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* several nn example * appnp * fix lint * lint * add dgi * fix * fix * fix * fff * docs * 111 * fix * change init * change result * tiaocan+1 * fix * fix lint * fix * fix
119 lines
2.6 KiB
ReStructuredText
119 lines
2.6 KiB
ReStructuredText
.. _apinn-tensorflow:
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NN Modules (Tensorflow)
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====================
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.. contents:: Contents
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:local:
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We welcome your contribution! If you want a model to be implemented in DGL as a NN module,
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please `create an issue <https://github.com/dmlc/dgl/issues>`_ started with "[Feature Request] NN Module XXXModel".
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If you want to contribute a NN module, please `create a pull request <https://github.com/dmlc/dgl/pulls>`_ started
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with "[NN] XXXModel in tensorflow NN Modules" and our team member would review this PR.
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Conv Layers
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----------------------------------------
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.. automodule:: dgl.nn.tensorflow.conv
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GraphConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.tensorflow.conv.GraphConv
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:members: weight, bias, forward, reset_parameters
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:show-inheritance:
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RelGraphConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.tensorflow.conv.RelGraphConv
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:members: forward
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:show-inheritance:
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GATConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.tensorflow.conv.GATConv
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:members: forward
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:show-inheritance:
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SAGEConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.tensorflow.conv.SAGEConv
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:members: forward
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:show-inheritance:
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SGConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.tensorflow.conv.SGConv
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:members: forward
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:show-inheritance:
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APPNPConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.tensorflow.conv.APPNPConv
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:members: forward
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:show-inheritance:
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GINConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.tensorflow.conv.GINConv
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:members: forward
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:show-inheritance:
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Global Pooling Layers
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----------------------------------------
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.. automodule:: dgl.nn.tensorflow.glob
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SumPooling
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.tensorflow.glob.SumPooling
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:members:
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:show-inheritance:
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AvgPooling
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.tensorflow.glob.AvgPooling
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:members:
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:show-inheritance:
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MaxPooling
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.tensorflow.glob.MaxPooling
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:members:
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:show-inheritance:
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SortPooling
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.tensorflow.glob.SortPooling
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:members:
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:show-inheritance:
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GlobalAttentionPooling
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.tensorflow.glob.GlobalAttentionPooling
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:members:
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:show-inheritance:
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Utility Modules
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----------------------------------------
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Edge Softmax
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. automodule:: dgl.nn.tensorflow.softmax
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:members: edge_softmax
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