Index

A

ActiveSparsification (class in beyondml.tflow.utils.utils)

add_layer_masks() (in module beyondml.tflow.utils.utils)

B

beyondml module beyondml.pt module beyondml.pt.layers module beyondml.pt.layers.Conv2D module beyondml.pt.layers.Conv3D module beyondml.pt.layers.Dense module beyondml.pt.layers.FilterLayer module beyondml.pt.layers.MaskedConv2D module beyondml.pt.layers.MaskedConv3D module beyondml.pt.layers.MaskedDense module beyondml.pt.layers.MaskedMultiHeadAttention module beyondml.pt.layers.MaskedTransformerDecoderLayer module beyondml.pt.layers.MaskedTransformerEncoderLayer module beyondml.pt.layers.MultiConv2D module beyondml.pt.layers.MultiConv3D module beyondml.pt.layers.MultiDense module beyondml.pt.layers.MultiMaskedConv2D module beyondml.pt.layers.MultiMaskedConv3D module beyondml.pt.layers.MultiMaskedDense module beyondml.pt.layers.MultiMaxPool2D module beyondml.pt.layers.MultiMaxPool3D module beyondml.pt.layers.MultitaskNormalization module beyondml.pt.layers.SelectorLayer module beyondml.pt.layers.SparseConv2D module beyondml.pt.layers.SparseConv3D module beyondml.pt.layers.SparseDense module beyondml.pt.layers.SparseMultiConv2D module beyondml.pt.layers.SparseMultiConv3D module beyondml.pt.layers.SparseMultiDense module beyondml.pt.utils module beyondml.pt.utils.utils module beyondml.tflow module beyondml.tflow.layers module

beyondml.tflow.layers.FilterLayer module beyondml.tflow.layers.MaskedConv2D module beyondml.tflow.layers.MaskedConv3D module beyondml.tflow.layers.MaskedDense module beyondml.tflow.layers.MultiConv2D module beyondml.tflow.layers.MultiConv3D module beyondml.tflow.layers.MultiDense module beyondml.tflow.layers.MultiMaskedConv2D module beyondml.tflow.layers.MultiMaskedConv3D module beyondml.tflow.layers.MultiMaskedDense module beyondml.tflow.layers.MultiMaxPool2D module beyondml.tflow.layers.MultiMaxPool3D module beyondml.tflow.layers.MultitaskNormalization module beyondml.tflow.layers.SelectorLayer module beyondml.tflow.layers.SparseConv2D module beyondml.tflow.layers.SparseConv3D module beyondml.tflow.layers.SparseDense module beyondml.tflow.layers.SparseMultiConv2D module beyondml.tflow.layers.SparseMultiConv3D module beyondml.tflow.layers.SparseMultiDense module beyondml.tflow.layers.SumLayer module beyondml.tflow.utils module beyondml.tflow.utils.transformer module beyondml.tflow.utils.utils module build() (beyondml.tflow.layers.MaskedConv2D.MaskedConv2D method) (beyondml.tflow.layers.MaskedConv3D.MaskedConv3D method) (beyondml.tflow.layers.MaskedDense.MaskedDense method) (beyondml.tflow.layers.MultiConv2D.MultiConv2D method) (beyondml.tflow.layers.MultiConv3D.MultiConv3D method) (beyondml.tflow.layers.MultiDense.MultiDense method) (beyondml.tflow.layers.MultiMaskedConv2D.MultiMaskedConv2D method) (beyondml.tflow.layers.MultiMaskedConv3D.MultiMaskedConv3D method) (beyondml.tflow.layers.MultiMaskedDense.MultiMaskedDense method) (beyondml.tflow.layers.MultitaskNormalization.MultitaskNormalization method) (beyondml.tflow.layers.SparseConv2D.SparseConv2D method) (beyondml.tflow.layers.SparseConv3D.SparseConv3D method) (beyondml.tflow.layers.SparseDense.SparseDense method) (beyondml.tflow.layers.SparseMultiConv2D.SparseMultiConv2D method) (beyondml.tflow.layers.SparseMultiConv3D.SparseMultiConv3D method) (beyondml.tflow.layers.SparseMultiDense.SparseMultiDense method) build_token_position_embedding_block() (in module beyondml.tflow.utils.transformer) build_transformer_block() (in module beyondml.tflow.utils.transformer)

C

call() (beyondml.tflow.layers.FilterLayer.FilterLayer method) (beyondml.tflow.layers.MaskedConv2D.MaskedConv2D method) (beyondml.tflow.layers.MaskedConv3D.MaskedConv3D method) (beyondml.tflow.layers.MaskedDense.MaskedDense method) (beyondml.tflow.layers.MultiConv2D.MultiConv2D method) (beyondml.tflow.layers.MultiConv3D.MultiConv3D method) (beyondml.tflow.layers.MultiDense.MultiDense method) (beyondml.tflow.layers.MultiMaskedConv2D.MultiMaskedConv2D method) (beyondml.tflow.layers.MultiMaskedConv3D.MultiMaskedConv3D method) (beyondml.tflow.layers.MultiMaskedDense.MultiMaskedDense method) (beyondml.tflow.layers.MultiMaxPool2D.MultiMaxPool2D method) (beyondml.tflow.layers.MultiMaxPool3D.MultiMaxPool3D method) (beyondml.tflow.layers.MultitaskNormalization.MultitaskNormalization method) (beyondml.tflow.layers.SelectorLayer.SelectorLayer method) (beyondml.tflow.layers.SparseConv2D.SparseConv2D method) (beyondml.tflow.layers.SparseConv3D.SparseConv3D method) (beyondml.tflow.layers.SparseDense.SparseDense method) (beyondml.tflow.layers.SparseMultiConv2D.SparseMultiConv2D method) (beyondml.tflow.layers.SparseMultiConv3D.SparseMultiConv3D method) (beyondml.tflow.layers.SparseMultiDense.SparseMultiDense method) (beyondml.tflow.layers.SumLayer.SumLayer method)

Conv2D (class in beyondml.pt.layers.Conv2D) Conv3D (class in beyondml.pt.layers.Conv3D)

D

Dense (class in beyondml.pt.layers.Dense)

F

FilterLayer (class in beyondml.pt.layers.FilterLayer) (class in beyondml.tflow.layers.FilterLayer) forward() (beyondml.pt.layers.Conv2D.Conv2D method) (beyondml.pt.layers.Conv3D.Conv3D method) (beyondml.pt.layers.Dense.Dense method) (beyondml.pt.layers.FilterLayer.FilterLayer method) (beyondml.pt.layers.MaskedConv2D.MaskedConv2D method) (beyondml.pt.layers.MaskedConv3D.MaskedConv3D method) (beyondml.pt.layers.MaskedDense.MaskedDense method) (beyondml.pt.layers.MaskedMultiHeadAttention.MaskedMultiHeadAttention method) (beyondml.pt.layers.MaskedTransformerDecoderLayer.MaskedTransformerDecoderLayer method) (beyondml.pt.layers.MaskedTransformerEncoderLayer.MaskedTransformerEncoderLayer method) (beyondml.pt.layers.MultiConv2D.MultiConv2D method) (beyondml.pt.layers.MultiConv3D.MultiConv3D method) (beyondml.pt.layers.MultiDense.MultiDense method) (beyondml.pt.layers.MultiMaskedConv2D.MultiMaskedConv2D method) (beyondml.pt.layers.MultiMaskedConv3D.MultiMaskedConv3D method) (beyondml.pt.layers.MultiMaskedDense.MultiMaskedDense method) (beyondml.pt.layers.MultiMaxPool2D.MultiMaxPool2D method) (beyondml.pt.layers.MultiMaxPool3D.MultiMaxPool3D method) (beyondml.pt.layers.MultitaskNormalization.MultitaskNormalization method) (beyondml.pt.layers.SelectorLayer.SelectorLayer method) (beyondml.pt.layers.SparseConv2D.SparseConv2D method) (beyondml.pt.layers.SparseConv3D.SparseConv3D method) (beyondml.pt.layers.SparseDense.SparseDense method) (beyondml.pt.layers.SparseMultiConv2D.SparseMultiConv2D method) (beyondml.pt.layers.SparseMultiConv3D.SparseMultiConv3D method) (beyondml.pt.layers.SparseMultiDense.SparseMultiDense method)

from_config() (beyondml.tflow.layers.FilterLayer.FilterLayer class method) (beyondml.tflow.layers.MaskedConv2D.MaskedConv2D class method) (beyondml.tflow.layers.MaskedConv3D.MaskedConv3D class method) (beyondml.tflow.layers.MaskedDense.MaskedDense class method) (beyondml.tflow.layers.MultiConv2D.MultiConv2D class method) (beyondml.tflow.layers.MultiConv3D.MultiConv3D class method) (beyondml.tflow.layers.MultiDense.MultiDense class method) (beyondml.tflow.layers.MultiMaskedConv2D.MultiMaskedConv2D class method) (beyondml.tflow.layers.MultiMaskedConv3D.MultiMaskedConv3D class method) (beyondml.tflow.layers.MultiMaskedDense.MultiMaskedDense class method) (beyondml.tflow.layers.MultiMaxPool2D.MultiMaxPool2D class method) (beyondml.tflow.layers.MultiMaxPool3D.MultiMaxPool3D class method) (beyondml.tflow.layers.MultitaskNormalization.MultitaskNormalization class method) (beyondml.tflow.layers.SelectorLayer.SelectorLayer class method) (beyondml.tflow.layers.SparseConv2D.SparseConv2D class method) (beyondml.tflow.layers.SparseConv3D.SparseConv3D class method) (beyondml.tflow.layers.SparseDense.SparseDense class method) (beyondml.tflow.layers.SparseMultiConv2D.SparseMultiConv2D class method) (beyondml.tflow.layers.SparseMultiConv3D.SparseMultiConv3D class method) (beyondml.tflow.layers.SparseMultiDense.SparseMultiDense class method) (beyondml.tflow.layers.SumLayer.SumLayer class method) from_layer() (beyondml.tflow.layers.SparseConv2D.SparseConv2D class method) (beyondml.tflow.layers.SparseConv3D.SparseConv3D class method) (beyondml.tflow.layers.SparseDense.SparseDense class method) (beyondml.tflow.layers.SparseMultiConv2D.SparseMultiConv2D class method) (beyondml.tflow.layers.SparseMultiConv3D.SparseMultiConv3D class method) (beyondml.tflow.layers.SparseMultiDense.SparseMultiDense class method)

G

get_config() (beyondml.tflow.layers.FilterLayer.FilterLayer method) (beyondml.tflow.layers.MaskedConv2D.MaskedConv2D method) (beyondml.tflow.layers.MaskedConv3D.MaskedConv3D method) (beyondml.tflow.layers.MaskedDense.MaskedDense method) (beyondml.tflow.layers.MultiConv2D.MultiConv2D method) (beyondml.tflow.layers.MultiConv3D.MultiConv3D method) (beyondml.tflow.layers.MultiDense.MultiDense method) (beyondml.tflow.layers.MultiMaskedConv2D.MultiMaskedConv2D method) (beyondml.tflow.layers.MultiMaskedConv3D.MultiMaskedConv3D method) (beyondml.tflow.layers.MultiMaskedDense.MultiMaskedDense method) (beyondml.tflow.layers.MultiMaxPool2D.MultiMaxPool2D method) (beyondml.tflow.layers.MultiMaxPool3D.MultiMaxPool3D method) (beyondml.tflow.layers.MultitaskNormalization.MultitaskNormalization method) (beyondml.tflow.layers.SelectorLayer.SelectorLayer method) (beyondml.tflow.layers.SparseConv2D.SparseConv2D method) (beyondml.tflow.layers.SparseConv3D.SparseConv3D method) (beyondml.tflow.layers.SparseDense.SparseDense method) (beyondml.tflow.layers.SparseMultiConv2D.SparseMultiConv2D method) (beyondml.tflow.layers.SparseMultiConv3D.SparseMultiConv3D method) (beyondml.tflow.layers.SparseMultiDense.SparseMultiDense method) (beyondml.tflow.layers.SumLayer.SumLayer method)

get_custom_objects() (in module beyondml.tflow.utils.utils) get_task_masking_gradients() (in module beyondml.tflow.utils.utils)

I

in_channels (beyondml.pt.layers.MaskedConv2D.MaskedConv2D property) (beyondml.pt.layers.MaskedConv3D.MaskedConv3D property) (beyondml.pt.layers.MultiMaskedConv2D.MultiMaskedConv2D property) (beyondml.pt.layers.MultiMaskedConv3D.MultiMaskedConv3D property)

is_on (beyondml.pt.layers.FilterLayer.FilterLayer property)

K

kernel_size (beyondml.pt.layers.MaskedConv2D.MaskedConv2D property) (beyondml.pt.layers.MaskedConv3D.MaskedConv3D property) (beyondml.pt.layers.MultiMaskedConv2D.MultiMaskedConv2D property) (beyondml.pt.layers.MultiMaskedConv3D.MultiMaskedConv3D property) (beyondml.tflow.layers.MaskedConv2D.MaskedConv2D property) (beyondml.tflow.layers.MaskedConv3D.MaskedConv3D property) (beyondml.tflow.layers.MultiConv2D.MultiConv2D property) (beyondml.tflow.layers.MultiConv3D.MultiConv3D property) (beyondml.tflow.layers.MultiMaskedConv2D.MultiMaskedConv2D property) (beyondml.tflow.layers.MultiMaskedConv3D.MultiMaskedConv3D property)

M

mask_model() (in module beyondml.tflow.utils.utils) mask_task_weights() (in module beyondml.tflow.utils.utils) MaskedConv2D (class in beyondml.pt.layers.MaskedConv2D) (class in beyondml.tflow.layers.MaskedConv2D) MaskedConv3D (class in beyondml.pt.layers.MaskedConv3D) (class in beyondml.tflow.layers.MaskedConv3D) MaskedDense (class in beyondml.pt.layers.MaskedDense) (class in beyondml.tflow.layers.MaskedDense) MaskedMultiHeadAttention (class in beyondml.pt.layers.MaskedMultiHeadAttention) MaskedTransformerDecoderLayer (class in beyondml.pt.layers.MaskedTransformerDecoderLayer) MaskedTransformerEncoderLayer (class in beyondml.pt.layers.MaskedTransformerEncoderLayer) module beyondml beyondml.pt beyondml.pt.layers beyondml.pt.layers.Conv2D beyondml.pt.layers.Conv3D beyondml.pt.layers.Dense beyondml.pt.layers.FilterLayer beyondml.pt.layers.MaskedConv2D beyondml.pt.layers.MaskedConv3D beyondml.pt.layers.MaskedDense beyondml.pt.layers.MaskedMultiHeadAttention beyondml.pt.layers.MaskedTransformerDecoderLayer beyondml.pt.layers.MaskedTransformerEncoderLayer beyondml.pt.layers.MultiConv2D beyondml.pt.layers.MultiConv3D beyondml.pt.layers.MultiDense beyondml.pt.layers.MultiMaskedConv2D beyondml.pt.layers.MultiMaskedConv3D beyondml.pt.layers.MultiMaskedDense beyondml.pt.layers.MultiMaxPool2D beyondml.pt.layers.MultiMaxPool3D beyondml.pt.layers.MultitaskNormalization beyondml.pt.layers.SelectorLayer beyondml.pt.layers.SparseConv2D beyondml.pt.layers.SparseConv3D beyondml.pt.layers.SparseDense beyondml.pt.layers.SparseMultiConv2D beyondml.pt.layers.SparseMultiConv3D beyondml.pt.layers.SparseMultiDense beyondml.pt.utils beyondml.pt.utils.utils beyondml.tflow beyondml.tflow.layers beyondml.tflow.layers.FilterLayer beyondml.tflow.layers.MaskedConv2D beyondml.tflow.layers.MaskedConv3D beyondml.tflow.layers.MaskedDense beyondml.tflow.layers.MultiConv2D beyondml.tflow.layers.MultiConv3D beyondml.tflow.layers.MultiDense beyondml.tflow.layers.MultiMaskedConv2D beyondml.tflow.layers.MultiMaskedConv3D beyondml.tflow.layers.MultiMaskedDense beyondml.tflow.layers.MultiMaxPool2D beyondml.tflow.layers.MultiMaxPool3D beyondml.tflow.layers.MultitaskNormalization beyondml.tflow.layers.SelectorLayer beyondml.tflow.layers.SparseConv2D beyondml.tflow.layers.SparseConv3D beyondml.tflow.layers.SparseDense beyondml.tflow.layers.SparseMultiConv2D beyondml.tflow.layers.SparseMultiConv3D beyondml.tflow.layers.SparseMultiDense beyondml.tflow.layers.SumLayer beyondml.tflow.utils beyondml.tflow.utils.transformer beyondml.tflow.utils.utils

MultiConv2D (class in beyondml.pt.layers.MultiConv2D) (class in beyondml.tflow.layers.MultiConv2D) MultiConv3D (class in beyondml.pt.layers.MultiConv3D) (class in beyondml.tflow.layers.MultiConv3D) MultiDense (class in beyondml.pt.layers.MultiDense) (class in beyondml.tflow.layers.MultiDense) MultiMaskedConv2D (class in beyondml.pt.layers.MultiMaskedConv2D) (class in beyondml.tflow.layers.MultiMaskedConv2D) MultiMaskedConv3D (class in beyondml.pt.layers.MultiMaskedConv3D) (class in beyondml.tflow.layers.MultiMaskedConv3D) MultiMaskedDense (class in beyondml.pt.layers.MultiMaskedDense) (class in beyondml.tflow.layers.MultiMaskedDense) MultiMaxPool2D (class in beyondml.pt.layers.MultiMaxPool2D) (class in beyondml.tflow.layers.MultiMaxPool2D) MultiMaxPool3D (class in beyondml.pt.layers.MultiMaxPool3D) (class in beyondml.tflow.layers.MultiMaxPool3D) MultitaskNormalization (class in beyondml.pt.layers.MultitaskNormalization) (class in beyondml.tflow.layers.MultitaskNormalization)

O

on_epoch_end() (beyondml.tflow.utils.utils.ActiveSparsification method) on_train_begin() (beyondml.tflow.utils.utils.ActiveSparsification method) out_channels (beyondml.pt.layers.MaskedConv2D.MaskedConv2D property) (beyondml.pt.layers.MaskedConv3D.MaskedConv3D property) (beyondml.pt.layers.MultiMaskedConv2D.MultiMaskedConv2D property) (beyondml.pt.layers.MultiMaskedConv3D.MultiMaskedConv3D property)

P

prune() (beyondml.pt.layers.MaskedConv2D.MaskedConv2D method) (beyondml.pt.layers.MaskedConv3D.MaskedConv3D method) (beyondml.pt.layers.MaskedDense.MaskedDense method) (beyondml.pt.layers.MaskedMultiHeadAttention.MaskedMultiHeadAttention method) (beyondml.pt.layers.MaskedTransformerDecoderLayer.MaskedTransformerDecoderLayer method) (beyondml.pt.layers.MaskedTransformerEncoderLayer.MaskedTransformerEncoderLayer method) (beyondml.pt.layers.MultiMaskedConv2D.MultiMaskedConv2D method) (beyondml.pt.layers.MultiMaskedConv3D.MultiMaskedConv3D method) (beyondml.pt.layers.MultiMaskedDense.MultiMaskedDense method)

prune_model() (in module beyondml.pt.utils.utils)

Q

quantize_model() (in module beyondml.tflow.utils.utils)

R

replace_config() (in module beyondml.tflow.utils.utils)

replace_weights() (in module beyondml.tflow.utils.utils)

S

sel_index (beyondml.pt.layers.SelectorLayer.SelectorLayer property) (beyondml.tflow.layers.SelectorLayer.SelectorLayer property) SelectorLayer (class in beyondml.pt.layers.SelectorLayer) (class in beyondml.tflow.layers.SelectorLayer) set_masks() (beyondml.tflow.layers.MaskedConv2D.MaskedConv2D method) (beyondml.tflow.layers.MaskedConv3D.MaskedConv3D method) (beyondml.tflow.layers.MaskedDense.MaskedDense method) (beyondml.tflow.layers.MultiMaskedConv2D.MultiMaskedConv2D method) (beyondml.tflow.layers.MultiMaskedConv3D.MultiMaskedConv3D method) (beyondml.tflow.layers.MultiMaskedDense.MultiMaskedDense method) SparseConv2D (class in beyondml.pt.layers.SparseConv2D) (class in beyondml.tflow.layers.SparseConv2D)

SparseConv3D (class in beyondml.pt.layers.SparseConv3D) (class in beyondml.tflow.layers.SparseConv3D) SparseDense (class in beyondml.pt.layers.SparseDense) (class in beyondml.tflow.layers.SparseDense) SparseMultiConv2D (class in beyondml.pt.layers.SparseMultiConv2D) (class in beyondml.tflow.layers.SparseMultiConv2D) SparseMultiConv3D (class in beyondml.pt.layers.SparseMultiConv3D) (class in beyondml.tflow.layers.SparseMultiConv3D) SparseMultiDense (class in beyondml.pt.layers.SparseMultiDense) (class in beyondml.tflow.layers.SparseMultiDense) SumLayer (class in beyondml.tflow.layers.SumLayer)

T

train_model() (in module beyondml.tflow.utils.utils) train_model_iteratively() (in module beyondml.tflow.utils.utils) turn_off() (beyondml.pt.layers.FilterLayer.FilterLayer method) (beyondml.tflow.layers.FilterLayer.FilterLayer method)

turn_on() (beyondml.pt.layers.FilterLayer.FilterLayer method) (beyondml.tflow.layers.FilterLayer.FilterLayer method)