Recurrent Layers Reference#

This page documents all custom recurrent layers provided in the torchrecurrent.

torchrecurrent.AntisymmetricRNN

Multi-layer antisymmetric recurrent neural network.

torchrecurrent.GatedAntisymmetricRNN

Multi-layer gated antisymmetric recurrent neural network.

torchrecurrent.NBR

Multi-layer neuromodulated bistable recurrent neural network.

torchrecurrent.BR

Multi-layer bistable recurrent neural network.

torchrecurrent.CFN

Multi-layer chaos free recurrent neural network.

torchrecurrent.coRNN

Multi-layer coupled oscillatory recurrent neural network.

torchrecurrent.FastRNN

Multi-layer fast recurrent neural network.

torchrecurrent.FastGRNN

Multi-layer FastGRNN.

torchrecurrent.ATR

Multi-layer additive–transform recurrent neural network.

torchrecurrent.IndRNN

Multi-layer independently recurrent neural network.

torchrecurrent.JANET

Multi-layer JANET (Just Another NETwork) recurrent neural network.

torchrecurrent.LEM

Multi-layer long expressive memory recurrent neural network.

torchrecurrent.LightRU

Multi-layer light recurrent unit neural network.

torchrecurrent.LiGRU

Multi-layer light gated recurrent unit neural network.

torchrecurrent.MGU

Multi-layer minimal gated unit neural network.

torchrecurrent.MultiplicativeLSTM

Multi-layer multiplicative long short-term memory network.

torchrecurrent.MUT1

Multi-layer mutated unit type 1 recurrent network.

torchrecurrent.MUT2

Multi-layer mutated unit type 2 recurrent network.

torchrecurrent.MUT3

Multi-layer mutated unit type 3 recurrent network.

torchrecurrent.NAS

Multi-layer neural architecture search recurrent network.

torchrecurrent.OriginalLSTM

Multi-layer original long short-term memory (LSTM) network.

torchrecurrent.PeepholeLSTM

Multi-layer peephole long short-term memory (LSTM) network.

torchrecurrent.RAN

Multi-layer Recurrent Additive Network (RAN).

torchrecurrent.SCRN

Multi-layer Structurally Constrained Recurrent Network (SCRN).

torchrecurrent.SGRN

Multi-layer Simple Gated Recurrent Network (SGRN).

torchrecurrent.STAR

Multi-layer Stackable Recurrent (STAR) network.

torchrecurrent.UGRNN

Multi-layer Update Gate Recurrent Neural Network (UGRNN).

torchrecurrent.UnICORNN

Multi-layer Undamped Independent Controlled Oscillatory RNN (UnICORNN).

torchrecurrent.WMCLSTM

Multi-layer LSTM with working-memory connections (WMCLSTM).