topobench.nn package

Subpackages

• topobench.nn.backbones package
  • Subpackages
    • topobench.nn.backbones.cell package
      • Submodules
      • topobench.nn.backbones.cell.cccn module
      • Module contents
    • topobench.nn.backbones.combinatorial package
      • Submodules
      • topobench.nn.backbones.combinatorial.gccn module
      • topobench.nn.backbones.combinatorial.gccn_onehasse module
      • Module contents
    • topobench.nn.backbones.graph package
      • Submodules
      • topobench.nn.backbones.graph.graph_mlp module
      • topobench.nn.backbones.graph.identity_gnn module
      • Module contents
    • topobench.nn.backbones.hypergraph package
      • Submodules
      • topobench.nn.backbones.hypergraph.edgnn module
      • Module contents
    • topobench.nn.backbones.simplicial package
      • Submodules
      • topobench.nn.backbones.simplicial.sccnn module
      • Module contents
  • Module contents
    • CCCN
      • CCCN.forward()
    • CW
      • CW.forward()
    • EDGNN
      • EDGNN.forward()
      • EDGNN.reset_parameters()
    • EquivSetConv
      • EquivSetConv.forward()
      • EquivSetConv.reset_parameters()
    • GraphMLP
      • GraphMLP.forward()
    • IdentityGAT
      • IdentityGAT.forward()
    • IdentityGCN
      • IdentityGCN.forward()
    • IdentityGIN
      • IdentityGIN.forward()
    • IdentitySAGE
      • IdentitySAGE.forward()
    • JumpLinkConv
      • JumpLinkConv.forward()
      • JumpLinkConv.reset_parameters()
    • MLP
      • MLP.flops()
      • MLP.forward()
      • MLP.reset_parameters()
    • MeanDegConv
      • MeanDegConv.forward()
      • MeanDegConv.reset_parameters()
    • Mlp
      • Mlp.forward()
    • PlainMLP
      • PlainMLP.forward()
      • PlainMLP.reset_parameters()
    • SCCNNCustom
      • SCCNNCustom.forward()
    • SCCNNLayer
      • SCCNNLayer.aggr_norm_func()
      • SCCNNLayer.chebyshev_conv()
      • SCCNNLayer.forward()
      • SCCNNLayer.reset_parameters()
      • SCCNNLayer.update()
    • TopoTune
      • TopoTune.aggregate_inter_nbhd()
      • TopoTune.forward()
      • TopoTune.generate_membership_vectors()
      • TopoTune.get_nbhd_cache()
      • TopoTune.interrank_expand()
      • TopoTune.interrank_gnn_forward()
      • TopoTune.intrarank_expand()
      • TopoTune.intrarank_gnn_forward()
    • TopoTune_OneHasse
      • TopoTune_OneHasse.aggregate_inter_nbhd()
      • TopoTune_OneHasse.all_nbhds_expand()
      • TopoTune_OneHasse.all_nbhds_gnn_forward()
      • TopoTune_OneHasse.forward()
      • TopoTune_OneHasse.generate_membership_vectors()
• topobench.nn.encoders package
  • Submodules
  • topobench.nn.encoders.all_cell_encoder module
    • AllCellFeatureEncoder
      • AllCellFeatureEncoder.forward()
    • BaseEncoder
      • BaseEncoder.forward()
  • topobench.nn.encoders.base module
    • AbstractFeatureEncoder
      • AbstractFeatureEncoder.forward()
  • topobench.nn.encoders.dgm_encoder module
    • DGMStructureFeatureEncoder
      • DGMStructureFeatureEncoder.forward()
  • topobench.nn.encoders.kdgm module
    • DGM_d
      • DGM_d.forward()
      • DGM_d.sample_without_replacement()
    • pairwise_euclidean_distances()
    • pairwise_poincare_distances()
  • Module contents
    • AllCellFeatureEncoder
      • AllCellFeatureEncoder.forward()
    • DGMStructureFeatureEncoder
      • DGMStructureFeatureEncoder.forward()
• topobench.nn.readouts package
  • Submodules
  • topobench.nn.readouts.base module
    • AbstractZeroCellReadOut
      • AbstractZeroCellReadOut.compute_logits()
      • AbstractZeroCellReadOut.forward()
  • topobench.nn.readouts.identical module
    • NoReadOut
      • NoReadOut.forward()
  • topobench.nn.readouts.propagate_signal_down module
    • PropagateSignalDown
      • PropagateSignalDown.forward()
  • Module contents
    • AbstractZeroCellReadOut
      • AbstractZeroCellReadOut.compute_logits()
      • AbstractZeroCellReadOut.forward()
    • NoReadOut
      • NoReadOut.forward()
    • PropagateSignalDown
      • PropagateSignalDown.forward()
• topobench.nn.wrappers package
  • Subpackages
    • topobench.nn.wrappers.cell package
      • Submodules
      • topobench.nn.wrappers.cell.can_wrapper module
      • topobench.nn.wrappers.cell.cccn_wrapper module
      • topobench.nn.wrappers.cell.ccxn_wrapper module
      • topobench.nn.wrappers.cell.cwn_wrapper module
      • Module contents
    • topobench.nn.wrappers.combinatorial package
      • Submodules
      • topobench.nn.wrappers.combinatorial.tune_wrapper module
      • Module contents
    • topobench.nn.wrappers.graph package
      • Submodules
      • topobench.nn.wrappers.graph.gnn_wrapper module
      • topobench.nn.wrappers.graph.graph_mlp_wrapper module
      • Module contents
    • topobench.nn.wrappers.hypergraph package
      • Submodules
      • topobench.nn.wrappers.hypergraph.hypergraph_wrapper module
      • Module contents
    • topobench.nn.wrappers.simplicial package
      • Submodules
      • topobench.nn.wrappers.simplicial.san_wrapper module
      • topobench.nn.wrappers.simplicial.sccn_wrapper module
      • topobench.nn.wrappers.simplicial.sccnn_wrapper module
      • topobench.nn.wrappers.simplicial.scn_wrapper module
      • Module contents
  • Submodules
  • topobench.nn.wrappers.base module
    • AbstractWrapper
      • AbstractWrapper.forward()
      • AbstractWrapper.residual_connection()
  • Module contents
    • AbstractWrapper
      • AbstractWrapper.forward()
      • AbstractWrapper.residual_connection()
    • CANWrapper
      • CANWrapper.forward()
    • CCCNWrapper
      • CCCNWrapper.forward()
    • CCXNWrapper
      • CCXNWrapper.forward()
    • CWNWrapper
      • CWNWrapper.forward()
    • GNNWrapper
      • GNNWrapper.forward()
    • GraphMLPWrapper
      • GraphMLPWrapper.forward()
    • HypergraphWrapper
      • HypergraphWrapper.forward()
    • SANWrapper
      • SANWrapper.forward()
    • SCCNNWrapper
      • SCCNNWrapper.forward()
    • SCCNWrapper
      • SCCNWrapper.forward()
    • SCNWrapper
      • SCNWrapper.forward()
      • SCNWrapper.normalize_matrix()
    • TuneWrapper
      • TuneWrapper.forward()

Module contents

Empty file to make the directory a package.