Class LocallyConnected1D
Locally-connected layer for 1D inputs. The LocallyConnected1D layer works similarly to the Conv1D layer, except that weights are unshared, that is, a different set of filters is applied at each different patch of the input.
Implements
Inherited Members
Namespace: Keras.Layers
Assembly: Keras.dll
Syntax
public class LocallyConnected1D : BaseLayer, IDisposable
Constructors
| Improve this Doc View SourceLocallyConnected1D(Int32, Int32, Int32, String, String, Int32, String, Boolean, String, String, String, String, String, String, String, Shape)
Initializes a new instance of the LocallyConnected1D class.
Declaration
public LocallyConnected1D(int filters, int kernel_size, int strides = 1, string padding = "valid", string data_format = "channels_last", int dilation_rate = 1, string activation = "", bool use_bias = true, string kernel_initializer = "glorot_uniform", string bias_initializer = "zeros", string kernel_regularizer = "", string bias_regularizer = "", string activity_regularizer = "", string kernel_constraint = "", string bias_constraint = "", Shape input_shape = null)
Parameters
Type | Name | Description |
---|---|---|
System.Int32 | filters | Integer, the dimensionality of the output space (i.e. the number of output filters in the convolution). |
System.Int32 | kernel_size | An integer or tuple/list of a single integer, specifying the length of the 1D convolution window. |
System.Int32 | strides | An integer or tuple/list of a single integer, specifying the stride length of the convolution. Specifying any stride value != 1 is incompatible with specifying any dilation_ratevalue != 1. |
System.String | padding | Currently only supports "valid" (case-insensitive). "same" may be supported in the future. |
System.String | data_format | String, one of channels_first, channels_last. |
System.Int32 | dilation_rate | |
System.String | activation | Activation function to use (see activations). If you don't specify anything, no activation is applied (ie. "linear" activation: a(x) = x). |
System.Boolean | use_bias | Boolean, whether the layer uses a bias vector. |
System.String | kernel_initializer | Initializer for the kernel weights matrix (see initializers). |
System.String | bias_initializer | Initializer for the bias vector (see initializers). |
System.String | kernel_regularizer | Regularizer function applied to the kernel weights matrix (see regularizer). |
System.String | bias_regularizer | Regularizer function applied to the bias vector (see regularizer). |
System.String | activity_regularizer | Regularizer function applied to the output of the layer (its "activation"). (see regularizer). |
System.String | kernel_constraint | Constraint function applied to the kernel matrix (see constraints). |
System.String | bias_constraint | Constraint function applied to the bias vector (see constraints). |
Shape | input_shape | 3D tensor with shape: (batch_size, steps, input_dim) |