dmlc--dgl
Minjie Wang
f13b9b6212
* WIP: api * dgl.sampling, dgl.data * dgl.sampling; dgl.dataloading * sampling packages * convert * subgraph * deprecate * subgraph APIs * All docstrings for convert/subgraph/transform * almost all funcs under dgl namespace * WIP: DGLGraph * done graph query * message passing functions * lint * fix merge error * fix test * lint * fix Co-authored-by: Quan Gan <coin2028@hotmail.com>
257 行
4.9 KiB
ReStructuredText
257 行
4.9 KiB
ReStructuredText
.. _apinn-pytorch:
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NN Modules (PyTorch)
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====================
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.. _apinn-pytorch-conv:
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Conv Layers
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----------------------------------------
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.. automodule:: dgl.nn.pytorch.conv
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GraphConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.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.pytorch.conv.RelGraphConv
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:members: forward
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:show-inheritance:
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TAGConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.conv.TAGConv
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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.pytorch.conv.GATConv
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:members: forward
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:show-inheritance:
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EdgeConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.conv.EdgeConv
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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.pytorch.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.pytorch.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.pytorch.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.pytorch.conv.GINConv
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:members: forward
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:show-inheritance:
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GatedGraphConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.conv.GatedGraphConv
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:members: forward
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:show-inheritance:
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GMMConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.conv.GMMConv
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:members: forward
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:show-inheritance:
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ChebConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.conv.ChebConv
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:members: forward
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:show-inheritance:
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AGNNConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.conv.AGNNConv
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:members: forward
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:show-inheritance:
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NNConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.conv.NNConv
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:members: forward
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:show-inheritance:
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AtomicConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.conv.AtomicConv
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:members: forward
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:show-inheritance:
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CFConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.conv.CFConv
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:members: forward
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:show-inheritance:
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DotGatConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.conv.DotGatConv
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:members: forward
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:show-inheritance:
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.. _apinn-pytorch-dense-conv:
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Dense Conv Layers
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----------------------------------------
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DenseGraphConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.conv.DenseGraphConv
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:members: forward
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:show-inheritance:
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DenseSAGEConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.conv.DenseSAGEConv
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:members: forward
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:show-inheritance:
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DenseChebConv
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.conv.DenseChebConv
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:members: forward
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:show-inheritance:
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.. _apinn-pytorch-pooling:
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Global Pooling Layers
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----------------------------------------
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.. automodule:: dgl.nn.pytorch.glob
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SumPooling
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.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.pytorch.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.pytorch.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.pytorch.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.pytorch.glob.GlobalAttentionPooling
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:members:
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:show-inheritance:
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Set2Set
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.glob.Set2Set
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:members: forward
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:show-inheritance:
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SetTransformerEncoder
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.glob.SetTransformerEncoder
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:members:
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:show-inheritance:
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SetTransformerDecoder
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.glob.SetTransformerDecoder
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:members:
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:show-inheritance:
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Heterogeneous Graph Convolution Module
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----------------------------------------
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HeteroGraphConv
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~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.HeteroGraphConv
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:members:
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:show-inheritance:
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.. _apinn-pytorch-util:
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Utility Modules
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----------------------------------------
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Sequential
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.utils.Sequential
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:members:
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:show-inheritance:
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KNNGraph
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.factory.KNNGraph
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:members:
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:show-inheritance:
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SegmentedKNNGraph
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: dgl.nn.pytorch.factory.SegmentedKNNGraph
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:members:
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:show-inheritance:
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