Index

A

ActionWindowSoccerNetClipSampler (class in eztorch.datasets.clip_samplers.soccernet) ApplySameTransformInputKeyOnList (class in eztorch.transforms) ApplySameTransformToKeyOnList (class in eztorch.transforms) ApplyTransformAudioKey (class in eztorch.transforms) ApplyTransformAudioKeyOnList (class in eztorch.transforms) ApplyTransformInputKey (class in eztorch.transforms) ApplyTransformInputKeyOnList (class in eztorch.transforms)

ApplyTransformOnDict (class in eztorch.transforms) ApplyTransformOnList (class in eztorch.transforms) ApplyTransformsOnList (class in eztorch.transforms) ApplyTransformToKey (class in eztorch.transforms) ApplyTransformToKeyOnList (class in eztorch.transforms) average_group() (in module eztorch.evaluation) average_same_num_aug() (in module eztorch.evaluation)

B

BaseDataModule (class in eztorch.datamodules) BatchMiddleFrames (class in eztorch.transforms.video.spot)

BatchMiddleTimestamps (class in eztorch.transforms.video.soccernet) BatchReduceTimestamps (class in eztorch.transforms.video.soccernet)

C

CIFAR100DataModule (class in eztorch.datamodules) CIFAR10DataModule (class in eztorch.datamodules) compute_moco_loss() (in module eztorch.losses) compute_mocov3_loss() (in module eztorch.losses) compute_ressl_loss() (in module eztorch.losses) compute_ressl_mask() (in module eztorch.losses) compute_sce_loss() (in module eztorch.losses) compute_sce_mask() (in module eztorch.losses) compute_sce_token_loss() (in module eztorch.losses) compute_sce_token_masks() (in module eztorch.losses) compute_simclr_loss() (in module eztorch.losses) compute_simclr_masks() (in module eztorch.losses) compute_spot_loss_fn() (in module eztorch.losses) concat_all_gather_with_backprop() (in module eztorch.modules)

concat_all_gather_without_backprop() (in module eztorch.modules) ConstantClipsPerVideoSampler (class in eztorch.datasets.clip_samplers) ConstantClipsWithHalfOverlapPerVideoClipSampler (class in eztorch.datasets.clip_samplers) convert_to_split_batchnorm() (in module eztorch.modules) create_linear3d_head() (in module eztorch.models.heads) create_model_timm() (in module eztorch.models.trunks) create_r2plus1d() (in module eztorch.models.trunks) create_r2plus1d_18() (in module eztorch.models.trunks) create_resnet() (in module eztorch.models.trunks) create_resnet3d_basic() (in module eztorch.models.trunks) create_s3d() (in module eztorch.models.trunks) create_video_head_model() (in module eztorch.models.trunks) create_video_resnet_head() (in module eztorch.models.heads) create_x3d() (in module eztorch.models.trunks)

D

DatasetFolder (class in eztorch.datasets) DecoderType (class in eztorch.datasets.decoders) default_collate() (in module eztorch.datasets.collate_fn) DictCIFAR10 (class in eztorch.datasets) DictCIFAR100 (class in eztorch.datasets) DictDataset (class in eztorch.datasets) DictKeepInputLabel (class in eztorch.transforms)

DictKeepInputLabelIdx (class in eztorch.transforms) DictKeepKeys (class in eztorch.transforms) Div255Input (class in eztorch.transforms) DumbDataModule (class in eztorch.datamodules) DumbDataset (class in eztorch.datasets) DumbSoccerNetVideo (class in eztorch.datasets.decoders) DumbSpotVideo (class in eztorch.datasets.decoders) DummyModel (class in eztorch.models.dummy)

E

eztorch.callbacks module eztorch.datamodules module eztorch.datasets module eztorch.datasets.clip_samplers module eztorch.datasets.clip_samplers.soccernet module eztorch.datasets.clip_samplers.spot module eztorch.datasets.collate_fn module eztorch.datasets.decoders module eztorch.evaluation module eztorch.losses module

eztorch.models.siamese module eztorch.models.trunks module eztorch.modules module eztorch.optimizers module eztorch.schedulers module eztorch.transforms module eztorch.transforms.video module eztorch.transforms.video.soccernet module eztorch.transforms.video.spot module

F

FeatureExtractionSoccerNetClipSampler (class in eztorch.datasets.clip_samplers.soccernet) FeatureExtractionSpotClipSampler (class in eztorch.datasets.clip_samplers.spot) FeatureExtractor (class in eztorch.evaluation) FinetuningModel (class in eztorch.models.finetuning)

FolderDataModule (class in eztorch.datamodules) FrameSoccerNetVideo (class in eztorch.datasets.decoders) FrameSpotVideo (class in eztorch.datasets.decoders) FrameVideo (class in eztorch.datasets.decoders)

G

GatherLayer (class in eztorch.modules) GeneralFrameVideo (class in eztorch.datasets.decoders)

get_collate_fn() (in module eztorch.datasets.collate_fn) get_test_time_augmentation_fn() (in module eztorch.evaluation) get_world_size() (in module eztorch.modules)

H

Hmdb51 (class in eztorch.datasets)

Hmdb51DataModule (class in eztorch.datamodules)

I

Imagenet100DataModule (class in eztorch.datamodules) ImagenetDataModule (class in eztorch.datamodules)

ImageSoccerNetDataModule (class in eztorch.datamodules) ImagesSoccerNetClipSampler (class in eztorch.datasets.clip_samplers.soccernet) ImagesSpotClipSampler (class in eztorch.datasets.clip_samplers.spot)

K

Kinetics (class in eztorch.datasets) Kinetics200DataModule (class in eztorch.datamodules)

Kinetics400DataModule (class in eztorch.datamodules) Kinetics600DataModule (class in eztorch.datamodules) Kinetics700DataModule (class in eztorch.datamodules)

L

LabeledVideoDataset (class in eztorch.datasets) LARS (class in eztorch.optimizers) Linear3DHead (class in eztorch.models.heads)

LinearClassifierEvaluation (class in eztorch.evaluation) LinearHead (class in eztorch.models.heads) LinearWarmupCosineAnnealingLR (class in eztorch.schedulers)

M

max_same_num_aug() (in module eztorch.evaluation) MiddleFrames (class in eztorch.transforms.video.spot) MiddleTimestamps (class in eztorch.transforms.video.soccernet) MinimumFullCoverageClipSampler (class in eztorch.datasets.clip_samplers) MLPHead (class in eztorch.models.heads) MoCoModel (class in eztorch.models.siamese) MoCov3Model (class in eztorch.models.siamese) module eztorch.callbacks eztorch.datamodules eztorch.datasets eztorch.datasets.clip_samplers eztorch.datasets.clip_samplers.soccernet eztorch.datasets.clip_samplers.spot eztorch.datasets.collate_fn eztorch.datasets.decoders eztorch.evaluation eztorch.losses eztorch.models.siamese eztorch.models.trunks eztorch.modules eztorch.optimizers eztorch.schedulers eztorch.transforms eztorch.transforms.video eztorch.transforms.video.soccernet eztorch.transforms.video.spot

MomentumSiameseBaseModel (class in eztorch.models.siamese) MultiCropTransform (class in eztorch.transforms) multiple_samples_collate() (in module eztorch.datasets.collate_fn)

O

OnlineEvaluator (class in eztorch.callbacks) OnlyInputListSameTransform (class in eztorch.transforms) OnlyInputListTransform (class in eztorch.transforms) OnlyInputListTransformWithDictTransform (class in eztorch.transforms)

OnlyInputTransform (class in eztorch.transforms) OnlyInputTransformWithDictTransform (class in eztorch.transforms) optimizer_factory() (in module eztorch.optimizers) optimizer_factory_two_groups() (in module eztorch.optimizers)

P

perform_all_classes_NMS() (in module eztorch.evaluation) perform_hard_NMS() (in module eztorch.evaluation)

perform_hard_NMS_per_class() (in module eztorch.evaluation) perform_soft_NMS() (in module eztorch.evaluation)

R

RandomClipSampler (class in eztorch.datasets.clip_samplers) RandomCVRLSampler (class in eztorch.datasets.clip_samplers) RandomMultiClipSampler (class in eztorch.datasets.clip_samplers) RandomResizedCrop (class in eztorch.transforms) (class in eztorch.transforms.video) RandomTemporalDifference (class in eztorch.transforms.video)

RandomWindowSoccerNetClipSampler (class in eztorch.datasets.clip_samplers.soccernet) ReduceTimestamps (class in eztorch.transforms.video.soccernet) RemoveAudioKey (class in eztorch.transforms) RemoveInputKey (class in eztorch.transforms) RemoveKey (class in eztorch.transforms) RemoveTimeDim (class in eztorch.transforms.video) ReSSLModel (class in eztorch.models.siamese)

S

SCEModel (class in eztorch.models.siamese) SCETokensModel (class in eztorch.models.siamese) scheduler_factory() (in module eztorch.schedulers) ShuffleMomentumQueueBaseModel (class in eztorch.models.siamese) ShuffleMomentumSiameseBaseModel (class in eztorch.models.siamese) SiameseBaseModel (class in eztorch.models.siamese) SimCLRModel (class in eztorch.models.siamese) SlidingWindowSoccerNetClipSampler (class in eztorch.datasets.clip_samplers.soccernet) SlidingWindowSpotClipSampler (class in eztorch.datasets.clip_samplers.spot) SoccerNet (class in eztorch.datasets) soccernet_dataset() (in module eztorch.datasets) SoccerNetClipSampler (class in eztorch.datasets.clip_samplers.soccernet) SoccerNetClipSamplerDistributedSamplerWrapper (class in eztorch.datasets.clip_samplers.soccernet)

SoccerNetDataModule (class in eztorch.datamodules) SoccerNetFeatureExtractor (class in eztorch.evaluation) SoccerNetSpottingModel (class in eztorch.models.soccernet_spotting) Spot (class in eztorch.datasets) spot_dataset() (in module eztorch.datasets) SpotClipSampler (class in eztorch.datasets.clip_samplers.spot) SpotClipSamplerDistributedSamplerWrapper (class in eztorch.datasets.clip_samplers.spot) SpotDataModule (class in eztorch.datamodules) SpotFeatureExtractor (class in eztorch.evaluation) SpottingMixup (class in eztorch.transforms.video.spot) SpottingModel (class in eztorch.models.spotting) STL10DataModule (class in eztorch.datamodules) SupervisedModel (class in eztorch.models.supervised)

T

TemporalDifference (class in eztorch.transforms.video)

TinyImagenetDataModule (class in eztorch.datamodules)

U

Ucf101 (class in eztorch.datasets) Ucf101DataModule (class in eztorch.datamodules) UniformClipSampler (class in eztorch.datasets.clip_samplers)

UniformWindowSoccerNetClipSampler (class in eztorch.datasets.clip_samplers.soccernet) UniformWindowWithoutOverlapSoccerNetClipSampler (class in eztorch.datasets.clip_samplers.soccernet) UniformWindowWithoutOverlapSpotClipSampler (class in eztorch.datasets.clip_samplers.spot)

V

VideoBaseDataModule (class in eztorch.datamodules)

VideoResNetHead (class in eztorch.models.heads)