mirror of
https://github.com/dmlc/dgl.git
synced 2026-06-06 20:04:24 +08:00
109 lines
2.4 KiB
ReStructuredText
109 lines
2.4 KiB
ReStructuredText
.. _apinn-tensorflow:
|
|
|
|
NN Modules (Tensorflow)
|
|
====================
|
|
|
|
.. contents:: Contents
|
|
:local:
|
|
|
|
We welcome your contribution! If you want a model to be implemented in DGL as a NN module,
|
|
please `create an issue <https://github.com/dmlc/dgl/issues>`_ started with "[Feature Request] NN Module XXXModel".
|
|
|
|
If you want to contribute a NN module, please `create a pull request <https://github.com/dmlc/dgl/pulls>`_ started
|
|
with "[NN] XXXModel in tensorflow NN Modules" and our team member would review this PR.
|
|
|
|
Conv Layers
|
|
----------------------------------------
|
|
|
|
.. automodule:: dgl.nn.tensorflow.conv
|
|
|
|
GraphConv
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. autoclass:: dgl.nn.tensorflow.conv.GraphConv
|
|
:members: weight, bias, forward, reset_parameters
|
|
:show-inheritance:
|
|
|
|
RelGraphConv
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. autoclass:: dgl.nn.tensorflow.conv.RelGraphConv
|
|
:members: forward
|
|
:show-inheritance:
|
|
|
|
GATConv
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. autoclass:: dgl.nn.tensorflow.conv.GATConv
|
|
:members: forward
|
|
:show-inheritance:
|
|
|
|
SAGEConv
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. autoclass:: dgl.nn.tensorflow.conv.SAGEConv
|
|
:members: forward
|
|
:show-inheritance:
|
|
|
|
SGConv
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. autoclass:: dgl.nn.tensorflow.conv.SGConv
|
|
:members: forward
|
|
:show-inheritance:
|
|
|
|
APPNPConv
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. autoclass:: dgl.nn.tensorflow.conv.APPNPConv
|
|
:members: forward
|
|
:show-inheritance:
|
|
|
|
GINConv
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. autoclass:: dgl.nn.tensorflow.conv.GINConv
|
|
:members: forward
|
|
:show-inheritance:
|
|
|
|
|
|
Global Pooling Layers
|
|
----------------------------------------
|
|
|
|
.. automodule:: dgl.nn.tensorflow.glob
|
|
|
|
SumPooling
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. autoclass:: dgl.nn.tensorflow.glob.SumPooling
|
|
:members:
|
|
:show-inheritance:
|
|
|
|
AvgPooling
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. autoclass:: dgl.nn.tensorflow.glob.AvgPooling
|
|
:members:
|
|
:show-inheritance:
|
|
|
|
MaxPooling
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. autoclass:: dgl.nn.tensorflow.glob.MaxPooling
|
|
:members:
|
|
:show-inheritance:
|
|
|
|
SortPooling
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. autoclass:: dgl.nn.tensorflow.glob.SortPooling
|
|
:members:
|
|
:show-inheritance:
|
|
|
|
GlobalAttentionPooling
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. autoclass:: dgl.nn.tensorflow.glob.GlobalAttentionPooling
|
|
:members:
|
|
:show-inheritance:
|