missing, 0 any)

Symbol Typable Typed Any
meth VisionTransformerDistilled.init 3 0 0
meth VisionTransformerDistilled.init_weights 3 0 0
meth VisionTransformerDistilled.group_matcher 2 0 0
meth VisionTransformerDistilled.reset_classifier 3 2 0
meth VisionTransformerDistilled.set_distilled_training 2 0 0
meth VisionTransformerDistilled._pos_embed 2 0 0
meth VisionTransformerDistilled.forward_head 3 2 0
attr VisionTransformerDistilled.num_prefix_tokens 1 0 0
attr VisionTransformerDistilled.dist_token 1 0 0
attr VisionTransformerDistilled.pos_embed 1 0 0
attr VisionTransformerDistilled.head_dist 1 0 0
attr VisionTransformerDistilled.distilled_training 1 0 0
attr VisionTransformerDistilled.weight_init_mode 1 0 0

timm.models.densenet (11 missing, 0 any)

Symbol Typable Typed Any
meth DenseNet.init 17 15 0
attr DenseNet.num_classes 1 0 0
attr DenseNet.in_chans 1 0 0
attr DenseNet.feature_info 1 0 0
attr DenseNet.num_features 1 0 0
attr DenseNet.head_hidden_size 1 0 0
attr DenseNet.global_pool 1 0 0
attr DenseNet.head_drop 1 0 0
attr DenseNet.classifier 1 0 0
attr DenseNet.features 1 0 0

timm.models.dla (33 missing, 0 any)

Symbol Typable Typed Any
meth DLA.init 14 11 0
meth DLA._make_conv_level 8 5 0
meth DLA.group_matcher 2 0 0
meth DLA.set_grad_checkpointing 2 0 0
meth DLA.reset_classifier 3 2 0
meth DLA.forward_features 2 0 0
meth DLA.forward_head 3 1 0
meth DLA.forward 2 0 0
attr DLA.channels 1 0 0
attr DLA.num_classes 1 0 0
attr DLA.in_chans 1 0 0
attr DLA.cardinality 1 0 0
attr DLA.base_width 1 0 0
attr DLA.base_layer 1 0 0
attr DLA.level0 1 0 0
attr DLA.level1 1 0 0
attr DLA.level2 1 0 0
attr DLA.level3 1 0 0
attr DLA.level4 1 0 0
attr DLA.level5 1 0 0
attr DLA.feature_info 1 0 0
attr DLA.num_features 1 0 0
attr DLA.head_hidden_size 1 0 0
attr DLA.flatten 1 0 0

timm.models.dpn (23 missing, 0 any)

Symbol Typable Typed Any
meth DPN.init 18 15 0
meth DPN.group_matcher 2 0 0
meth DPN.set_grad_checkpointing 2 0 0
meth DPN.reset_classifier 3 2 0
meth DPN.forward_features 2 0 0
meth DPN.forward_head 3 1 0
meth DPN.forward 2 0 0
attr DPN.num_classes 1 0 0
attr DPN.in_chans 1 0 0
attr DPN.drop_rate 1 0 0
attr DPN.b 1 0 0
attr DPN.feature_info 1 0 0
attr DPN.num_features 1 0 0
attr DPN.head_hidden_size 1 0 0
attr DPN.features 1 0 0
attr DPN.flatten 1 0 0

timm.models.edgenext (26 missing, 0 any)

Symbol Typable Typed Any
meth EdgeNeXt.init 23 20 0
meth EdgeNeXt.group_matcher 2 0 0
meth EdgeNeXt.set_grad_checkpointing 2 0 0
meth EdgeNeXt.reset_classifier 3 2 0
meth EdgeNeXt.prune_intermediate_layers 4 3 0
meth EdgeNeXt.forward_features 2 0 0
meth EdgeNeXt.forward_head 3 1 0
meth EdgeNeXt.forward 2 0 0
attr EdgeNeXt.num_classes 1 0 0
attr EdgeNeXt.in_chans 1 0 0
attr EdgeNeXt.global_pool 1 0 0
attr EdgeNeXt.drop_rate 1 0 0
attr EdgeNeXt.feature_info 1 0 0
attr EdgeNeXt.stages 1 0 0
attr EdgeNeXt.num_features 1 0 0
attr EdgeNeXt.head_hidden_size 1 0 0
attr EdgeNeXt.stem 1 0 0
attr EdgeNeXt.norm_pre 1 0 0
attr EdgeNeXt.head 1 0 0

timm.models.efficientformer (35 missing, 0 any)

Symbol Typable Typed Any
meth EfficientFormer.init 20 16 0
meth EfficientFormer._init_weights 2 0 0
meth EfficientFormer.no_weight_decay 1 0 0
meth EfficientFormer.group_matcher 2 0 0
meth EfficientFormer.set_grad_checkpointing 2 0 0
meth EfficientFormer.reset_classifier 3 2 0
meth EfficientFormer.set_distilled_training 2 0 0
meth EfficientFormer.prune_intermediate_layers 4 3 0
meth EfficientFormer.forward_features 2 0 0
meth EfficientFormer.forward_head 3 1 0
meth EfficientFormer.forward 2 0 0
attr EfficientFormer.num_classes 1 0 0
attr EfficientFormer.in_chans 1 0 0
attr EfficientFormer.global_pool 1 0 0
attr EfficientFormer.stem 1 0 0
attr EfficientFormer.num_stages 1 0 0
attr EfficientFormer.feature_info 1 0 0
attr EfficientFormer.stages 1 0 0
attr EfficientFormer.num_features 1 0 0
attr EfficientFormer.head_hidden_size 1 0 0
attr EfficientFormer.norm 1 0 0
attr EfficientFormer.head_drop 1 0 0
attr EfficientFormer.head 1 0 0
attr EfficientFormer.head_dist 1 0 0
attr EfficientFormer.distilled_training 1 0 0

timm.models.efficientformer_v2 (35 missing, 0 any)

Symbol Typable Typed Any
meth EfficientFormerV2.init 20 17 0
meth EfficientFormerV2._init_weights 3 1 0
meth EfficientFormerV2.init_weights 2 1 0
meth EfficientFormerV2.no_weight_decay 1 0 0
meth EfficientFormerV2.group_matcher 2 0 0
meth EfficientFormerV2.set_grad_checkpointing 2 0 0
meth EfficientFormerV2.reset_classifier 3 2 0
meth EfficientFormerV2.set_distilled_training 2 0 0
meth EfficientFormerV2.prune_intermediate_layers 4 3 0
meth EfficientFormerV2.forward_features 2 0 0
meth EfficientFormerV2.forward_head 3 1 0
meth EfficientFormerV2.forward 2 0 0
attr EfficientFormerV2.num_classes 1 0 0
attr EfficientFormerV2.in_chans 1 0 0
attr EfficientFormerV2.global_pool 1 0 0
attr EfficientFormerV2.feature_info 1 0 0
attr EfficientFormerV2.stem 1 0 0
attr EfficientFormerV2.stages 1 0 0
attr EfficientFormerV2.num_features 1 0 0
attr EfficientFormerV2.head_hidden_size 1 0 0
attr EfficientFormerV2.norm 1 0 0
attr EfficientFormerV2.head_drop 1 0 0
attr EfficientFormerV2.head 1 0 0
attr EfficientFormerV2.dist 1 0 0
attr EfficientFormerV2.distilled_training 1 0 0
attr EfficientFormerV2.head_dist 1 0 0

timm.models.efficientnet (27 missing, 0 any)

Symbol Typable Typed Any
meth EfficientNetFeatures.init 19 16 0
meth EfficientNetFeatures.forward 2 1 0
attr EfficientNetFeatures.in_chans 1 0 0
attr EfficientNetFeatures.drop_rate 1 0 0
attr EfficientNetFeatures.grad_checkpointing 1 0 0
attr EfficientNetFeatures.conv_stem 1 0 0
attr EfficientNetFeatures.bn1 1 0 0
attr EfficientNetFeatures.blocks 1 0 0
attr EfficientNetFeatures.feature_info 1 0 0
attr EfficientNetFeatures.feature_hooks 1 0 0
meth EfficientNet.init 20 18 0
attr EfficientNet.num_classes 1 0 0
attr EfficientNet.in_chans 1 0 0
attr EfficientNet.drop_rate 1 0 0
attr EfficientNet.grad_checkpointing 1 0 0
attr EfficientNet.conv_stem 1 0 0
attr EfficientNet.bn1 1 0 0
attr EfficientNet.blocks 1 0 0
attr EfficientNet.feature_info 1 0 0
attr EfficientNet.stage_ends 1 0 0
attr EfficientNet.conv_head 1 0 0
attr EfficientNet.bn2 1 0 0
attr EfficientNet.num_features 1 0 0
attr EfficientNet.head_hidden_size 1 0 0

timm.models.efficientvit_mit (51 missing, 0 any)

Symbol Typable Typed Any
meth EfficientVitLarge.init 14 11 0
meth EfficientVitLarge.group_matcher 2 0 0
meth EfficientVitLarge.set_grad_checkpointing 2 0 0
meth EfficientVitLarge.reset_classifier 3 2 0
meth EfficientVitLarge.prune_intermediate_layers 4 3 0
meth EfficientVitLarge.forward_features 2 0 0
meth EfficientVitLarge.forward_head 3 1 0
meth EfficientVitLarge.forward 2 0 0
attr EfficientVitLarge.grad_checkpointing 1 0 0
attr EfficientVitLarge.global_pool 1 0 0
attr EfficientVitLarge.num_classes 1 0 0
attr EfficientVitLarge.in_chans 1 0 0
attr EfficientVitLarge.norm_eps 1 0 0
attr EfficientVitLarge.stem 1 0 0
attr EfficientVitLarge.feature_info 1 0 0
attr EfficientVitLarge.stages 1 0 0
attr EfficientVitLarge.num_features 1 0 0
attr EfficientVitLarge.head 1 0 0
attr EfficientVitLarge.head_hidden_size 1 0 0
meth EfficientVit.init 14 11 0
meth EfficientVit.group_matcher 2 0 0
meth EfficientVit.set_grad_checkpointing 2 0 0
meth EfficientVit.reset_classifier 3 2 0
meth EfficientVit.prune_intermediate_layers 4 3 0
meth EfficientVit.forward_features 2 0 0
meth EfficientVit.forward_head 3 1 0
meth EfficientVit.forward 2 0 0
attr EfficientVit.grad_checkpointing 1 0 0
attr EfficientVit.global_pool 1 0 0
attr EfficientVit.num_classes 1 0 0
attr EfficientVit.in_chans 1 0 0
attr EfficientVit.stem 1 0 0
attr EfficientVit.feature_info 1 0 0
attr EfficientVit.stages 1 0 0
attr EfficientVit.num_features 1 0 0
attr EfficientVit.head 1 0 0
attr EfficientVit.head_hidden_size 1 0 0

timm.models.efficientvit_msra (28 missing, 0 any)

Symbol Typable Typed Any
meth EfficientVitMsra.init 15 12 0
meth EfficientVitMsra.init_weights 2 1 0
meth EfficientVitMsra.no_weight_decay 1 0 0
meth EfficientVitMsra.group_matcher 2 0 0
meth EfficientVitMsra.set_grad_checkpointing 2 0 0
meth EfficientVitMsra.reset_classifier 3 2 0
meth EfficientVitMsra.prune_intermediate_layers 4 3 0
meth EfficientVitMsra.forward_features 2 0 0
meth EfficientVitMsra.forward_head 3 1 0
meth EfficientVitMsra.forward 2 0 0
attr EfficientVitMsra.grad_checkpointing 1 0 0
attr EfficientVitMsra.num_classes 1 0 0
attr EfficientVitMsra.in_chans 1 0 0
attr EfficientVitMsra.drop_rate 1 0 0
attr EfficientVitMsra.patch_embed 1 0 0
attr EfficientVitMsra.feature_info 1 0 0
attr EfficientVitMsra.stages 1 0 0
attr EfficientVitMsra.num_features 1 0 0
attr EfficientVitMsra.head_hidden_size 1 0 0
attr EfficientVitMsra.head 1 0 0
attr EfficientVitMsra.global_pool 1 0 0

timm.models.eva (34 missing, 0 any)

Symbol Typable Typed Any
meth Eva.init 47 44 0
meth Eva.init_weights 2 1 0
meth Eva._pos_embed 2 1 0
meth Eva.prune_intermediate_layers 4 3 0
attr Eva.num_classes 1 0 0
attr Eva.in_chans 1 0 0
attr Eva.global_pool 1 0 0
attr Eva.num_features 1 0 0
attr Eva.head_hidden_size 1 0 0
attr Eva.embed_dim 1 0 0
attr Eva.num_prefix_tokens 1 0 0
attr Eva.no_embed_class 1 0 0
attr Eva.dynamic_img_size 1 0 0
attr Eva.grad_checkpointing 1 0 0
attr Eva.patch_embed 1 0 0
attr Eva.cls_token 1 0 0
attr Eva.reg_token 1 0 0
attr Eva.cls_embed 1 0 0
attr Eva.pos_embed 1 0 0
attr Eva.pos_drop 1 0 0
attr Eva.rope_mixed 1 0 0
attr Eva.norm_pre 1 0 0
attr Eva.blocks 1 0 0
attr Eva.feature_info 1 0 0
attr Eva.norm 1 0 0
attr Eva.fc_norm 1 0 0
attr Eva.head_drop 1 0 0
attr Eva.head 1 0 0
attr Eva.head_init_scale 1 0 0
attr Eva.patch_drop 1 0 0
attr Eva.rope 1 0 0
attr Eva.attn_pool 1 0 0

timm.models.fasternet (24 missing, 0 any)

Symbol Typable Typed Any
meth FasterNet.init 20 17 0
meth FasterNet._initialize_weights 1 0 0
meth FasterNet.set_grad_checkpointing 2 0 0
meth FasterNet.reset_classifier 5 2 0
meth FasterNet.prune_intermediate_layers 4 3 0
attr FasterNet.num_classes 1 0 0
attr FasterNet.in_chans 1 0 0
attr FasterNet.drop_rate 1 0 0
attr FasterNet.num_stages 1 0 0
attr FasterNet.feature_info 1 0 0
attr FasterNet.patch_embed 1 0 0
attr FasterNet.stages 1 0 0
attr FasterNet.num_features 1 0 0
attr FasterNet.head_hidden_size 1 0 0
attr FasterNet.global_pool 1 0 0
attr FasterNet.conv_head 1 0 0
attr FasterNet.act 1 0 0
attr FasterNet.flatten 1 0 0
attr FasterNet.classifier 1 0 0

timm.models.fastvit (21 missing, 0 any)

Symbol Typable Typed Any
meth FastVit.init 27 25 0
meth FastVit.no_weight_decay 1 0 0
meth FastVit.group_matcher 2 0 0
meth FastVit.set_grad_checkpointing 2 0 0
meth FastVit.reset_classifier 3 2 0
meth FastVit.prune_intermediate_layers 4 3 0
meth FastVit.forward_head 3 2 0
attr FastVit.num_classes 1 0 0
attr FastVit.global_pool 1 0 0
attr FastVit.feature_info 1 0 0
attr FastVit.stem 1 0 0
attr FastVit.stages 1 0 0
attr FastVit.num_stages 1 0 0
attr FastVit.num_features 1 0 0
attr FastVit.head_hidden_size 1 0 0
attr FastVit.out_indices 1 0 0
attr FastVit.final_conv 1 0 0
attr FastVit.head 1 0 0

timm.models.focalnet (27 missing, 0 any)

Symbol Typable Typed Any
meth FocalNet.init 22 19 0
meth FocalNet.no_weight_decay 1 0 0
meth FocalNet.group_matcher 2 0 0
meth FocalNet.set_grad_checkpointing 2 0 0
meth FocalNet.reset_classifier 3 2 0
meth FocalNet.prune_intermediate_layers 4 3 0
meth FocalNet.forward_features 2 0 0
meth FocalNet.forward_head 3 1 0
meth FocalNet.forward 2 0 0
attr FocalNet.num_layers 1 0 0
attr FocalNet.num_classes 1 0 0
attr FocalNet.in_chans 1 0 0
attr FocalNet.embed_dim 1 0 0
attr FocalNet.num_features 1 0 0
attr FocalNet.head_hidden_size 1 0 0
attr FocalNet.feature_info 1 0 0
attr FocalNet.stem 1 0 0
attr FocalNet.layers 1 0 0
attr FocalNet.norm 1 0 0
attr FocalNet.head 1 0 0

timm.models.gcvit (28 missing, 0 any)

Symbol Typable Typed Any
meth GlobalContextVit.init 24 21 0
meth GlobalContextVit._init_weights 4 0 0
meth GlobalContextVit.no_weight_decay 1 0 0
meth GlobalContextVit.group_matcher 2 0 0
meth GlobalContextVit.set_grad_checkpointing 2 0 0
meth GlobalContextVit.reset_classifier 5 2 0
meth GlobalContextVit.prune_intermediate_layers 4 3 0
meth GlobalContextVit.forward_head 3 1 0
attr GlobalContextVit.feature_info 1 0 0
attr GlobalContextVit.global_pool 1 0 0
attr GlobalContextVit.num_classes 1 0 0
attr GlobalContextVit.in_chans 1 0 0
attr GlobalContextVit.drop_rate 1 0 0
attr GlobalContextVit.num_features 1 0 0
attr GlobalContextVit.head_hidden_size 1 0 0
attr GlobalContextVit.stem 1 0 0
attr GlobalContextVit.stages 1 0 0
attr GlobalContextVit.head 1 0 0

timm.models.ghostnet (25 missing, 0 any)

Symbol Typable Typed Any
meth GhostNet.init 11 8 0
meth GhostNet.set_grad_checkpointing 2 1 0
meth GhostNet.reset_classifier 3 2 0
meth GhostNet.prune_intermediate_layers 4 3 0
meth GhostNet.convert_to_deploy 1 0 0
attr GhostNet.cfgs 1 0 0
attr GhostNet.num_classes 1 0 0
attr GhostNet.in_chans 1 0 0
attr GhostNet.drop_rate 1 0 0
attr GhostNet.grad_checkpointing 1 0 0
attr GhostNet.feature_info 1 0 0
attr GhostNet.conv_stem 1 0 0
attr GhostNet.bn1 1 0 0
attr GhostNet.act1 1 0 0
attr GhostNet.pool_dim 1 0 0
attr GhostNet.blocks 1 0 0
attr GhostNet.num_features 1 0 0
attr GhostNet.head_hidden_size 1 0 0
attr GhostNet.global_pool 1 0 0
attr GhostNet.conv_head 1 0 0
attr GhostNet.act2 1 0 0
attr GhostNet.flatten 1 0 0
attr GhostNet.classifier 1 0 0

timm.models.hgnet (28 missing, 0 any)

Symbol Typable Typed Any
meth HighPerfGpuNet.init 12 8 0
meth HighPerfGpuNet.group_matcher 2 0 0
meth HighPerfGpuNet.set_grad_checkpointing 2 0 0
meth HighPerfGpuNet.reset_classifier 5 2 0
meth HighPerfGpuNet.prune_intermediate_layers 4 3 0
meth HighPerfGpuNet.forward_features 2 0 0
meth HighPerfGpuNet.forward_head 3 1 0
meth HighPerfGpuNet.forward 2 0 0
attr HighPerfGpuNet.num_classes 1 0 0
attr HighPerfGpuNet.in_chans 1 0 0
attr HighPerfGpuNet.drop_rate 1 0 0
attr HighPerfGpuNet.use_lab 1 0 0
attr HighPerfGpuNet.feature_info 1 0 0
attr HighPerfGpuNet.stages 1 0 0
attr HighPerfGpuNet.head 1 0 0
attr HighPerfGpuNet.head_hidden_size 1 0 0
attr HighPerfGpuNet.stem 1 0 0
attr HighPerfGpuNet.num_features 1 0 0

timm.models.hiera (26 missing, 0 any)

Symbol Typable Typed Any
meth Hiera.init 32 29 0
meth Hiera.fix_init_weight 1 0 0
meth Hiera.no_weight_decay 1 0 0
meth Hiera.get_classifier 1 0 0
meth Hiera.reset_classifier 4 3 0
meth Hiera._pos_embed 2 1 0
meth Hiera.prune_intermediate_layers 5 4 0
meth Hiera.forward_head 3 2 0
attr Hiera.num_classes 1 0 0
attr Hiera.in_chans 1 0 0
attr Hiera.grad_checkpointing 1 0 0
attr Hiera.patch_stride 1 0 0
attr Hiera.tokens_spatial_shape 1 0 0
attr Hiera.mask_spatial_shape 1 0 0
attr Hiera.stage_ends 1 0 0
attr Hiera.patch_drop_rate 1 0 0
attr Hiera.patch_embed 1 0 0
attr Hiera.unroll 1 0 0
attr Hiera.reroll 1 0 0
attr Hiera.blocks 1 0 0
attr Hiera.feature_info 1 0 0
attr Hiera.num_features 1 0 0
attr Hiera.head_hidden_size 1 0 0
attr Hiera.head 1 0 0

timm.models.hieradet_sam2 (82 missing, 0 any)

Symbol Typable Typed Any
meth MultiScaleAttention.init 7 4 0
attr MultiScaleAttention.dim 1 0 0
attr MultiScaleAttention.dim_out 1 0 0
attr MultiScaleAttention.num_heads 1 0 0
attr MultiScaleAttention.scale 1 0 0
attr MultiScaleAttention.q_pool 1 0 0
attr MultiScaleAttention.qkv 1 0 0
attr MultiScaleAttention.proj 1 0 0
func checkpoint_filter_fn 4 0 0
func window_unpartition 4 3 0
meth HieraDet.init 28 25 0
meth HieraDet.fix_init_weight 1 0 0
meth HieraDet.no_weight_decay 1 0 0
meth HieraDet.get_classifier 1 0 0
meth HieraDet.reset_classifier 4 3 0
meth HieraDet.prune_intermediate_layers 5 4 0
meth HieraDet.forward_head 3 2 0
attr HieraDet.grad_checkpointing 1 0 0
attr HieraDet.num_classes 1 0 0
attr HieraDet.in_chans 1 0 0
attr HieraDet.window_spec 1 0 0
attr HieraDet.output_fmt 1 0 0
attr HieraDet.q_stride 1 0 0
attr HieraDet.stage_ends 1 0 0
attr HieraDet.q_pool_blocks 1 0 0
attr HieraDet.global_att_blocks 1 0 0
attr HieraDet.global_pos_size 1 0 0
attr HieraDet.pos_embed 1 0 0
attr HieraDet.pos_embed_window 1 0 0
attr HieraDet.blocks 1 0 0
attr HieraDet.feature_info 1 0 0
attr HieraDet.num_features 1 0 0
attr HieraDet.head_hidden_size 1 0 0
attr HieraDet.head 1 0 0
attr HieraDet.patch_embed 1 0 0
func sam2_hiera_tiny 3 0 0
func sam2_hiera_base_plus 3 0 0
func sam2_hiera_large 3 0 0
func hieradet_small 3 0 0
meth HieraPatchEmbed.init 8 5 0
attr HieraPatchEmbed.proj 1 0 0
func window_partition 3 1 0
meth MultiScaleBlock.init 13 10 0
attr MultiScaleBlock.window_size 1 0 0
attr MultiScaleBlock.is_windowed 1 0 0
attr MultiScaleBlock.dim 1 0 0
attr MultiScaleBlock.dim_out 1 0 0
attr MultiScaleBlock.q_stride 1 0 0
attr MultiScaleBlock.pool 1 0 0
attr MultiScaleBlock.norm1 1 0 0
attr MultiScaleBlock.attn 1 0 0
attr MultiScaleBlock.ls1 1 0 0
attr MultiScaleBlock.drop_path1 1 0 0
attr MultiScaleBlock.norm2 1 0 0
attr MultiScaleBlock.mlp 1 0 0
attr MultiScaleBlock.ls2 1 0 0
attr MultiScaleBlock.drop_path2 1 0 0
attr MultiScaleBlock.proj 1 0 0
func sam2_hiera_small 3 0 0
attr default_cfgs 1 0 0

timm.models.hrnet (81 missing, 0 any)

Symbol Typable Typed Any
meth HighResolutionNet.init 11 7 0
meth HighResolutionNet._make_head 6 0 0
meth HighResolutionNet._make_transition_layer 5 0 0
meth HighResolutionNet._make_layer 8 0 0
meth HighResolutionNet._make_stage 6 0 0
meth HighResolutionNet.init_weights 1 0 0
meth HighResolutionNet.group_matcher 2 0 0
meth HighResolutionNet.set_grad_checkpointing 2 0 0
meth HighResolutionNet.reset_classifier 3 2 0
meth HighResolutionNet.stages 2 1 0
meth HighResolutionNet.forward_features 2 0 0
meth HighResolutionNet.forward_head 3 1 0
meth HighResolutionNet.forward 2 0 0
attr HighResolutionNet.num_classes 1 0 0
attr HighResolutionNet.in_chans 1 0 0
attr HighResolutionNet.conv1 1 0 0
attr HighResolutionNet.bn1 1 0 0
attr HighResolutionNet.act1 1 0 0
attr HighResolutionNet.conv2 1 0 0
attr HighResolutionNet.bn2 1 0 0
attr HighResolutionNet.act2 1 0 0
attr HighResolutionNet.stage1_cfg 1 0 0
attr HighResolutionNet.layer1 1 0 0
attr HighResolutionNet.stage2_cfg 1 0 0
attr HighResolutionNet.transition1 1 0 0
attr HighResolutionNet.stage3_cfg 1 0 0
attr HighResolutionNet.transition2 1 0 0
attr HighResolutionNet.stage4_cfg 1 0 0
attr HighResolutionNet.transition3 1 0 0
attr HighResolutionNet.head 1 0 0
attr HighResolutionNet.head_channels 1 0 0
attr HighResolutionNet.feature_info 1 0 0
attr HighResolutionNet.num_features 1 0 0
attr HighResolutionNet.head_hidden_size 1 0 0
attr HighResolutionNet.global_pool 1 0 0
attr HighResolutionNet.head_drop 1 0 0
attr HighResolutionNet.classifier 1 0 0
attr HighResolutionNet.incre_modules 1 0 0
meth HighResolutionNetFeatures.init 10 0 0
meth HighResolutionNetFeatures.forward_features 2 0 0
meth HighResolutionNetFeatures.forward 2 1 0
attr HighResolutionNetFeatures.feature_info 1 0 0

timm.models.inception_next (28 missing, 0 any)

Symbol Typable Typed Any
meth MetaNeXt.init 16 13 0
meth MetaNeXt._init_weights 2 0 0
meth MetaNeXt.group_matcher 2 0 0
meth MetaNeXt.reset_classifier 3 2 0
meth MetaNeXt.set_grad_checkpointing 2 0 0
meth MetaNeXt.no_weight_decay 1 0 0
meth MetaNeXt.prune_intermediate_layers 4 3 0
meth MetaNeXt.forward_features 2 0 0
meth MetaNeXt.forward_head 3 1 0
meth MetaNeXt.forward 2 0 0
attr MetaNeXt.num_classes 1 0 0
attr MetaNeXt.in_chans 1 0 0
attr MetaNeXt.global_pool 1 0 0
attr MetaNeXt.drop_rate 1 0 0
attr MetaNeXt.feature_info 1 0 0
attr MetaNeXt.stem 1 0 0
attr MetaNeXt.stages 1 0 0
attr MetaNeXt.num_features 1 0 0
attr MetaNeXt.head 1 0 0
attr MetaNeXt.head_hidden_size 1 0 0

timm.models.inception_resnet_v2 (33 missing, 0 any)

Symbol Typable Typed Any
meth InceptionResnetV2.init 11 9 0
meth InceptionResnetV2.group_matcher 2 0 0
meth InceptionResnetV2.set_grad_checkpointing 2 0 0
meth InceptionResnetV2.reset_classifier 3 2 0
meth InceptionResnetV2.forward_features 2 0 0
meth InceptionResnetV2.forward_head 3 1 0
meth InceptionResnetV2.forward 2 0 0
attr InceptionResnetV2.num_classes 1 0 0
attr InceptionResnetV2.in_chans 1 0 0
attr InceptionResnetV2.num_features 1 0 0
attr InceptionResnetV2.head_hidden_size 1 0 0
attr InceptionResnetV2.conv2d_1a 1 0 0
attr InceptionResnetV2.conv2d_2a 1 0 0
attr InceptionResnetV2.conv2d_2b 1 0 0
attr InceptionResnetV2.feature_info 1 0 0
attr InceptionResnetV2.maxpool_3a 1 0 0
attr InceptionResnetV2.conv2d_3b 1 0 0
attr InceptionResnetV2.conv2d_4a 1 0 0
attr InceptionResnetV2.maxpool_5a 1 0 0
attr InceptionResnetV2.mixed_5b 1 0 0
attr InceptionResnetV2.repeat 1 0 0
attr InceptionResnetV2.mixed_6a 1 0 0
attr InceptionResnetV2.repeat_1 1 0 0
attr InceptionResnetV2.mixed_7a 1 0 0
attr InceptionResnetV2.repeat_2 1 0 0
attr InceptionResnetV2.block8 1 0 0
attr InceptionResnetV2.conv2d_7b 1 0 0

timm.models.inception_v3 (42 missing, 0 any)

Symbol Typable Typed Any
meth InceptionV3.init 11 8 0
meth InceptionV3.group_matcher 2 0 0
meth InceptionV3.set_grad_checkpointing 2 0 0
meth InceptionV3.reset_classifier 3 2 0
meth InceptionV3.forward_preaux 2 0 0
meth InceptionV3.forward_postaux 2 0 0
meth InceptionV3.forward_features 2 0 0
meth InceptionV3.forward_head 3 1 0
meth InceptionV3.forward 2 0 0
attr InceptionV3.num_classes 1 0 0
attr InceptionV3.in_chans 1 0 0
attr InceptionV3.Conv2d_1a_3x3 1 0 0
attr InceptionV3.Conv2d_2a_3x3 1 0 0
attr InceptionV3.Conv2d_2b_3x3 1 0 0
attr InceptionV3.Pool1 1 0 0
attr InceptionV3.Conv2d_3b_1x1 1 0 0
attr InceptionV3.Conv2d_4a_3x3 1 0 0
attr InceptionV3.Pool2 1 0 0
attr InceptionV3.Mixed_5b 1 0 0
attr InceptionV3.Mixed_5c 1 0 0
attr InceptionV3.Mixed_5d 1 0 0
attr InceptionV3.Mixed_6a 1 0 0
attr InceptionV3.Mixed_6b 1 0 0
attr InceptionV3.Mixed_6c 1 0 0
attr InceptionV3.Mixed_6d 1 0 0
attr InceptionV3.Mixed_6e 1 0 0
attr InceptionV3.Mixed_7a 1 0 0
attr InceptionV3.Mixed_7b 1 0 0
attr InceptionV3.Mixed_7c 1 0 0
attr InceptionV3.feature_info 1 0 0
attr InceptionV3.num_features 1 0 0
attr InceptionV3.head_hidden_size 1 0 0
attr InceptionV3.AuxLogits 1 0 0

timm.models.inception_v4 (20 missing, 0 any)

Symbol Typable Typed Any
meth InceptionV4.init 11 9 0
meth InceptionV4.group_matcher 2 0 0
meth InceptionV4.set_grad_checkpointing 2 0 0
meth InceptionV4.reset_classifier 3 2 0
meth InceptionV4.prune_intermediate_layers 4 3 0
meth InceptionV4.forward_features 2 0 0
meth InceptionV4.forward_head 3 1 0
meth InceptionV4.forward 2 0 0
attr InceptionV4.num_classes 1 0 0
attr InceptionV4.in_chans 1 0 0
attr InceptionV4.num_features 1 0 0
attr InceptionV4.head_hidden_size 1 0 0
attr InceptionV4.features 1 0 0
attr InceptionV4.feature_info 1 0 0

timm.models.levit (30 missing, 0 any)

Symbol Typable Typed Any
meth Levit.init 22 19 0
meth Levit.init_weights 2 1 0
meth Levit.no_weight_decay 1 0 0
meth Levit.group_matcher 2 0 0
meth Levit.set_grad_checkpointing 2 0 0
meth Levit.reset_classifier 3 2 0
meth Levit.prune_intermediate_layers 4 3 0
meth Levit.forward_features 2 0 0
meth Levit.forward_head 3 1 0
meth Levit.forward 2 0 0
attr Levit.use_conv 1 0 0
attr Levit.num_classes 1 0 0
attr Levit.in_chans 1 0 0
attr Levit.global_pool 1 0 0
attr Levit.num_features 1 0 0
attr Levit.head_hidden_size 1 0 0
attr Levit.embed_dim 1 0 0
attr Levit.drop_rate 1 0 0
attr Levit.grad_checkpointing 1 0 0
attr Levit.feature_info 1 0 0
attr Levit.stages 1 0 0
attr Levit.head 1 0 0
attr Levit.stem 1 0 0

timm.models.mambaout (125 missing, 0 any)

Symbol Typable Typed Any
func mambaout_base_plus_rw 3 0 0
func mambaout_small_rw 3 0 0
meth MambaOutStage.init 14 11 0
meth MambaOutStage.forward 2 0 0
attr MambaOutStage.grad_checkpointing 1 0 0
attr MambaOutStage.blocks 1 0 0
attr MambaOutStage.downsample 1 0 0
meth MambaOut.init 19 16 0
meth MambaOut._init_weights 2 0 0
meth MambaOut.group_matcher 2 0 0
meth MambaOut.set_grad_checkpointing 2 0 0
meth MambaOut.reset_classifier 3 2 0
meth MambaOut.prune_intermediate_layers 4 3 0
meth MambaOut.forward_features 2 0 0
meth MambaOut.forward_head 3 1 0
meth MambaOut.forward 2 0 0
attr MambaOut.num_classes 1 0 0
attr MambaOut.in_chans 1 0 0
attr MambaOut.drop_rate 1 0 0
attr MambaOut.output_fmt 1 0 0
attr MambaOut.num_stage 1 0 0
attr MambaOut.feature_info 1 0 0
attr MambaOut.stem 1 0 0
attr MambaOut.stages 1 0 0
attr MambaOut.num_features 1 0 0
attr MambaOut.head_hidden_size 1 0 0
attr MambaOut.head 1 0 0
attr default_cfgs 1 0 0
meth Downsample.init 6 3 0
meth Downsample.forward 2 0 0
attr Downsample.conv 1 0 0
attr Downsample.norm 1 0 0
meth MlpHead.init 11 8 0
meth MlpHead.reset 4 3 0
meth MlpHead.forward 3 1 0
attr MlpHead.pool_type 1 0 0
attr MlpHead.in_features 1 0 0
attr MlpHead.hidden_size 1 0 0
attr MlpHead.norm 1 0 0
attr MlpHead.fc 1 0 0
attr MlpHead.head_dropout 1 0 0
attr MlpHead.pre_logits 1 0 0
attr MlpHead.num_features 1 0 0
func mambaout_tiny 3 0 0
func mambaout_small 3 0 0
func mambaout_base 3 0 0
func mambaout_base_short_rw 3 0 0
func mambaout_base_tall_rw 3 0 0
func mambaout_femto 3 0 0
func checkpoint_filter_fn 3 0 0
meth Stem.init 8 5 0
meth Stem.forward 2 0 0
attr Stem.conv1 1 0 0
attr Stem.norm1 1 0 0
attr Stem.act 1 0 0
attr Stem.conv2 1 0 0
attr Stem.norm2 1 0 0
func test_mambaout 3 0 0
func mambaout_base_wide_rw 3 0 0
meth DownsampleNormFirst.init 6 3 0
meth DownsampleNormFirst.forward 2 0 0
attr DownsampleNormFirst.norm 1 0 0
attr DownsampleNormFirst.conv 1 0 0
meth GatedConvBlock.init 12 8 0
meth GatedConvBlock.forward 2 0 0
attr GatedConvBlock.norm 1 0 0
attr GatedConvBlock.fc1 1 0 0
attr GatedConvBlock.act 1 0 0
attr GatedConvBlock.split_indices 1 0 0
attr GatedConvBlock.conv 1 0 0
attr GatedConvBlock.fc2 1 0 0
attr GatedConvBlock.ls 1 0 0
attr GatedConvBlock.drop_path 1 0 0
func mambaout_kobe 3 0 0

timm.models.maxxvit (18 missing, 1 any)

Symbol Typable Typed Any
meth MaxxVitTransformerCfg.post_init 1 0 0
meth MaxxVitConvCfg.post_init 1 0 0
meth MaxxVit.init 11 8 1
attr MaxxVit.num_classes 1 0 0
attr MaxxVit.in_chans 1 0 0
attr MaxxVit.global_pool 1 0 0
attr MaxxVit.num_features 1 0 0
attr MaxxVit.embed_dim 1 0 0
attr MaxxVit.drop_rate 1 0 0
attr MaxxVit.grad_checkpointing 1 0 0
attr MaxxVit.feature_info 1 0 0
attr MaxxVit.stem 1 0 0
attr MaxxVit.stages 1 0 0
attr MaxxVit.norm 1 0 0
attr MaxxVit.head_hidden_size 1 0 0
attr MaxxVit.head 1 0 0

timm.models.metaformer (27 missing, 0 any)

Symbol Typable Typed Any
meth MetaFormer.init 21 17 0
meth MetaFormer._init_weights 2 0 0
meth MetaFormer.set_grad_checkpointing 2 0 0
meth MetaFormer.reset_classifier 5 2 0
meth MetaFormer.prune_intermediate_layers 4 3 0
meth MetaFormer.forward_head 3 2 0
meth MetaFormer.forward_features 2 1 0
meth MetaFormer.forward 2 1 0
attr MetaFormer.num_classes 1 0 0
attr MetaFormer.in_chans 1 0 0
attr MetaFormer.num_features 1 0 0
attr MetaFormer.drop_rate 1 0 0
attr MetaFormer.use_mlp_head 1 0 0
attr MetaFormer.num_stages 1 0 0
attr MetaFormer.grad_checkpointing 1 0 0
attr MetaFormer.feature_info 1 0 0
attr MetaFormer.stem 1 0 0
attr MetaFormer.stages 1 0 0
attr MetaFormer.head 1 0 0
attr MetaFormer.head_hidden_size 1 0 0

timm.models.mlp_mixer (22 missing, 0 any)

Symbol Typable Typed Any
meth MlpMixer.init 20 18 0
attr MlpMixer.num_classes 1 0 0
attr MlpMixer.in_chans 1 0 0
attr MlpMixer.global_pool 1 0 0
attr MlpMixer.num_features 1 0 0
attr MlpMixer.head_hidden_size 1 0 0
attr MlpMixer.embed_dim 1 0 0
attr MlpMixer.grad_checkpointing 1 0 0
attr MlpMixer.stem 1 0 0
attr MlpMixer.blocks 1 0 0
attr MlpMixer.feature_info 1 0 0
attr MlpMixer.norm 1 0 0
attr MlpMixer.head_drop 1 0 0
attr MlpMixer.head 1 0 0
meth MixerBlock.init 11 9 0
attr MixerBlock.norm1 1 0 0
attr MixerBlock.mlp_tokens 1 0 0
attr MixerBlock.drop_path 1 0 0
attr MixerBlock.norm2 1 0 0
attr MixerBlock.mlp_channels 1 0 0

timm.models.mobilenetv3 (32 missing, 0 any)

Symbol Typable Typed Any
meth MobileNetV3.init 22 19 0
attr MobileNetV3.num_classes 1 0 0
attr MobileNetV3.in_chans 1 0 0
attr MobileNetV3.drop_rate 1 0 0
attr MobileNetV3.grad_checkpointing 1 0 0
attr MobileNetV3.conv_stem 1 0 0
attr MobileNetV3.bn1 1 0 0
attr MobileNetV3.blocks 1 0 0
attr MobileNetV3.feature_info 1 0 0
attr MobileNetV3.stage_ends 1 0 0
attr MobileNetV3.num_features 1 0 0
attr MobileNetV3.head_hidden_size 1 0 0
attr MobileNetV3.global_pool 1 0 0
attr MobileNetV3.flatten 1 0 0
attr MobileNetV3.classifier 1 0 0
attr MobileNetV3.conv_head 1 0 0
attr MobileNetV3.norm_head 1 0 0
attr MobileNetV3.act2 1 0 0
meth MobileNetV3Features.init 20 17 0
attr MobileNetV3Features.in_chans 1 0 0
attr MobileNetV3Features.drop_rate 1 0 0
attr MobileNetV3Features.grad_checkpointing 1 0 0
attr MobileNetV3Features.conv_stem 1 0 0
attr MobileNetV3Features.bn1 1 0 0
attr MobileNetV3Features.act1 1 0 0
attr MobileNetV3Features.blocks 1 0 0
attr MobileNetV3Features.feature_info 1 0 0
attr MobileNetV3Features.feature_hooks 1 0 0

timm.models.mobilenetv5 (44 missing, 0 any)

Symbol Typable Typed Any
meth MobileNetV5Encoder.init 20 17 0
attr MobileNetV5Encoder.num_classes 1 0 0
attr MobileNetV5Encoder.in_chans 1 0 0
attr MobileNetV5Encoder.drop_rate 1 0 0
attr MobileNetV5Encoder.grad_checkpointing 1 0 0
attr MobileNetV5Encoder.conv_stem 1 0 0
attr MobileNetV5Encoder.blocks 1 0 0
attr MobileNetV5Encoder.feature_info 1 0 0
attr MobileNetV5Encoder.stage_ends 1 0 0
attr MobileNetV5Encoder.num_features 1 0 0
attr MobileNetV5Encoder.head_hidden_size 1 0 0
attr MobileNetV5Encoder.msfa_indices 1 0 0
attr MobileNetV5Encoder.msfa_in_chs 1 0 0
attr MobileNetV5Encoder.msfa_output_resolution 1 0 0
attr MobileNetV5Encoder.msfa 1 0 0
meth MobileNetV5.init 24 21 0
meth MobileNetV5.as_sequential 1 0 0
meth MobileNetV5.group_matcher 2 1 0
meth MobileNetV5.set_grad_checkpointing 2 1 0
meth MobileNetV5.reset_classifier 3 2 0
meth MobileNetV5.prune_intermediate_layers 5 4 0
attr MobileNetV5.num_classes 1 0 0
attr MobileNetV5.in_chans 1 0 0
attr MobileNetV5.drop_rate 1 0 0
attr MobileNetV5.grad_checkpointing 1 0 0
attr MobileNetV5.msfa_indices 1 0 0
attr MobileNetV5.msfa_output_resolution 1 0 0
attr MobileNetV5.conv_stem 1 0 0
attr MobileNetV5.blocks 1 0 0
attr MobileNetV5.feature_info 1 0 0
attr MobileNetV5.stage_ends 1 0 0
attr MobileNetV5.num_features 1 0 0
attr MobileNetV5.flatten 1 0 0
attr MobileNetV5.classifier 1 0 0
attr MobileNetV5.head_hidden_size 1 0 0
attr MobileNetV5.msfa_in_chs 1 0 0
attr MobileNetV5.msfa 1 0 0
attr MobileNetV5.global_pool 1 0 0
attr MobileNetV5.conv_head 1 0 0
attr MobileNetV5.norm_head 1 0 0

timm.models.mvitv2 (35 missing, 0 any)

Symbol Typable Typed Any
meth MultiScaleVit.init 10 7 0
meth MultiScaleVit._init_weights 2 0 0
meth MultiScaleVit.no_weight_decay 1 0 0
meth MultiScaleVit.group_matcher 2 0 0
meth MultiScaleVit.set_grad_checkpointing 2 0 0
meth MultiScaleVit.reset_classifier 3 2 0
meth MultiScaleVit.prune_intermediate_layers 4 3 0
meth MultiScaleVit.forward_features 2 0 0
meth MultiScaleVit.forward_head 3 1 0
meth MultiScaleVit.forward 2 0 0
attr MultiScaleVit.num_classes 1 0 0
attr MultiScaleVit.in_chans 1 0 0
attr MultiScaleVit.drop_rate 1 0 0
attr MultiScaleVit.global_pool 1 0 0
attr MultiScaleVit.depths 1 0 0
attr MultiScaleVit.expand_attn 1 0 0
attr MultiScaleVit.patch_embed 1 0 0
attr MultiScaleVit.stages 1 0 0
attr MultiScaleVit.feature_info 1 0 0
attr MultiScaleVit.num_features 1 0 0
attr MultiScaleVit.head_hidden_size 1 0 0
attr MultiScaleVit.norm 1 0 0
attr MultiScaleVit.head 1 0 0
attr MultiScaleVit.cls_token 1 0 0
attr MultiScaleVit.num_prefix_tokens 1 0 0
attr MultiScaleVit.pos_embed 1 0 0
meth MultiScaleVitCfg.post_init 1 0 0

timm.models.naflexvit (31 missing, 0 any)

Symbol Typable Typed Any
meth NaFlexVit.init 8 5 0
meth NaFlexVit._forward_embeds 5 1 0
attr NaFlexVit.num_classes 1 0 0
attr NaFlexVit.in_chans 1 0 0
attr NaFlexVit.global_pool 1 0 0
attr NaFlexVit.num_features 1 0 0
attr NaFlexVit.head_hidden_size 1 0 0
attr NaFlexVit.embed_dim 1 0 0
attr NaFlexVit.num_prefix_tokens 1 0 0
attr NaFlexVit.num_reg_tokens 1 0 0
attr NaFlexVit.has_class_token 1 0 0
attr NaFlexVit.pool_include_prefix 1 0 0
attr NaFlexVit.grad_checkpointing 1 0 0
attr NaFlexVit.embeds 1 0 0
attr NaFlexVit.norm_pre 1 0 0
attr NaFlexVit.rope_is_mixed 1 0 0
attr NaFlexVit.blocks 1 0 0
attr NaFlexVit.feature_info 1 0 0
attr NaFlexVit.norm 1 0 0
attr NaFlexVit.fc_norm 1 0 0
attr NaFlexVit.head_drop 1 0 0
attr NaFlexVit.head 1 0 0
attr NaFlexVit.weight_init_mode 1 0 0
attr NaFlexVit.fix_init 1 0 0
attr NaFlexVit.patch_drop 1 0 0
attr NaFlexVit.attn_pool 1 0 0

timm.models.nasnet (45 missing, 0 any)

Symbol Typable Typed Any
meth NASNetALarge.init 12 9 0
meth NASNetALarge.group_matcher 2 0 0
meth NASNetALarge.set_grad_checkpointing 2 0 0
meth NASNetALarge.reset_classifier 3 2 0
meth NASNetALarge.forward_features 2 0 0
meth NASNetALarge.forward_head 3 1 0
meth NASNetALarge.forward 2 0 0
attr NASNetALarge.num_classes 1 0 0
attr NASNetALarge.in_chans 1 0 0
attr NASNetALarge.stem_size 1 0 0
attr NASNetALarge.num_features 1 0 0
attr NASNetALarge.head_hidden_size 1 0 0
attr NASNetALarge.channel_multiplier 1 0 0
attr NASNetALarge.conv0 1 0 0
attr NASNetALarge.cell_stem_0 1 0 0
attr NASNetALarge.cell_stem_1 1 0 0
attr NASNetALarge.cell_0 1 0 0
attr NASNetALarge.cell_1 1 0 0
attr NASNetALarge.cell_2 1 0 0
attr NASNetALarge.cell_3 1 0 0
attr NASNetALarge.cell_4 1 0 0
attr NASNetALarge.cell_5 1 0 0
attr NASNetALarge.reduction_cell_0 1 0 0
attr NASNetALarge.cell_6 1 0 0
attr NASNetALarge.cell_7 1 0 0
attr NASNetALarge.cell_8 1 0 0
attr NASNetALarge.cell_9 1 0 0
attr NASNetALarge.cell_10 1 0 0
attr NASNetALarge.cell_11 1 0 0
attr NASNetALarge.reduction_cell_1 1 0 0
attr NASNetALarge.cell_12 1 0 0
attr NASNetALarge.cell_13 1 0 0
attr NASNetALarge.cell_14 1 0 0
attr NASNetALarge.cell_15 1 0 0
attr NASNetALarge.cell_16 1 0 0
attr NASNetALarge.cell_17 1 0 0
attr NASNetALarge.act 1 0 0
attr NASNetALarge.feature_info 1 0 0

timm.models.nest (36 missing, 0 any)

Symbol Typable Typed Any
meth Nest.init 22 19 0
meth Nest.init_weights 2 0 0
meth Nest.no_weight_decay 1 0 0
meth Nest.group_matcher 2 0 0
meth Nest.set_grad_checkpointing 2 0 0
meth Nest.reset_classifier 3 2 0
meth Nest.prune_intermediate_layers 4 3 0
meth Nest.forward_features 2 0 0
meth Nest.forward_head 3 1 0
meth Nest.forward 2 0 0
attr Nest.num_classes 1 0 0
attr Nest.in_chans 1 0 0
attr Nest.num_features 1 0 0
attr Nest.head_hidden_size 1 0 0
attr Nest.feature_info 1 0 0
attr Nest.drop_rate 1 0 0
attr Nest.num_levels 1 0 0
attr Nest.patch_size 1 0 0
attr Nest.num_blocks 1 0 0
attr Nest.block_size 1 0 0
attr Nest.patch_embed 1 0 0
attr Nest.num_patches 1 0 0
attr Nest.seq_length 1 0 0
attr Nest.levels 1 0 0
attr Nest.norm 1 0 0
attr Nest.global_pool 1 0 0
attr Nest.head_drop 1 0 0
attr Nest.head 1 0 0

timm.models.nextvit (29 missing, 0 any)

Symbol Typable Typed Any
meth NextViT.init 17 14 0
meth NextViT._initialize_weights 1 0 0
meth NextViT.group_matcher 2 0 0
meth NextViT.set_grad_checkpointing 2 0 0
meth NextViT.reset_classifier 3 2 0
meth NextViT.prune_intermediate_layers 4 3 0
meth NextViT.forward_features 2 0 0
meth NextViT.forward_head 3 1 0
meth NextViT.forward 2 0 0
attr NextViT.grad_checkpointing 1 0 0
attr NextViT.num_classes 1 0 0
attr NextViT.in_chans 1 0 0
attr NextViT.stage_out_chs 1 0 0
attr NextViT.feature_info 1 0 0
attr NextViT.stage_block_types 1 0 0
attr NextViT.stem 1 0 0
attr NextViT.num_features 1 0 0
attr NextViT.head_hidden_size 1 0 0
attr NextViT.stages 1 0 0
attr NextViT.norm 1 0 0
attr NextViT.head 1 0 0
attr NextViT.stage_out_idx 1 0 0

timm.models.nfnet (14 missing, 1 any)

Symbol Typable Typed Any
meth NormFreeNet.init 11 8 1
attr NormFreeNet.num_classes 1 0 0
attr NormFreeNet.in_chans 1 0 0
attr NormFreeNet.drop_rate 1 0 0
attr NormFreeNet.grad_checkpointing 1 0 0
attr NormFreeNet.feature_info 1 0 0
attr NormFreeNet.stages 1 0 0
attr NormFreeNet.final_act 1 0 0
attr NormFreeNet.head_hidden_size 1 0 0
attr NormFreeNet.head 1 0 0
attr NormFreeNet.num_features 1 0 0
attr NormFreeNet.final_conv 1 0 0

timm.models.pit (37 missing, 0 any)

Symbol Typable Typed Any
meth PoolingVisionTransformer.init 20 17 0
meth PoolingVisionTransformer._init_weights 2 0 0
meth PoolingVisionTransformer.no_weight_decay 1 0 0
meth PoolingVisionTransformer.set_distilled_training 2 0 0
meth PoolingVisionTransformer.set_grad_checkpointing 2 0 0
meth PoolingVisionTransformer.reset_classifier 3 2 0
meth PoolingVisionTransformer.prune_intermediate_layers 4 3 0
meth PoolingVisionTransformer.forward_features 2 0 0
meth PoolingVisionTransformer.forward_head 3 2 0
meth PoolingVisionTransformer.forward 2 0 0
attr PoolingVisionTransformer.base_dims 1 0 0
attr PoolingVisionTransformer.heads 1 0 0
attr PoolingVisionTransformer.num_classes 1 0 0
attr PoolingVisionTransformer.in_chans 1 0 0
attr PoolingVisionTransformer.global_pool 1 0 0
attr PoolingVisionTransformer.num_tokens 1 0 0
attr PoolingVisionTransformer.feature_info 1 0 0
attr PoolingVisionTransformer.patch_embed 1 0 0
attr PoolingVisionTransformer.pos_embed 1 0 0
attr PoolingVisionTransformer.cls_token 1 0 0
attr PoolingVisionTransformer.pos_drop 1 0 0
attr PoolingVisionTransformer.transformers 1 0 0
attr PoolingVisionTransformer.norm 1 0 0
attr PoolingVisionTransformer.num_features 1 0 0
attr PoolingVisionTransformer.head_hidden_size 1 0 0
attr PoolingVisionTransformer.embed_dim 1 0 0
attr PoolingVisionTransformer.head_drop 1 0 0
attr PoolingVisionTransformer.head 1 0 0
attr PoolingVisionTransformer.head_dist 1 0 0
attr PoolingVisionTransformer.distilled_training 1 0 0

timm.models.pnasnet (37 missing, 0 any)

Symbol Typable Typed Any
meth PNASNet5Large.init 9 6 0
meth PNASNet5Large.group_matcher 2 0 0
meth PNASNet5Large.set_grad_checkpointing 2 0 0
meth PNASNet5Large.reset_classifier 5 2 0
meth PNASNet5Large.forward_features 2 0 0
meth PNASNet5Large.forward_head 3 1 0
meth PNASNet5Large.forward 2 0 0
attr PNASNet5Large.num_classes 1 0 0
attr PNASNet5Large.in_chans 1 0 0
attr PNASNet5Large.num_features 1 0 0
attr PNASNet5Large.head_hidden_size 1 0 0
attr PNASNet5Large.conv_0 1 0 0
attr PNASNet5Large.cell_stem_0 1 0 0
attr PNASNet5Large.cell_stem_1 1 0 0
attr PNASNet5Large.cell_0 1 0 0
attr PNASNet5Large.cell_1 1 0 0
attr PNASNet5Large.cell_2 1 0 0
attr PNASNet5Large.cell_3 1 0 0
attr PNASNet5Large.cell_4 1 0 0
attr PNASNet5Large.cell_5 1 0 0
attr PNASNet5Large.cell_6 1 0 0
attr PNASNet5Large.cell_7 1 0 0
attr PNASNet5Large.cell_8 1 0 0
attr PNASNet5Large.cell_9 1 0 0
attr PNASNet5Large.cell_10 1 0 0
attr PNASNet5Large.cell_11 1 0 0
attr PNASNet5Large.act 1 0 0
attr PNASNet5Large.feature_info 1 0 0

timm.models.pvt_v2 (30 missing, 0 any)

Symbol Typable Typed Any
meth PyramidVisionTransformerV2.init 18 15 0
meth PyramidVisionTransformerV2._init_weights 2 0 0
meth PyramidVisionTransformerV2.freeze_patch_emb 1 0 0
meth PyramidVisionTransformerV2.no_weight_decay 1 0 0
meth PyramidVisionTransformerV2.group_matcher 2 0 0
meth PyramidVisionTransformerV2.set_grad_checkpointing 2 0 0
meth PyramidVisionTransformerV2.reset_classifier 3 2 0
meth PyramidVisionTransformerV2.prune_intermediate_layers 4 3 0
meth PyramidVisionTransformerV2.forward_features 2 0 0
meth PyramidVisionTransformerV2.forward_head 3 1 0
meth PyramidVisionTransformerV2.forward 2 0 0
attr PyramidVisionTransformerV2.num_classes 1 0 0
attr PyramidVisionTransformerV2.in_chans 1 0 0
attr PyramidVisionTransformerV2.global_pool 1 0 0
attr PyramidVisionTransformerV2.depths 1 0 0
attr PyramidVisionTransformerV2.feature_info 1 0 0
attr PyramidVisionTransformerV2.patch_embed 1 0 0
attr PyramidVisionTransformerV2.stages 1 0 0
attr PyramidVisionTransformerV2.num_features 1 0 0
attr PyramidVisionTransformerV2.head_hidden_size 1 0 0
attr PyramidVisionTransformerV2.head_drop 1 0 0
attr PyramidVisionTransformerV2.head 1 0 0

timm.models.rdnet (26 missing, 0 any)

Symbol Typable Typed Any
meth RDNet.init 24 21 0
meth RDNet.group_matcher 2 0 0
meth RDNet.set_grad_checkpointing 2 0 0
meth RDNet.reset_classifier 3 2 0
meth RDNet.prune_intermediate_layers 4 3 0
meth RDNet.forward_features 2 0 0
meth RDNet.forward_head 3 1 0
meth RDNet.forward 2 0 0
attr RDNet.num_classes 1 0 0
attr RDNet.in_chans 1 0 0
attr RDNet.drop_rate 1 0 0
attr RDNet.feature_info 1 0 0
attr RDNet.num_stages 1 0 0
attr RDNet.dense_stages 1 0 0
attr RDNet.num_features 1 0 0
attr RDNet.head_hidden_size 1 0 0
attr RDNet.stem 1 0 0
attr RDNet.norm_pre 1 0 0
attr RDNet.head 1 0 0

timm.models.regnet (13 missing, 0 any)

Symbol Typable Typed Any
meth RegNet.init 12 8 0
attr RegNet.num_classes 1 0 0
attr RegNet.in_chans 1 0 0
attr RegNet.drop_rate 1 0 0
attr RegNet.feature_info 1 0 0
attr RegNet.head_hidden_size 1 0 0
attr RegNet.head 1 0 0
attr RegNet.stem 1 0 0
attr RegNet.final_conv 1 0 0
attr RegNet.num_features 1 0 0

timm.models.repghost (34 missing, 0 any)

Symbol Typable Typed Any
meth RepGhostNet.init 11 8 0
meth RepGhostNet.group_matcher 2 0 0
meth RepGhostNet.set_grad_checkpointing 2 0 0
meth RepGhostNet.reset_classifier 3 2 0
meth RepGhostNet.prune_intermediate_layers 4 3 0
meth RepGhostNet.forward_features 2 0 0
meth RepGhostNet.forward_head 3 1 0
meth RepGhostNet.forward 2 0 0
meth RepGhostNet.convert_to_deploy 1 0 0
attr RepGhostNet.cfgs 1 0 0
attr RepGhostNet.num_classes 1 0 0
attr RepGhostNet.in_chans 1 0 0
attr RepGhostNet.drop_rate 1 0 0
attr RepGhostNet.grad_checkpointing 1 0 0
attr RepGhostNet.feature_info 1 0 0
attr RepGhostNet.conv_stem 1 0 0
attr RepGhostNet.bn1 1 0 0
attr RepGhostNet.act1 1 0 0
attr RepGhostNet.pool_dim 1 0 0
attr RepGhostNet.blocks 1 0 0
attr RepGhostNet.num_features 1 0 0
attr RepGhostNet.head_hidden_size 1 0 0
attr RepGhostNet.global_pool 1 0 0
attr RepGhostNet.conv_head 1 0 0
attr RepGhostNet.act2 1 0 0
attr RepGhostNet.flatten 1 0 0
attr RepGhostNet.classifier 1 0 0

timm.models.repvit (32 missing, 0 any)

Symbol Typable Typed Any
meth RepVit.init 15 12 0
meth RepVit.group_matcher 2 0 0
meth RepVit.set_grad_checkpointing 2 0 0
meth RepVit.reset_classifier 6 3 0
meth RepVit.set_distilled_training 2 0 0
meth RepVit.prune_intermediate_layers 4 3 0
meth RepVit.forward_features 2 0 0
meth RepVit.forward_head 3 1 0
meth RepVit.forward 2 0 0
meth RepVit.fuse 1 0 0
attr RepVit.grad_checkpointing 1 0 0
attr RepVit.global_pool 1 0 0
attr RepVit.embed_dim 1 0 0
attr RepVit.num_classes 1 0 0
attr RepVit.in_chans 1 0 0
attr RepVit.stem 1 0 0
attr RepVit.feature_info 1 0 0
attr RepVit.stages 1 0 0
attr RepVit.num_features 1 0 0
attr RepVit.head_hidden_size 1 0 0
attr RepVit.head_drop 1 0 0
attr RepVit.head 1 0 0

timm.models.resnest (38 missing, 0 any)

Symbol Typable Typed Any
func resnest14d 3 1 0
func resnest50d 3 1 0
func resnest200e 3 1 0
meth ResNestBottleneck.init 22 19 0
meth ResNestBottleneck.zero_init_last 1 0 0
meth ResNestBottleneck.forward 2 0 0
attr ResNestBottleneck.radix 1 0 0
attr ResNestBottleneck.conv1 1 0 0
attr ResNestBottleneck.bn1 1 0 0
attr ResNestBottleneck.act1 1 0 0
attr ResNestBottleneck.avd_first 1 0 0
attr ResNestBottleneck.avd_last 1 0 0
attr ResNestBottleneck.conv3 1 0 0
attr ResNestBottleneck.bn3 1 0 0
attr ResNestBottleneck.act3 1 0 0
attr ResNestBottleneck.downsample 1 0 0
attr ResNestBottleneck.drop_path 1 0 0
attr ResNestBottleneck.conv2 1 0 0
attr ResNestBottleneck.bn2 1 0 0
attr ResNestBottleneck.drop_block 1 0 0
attr ResNestBottleneck.act2 1 0 0
func resnest269e 3 1 0
func resnest50d_1s4x24d 3 1 0
func resnest26d 3 1 0
func resnest101e 3 1 0
func resnest50d_4s2x40d 3 1 0
attr default_cfgs 1 0 0

timm.models.resnet (47 missing, 0 any)

Symbol Typable Typed Any
meth ResNet.init 26 23 0
attr ResNet.num_classes 1 0 0
attr ResNet.in_chans 1 0 0
attr ResNet.drop_rate 1 0 0
attr ResNet.grad_checkpointing 1 0 0
attr ResNet.bn1 1 0 0
attr ResNet.act1 1 0 0
attr ResNet.feature_info 1 0 0
attr ResNet.num_features 1 0 0
attr ResNet.head_hidden_size 1 0 0
attr ResNet.conv1 1 0 0
attr ResNet.maxpool 1 0 0
meth Bottleneck.init 18 16 0
attr Bottleneck.conv1 1 0 0
attr Bottleneck.bn1 1 0 0
attr Bottleneck.act1 1 0 0
attr Bottleneck.conv2 1 0 0
attr Bottleneck.bn2 1 0 0
attr Bottleneck.drop_block 1 0 0
attr Bottleneck.act2 1 0 0
attr Bottleneck.aa 1 0 0
attr Bottleneck.conv3 1 0 0
attr Bottleneck.bn3 1 0 0
attr Bottleneck.se 1 0 0
attr Bottleneck.act3 1 0 0
attr Bottleneck.downsample 1 0 0
attr Bottleneck.stride 1 0 0
attr Bottleneck.dilation 1 0 0
attr Bottleneck.drop_path 1 0 0
meth BasicBlock.init 18 16 0
attr BasicBlock.conv1 1 0 0
attr BasicBlock.bn1 1 0 0
attr BasicBlock.drop_block 1 0 0
attr BasicBlock.act1 1 0 0
attr BasicBlock.aa 1 0 0
attr BasicBlock.conv2 1 0 0
attr BasicBlock.bn2 1 0 0
attr BasicBlock.se 1 0 0
attr BasicBlock.act2 1 0 0
attr BasicBlock.downsample 1 0 0
attr BasicBlock.stride 1 0 0
attr BasicBlock.dilation 1 0 0
attr BasicBlock.drop_path 1 0 0

timm.models.resnetv2 (14 missing, 0 any)

Symbol Typable Typed Any
meth ResNetV2.init 22 19 0
meth ResNetV2.prune_intermediate_layers 4 3 0
attr ResNetV2.num_classes 1 0 0
attr ResNetV2.in_chans 1 0 0
attr ResNetV2.drop_rate 1 0 0
attr ResNetV2.feature_info 1 0 0
attr ResNetV2.stem 1 0 0
attr ResNetV2.stages 1 0 0
attr ResNetV2.num_features 1 0 0
attr ResNetV2.head_hidden_size 1 0 0
attr ResNetV2.norm 1 0 0
attr ResNetV2.head 1 0 0

timm.models.rexnet (14 missing, 0 any)

Symbol Typable Typed Any
meth RexNet.init 17 14 0
meth RexNet.reset_classifier 5 3 0
attr RexNet.num_classes 1 0 0
attr RexNet.in_chans 1 0 0
attr RexNet.drop_rate 1 0 0
attr RexNet.grad_checkpointing 1 0 0
attr RexNet.stem 1 0 0
attr RexNet.num_features 1 0 0
attr RexNet.head_hidden_size 1 0 0
attr RexNet.features 1 0 0
attr RexNet.head 1 0 0

timm.models.selecsls (24 missing, 0 any)

Symbol Typable Typed Any
meth SelecSls.init 8 4 0
meth SelecSls.group_matcher 2 0 0
meth SelecSls.set_grad_checkpointing 2 0 0
meth SelecSls.reset_classifier 3 2 0
meth SelecSls.forward_features 2 0 0
meth SelecSls.forward_head 3 1 0
meth SelecSls.forward 2 0 0
attr SelecSls.num_classes 1 0 0
attr SelecSls.in_chans 1 0 0
attr SelecSls.stem 1 0 0
attr SelecSls.features 1 0 0
attr SelecSls.from_seq 1 0 0
attr SelecSls.head 1 0 0
attr SelecSls.num_features 1 0 0
attr SelecSls.head_hidden_size 1 0 0
attr SelecSls.feature_info 1 0 0

timm.models.senet (38 missing, 0 any)

Symbol Typable Typed Any
meth SENet.init 15 12 0
meth SENet._make_layer 11 0 0
meth SENet.group_matcher 2 0 0
meth SENet.set_grad_checkpointing 2 0 0
meth SENet.reset_classifier 3 2 0
meth SENet.forward_features 2 0 0
meth SENet.forward_head 3 1 0
meth SENet.forward 2 0 0
attr SENet.inplanes 1 0 0
attr SENet.num_classes 1 0 0
attr SENet.in_chans 1 0 0
attr SENet.drop_rate 1 0 0
attr SENet.layer0 1 0 0
attr SENet.pool0 1 0 0
attr SENet.feature_info 1 0 0
attr SENet.layer1 1 0 0
attr SENet.layer2 1 0 0
attr SENet.layer3 1 0 0
attr SENet.layer4 1 0 0
attr SENet.num_features 1 0 0
attr SENet.head_hidden_size 1 0 0

timm.models.sequencer (28 missing, 0 any)

Symbol Typable Typed Any
meth Sequencer2d.init 25 22 0
meth Sequencer2d.init_weights 2 0 0
meth Sequencer2d.group_matcher 2 0 0
meth Sequencer2d.set_grad_checkpointing 2 0 0
meth Sequencer2d.reset_classifier 3 2 0
meth Sequencer2d.forward_features 2 0 0
meth Sequencer2d.forward_head 3 1 0
meth Sequencer2d.forward 2 0 0
attr Sequencer2d.num_classes 1 0 0
attr Sequencer2d.in_chans 1 0 0
attr Sequencer2d.global_pool 1 0 0
attr Sequencer2d.num_features 1 0 0
attr Sequencer2d.head_hidden_size 1 0 0
attr Sequencer2d.feature_dim 1 0 0
attr Sequencer2d.output_fmt 1 0 0
attr Sequencer2d.feature_info 1 0 0
attr Sequencer2d.stem 1 0 0
attr Sequencer2d.stages 1 0 0
attr Sequencer2d.norm 1 0 0
attr Sequencer2d.head 1 0 0

timm.models.shvit (19 missing, 0 any)

Symbol Typable Typed Any
meth SHViT.init 14 11 0
meth SHViT.set_grad_checkpointing 2 0 0
meth SHViT.reset_classifier 3 2 0
meth SHViT.prune_intermediate_layers 4 3 0
meth SHViT.fuse 1 0 0
attr SHViT.num_classes 1 0 0
attr SHViT.in_chans 1 0 0
attr SHViT.drop_rate 1 0 0
attr SHViT.feature_info 1 0 0
attr SHViT.patch_embed 1 0 0
attr SHViT.stages 1 0 0
attr SHViT.num_features 1 0 0
attr SHViT.head_hidden_size 1 0 0
attr SHViT.global_pool 1 0 0
attr SHViT.flatten 1 0 0
attr SHViT.head 1 0 0

timm.models.sknet (36 missing, 0 any)

Symbol Typable Typed Any
func skresnet18 3 1 0
func skresnet50 3 1 0
meth SelectiveKernelBottleneck.init 19 16 0
meth SelectiveKernelBottleneck.zero_init_last 1 0 0
meth SelectiveKernelBottleneck.forward 2 0 0
attr SelectiveKernelBottleneck.conv1 1 0 0
attr SelectiveKernelBottleneck.conv2 1 0 0
attr SelectiveKernelBottleneck.conv3 1 0 0
attr SelectiveKernelBottleneck.se 1 0 0
attr SelectiveKernelBottleneck.act 1 0 0
attr SelectiveKernelBottleneck.downsample 1 0 0
attr SelectiveKernelBottleneck.drop_path 1 0 0
func skresnet34 3 1 0
meth SelectiveKernelBasic.init 19 16 0
meth SelectiveKernelBasic.zero_init_last 1 0 0
meth SelectiveKernelBasic.forward 2 0 0
attr SelectiveKernelBasic.conv1 1 0 0
attr SelectiveKernelBasic.conv2 1 0 0
attr SelectiveKernelBasic.se 1 0 0
attr SelectiveKernelBasic.act 1 0 0
attr SelectiveKernelBasic.downsample 1 0 0
attr SelectiveKernelBasic.drop_path 1 0 0
func skresnext50_32x4d 3 1 0
attr default_cfgs 1 0 0
func skresnet50d 3 1 0

timm.models.starnet (22 missing, 0 any)

Symbol Typable Typed Any
meth StarNet.init 14 10 0
meth StarNet._init_weights 2 0 0
meth StarNet.set_grad_checkpointing 2 1 0
meth StarNet.reset_classifier 3 2 0
meth StarNet.prune_intermediate_layers 4 3 0
attr StarNet.num_classes 1 0 0
attr StarNet.in_chans 1 0 0
attr StarNet.drop_rate 1 0 0
attr StarNet.grad_checkpointing 1 0 0
attr StarNet.feature_info 1 0 0
attr StarNet.stem 1 0 0
attr StarNet.stages 1 0 0
attr StarNet.num_features 1 0 0
attr StarNet.head_hidden_size 1 0 0
attr StarNet.norm 1 0 0
attr StarNet.global_pool 1 0 0
attr StarNet.flatten 1 0 0
attr StarNet.head 1 0 0

timm.models.swiftformer (24 missing, 0 any)

Symbol Typable Typed Any
meth SwiftFormer.init 20 16 0
meth SwiftFormer._initialize_weights 1 0 0
meth SwiftFormer.set_grad_checkpointing 2 1 0
meth SwiftFormer.reset_classifier 3 2 0
meth SwiftFormer.set_distilled_training 2 1 0
meth SwiftFormer.prune_intermediate_layers 4 3 0
meth SwiftFormer.forward_head 3 2 0
meth SwiftFormer.forward 2 1 0
attr SwiftFormer.num_classes 1 0 0
attr SwiftFormer.in_chans 1 0 0
attr SwiftFormer.global_pool 1 0 0
attr SwiftFormer.feature_info 1 0 0
attr SwiftFormer.stem 1 0 0
attr SwiftFormer.stages 1 0 0
attr SwiftFormer.num_features 1 0 0
attr SwiftFormer.head_hidden_size 1 0 0
attr SwiftFormer.norm 1 0 0
attr SwiftFormer.head_drop 1 0 0
attr SwiftFormer.head 1 0 0
attr SwiftFormer.head_dist 1 0 0
attr SwiftFormer.distilled_training 1 0 0

timm.models.swin_transformer (18 missing, 0 any)

Symbol Typable Typed Any
meth SwinTransformer.init 25 21 0
attr SwinTransformer.num_classes 1 0 0
attr SwinTransformer.in_chans 1 0 0
attr SwinTransformer.global_pool 1 0 0
attr SwinTransformer.output_fmt 1 0 0
attr SwinTransformer.num_layers 1 0 0
attr SwinTransformer.embed_dim 1 0 0
attr SwinTransformer.num_features 1 0 0
attr SwinTransformer.head_hidden_size 1 0 0
attr SwinTransformer.feature_info 1 0 0
attr SwinTransformer.patch_embed 1 0 0
attr SwinTransformer.layers 1 0 0
attr SwinTransformer.norm 1 0 0
attr SwinTransformer.head 1 0 0
attr SwinTransformer.weight_init_mode 1 0 0

timm.models.swin_transformer_v2 (19 missing, 0 any)

Symbol Typable Typed Any
meth SwinTransformerV2.init 24 20 0
meth SwinTransformerV2.set_input_size 6 5 0
meth SwinTransformerV2.prune_intermediate_layers 4 3 0
attr SwinTransformerV2.num_classes 1 0 0
attr SwinTransformerV2.in_chans 1 0 0
attr SwinTransformerV2.global_pool 1 0 0
attr SwinTransformerV2.output_fmt 1 0 0
attr SwinTransformerV2.num_layers 1 0 0
attr SwinTransformerV2.embed_dim 1 0 0
attr SwinTransformerV2.num_features 1 0 0
attr SwinTransformerV2.head_hidden_size 1 0 0
attr SwinTransformerV2.feature_info 1 0 0
attr SwinTransformerV2.patch_embed 1 0 0
attr SwinTransformerV2.layers 1 0 0
attr SwinTransformerV2.norm 1 0 0
attr SwinTransformerV2.head 1 0 0

timm.models.swin_transformer_v2_cr (17 missing, 1 any)

Symbol Typable Typed Any
meth SwinTransformerV2Cr.init 27 25 1
meth SwinTransformerV2Cr.group_matcher 2 0 0
meth SwinTransformerV2Cr.set_grad_checkpointing 2 0 0
meth SwinTransformerV2Cr.prune_intermediate_layers 4 3 0
meth SwinTransformerV2Cr.forward_head 3 1 0
attr SwinTransformerV2Cr.num_features 1 0 0
attr SwinTransformerV2Cr.head_hidden_size 1 0 0
attr SwinTransformerV2Cr.feature_info 1 0 0
attr SwinTransformerV2Cr.patch_embed 1 0 0
attr SwinTransformerV2Cr.stages 1 0 0
attr SwinTransformerV2Cr.head 1 0 0
attr SwinTransformerV2Cr.weight_init_mode 1 0 0
attr SwinTransformerV2Cr.window_size 1 0 0

timm.models.tiny_vit (31 missing, 0 any)

Symbol Typable Typed Any
meth TinyVit.init 17 14 0
meth TinyVit.init_weights 2 1 0
meth TinyVit._init_weights 3 2 0
meth TinyVit.no_weight_decay_keywords 1 0 0
meth TinyVit.no_weight_decay 1 0 0
meth TinyVit.group_matcher 2 0 0
meth TinyVit.set_grad_checkpointing 2 0 0
meth TinyVit.reset_classifier 3 2 0
meth TinyVit.prune_intermediate_layers 4 3 0
meth TinyVit.forward_features 2 0 0
meth TinyVit.forward_head 3 1 0
meth TinyVit.forward 2 0 0
attr TinyVit.num_classes 1 0 0
attr TinyVit.in_chans 1 0 0
attr TinyVit.depths 1 0 0
attr TinyVit.num_stages 1 0 0
attr TinyVit.mlp_ratio 1 0 0
attr TinyVit.grad_checkpointing 1 0 0
attr TinyVit.patch_embed 1 0 0
attr TinyVit.stages 1 0 0
attr TinyVit.feature_info 1 0 0
attr TinyVit.num_features 1 0 0
attr TinyVit.head_hidden_size 1 0 0
attr TinyVit.head 1 0 0

timm.models.tnt (40 missing, 0 any)

Symbol Typable Typed Any
meth TNT.init 23 20 0
meth TNT._init_weights 2 0 0
meth TNT.no_weight_decay 1 0 0
meth TNT.group_matcher 2 0 0
meth TNT.set_grad_checkpointing 2 0 0
meth TNT.reset_classifier 3 2 0
meth TNT.prune_intermediate_layers 4 3 0
meth TNT.forward_features 2 0 0
meth TNT.forward_head 3 1 0
meth TNT.forward 2 0 0
attr TNT.num_classes 1 0 0
attr TNT.in_chans 1 0 0
attr TNT.global_pool 1 0 0
attr TNT.num_features 1 0 0
attr TNT.head_hidden_size 1 0 0
attr TNT.embed_dim 1 0 0
attr TNT.num_prefix_tokens 1 0 0
attr TNT.grad_checkpointing 1 0 0
attr TNT.pixel_embed 1 0 0
attr TNT.num_patches 1 0 0
attr TNT.norm1_proj 1 0 0
attr TNT.proj 1 0 0
attr TNT.norm2_proj 1 0 0
attr TNT.cls_token 1 0 0
attr TNT.patch_pos 1 0 0
attr TNT.pixel_pos 1 0 0
attr TNT.pos_drop 1 0 0
attr TNT.blocks 1 0 0
attr TNT.feature_info 1 0 0
attr TNT.norm 1 0 0
attr TNT.head_drop 1 0 0
attr TNT.head 1 0 0

timm.models.tresnet (35 missing, 0 any)

Symbol Typable Typed Any
meth TResNet.init 11 9 0
meth TResNet._make_layer 10 0 0
meth TResNet.group_matcher 2 0 0
meth TResNet.set_grad_checkpointing 2 0 0
meth TResNet.reset_classifier 3 2 0
meth TResNet.prune_intermediate_layers 4 3 0
meth TResNet.forward_features 2 0 0
meth TResNet.forward_head 3 1 0
meth TResNet.forward 2 0 0
attr TResNet.num_classes 1 0 0
attr TResNet.in_chans 1 0 0
attr TResNet.drop_rate 1 0 0
attr TResNet.grad_checkpointing 1 0 0
attr TResNet.inplanes 1 0 0
attr TResNet.planes 1 0 0
attr TResNet.body 1 0 0
attr TResNet.feature_info 1 0 0
attr TResNet.num_features 1 0 0
attr TResNet.head_hidden_size 1 0 0
attr TResNet.head 1 0 0

timm.models.twins (34 missing, 1 any)

Symbol Typable Typed Any
meth Twins.init 21 18 1
meth Twins.no_weight_decay 1 0 0
meth Twins.group_matcher 2 0 0
meth Twins.set_grad_checkpointing 2 0 0
meth Twins.reset_classifier 3 2 0
meth Twins._init_weights 2 0 0
meth Twins.prune_intermediate_layers 4 3 0
meth Twins.forward_features 2 0 0
meth Twins.forward_head 3 1 0
meth Twins.forward 2 0 0
attr Twins.num_classes 1 0 0
attr Twins.in_chans 1 0 0
attr Twins.global_pool 1 0 0
attr Twins.depths 1 0 0
attr Twins.embed_dims 1 0 0
attr Twins.num_features 1 0 0
attr Twins.head_hidden_size 1 0 0
attr Twins.grad_checkpointing 1 0 0
attr Twins.patch_embeds 1 0 0
attr Twins.pos_drops 1 0 0
attr Twins.blocks 1 0 0
attr Twins.feature_info 1 0 0
attr Twins.pos_block 1 0 0
attr Twins.norm 1 0 0
attr Twins.head_drop 1 0 0
attr Twins.head 1 0 0

timm.models.vgg (13 missing, 0 any)

Symbol Typable Typed Any
meth VGG.init 13 11 0
attr VGG.num_classes 1 0 0
attr VGG.in_chans 1 0 0
attr VGG.drop_rate 1 0 0
attr VGG.grad_checkpointing 1 0 0
attr VGG.use_norm 1 0 0
attr VGG.feature_info 1 0 0
attr VGG.features 1 0 0
attr VGG.num_features 1 0 0
attr VGG.head_hidden_size 1 0 0
attr VGG.pre_logits 1 0 0
attr VGG.head 1 0 0

timm.models.visformer (45 missing, 0 any)

Symbol Typable Typed Any
meth Visformer.init 26 23 0
meth Visformer._init_weights 2 0 0
meth Visformer.group_matcher 2 0 0
meth Visformer.set_grad_checkpointing 2 0 0
meth Visformer.reset_classifier 3 2 0
meth Visformer.forward_features 2 0 0
meth Visformer.forward_head 3 1 0
meth Visformer.forward 2 0 0
attr Visformer.num_classes 1 0 0
attr Visformer.in_chans 1 0 0
attr Visformer.embed_dim 1 0 0
attr Visformer.init_channels 1 0 0
attr Visformer.img_size 1 0 0
attr Visformer.vit_stem 1 0 0
attr Visformer.conv_init 1 0 0
attr Visformer.use_pos_embed 1 0 0
attr Visformer.grad_checkpointing 1 0 0
attr Visformer.stage1 1 0 0
attr Visformer.stage2 1 0 0
attr Visformer.stage3 1 0 0
attr Visformer.num_features 1 0 0
attr Visformer.head_hidden_size 1 0 0
attr Visformer.norm 1 0 0
attr Visformer.global_pool 1 0 0
attr Visformer.head_drop 1 0 0
attr Visformer.head 1 0 0
attr Visformer.stem 1 0 0
attr Visformer.patch_embed1 1 0 0
attr Visformer.pos_drop 1 0 0
attr Visformer.patch_embed2 1 0 0
attr Visformer.patch_embed3 1 0 0
attr Visformer.stage_num1 1 0 0
attr Visformer.stage_num3 1 0 0
attr Visformer.stage_num2 1 0 0
attr Visformer.pos_embed1 1 0 0
attr Visformer.pos_embed2 1 0 0
attr Visformer.pos_embed3 1 0 0

timm.models.vision_transformer (30 missing, 0 any)

Symbol Typable Typed Any
meth VisionTransformer.init 43 41 0
attr VisionTransformer.num_classes 1 0 0
attr VisionTransformer.in_chans 1 0 0
attr VisionTransformer.global_pool 1 0 0
attr VisionTransformer.num_features 1 0 0
attr VisionTransformer.head_hidden_size 1 0 0
attr VisionTransformer.embed_dim 1 0 0
attr VisionTransformer.num_prefix_tokens 1 0 0
attr VisionTransformer.num_reg_tokens 1 0 0
attr VisionTransformer.has_class_token 1 0 0
attr VisionTransformer.no_embed_class 1 0 0
attr VisionTransformer.pool_include_prefix 1 0 0
attr VisionTransformer.grad_checkpointing 1 0 0
attr VisionTransformer.patch_embed 1 0 0
attr VisionTransformer.cls_token 1 0 0
attr VisionTransformer.reg_token 1 0 0
attr VisionTransformer.pos_drop 1 0 0
attr VisionTransformer.norm_pre 1 0 0
attr VisionTransformer.blocks 1 0 0
attr VisionTransformer.feature_info 1 0 0
attr VisionTransformer.norm 1 0 0
attr VisionTransformer.fc_norm 1 0 0
attr VisionTransformer.head_drop 1 0 0
attr VisionTransformer.head 1 0 0
attr VisionTransformer.weight_init_mode 1 0 0
attr VisionTransformer.fix_init 1 0 0
attr VisionTransformer.pos_embed 1 0 0
attr VisionTransformer.patch_drop 1 0 0
attr VisionTransformer.attn_pool 1 0 0

timm.models.vision_transformer_hybrid (32 missing, 0 any)

Symbol Typable Typed Any
func vit_large_r50_s32_384 3 1 0
func vit_base_mci_224 3 1 0
func vit_base_r50_s16_224 3 1 0
func vit_base_resnet26d_224 3 1 0
func vit_base_r50_s16_384 3 1 0
func vit_small_resnet26d_224 3 1 0
func vit_small_r26_s32_224 3 1 0
meth ConvStem.init 11 8 0
func vit_tiny_r_s16_p8_224 3 1 0
func vit_large_r50_s32_224 3 1 0
func vit_small_resnet50d_s16_224 3 1 0
func vit_base_resnet50d_224 3 1 0
func vit_small_r26_s32_384 3 1 0
func vit_tiny_r_s16_p8_384 3 1 0
attr default_cfgs 1 0 0
func vit_base_r26_s32_224 3 1 0

timm.models.vision_transformer_relpos (37 missing, 0 any)

Symbol Typable Typed Any
meth VisionTransformerRelPos.init 30 27 0
meth VisionTransformerRelPos.no_weight_decay 1 0 0
meth VisionTransformerRelPos.group_matcher 2 0 0
meth VisionTransformerRelPos.set_grad_checkpointing 2 0 0
meth VisionTransformerRelPos.reset_classifier 5 2 0
meth VisionTransformerRelPos.prune_intermediate_layers 4 3 0
meth VisionTransformerRelPos.forward_features 2 0 0
meth VisionTransformerRelPos.forward_head 3 1 0
meth VisionTransformerRelPos.forward 2 0 0
attr VisionTransformerRelPos.num_classes 1 0 0
attr VisionTransformerRelPos.in_chans 1 0 0
attr VisionTransformerRelPos.global_pool 1 0 0
attr VisionTransformerRelPos.num_features 1 0 0
attr VisionTransformerRelPos.head_hidden_size 1 0 0
attr VisionTransformerRelPos.embed_dim 1 0 0
attr VisionTransformerRelPos.num_prefix_tokens 1 0 0
attr VisionTransformerRelPos.grad_checkpointing 1 0 0
attr VisionTransformerRelPos.patch_embed 1 0 0
attr VisionTransformerRelPos.shared_rel_pos 1 0 0
attr VisionTransformerRelPos.cls_token 1 0 0
attr VisionTransformerRelPos.blocks 1 0 0
attr VisionTransformerRelPos.feature_info 1 0 0
attr VisionTransformerRelPos.norm 1 0 0
attr VisionTransformerRelPos.fc_norm 1 0 0
attr VisionTransformerRelPos.head_drop 1 0 0
attr VisionTransformerRelPos.head 1 0 0
attr VisionTransformerRelPos.weight_init_mode 1 0 0
attr VisionTransformerRelPos.fix_init 1 0 0

timm.models.vision_transformer_sam (34 missing, 0 any)

Symbol Typable Typed Any
meth VisionTransformerSAM.init 36 33 0
meth VisionTransformerSAM.no_weight_decay 1 0 0
meth VisionTransformerSAM.group_matcher 2 0 0
meth VisionTransformerSAM.set_grad_checkpointing 2 0 0
meth VisionTransformerSAM.reset_classifier 3 2 0
meth VisionTransformerSAM.prune_intermediate_layers 4 3 0
meth VisionTransformerSAM.forward_features 2 0 0
meth VisionTransformerSAM.forward_head 3 1 0
meth VisionTransformerSAM.forward 2 0 0
attr VisionTransformerSAM.num_classes 1 0 0
attr VisionTransformerSAM.in_chans 1 0 0
attr VisionTransformerSAM.global_pool 1 0 0
attr VisionTransformerSAM.num_features 1 0 0
attr VisionTransformerSAM.head_hidden_size 1 0 0
attr VisionTransformerSAM.embed_dim 1 0 0
attr VisionTransformerSAM.grad_checkpointing 1 0 0
attr VisionTransformerSAM.patch_embed 1 0 0
attr VisionTransformerSAM.pos_drop 1 0 0
attr VisionTransformerSAM.norm_pre 1 0 0
attr VisionTransformerSAM.blocks 1 0 0
attr VisionTransformerSAM.feature_info 1 0 0
attr VisionTransformerSAM.pos_embed 1 0 0
attr VisionTransformerSAM.patch_drop 1 0 0
attr VisionTransformerSAM.rope_global 1 0 0
attr VisionTransformerSAM.rope_window 1 0 0
attr VisionTransformerSAM.neck 1 0 0
attr VisionTransformerSAM.head 1 0 0

timm.models.vitamin (86 missing, 0 any)

Symbol Typable Typed Any
func vitamin_xlarge_336 3 1 0
meth MbConvLNBlock.init 12 9 0
meth MbConvLNBlock.init_weights 2 0 0
meth MbConvLNBlock.forward 2 0 0
attr MbConvLNBlock.pre_norm 1 0 0
attr MbConvLNBlock.down 1 0 0
attr MbConvLNBlock.conv1_1x1 1 0 0
attr MbConvLNBlock.act1 1 0 0
attr MbConvLNBlock.conv2_kxk 1 0 0
attr MbConvLNBlock.act2 1 0 0
attr MbConvLNBlock.conv3_1x1 1 0 0
attr MbConvLNBlock.drop_path 1 0 0
attr MbConvLNBlock.shortcut 1 0 0
meth GeGluMlp.init 9 6 0
meth GeGluMlp.forward 2 0 0
attr GeGluMlp.norm 1 0 0
attr GeGluMlp.w0 1 0 0
attr GeGluMlp.act 1 0 0
attr GeGluMlp.w1 1 0 0
attr GeGluMlp.w2 1 0 0
func vitamin_small_224 3 1 0
func vitamin_large2_256 3 1 0
func vitamin_base_224 3 1 0
attr default_cfgs 1 0 0
func vitamin_large_256 3 1 0
func vitamin_large2_384 3 1 0
func vitamin_xlarge_384 3 1 0
meth MbConvStages.init 6 3 0
meth MbConvStages.forward 2 0 0
attr MbConvStages.grad_checkpointing 1 0 0
attr MbConvStages.stem 1 0 0
attr MbConvStages.num_stages 1 0 0
attr MbConvStages.stages 1 0 0
attr MbConvStages.pool 1 0 0
func vitamin_large_336 3 1 0
func vitamin_large2_336 3 1 0
func vitamin_large_384 3 1 0
func vitamin_xlarge_256 3 1 0
meth Downsample2d.init 7 4 0
meth Downsample2d.forward 2 0 0
attr Downsample2d.pool 1 0 0
attr Downsample2d.expand 1 0 0
meth Stem.init 9 6 0
meth Stem.forward 2 0 0
attr Stem.out_chs 1 0 0
attr Stem.conv1 1 0 0
attr Stem.norm1 1 0 0
attr Stem.conv2 1 0 0
meth StridedConv.init 8 5 0
meth StridedConv.forward 2 0 0
attr StridedConv.proj 1 0 0
attr StridedConv.norm 1 0 0
func vitamin_large2_224 3 1 0
func vitamin_large_224 3 1 0

timm.models.volo (24 missing, 0 any)

Symbol Typable Typed Any
meth VOLO.init 25 22 0
attr VOLO.num_classes 1 0 0
attr VOLO.in_chans 1 0 0
attr VOLO.global_pool 1 0 0
attr VOLO.mix_token 1 0 0
attr VOLO.pooling_scale 1 0 0
attr VOLO.num_features 1 0 0
attr VOLO.head_hidden_size 1 0 0
attr VOLO.grad_checkpointing 1 0 0
attr VOLO.patch_embed 1 0 0
attr VOLO.pos_embed 1 0 0
attr VOLO.pos_drop 1 0 0
attr VOLO.stage_ends 1 0 0
attr VOLO.feature_info 1 0 0
attr VOLO.network 1 0 0
attr VOLO.post_network 1 0 0
attr VOLO.norm 1 0 0
attr VOLO.head_drop 1 0 0
attr VOLO.head 1 0 0
attr VOLO.beta 1 0 0
attr VOLO.cls_token 1 0 0
attr VOLO.aux_head 1 0 0

timm.models.vovnet (26 missing, 0 any)

Symbol Typable Typed Any
meth VovNet.init 13 9 0
meth VovNet.group_matcher 2 0 0
meth VovNet.set_grad_checkpointing 2 0 0
meth VovNet.reset_classifier 3 1 0
meth VovNet.prune_intermediate_layers 4 3 0
meth VovNet.forward_features 2 0 0
meth VovNet.forward_head 3 1 0
meth VovNet.forward 2 0 0
attr VovNet.num_classes 1 0 0
attr VovNet.in_chans 1 0 0
attr VovNet.drop_rate 1 0 0
attr VovNet.stem 1 0 0
attr VovNet.feature_info 1 0 0
attr VovNet.stages 1 0 0
attr VovNet.head_hidden_size 1 0 0
attr VovNet.head 1 0 0
attr VovNet.num_features 1 0 0

timm.models.xception (45 missing, 0 any)

Symbol Typable Typed Any
meth Xception.init 7 4 0
meth Xception.group_matcher 2 0 0
meth Xception.set_grad_checkpointing 2 0 0
meth Xception.reset_classifier 3 2 0
meth Xception.forward_features 2 0 0
meth Xception.forward_head 3 1 0
meth Xception.forward 2 0 0
attr Xception.drop_rate 1 0 0
attr Xception.global_pool 1 0 0
attr Xception.num_classes 1 0 0
attr Xception.in_chans 1 0 0
attr Xception.num_features 1 0 0
attr Xception.head_hidden_size 1 0 0
attr Xception.conv1 1 0 0
attr Xception.bn1 1 0 0
attr Xception.act1 1 0 0
attr Xception.conv2 1 0 0
attr Xception.bn2 1 0 0
attr Xception.act2 1 0 0
attr Xception.block1 1 0 0
attr Xception.block2 1 0 0
attr Xception.block3 1 0 0
attr Xception.block4 1 0 0
attr Xception.block5 1 0 0
attr Xception.block6 1 0 0
attr Xception.block7 1 0 0
attr Xception.block8 1 0 0
attr Xception.block9 1 0 0
attr Xception.block10 1 0 0
attr Xception.block11 1 0 0
attr Xception.block12 1 0 0
attr Xception.conv3 1 0 0
attr Xception.bn3 1 0 0
attr Xception.act3 1 0 0
attr Xception.conv4 1 0 0
attr Xception.bn4 1 0 0
attr Xception.act4 1 0 0
attr Xception.feature_info 1 0 0

timm.models.xception_aligned (25 missing, 0 any)

Symbol Typable Typed Any
meth XceptionAligned.init 13 10 0
meth XceptionAligned.group_matcher 2 0 0
meth XceptionAligned.set_grad_checkpointing 2 0 0
meth XceptionAligned.reset_classifier 3 2 0
meth XceptionAligned.forward_features 2 0 0
meth XceptionAligned.forward_head 3 1 0
meth XceptionAligned.forward 2 0 0
attr XceptionAligned.num_classes 1 0 0
attr XceptionAligned.in_chans 1 0 0
attr XceptionAligned.drop_rate 1 0 0
attr XceptionAligned.grad_checkpointing 1 0 0
attr XceptionAligned.stem 1 0 0
attr XceptionAligned.feature_info 1 0 0
attr XceptionAligned.blocks 1 0 0
attr XceptionAligned.act 1 0 0
attr XceptionAligned.head_hidden_size 1 0 0
attr XceptionAligned.head 1 0 0
attr XceptionAligned.num_features 1 0 0

timm.models.xcit (35 missing, 0 any)

Symbol Typable Typed Any
meth Xcit.init 24 21 0
meth Xcit._init_weights 2 0 0
meth Xcit.no_weight_decay 1 0 0
meth Xcit.group_matcher 2 0 0
meth Xcit.set_grad_checkpointing 2 0 0
meth Xcit.reset_classifier 3 2 0
meth Xcit.prune_intermediate_layers 4 3 0
meth Xcit.forward_features 2 0 0
meth Xcit.forward_head 3 1 0
meth Xcit.forward 2 0 0
attr Xcit.num_classes 1 0 0
attr Xcit.in_chans 1 0 0
attr Xcit.num_features 1 0 0
attr Xcit.head_hidden_size 1 0 0
attr Xcit.embed_dim 1 0 0
attr Xcit.global_pool 1 0 0
attr Xcit.grad_checkpointing 1 0 0
attr Xcit.patch_embed 1 0 0
attr Xcit.cls_token 1 0 0
attr Xcit.pos_drop 1 0 0
attr Xcit.blocks 1 0 0
attr Xcit.feature_info 1 0 0
attr Xcit.cls_attn_blocks 1 0 0
attr Xcit.norm 1 0 0
attr Xcit.head_drop 1 0 0
attr Xcit.head 1 0 0
attr Xcit.pos_embed 1 0 0

timm.optim.adabelief (16 missing, 0 any)

Symbol Typable Typed Any
meth AdaBelief.init 11 0 0
meth AdaBelief.setstate 2 0 0
meth AdaBelief.reset 1 0 0
meth AdaBelief.step 2 0 0

timm.optim.adafactor (19 missing, 0 any)

Symbol Typable Typed Any
meth Adafactor.init 13 12 0
meth Adafactor.setstate 2 0 0
meth Adafactor._get_lr 3 0 0
meth Adafactor._get_options 4 0 0
meth Adafactor._rms 2 0 0
meth Adafactor._approx_sq_grad 5 0 0
meth Adafactor.step 2 0 0

timm.optim.adafactor_bv (5 missing, 0 any)

Symbol Typable Typed Any
meth AdafactorBigVision.init 16 15 0
meth AdafactorBigVision.setstate 2 0 0
meth AdafactorBigVision.step 2 0 0

timm.optim.adahessian (21 missing, 0 any)

Symbol Typable Typed Any
meth Adahessian.init 10 0 0
meth Adahessian.get_params 1 0 0
meth Adahessian.zero_hessian 1 0 0
meth Adahessian.set_hessian 1 0 0
meth Adahessian.step 2 0 0
prop Adahessian.is_second_order 1 0 0
attr Adahessian.n_samples 1 0 0
attr Adahessian.update_each 1 0 0
attr Adahessian.avg_conv_kernel 1 0 0
attr Adahessian.seed 1 0 0
attr Adahessian.generator 1 0 0

timm.optim.adamp (16 missing, 0 any)

Symbol Typable Typed Any
meth AdamP.init 10 0 0
meth AdamP.step 2 0 0
func projection 8 4 0

timm.optim.adamw (5 missing, 0 any)

Symbol Typable Typed Any
meth AdamWLegacy.init 12 11 0
meth AdamWLegacy.setstate 2 0 0
meth AdamWLegacy.step 2 0 0

timm.optim.adan (15 missing, 0 any)

Symbol Typable Typed Any
meth Adan.init 9 7 0
meth Adan.setstate 2 0 0
meth Adan.restart_opt 1 0 0
meth Adan.step 2 0 0
meth MultiTensorApply.init 2 0 0
meth MultiTensorApply.call 5 0 0
attr MultiTensorApply.chunk_size 1 0 0

timm.optim.adopt (13 missing, 0 any)

Symbol Typable Typed Any
meth Adopt.init 14 13 0
meth Adopt.setstate 2 0 0
meth Adopt._init_group 7 0 0
meth Adopt.step 2 0 0
func adopt 22 21 0

timm.optim.kron (14 missing, 0 any)

Symbol Typable Typed Any
func safe_flatten 4 0 0
meth Kron.init 21 20 0
meth Kron.setstate 2 0 0
meth Kron.getstate 1 0 0
meth Kron.setstate 2 0 0
meth Kron.step 2 0 0
attr Kron.rng 1 0 0
attr Kron.deterministic 1 0 0

timm.optim.lamb (6 missing, 0 any)

Symbol Typable Typed Any
meth Lamb.init 14 13 0
meth Lamb.setstate 2 0 0
meth Lamb._get_clip_grad_norm 1 0 0
meth Lamb.step 2 0 0

timm.optim.laprop (5 missing, 0 any)

Symbol Typable Typed Any
meth LaProp.init 8 7 0
meth LaProp.setstate 2 0 0
meth LaProp.step 2 0 0

timm.optim.lars (15 missing, 0 any)

Symbol Typable Typed Any
meth Lars.init 11 0 0
meth Lars.setstate 2 0 0
meth Lars.step 2 0 0

timm.optim.lion (6 missing, 0 any)

Symbol Typable Typed Any
meth Lion.init 9 8 0
meth Lion.setstate 2 0 0
meth Lion.step 2 0 0
func lion 12 11 0

timm.optim.lookahead (15 missing, 0 any)

Symbol Typable Typed Any
meth Lookahead.init 4 0 0
meth Lookahead.update_slow 2 0 0
meth Lookahead.sync_lookahead 1 0 0
meth Lookahead.step 2 0 0
meth Lookahead.state_dict 1 0 0
meth Lookahead.load_state_dict 2 0 0
attr Lookahead.param_groups 1 0 0
attr Lookahead.defaults 1 0 0
attr Lookahead.state 1 0 0

timm.optim.madgrad (1 missing, 1 any)

Symbol Typable Typed Any
meth MADGRAD.init 7 6 1

timm.optim.mars (5 missing, 0 any)

Symbol Typable Typed Any
meth Mars.init 12 11 0
meth Mars.setstate 2 0 0
meth Mars.step 2 0 0

timm.optim.muon (5 missing, 0 any)

Symbol Typable Typed Any
meth Muon.init 18 17 0
meth Muon.setstate 2 0 0
meth Muon.step 2 0 0

timm.optim.nadam (9 missing, 0 any)

Symbol Typable Typed Any
meth NAdamLegacy.init 7 0 0
meth NAdamLegacy.step 2 0 0

timm.optim.nadamw (5 missing, 0 any)

Symbol Typable Typed Any
meth NAdamW.init 11 10 0
meth NAdamW.setstate 2 0 0
meth NAdamW.step 2 0 0

timm.optim.nvnovograd (12 missing, 0 any)

Symbol Typable Typed Any
meth NvNovoGrad.init 8 0 0
meth NvNovoGrad.setstate 2 0 0
meth NvNovoGrad.step 2 0 0

timm.optim.radam (10 missing, 0 any)

Symbol Typable Typed Any
meth RAdamLegacy.init 6 0 0
meth RAdamLegacy.setstate 2 0 0
meth RAdamLegacy.step 2 0 0

timm.optim.rmsprop_tf (5 missing, 0 any)

Symbol Typable Typed Any
meth RMSpropTF.init 12 11 0
meth RMSpropTF.setstate 2 0 0
meth RMSpropTF.step 2 0 0

timm.optim.sgdp (12 missing, 0 any)

Symbol Typable Typed Any
meth SGDP.init 10 0 0
meth SGDP.step 2 0 0

timm.optim.sgdw (11 missing, 0 any)

Symbol Typable Typed Any
func sgdw 14 13 0
meth SGDW.init 12 11 0
meth SGDW.setstate 2 0 0
meth SGDW._init_group 5 0 0
meth SGDW.step 2 0 0

timm.scheduler.cosine_lr (12 missing, 0 any)

Symbol Typable Typed Any
meth CosineLRScheduler.get_cycle_length 2 0 0
attr CosineLRScheduler.t_initial 1 0 0
attr CosineLRScheduler.lr_min 1 0 0
attr CosineLRScheduler.cycle_mul 1 0 0
attr CosineLRScheduler.cycle_decay 1 0 0
attr CosineLRScheduler.cycle_limit 1 0 0
attr CosineLRScheduler.warmup_t 1 0 0
attr CosineLRScheduler.warmup_lr_init 1 0 0
attr CosineLRScheduler.warmup_prefix 1 0 0
attr CosineLRScheduler.k_decay 1 0 0
attr CosineLRScheduler.warmup_steps 1 0 0

timm.scheduler.multistep_lr (8 missing, 0 any)

Symbol Typable Typed Any
meth MultiStepLRScheduler.get_curr_decay_steps 2 0 0
attr MultiStepLRScheduler.decay_t 1 0 0
attr MultiStepLRScheduler.decay_rate 1 0 0
attr MultiStepLRScheduler.warmup_t 1 0 0
attr MultiStepLRScheduler.warmup_lr_init 1 0 0
attr MultiStepLRScheduler.warmup_prefix 1 0 0
attr MultiStepLRScheduler.warmup_steps 1 0 0

timm.scheduler.plateau_lr (6 missing, 0 any)

Symbol Typable Typed Any
meth PlateauLRScheduler.step_update 3 2 0
attr PlateauLRScheduler.lr_scheduler 1 0 0
attr PlateauLRScheduler.warmup_t 1 0 0
attr PlateauLRScheduler.warmup_lr_init 1 0 0
attr PlateauLRScheduler.restore_lr 1 0 0
attr PlateauLRScheduler.warmup_steps 1 0 0

timm.scheduler.poly_lr (13 missing, 0 any)

Symbol Typable Typed Any
meth PolyLRScheduler.get_cycle_length 2 0 0
attr PolyLRScheduler.t_initial 1 0 0
attr PolyLRScheduler.power 1 0 0
attr PolyLRScheduler.lr_min 1 0 0
attr PolyLRScheduler.cycle_mul 1 0 0
attr PolyLRScheduler.cycle_decay 1 0 0
attr PolyLRScheduler.cycle_limit 1 0 0
attr PolyLRScheduler.warmup_t 1 0 0
attr PolyLRScheduler.warmup_lr_init 1 0 0
attr PolyLRScheduler.warmup_prefix 1 0 0
attr PolyLRScheduler.k_decay 1 0 0
attr PolyLRScheduler.warmup_steps 1 0 0

timm.scheduler.scheduler (11 missing, 0 any)

Symbol Typable Typed Any
meth Scheduler._calculate_noise 2 1 0
attr Scheduler.optimizer 1 0 0
attr Scheduler.param_group_field 1 0 0
attr Scheduler.base_values 1 0 0
attr Scheduler.metric 1 0 0
attr Scheduler.t_in_epochs 1 0 0
attr Scheduler.noise_range_t 1 0 0
attr Scheduler.noise_pct 1 0 0
attr Scheduler.noise_type 1 0 0
attr Scheduler.noise_std 1 0 0
attr Scheduler.noise_seed 1 0 0

timm.scheduler.scheduler_factory (5 missing, 0 any)

Symbol Typable Typed Any
func create_scheduler 4 2 0
func scheduler_kwargs 3 1 0
func create_scheduler_v2 24 23 0

timm.scheduler.step_lr (6 missing, 0 any)

Symbol Typable Typed Any
attr StepLRScheduler.decay_t 1 0 0
attr StepLRScheduler.decay_rate 1 0 0
attr StepLRScheduler.warmup_t 1 0 0
attr StepLRScheduler.warmup_lr_init 1 0 0
attr StepLRScheduler.warmup_prefix 1 0 0
attr StepLRScheduler.warmup_steps 1 0 0

timm.scheduler.tanh_lr (13 missing, 0 any)

Symbol Typable Typed Any
meth TanhLRScheduler.get_cycle_length 2 0 0
attr TanhLRScheduler.lb 1 0 0
attr TanhLRScheduler.ub 1 0 0
attr TanhLRScheduler.t_initial 1 0 0
attr TanhLRScheduler.lr_min 1 0 0
attr TanhLRScheduler.cycle_mul 1 0 0
attr TanhLRScheduler.cycle_decay 1 0 0
attr TanhLRScheduler.cycle_limit 1 0 0
attr TanhLRScheduler.warmup_t 1 0 0
attr TanhLRScheduler.warmup_lr_init 1 0 0
attr TanhLRScheduler.warmup_prefix 1 0 0
attr TanhLRScheduler.warmup_steps 1 0 0

timm.task.classification (4 missing, 0 any)

Symbol Typable Typed Any
meth ClassificationTask.init 6 5 0
meth ClassificationTask.prepare_distributed 3 2 0
attr ClassificationTask.model 1 0 0
attr ClassificationTask.criterion 1 0 0

timm.task.distillation (21 missing, 0 any)

Symbol Typable Typed Any
meth DistillationTeacher.init 7 6 0
attr DistillationTeacher.model 1 0 0
meth LogitDistillationTask.init 12 11 0
meth LogitDistillationTask.prepare_distributed 3 2 0
attr LogitDistillationTask.student 1 0 0
attr LogitDistillationTask.teacher 1 0 0
attr LogitDistillationTask.criterion 1 0 0
attr LogitDistillationTask.loss_type 1 0 0
attr LogitDistillationTask.temperature 1 0 0
attr LogitDistillationTask.distill_loss_weight 1 0 0
attr LogitDistillationTask.task_loss_weight 1 0 0
meth FeatureDistillationTask.init 12 11 0
meth FeatureDistillationTask.prepare_distributed 3 2 0
attr FeatureDistillationTask.teacher 1 0 0
attr FeatureDistillationTask.criterion 1 0 0
attr FeatureDistillationTask.trainable_module 1 0 0
attr FeatureDistillationTask.distill_loss_weight 1 0 0
attr FeatureDistillationTask.task_loss_weight 1 0 0
meth FeatureDistillationTrainableModule.init 3 2 0
attr FeatureDistillationTrainableModule.student 1 0 0
attr FeatureDistillationTrainableModule.projection 1 0 0

timm.task.task (8 missing, 0 any)

Symbol Typable Typed Any
meth TrainingTask.init 4 3 0
meth TrainingTask.to 3 0 0
meth TrainingTask.prepare_distributed 3 2 0
attr TrainingTask.device 1 0 0
attr TrainingTask.dtype 1 0 0
attr TrainingTask.verbose 1 0 0

timm.task.token_distillation (11 missing, 0 any)

Symbol Typable Typed Any
meth TokenDistillationTeacher.init 7 6 0
attr TokenDistillationTeacher.model 1 0 0
meth TokenDistillationTask.init 12 11 0
meth TokenDistillationTask.prepare_distributed 3 2 0
attr TokenDistillationTask.student 1 0 0
attr TokenDistillationTask.teacher 1 0 0
attr TokenDistillationTask.criterion 1 0 0
attr TokenDistillationTask.distill_type 1 0 0
attr TokenDistillationTask.temperature 1 0 0
attr TokenDistillationTask.distill_loss_weight 1 0 0
attr TokenDistillationTask.task_loss_weight 1 0 0

timm.utils.agc (8 missing, 0 any)

Symbol Typable Typed Any
func unitwise_norm 3 0 0
func adaptive_clip_grad 5 0 0

timm.utils.attention_extract (8 missing, 0 any)

Symbol Typable Typed Any
meth AttentionExtract.init 7 6 0
meth AttentionExtract.forward 2 0 0
attr AttentionExtract.names 1 0 0
attr AttentionExtract.mode 1 0 0
attr AttentionExtract.method 1 0 0
attr AttentionExtract.model 1 0 0
attr AttentionExtract.hooks 1 0 0

timm.utils.checkpoint_saver (52 missing, 0 any)

Symbol Typable Typed Any
meth CheckpointSaver.init 13 0 0
meth CheckpointSaver._replace 3 0 0
meth CheckpointSaver._duplicate 3 0 0
meth CheckpointSaver._save 4 0 0
meth CheckpointSaver._cleanup_checkpoints 2 0 0
meth CheckpointSaver.save_checkpoint 3 0 0
meth CheckpointSaver.save_recovery 3 0 0
meth CheckpointSaver.find_recovery 1 0 0
attr CheckpointSaver.model 1 0 0
attr CheckpointSaver.optimizer 1 0 0
attr CheckpointSaver.args 1 0 0
attr CheckpointSaver.model_ema 1 0 0
attr CheckpointSaver.amp_scaler 1 0 0
attr CheckpointSaver.checkpoint_files 1 0 0
attr CheckpointSaver.best_epoch 1 0 0
attr CheckpointSaver.best_metric 1 0 0
attr CheckpointSaver.curr_recovery_file 1 0 0
attr CheckpointSaver.prev_recovery_file 1 0 0
attr CheckpointSaver.can_hardlink 1 0 0
attr CheckpointSaver.checkpoint_dir 1 0 0
attr CheckpointSaver.recovery_dir 1 0 0
attr CheckpointSaver.save_prefix 1 0 0
attr CheckpointSaver.recovery_prefix 1 0 0
attr CheckpointSaver.extension 1 0 0
attr CheckpointSaver.decreasing 1 0 0
attr CheckpointSaver.cmp 1 0 0
attr CheckpointSaver.max_history 1 0 0
attr CheckpointSaver.unwrap_fn 1 0 0

timm.utils.clip_grad (2 missing, 0 any)

Symbol Typable Typed Any
func dispatch_clip_grad 5 3 0

timm.utils.cuda (24 missing, 0 any)

Symbol Typable Typed Any
meth NativeScaler.init 2 0 0
meth NativeScaler.call 8 0 0
meth NativeScaler.state_dict 1 0 0
meth NativeScaler.load_state_dict 2 0 0
meth ApexScaler.call 8 0 0
meth ApexScaler.state_dict 1 0 0
meth ApexScaler.load_state_dict 2 0 0

timm.utils.decay_batch (6 missing, 0 any)

Symbol Typable Typed Any
func decay_batch_step 4 0 0
func check_batch_size_retry 2 0 0

timm.utils.distributed (19 missing, 0 any)

Symbol Typable Typed Any
func init_distributed_device 2 0 0
func is_primary 3 0 0
func is_global_primary 2 0 0
func is_local_primary 2 0 0
func reduce_tensor 3 0 0
func is_distributed_env 1 0 0
func init_distributed_device_so 4 3 0
func distribute_bn 4 0 0
func world_info_from_env 1 0 0

timm.utils.jit (3 missing, 0 any)

Symbol Typable Typed Any
func set_jit_legacy 1 0 0
func set_jit_fuser 2 0 0

timm.utils.log (7 missing, 0 any)

Symbol Typable Typed Any
func setup_default_logging 3 0 0
meth FormatterNoInfo.init 2 0 0
meth FormatterNoInfo.format 2 0 0

timm.utils.metrics (9 missing, 0 any)

Symbol Typable Typed Any
meth AverageMeter.init 1 0 0
meth AverageMeter.reset 1 0 0
meth AverageMeter.update 3 0 0
func accuracy 4 0 0

timm.utils.misc (12 missing, 0 any)

Symbol Typable Typed Any
meth ParseKwargs.call 5 0 0
func add_bool_arg 5 0 0
func natural_key 2 0 0

timm.utils.model (44 missing, 0 any)

Symbol Typable Typed Any
func freeze 4 0 0
func unfreeze 4 0 0
meth ActivationStatsHook.init 4 0 0
meth ActivationStatsHook._create_hook 2 0 0
meth ActivationStatsHook.register_hook 3 0 0
attr ActivationStatsHook.model 1 0 0
attr ActivationStatsHook.hook_fn_locs 1 0 0
attr ActivationStatsHook.hook_fns 1 0 0
attr ActivationStatsHook.stats 1 0 0
func avg_sq_ch_mean 4 0 0
func avg_ch_var 4 0 0
func avg_ch_var_residual 4 0 0
func get_state_dict 3 0 0
func unwrap_model 2 0 0
func reparameterize_model 3 2 0
func extract_spp_stats 5 0 0

timm.utils.model_ema (53 missing, 0 any)

Symbol Typable Typed Any
meth ModelEma.init 5 0 0
meth ModelEma.load_checkpoint 2 0 0
meth ModelEma.update 2 0 0
attr ModelEma.ema 1 0 0
attr ModelEma.decay 1 0 0
attr ModelEma.device 1 0 0
attr ModelEma.ema_has_module 1 0 0
meth ModelEmaV3.__init__ 11 9 0
meth ModelEmaV3.update 3 1 0
meth ModelEmaV3.apply_update 3 1 0
meth ModelEmaV3.apply_update_no_buffers_ 3 1 0
meth ModelEmaV3.set 2 0 0
meth ModelEmaV3.forward 3 0 0
attr ModelEmaV3.module 1 0 0
attr ModelEmaV3.decay 1 0 0
attr ModelEmaV3.min_decay 1 0 0
attr ModelEmaV3.update_after_step 1 0 0
attr ModelEmaV3.use_warmup 1 0 0
attr ModelEmaV3.warmup_gamma 1 0 0
attr ModelEmaV3.warmup_power 1 0 0
attr ModelEmaV3.foreach 1 0 0
attr ModelEmaV3.device 1 0 0
attr ModelEmaV3.exclude_buffers 1 0 0
meth ModelEmaV2.init 4 0 0
meth ModelEmaV2._update 3 0 0
meth ModelEmaV2.update 2 0 0
meth ModelEmaV2.set 2 0 0
meth ModelEmaV2.forward 3 0 0
attr ModelEmaV2.module 1 0 0
attr ModelEmaV2.decay 1 0 0
attr ModelEmaV2.device 1 0 0

timm.utils.onnx (4 missing, 0 any)

Symbol Typable Typed Any
func onnx_export 17 16 0
func onnx_forward 3 0 0

timm.utils.random (3 missing, 0 any)

Symbol Typable Typed Any
func random_seed 3 0 0

timm.utils.summary (12 missing, 0 any)

Symbol Typable Typed Any
func update_summary 8 0 0
func get_outdir 4 0 0

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