Recurrent Cells Reference#

This page documents all custom recurrent cells provided in the torchrecurrent.cells module.

`torchrecurrent.AntisymmetricRNNCell`	An antisymmetric recurrent neural network cell.
`torchrecurrent.GatedAntisymmetricRNNCell`	A gated antisymmetric recurrent neural network (RNN) cell.
`torchrecurrent.NBRCell`	A Neuromodulated Bistable Recurrent cell.
`torchrecurrent.BRCell`	A Bistable recurrent cell.
`torchrecurrent.CFNCell`	A Chaos Free Network (CFN) cell.
`torchrecurrent.DSGUCell`	A Deep Simple Gated Unit (DSGU) cell.
`torchrecurrent.eLSTMCell`	An LSTM cell with element-wise recurrence (eLSTM).
`torchrecurrent.coRNNCell`	A Coupled Oscillatory RNN cell.
`torchrecurrent.FastRNNCell`	A Fast RNN cell with two scalar gates \(\alpha\) and \(\beta\).
`torchrecurrent.FastGRNNCell`	A "Fast RNN" cell with two scalar gates.
`torchrecurrent.ATRCell`	An Additive–Transform Recurrent cell.
`torchrecurrent.IndRNNCell`	An Independently Recurrent Neural Network (IndRNN) cell.
`torchrecurrent.IntersectionRNNCell`	An Intersection RNN (+RNN) cell.
`torchrecurrent.JANETCell`	A JANET (Just Another NETwork) recurrent cell.
`torchrecurrent.LEMCell`	A Long Expressive Memory (LEM) recurrent cell.
`torchrecurrent.LightRUCell`	A Light Recurrent Unit (LightRU) cell.
`torchrecurrent.LiGRUCell`	A Light Gated Recurrent Unit (LiGRU) cell.
`torchrecurrent.MCLSTMCell`	A memory-controller LSTM (MC-LSTM) cell.
`torchrecurrent.MGUCell`	A Minimal Gated Unit (MGU) cell.
`torchrecurrent.MGU1Cell`	A minimal gated unit variant 1 (MGU1) cell.
`torchrecurrent.MGU2Cell`	A minimal gated unit variant 2 (MGU2) cell.
`torchrecurrent.MGU3Cell`	A minimal gated unit variant 3 (MGU3) cell.
`torchrecurrent.MinimalRNNCell`	A Minimal recurrent neural network (MinimalRNN) cell.
`torchrecurrent.MiRU1Cell`	A Minion Gated Unit 1 (MiRU1) cell.
`torchrecurrent.MiRU2Cell`	A Minion Gated Unit 2 (MiRU2) cell.
`torchrecurrent.MultiplicativeLSTMCell`	A multiplicative LSTM cell.
`torchrecurrent.MUT1Cell`	A Mutated Unit Type 1 (MUT1) recurrent cell.
`torchrecurrent.MUT2Cell`	A Mutated Unit Type 2 (MUT2) recurrent cell.
`torchrecurrent.MUT3Cell`	A Mutated Unit Type 3 (MUT3) recurrent cell.
`torchrecurrent.NASCell`	A Neural Architecture Search (NAS) cell.
`torchrecurrent.OriginalLSTMCell`	Original formulation of the LSTM cell (no forget gate).
`torchrecurrent.PeepholeLSTMCell`	A Peephole LSTM cell with learnable peephole connections.
`torchrecurrent.RANCell`	A Recurrent Additive Network (RAN) cell.
`torchrecurrent.ResLSTMCell`	A residual long short-term memory (ResLSTM) cell.
`torchrecurrent.SCRNCell`	A Structurally Constrained Recurrent Network (SCRN) cell.
`torchrecurrent.SGUCell`	A Simple Gated Unit (SGU) cell.
`torchrecurrent.SGRNCell`	A Simple Gated Recurrent Network (SGRN) cell.
`torchrecurrent.STARCell`	A Stackable Recurrent (STAR) cell.
`torchrecurrent.tauGRUCell`	A tau-GRU cell with weighted time-delay feedback.
`torchrecurrent.TRNNCell`	A strongly typed recurrent neural network (T-RNN) cell.
`torchrecurrent.TGRUCell`	A strongly typed gated recurrent unit (T-GRU) cell.
`torchrecurrent.TLSTMCell`	A strongly typed long short-term memory (T-LSTM) cell.
`torchrecurrent.UGRNNCell`	An Update Gate RNN (UGRNN) cell.
`torchrecurrent.UnICORNNCell`	An Undamped Independent Controlled Oscillatory RNN (UnICORNN) cell.
`torchrecurrent.WMCLSTMCell`	A Long Short-Term Memory (LSTM) cell with working-memory connections.