convolutional

Convolutional Layers API

This module provides classes to build convolutional layers.

Functions

Name	Description
conv1d	1D convolutional layer using 2D convolutional layer
conv2d	2D convolutional layer

Please refer to Keras Convolutional Layers for additional layers.

Machine-readable model

• conv2dfunction2D convolutional layer
• conv1dfunction1D convolutional layer using 2D convolutional layer

function

conv2d

Python

2D convolutional layer

helia_edge/layers/convolutional.py:16

conv2d(
    filters: int,
    kernel_size: int | tuple[int, int] = 3,
    strides: int | tuple[int, int] = 1,
    padding: str = 'same',
    use_bias: bool = False,
    groups: int = 1,
    dilation: int = 1,
    name: str | None = None,
) -> keras.Layer

2D convolutional layer

Parameters

Parameters of conv2d

Name	Type	Default	Description
filters	int	Required	Number of filters
kernel_size	int | tuple[int, int]	3	Kernel size. Defaults to 3.
strides	int | tuple[int, int]	1	Stride length. Defaults to 1.
padding	str	'same'	Padding. Defaults to "same".
use_bias	bool	False	Add bias. Defaults to False.
groups	int	1	Number of groups. Defaults to 1.
dilation	int	1	Dilation rate. Defaults to 1.
name	str | None	None	Layer name. Defaults to None.

Returns

Returns of conv2d

Type	Description
keras.Layer	keras.Layer: Functional 2D conv layer

function

conv1d

Python

1D convolutional layer using 2D convolutional layer

helia_edge/layers/convolutional.py:55

conv1d(
    filters: int,
    kernel_size: int = 3,
    strides: int = 1,
    padding: str = 'same',
    use_bias: bool = False,
    name: str | None = None,
) -> keras.Layer

1D convolutional layer using 2D convolutional layer

Parameters

Parameters of conv1d

Name	Type	Default	Description
filters	int	Required	Number of filters
kernel_size	int	3	Kernel size. Defaults to 3.
strides	int	1	Stride length. Defaults to 1.
padding	str	'same'	Padding. Defaults to "same".
use_bias	bool	False	Add bias. Defaults to False.
name	str | None	None	Layer name. Defaults to None.

Returns

Returns of conv1d

Type	Description
keras.Layer	keras.Layer: Functional 1D conv layer