Index

_

__call__() (pytorchvideo.data.clip_sampling.ConstantClipsPerVideoSampler method) (pytorchvideo.data.clip_sampling.RandomClipSampler method) (pytorchvideo.data.clip_sampling.UniformClipSampler method) __getitem__() (pytorchvideo.data.domsev.DomsevDataset method) (pytorchvideo.data.hmdb51.Hmdb51LabeledVideoPaths method) (pytorchvideo.data.labeled_video_paths.LabeledVideoPaths method) __init__() (pytorchvideo.data.charades.Charades method) (pytorchvideo.data.encoded_video.EncodedVideo method) (pytorchvideo.data.encoded_video_dataset.EncodedVideoDataset method) (pytorchvideo.data.encoded_video_pyav.EncodedVideoPyAV method) (pytorchvideo.data.frame_video.FrameVideo method) (pytorchvideo.data.hmdb51.Hmdb51LabeledVideoPaths method) (pytorchvideo.data.labeled_video_paths.LabeledVideoPaths method) (pytorchvideo.data.video.Video method) (pytorchvideo.layers.convolutions.Conv2plus1d method) (pytorchvideo.layers.convolutions.ConvReduce3D method) (pytorchvideo.layers.squeeze_excitation.SqueezeAndExcitationLayer2D method) (pytorchvideo.models.byol.BYOL method) (pytorchvideo.models.head.ResNetBasicHead method) (pytorchvideo.models.masked_multistream.LearnMaskedDefault method) (pytorchvideo.models.masked_multistream.LSTM method) (pytorchvideo.models.masked_multistream.MaskedMultiPathWay method) (pytorchvideo.models.masked_multistream.MaskedTemporalPooling method) (pytorchvideo.models.masked_multistream.TransposeMultiheadAttention method) (pytorchvideo.models.masked_multistream.TransposeTransformerEncoder method) (pytorchvideo.models.memory_bank.MemoryBank method) (pytorchvideo.models.net.MultiPathWayWithFuse method) (pytorchvideo.models.net.Net method) (pytorchvideo.models.resnet.BottleneckBlock method) (pytorchvideo.models.resnet.ResBlock method) (pytorchvideo.models.resnet.ResStage method) (pytorchvideo.models.resnet.SeparableBottleneckBlock method) (pytorchvideo.models.slowfast.FuseFastToSlow method) (pytorchvideo.models.slowfast.PoolConcatPathway method) (pytorchvideo.models.stem.ResNetBasicStem method) (pytorchvideo.models.x3d.ProjectedPool method)

__iter__() (pytorchvideo.data.utils.MultiProcessSampler method) __len__() (pytorchvideo.data.domsev.DomsevDataset method) (pytorchvideo.data.hmdb51.Hmdb51LabeledVideoPaths method) (pytorchvideo.data.labeled_video_paths.LabeledVideoPaths method) __next__() (pytorchvideo.data.charades.Charades method) (pytorchvideo.data.encoded_video_dataset.EncodedVideoDataset method)

A

ActivityData (class in pytorchvideo.data.domsev) ApplyTransformToKey (class in pytorchvideo.transforms.transforms)

attention_weights() (pytorchvideo.models.masked_multistream.TransposeMultiheadAttention property) aug_index() (pytorchvideo.data.clip_sampling.ClipInfo property)

B

BottleneckBlock (class in pytorchvideo.models.resnet)

BYOL (class in pytorchvideo.models.byol)

C

Charades (class in pytorchvideo.data.charades) clip_end_sec() (pytorchvideo.data.clip_sampling.ClipInfo property) clip_index() (pytorchvideo.data.clip_sampling.ClipInfo property) clip_start_sec() (pytorchvideo.data.clip_sampling.ClipInfo property) ClipInfo (class in pytorchvideo.data.clip_sampling) ClipSampler (class in pytorchvideo.data.clip_sampling) ClipSampling (class in pytorchvideo.data.epic_kitchen_forecasting) (class in pytorchvideo.data.epic_kitchen_recognition) close() (pytorchvideo.data.encoded_video.EncodedVideo method) (pytorchvideo.data.encoded_video_pyav.EncodedVideoPyAV method) complex_initialized_dataclass_field() (pytorchvideo.data.utils.DataclassFieldCaster static method) ConcatFusion (class in pytorchvideo.layers.fusion) ConstantClipsPerVideoSampler (class in pytorchvideo.data.clip_sampling) Conv2plus1d (class in pytorchvideo.layers.convolutions) convert_to_one_hot() (in module pytorchvideo.transforms.functional) ConvReduce3D (class in pytorchvideo.layers.convolutions) create_2plus1d_bottleneck_block() (in module pytorchvideo.models.r2plus1d) create_acoustic_bottleneck_block() (in module pytorchvideo.models.resnet) create_acoustic_building_block() (in module pytorchvideo.models.resnet)

create_acoustic_res_basic_stem() (in module pytorchvideo.models.stem) create_acoustic_resnet() (in module pytorchvideo.models.resnet) create_audio_2d_squeeze_excitation_block() (in module pytorchvideo.layers.squeeze_excitation) create_bottleneck_block() (in module pytorchvideo.models.resnet) create_conv_2plus1d() (in module pytorchvideo.layers.convolutions) create_csn() (in module pytorchvideo.models.csn) create_nonlocal() (in module pytorchvideo.layers.nonlocal_net) create_r2plus1d() (in module pytorchvideo.models.r2plus1d) create_res_basic_head() (in module pytorchvideo.models.head) create_res_basic_stem() (in module pytorchvideo.models.stem) create_res_block() (in module pytorchvideo.models.resnet) create_res_stage() (in module pytorchvideo.models.resnet) create_resnet() (in module pytorchvideo.models.resnet) create_slowfast() (in module pytorchvideo.models.slowfast) create_x3d() (in module pytorchvideo.models.x3d) create_x3d_bottleneck_block() (in module pytorchvideo.models.x3d) create_x3d_head() (in module pytorchvideo.models.x3d) create_x3d_res_block() (in module pytorchvideo.models.x3d) create_x3d_res_stage() (in module pytorchvideo.models.x3d) create_x3d_stem() (in module pytorchvideo.models.x3d)

D

DataclassFieldCaster (class in pytorchvideo.data.utils) DomsevDataset (class in pytorchvideo.data.domsev) duration() (pytorchvideo.data.encoded_video.EncodedVideo property) (pytorchvideo.data.encoded_video_pyav.EncodedVideoPyAV property) (pytorchvideo.data.encoded_video_torchvision.EncodedVideoTorchVision property) (pytorchvideo.data.frame_video.FrameVideo property) (pytorchvideo.data.video.Video property)

E

EncodedVideo (class in pytorchvideo.data.encoded_video) EncodedVideoDataset (class in pytorchvideo.data.encoded_video_dataset) EncodedVideoPyAV (class in pytorchvideo.data.encoded_video_pyav)

EncodedVideoTorchVision (class in pytorchvideo.data.encoded_video_torchvision) EpicKitchenForecasting (class in pytorchvideo.data.epic_kitchen_forecasting) EpicKitchenRecognition (class in pytorchvideo.data.epic_kitchen_recognition)

F

forward() (pytorchvideo.layers.fusion.ConcatFusion method) (pytorchvideo.layers.fusion.ReduceFusion method) (pytorchvideo.layers.fusion.TemporalConcatFusion method) (pytorchvideo.layers.squeeze_excitation.SqueezeAndExcitationLayer2D method) (pytorchvideo.models.byol.BYOL method) (pytorchvideo.models.masked_multistream.LearnMaskedDefault method) (pytorchvideo.models.masked_multistream.LSTM method) (pytorchvideo.models.masked_multistream.MaskedTemporalPooling method) (pytorchvideo.models.masked_multistream.TransposeMultiheadAttention method) (pytorchvideo.models.masked_multistream.TransposeTransformerEncoder method) (pytorchvideo.models.memory_bank.MemoryBank method) (pytorchvideo.models.simclr.SimCLR method)

forward_backbone() (pytorchvideo.models.byol.BYOL method) forward_backbone_mmt() (pytorchvideo.models.byol.BYOL method) frame_index_to_seconds() (in module pytorchvideo.data.domsev) FrameVideo (class in pytorchvideo.data.frame_video) from_csv() (pytorchvideo.data.labeled_video_paths.LabeledVideoPaths class method) from_csvs() (pytorchvideo.data.hmdb51.Hmdb51LabeledVideoPaths class method) from_dir() (pytorchvideo.data.hmdb51.Hmdb51LabeledVideoPaths class method) from_directory() (pytorchvideo.data.labeled_video_paths.LabeledVideoPaths class method) from_frame_paths() (pytorchvideo.data.frame_video.FrameVideo class method) from_path() (pytorchvideo.data.encoded_video.EncodedVideo class method) (pytorchvideo.data.labeled_video_paths.LabeledVideoPaths class method) (pytorchvideo.data.video.Video class method) FuseFastToSlow (class in pytorchvideo.models.slowfast)

G

get_clip() (pytorchvideo.data.encoded_video.EncodedVideo method) (pytorchvideo.data.encoded_video_pyav.EncodedVideoPyAV method) (pytorchvideo.data.encoded_video_torchvision.EncodedVideoTorchVision method) (pytorchvideo.data.frame_video.FrameVideo method) (pytorchvideo.data.video.Video method)

get_mmt() (pytorchvideo.models.byol.BYOL method) get_overlap_for_time_range_pair() (in module pytorchvideo.data.domsev)

H

Hmdb51() (in module pytorchvideo.data.hmdb51)

Hmdb51LabeledVideoPaths (class in pytorchvideo.data.hmdb51)

I

is_last_clip() (pytorchvideo.data.clip_sampling.ClipInfo property)

L

labeled_encoded_video_dataset() (in module pytorchvideo.data.encoded_video_dataset) LabeledVideoPaths (class in pytorchvideo.data.labeled_video_paths)

LearnMaskedDefault (class in pytorchvideo.models.masked_multistream) load_dataclass_dict_from_csv() (in module pytorchvideo.data.utils) LSTM (class in pytorchvideo.models.masked_multistream)

M

make_clip_sampler() (in module pytorchvideo.data.clip_sampling) make_fusion_layer() (in module pytorchvideo.layers.fusion) make_multilayer_perceptron() (in module pytorchvideo.layers.mlp) MaskedMultiPathWay (class in pytorchvideo.models.masked_multistream) MaskedSequential (class in pytorchvideo.models.masked_multistream) MaskedTemporalPooling (class in pytorchvideo.models.masked_multistream) MemoryBank (class in pytorchvideo.models.memory_bank) module pytorchvideo.data.charades pytorchvideo.data.clip_sampling pytorchvideo.data.domsev pytorchvideo.data.encoded_video pytorchvideo.data.encoded_video_dataset pytorchvideo.data.encoded_video_pyav pytorchvideo.data.encoded_video_torchvision pytorchvideo.data.epic_kitchen_forecasting pytorchvideo.data.epic_kitchen_recognition pytorchvideo.data.frame_video pytorchvideo.data.hmdb51 pytorchvideo.data.labeled_video_paths pytorchvideo.data.utils pytorchvideo.data.video pytorchvideo.layers.batch_norm pytorchvideo.layers.convolutions pytorchvideo.layers.fusion pytorchvideo.layers.mlp pytorchvideo.layers.nonlocal_net pytorchvideo.layers.positional_encoding pytorchvideo.layers.squeeze_excitation pytorchvideo.layers.swish pytorchvideo.models.byol pytorchvideo.models.csn pytorchvideo.models.head pytorchvideo.models.masked_multistream pytorchvideo.models.memory_bank pytorchvideo.models.net pytorchvideo.models.r2plus1d pytorchvideo.models.resnet pytorchvideo.models.simclr pytorchvideo.models.slowfast pytorchvideo.models.stem pytorchvideo.models.x3d pytorchvideo.transforms.functional pytorchvideo.transforms.transforms

MultiPathWayWithFuse (class in pytorchvideo.models.net) MultiProcessSampler (class in pytorchvideo.data.utils)

N

NaiveSyncBatchNorm1d (class in pytorchvideo.layers.batch_norm) NaiveSyncBatchNorm2d (class in pytorchvideo.layers.batch_norm) NaiveSyncBatchNorm3d (class in pytorchvideo.layers.batch_norm) name() (pytorchvideo.data.encoded_video.EncodedVideo property) (pytorchvideo.data.encoded_video_pyav.EncodedVideoPyAV property) (pytorchvideo.data.encoded_video_torchvision.EncodedVideoTorchVision property)

Net (class in pytorchvideo.models.net) NonLocal (class in pytorchvideo.layers.nonlocal_net)

O

optional_threaded_foreach() (in module pytorchvideo.data.utils) output_dim() (pytorchvideo.layers.fusion.ConcatFusion property) (pytorchvideo.layers.fusion.ReduceFusion property) (pytorchvideo.layers.fusion.TemporalConcatFusion property)

P

PoolConcatPathway (class in pytorchvideo.models.slowfast) PositionalEncoding (class in pytorchvideo.layers.positional_encoding) ProjectedPool (class in pytorchvideo.models.x3d) pts_to_secs() (in module pytorchvideo.data.utils) pytorchvideo.data.charades module pytorchvideo.data.clip_sampling module pytorchvideo.data.domsev module pytorchvideo.data.encoded_video module pytorchvideo.data.encoded_video_dataset module pytorchvideo.data.encoded_video_pyav module pytorchvideo.data.encoded_video_torchvision module pytorchvideo.data.epic_kitchen_forecasting module pytorchvideo.data.epic_kitchen_recognition module pytorchvideo.data.frame_video module pytorchvideo.data.hmdb51 module pytorchvideo.data.labeled_video_paths module pytorchvideo.data.utils module pytorchvideo.data.video module pytorchvideo.layers.batch_norm module pytorchvideo.layers.convolutions module pytorchvideo.layers.fusion module

pytorchvideo.layers.mlp module pytorchvideo.layers.nonlocal_net module pytorchvideo.layers.positional_encoding module pytorchvideo.layers.squeeze_excitation module pytorchvideo.layers.swish module pytorchvideo.models.byol module pytorchvideo.models.csn module pytorchvideo.models.head module pytorchvideo.models.masked_multistream module pytorchvideo.models.memory_bank module pytorchvideo.models.net module pytorchvideo.models.r2plus1d module pytorchvideo.models.resnet module pytorchvideo.models.simclr module pytorchvideo.models.slowfast module pytorchvideo.models.stem module pytorchvideo.models.x3d module pytorchvideo.transforms.functional module pytorchvideo.transforms.transforms module

R

RandomClipSampler (class in pytorchvideo.data.clip_sampling) RandomShortSideScale (class in pytorchvideo.transforms.transforms) ReduceFusion (class in pytorchvideo.layers.fusion) repeat_temporal_frames_subsample() (in module pytorchvideo.transforms.functional)

ResBlock (class in pytorchvideo.models.resnet) ResNetBasicHead (class in pytorchvideo.models.head) ResNetBasicStem (class in pytorchvideo.models.stem) ResStage (class in pytorchvideo.models.resnet)

S

save_dataclass_objs_to_headered_csv() (in module pytorchvideo.data.utils) seconds_to_frame_index() (in module pytorchvideo.data.domsev) secs_to_pts() (in module pytorchvideo.data.utils) select_video_class() (in module pytorchvideo.data.encoded_video) SeparableBottleneckBlock (class in pytorchvideo.models.resnet) short_side_scale() (in module pytorchvideo.transforms.functional)

ShortSideScale (class in pytorchvideo.transforms.transforms) sim_loss() (pytorchvideo.models.byol.BYOL method) SimCLR (class in pytorchvideo.models.simclr) SqueezeAndExcitationLayer2D (class in pytorchvideo.layers.squeeze_excitation) Swish (class in pytorchvideo.layers.swish) SwishFunction (class in pytorchvideo.layers.swish)

T

TemporalConcatFusion (class in pytorchvideo.layers.fusion) thwc_to_cthw() (in module pytorchvideo.data.utils)

TransposeMultiheadAttention (class in pytorchvideo.models.masked_multistream) TransposeTransformerEncoder (class in pytorchvideo.models.masked_multistream)

U

uniform_crop() (in module pytorchvideo.transforms.functional) uniform_temporal_subsample() (in module pytorchvideo.transforms.functional) UniformClipSampler (class in pytorchvideo.data.clip_sampling)

UniformCropVideo (class in pytorchvideo.transforms.transforms) UniformTemporalSubsample (class in pytorchvideo.transforms.transforms) update_mmt() (pytorchvideo.models.byol.BYOL method)

V

Video (class in pytorchvideo.data.video)