dmlc--dgl
d3560b7155
* Update * Update * Update
29 行
983 B
ReStructuredText
29 行
983 B
ReStructuredText
.. _apimodelreadout:
|
|
|
|
Readout for Computing Graph Representations
|
|
===========================================
|
|
|
|
After updating node/edge representations with graph neural networks (GNNs), a common operation is to compute
|
|
graph representations out of updated node/edge representations. For example, we need to compute molecular
|
|
representations out of atom/bond representations in molecular property prediction. We call the various modules
|
|
for computing graph-level representations **readout** as in Neural Message Passing for Quantum Chemistry and this
|
|
section lists the readout modules implemented in DGL-LifeSci.
|
|
|
|
.. contents:: Contents
|
|
:local:
|
|
|
|
AttentiveFP Readout
|
|
-------------------
|
|
.. automodule:: dgllife.model.readout.attentivefp_readout
|
|
:members:
|
|
|
|
MLP Readout
|
|
-----------
|
|
.. automodule:: dgllife.model.readout.mlp_readout
|
|
:members:
|
|
|
|
Weighted Sum and Max Readout
|
|
----------------------------
|
|
.. automodule:: dgllife.model.readout.weighted_sum_and_max
|
|
:members:
|