Back to Mxnet

gluon.nn

docs/python_docs/python/api/gluon/nn/index.rst

1.9.12.8 KB
Original Source

.. Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. The ASF licenses this file to you under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at

 http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

gluon.nn

Gluon provides a large number of build-in neural network layers in the following two modules:

.. Don't add toctree to these two modules, otherwise it will generate two pages in the global TOC

.. autosummary:: :nosignatures:

mxnet.gluon.nn

We group all layers in these two modules according to their categories.

.. currentmodule:: mxnet.gluon

Sequential Containers

.. autosummary:: :nosignatures:

nn.Sequential
nn.HybridSequential

Concatenation Containers

.. autosummary:: :nosignatures:

nn.Concatenate
nn.HybridConcatenate

Basic Layers

.. autosummary:: :nosignatures:

nn.Dense
nn.Activation
nn.Dropout
nn.Flatten
nn.Lambda
nn.HybridLambda
nn.Identity

Convolutional Layers

.. autosummary:: :nosignatures:

nn.Conv1D
nn.Conv2D
nn.Conv3D
nn.Conv1DTranspose
nn.Conv2DTranspose
nn.Conv3DTranspose
nn.DeformableConvolution
nn.ModulatedDeformableConvolution

Pixel Shuffle Layers

.. autosummary:: :nosignatures:

nn.PixelShuffle1D
nn.PixelShuffle2D
nn.PixelShuffle3D

Pooling Layers

.. autosummary:: :nosignatures:

nn.MaxPool1D
nn.MaxPool2D
nn.MaxPool3D
nn.AvgPool1D
nn.AvgPool2D
nn.AvgPool3D
nn.GlobalMaxPool1D
nn.GlobalMaxPool2D
nn.GlobalMaxPool3D
nn.GlobalAvgPool1D
nn.GlobalAvgPool2D
nn.GlobalAvgPool3D
nn.ReflectionPad2D

Normalization Layers

.. autosummary:: :nosignatures:

nn.BatchNorm
nn.InstanceNorm
nn.LayerNorm
nn.SyncBatchNorm

Embedding Layers

.. autosummary:: :nosignatures:

nn.Embedding

Advanced Activation Layers

.. autosummary:: :nosignatures:

nn.LeakyReLU
nn.PReLU
nn.ELU
nn.SELU
nn.Swish
nn.SiLU
nn.GELU

API Reference

.. automodule:: mxnet.gluon.nn :members: :imported-members: :autosummary: