Skip to content

GitLab

Switch branch/tag
Find file Normal viewHistoryPermalink
nn.tensorflow.rst 2.41 KB
Newer Older
VoVAllen's avatar
[Tensorflow] Several nn & example (#1191)  
VoVAllen committed
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108 
.. _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: