jactorch.nn.residual

Classes

ResidualConvBlock
ResidualConvBottleneck
ResidualGRU
ResidualLinear

Class ResidualConvBlock

class ResidualConvBlock

Bases: Module, AutoResetParametersMixin

__init__(inplanes, planes, stride=1, downsample=None)

Initialize internal Module state, shared by both nn.Module and ScriptModule.

forward(x)

Define the computation performed at every call.

Should be overridden by all subclasses.

Note

Although the recipe for forward pass needs to be defined within this function, one should call the Module instance afterwards instead of this since the former takes care of running the registered hooks while the latter silently ignores them.

expansion = 1

Class ResidualConvBottleneck

class ResidualConvBottleneck

Bases: Module, AutoResetParametersMixin

__init__(inplanes, planes, stride=1, downsample=None)

Initialize internal Module state, shared by both nn.Module and ScriptModule.

forward(x)

Define the computation performed at every call.

Should be overridden by all subclasses.

Note

Although the recipe for forward pass needs to be defined within this function, one should call the Module instance afterwards instead of this since the former takes care of running the registered hooks while the latter silently ignores them.

expansion = 4

Class ResidualGRU

class ResidualGRU

Bases: Module, AutoResetParametersMixin

__init__(hidden_dim, num_layers, bias=True, batch_first=False, dropout=0, bidirectional=False, layer_norm=False)

Initialize internal Module state, shared by both nn.Module and ScriptModule.

forward(input, input_lengths, initial_states=None)

Define the computation performed at every call.

Should be overridden by all subclasses.

Note

Although the recipe for forward pass needs to be defined within this function, one should call the Module instance afterwards instead of this since the former takes care of running the registered hooks while the latter silently ignores them.

Class ResidualLinear

class ResidualLinear

Bases: Module, AutoResetParametersMixin

__init__(hidden_dim, norm1=None, norm2=None)

Initialize internal Module state, shared by both nn.Module and ScriptModule.

forward(input)

Define the computation performed at every call.

Should be overridden by all subclasses.

Note

Although the recipe for forward pass needs to be defined within this function, one should call the Module instance afterwards instead of this since the former takes care of running the registered hooks while the latter silently ignores them.