Index

A

add() (pygho.backend.MaTensor.MaskedTensor method) (pygho.backend.SpTensor.SparseTensor method)

B

batch2dense() (in module pygho.hodata.MaData) batch2sparse() (in module pygho.hodata.SpData)

batched_tensordot() (in module pygho.backend.Mamamm) BatchNorm (class in pygho.honn.utils) broadcast_denseshape() (in module pygho.backend.Mamamm)

C

catvalue() (pygho.backend.MaTensor.MaskedTensor method) (pygho.backend.SpTensor.SparseTensor method)

coalesce() (in module pygho.backend.SpTensor)

D

data (pygho.backend.MaTensor.MaskedTensor property) decodehash() (in module pygho.backend.SpTensor) decodehash_tight() (in module pygho.backend.SpTensor) dense_dim (pygho.backend.MaTensor.MaskedTensor property) denseshape (pygho.backend.MaTensor.MaskedTensor property) (pygho.backend.SpTensor.SparseTensor property)

diag() (pygho.backend.MaTensor.MaskedTensor method) (pygho.backend.SpTensor.SparseTensor method) diagonalapply() (pygho.backend.MaTensor.MaskedTensor method) (pygho.backend.SpTensor.SparseTensor method) DSSGNNConv (class in pygho.honn.Conv)

F

fill_masked() (pygho.backend.MaTensor.MaskedTensor method) fill_masked_() (pygho.backend.MaTensor.MaskedTensor method) filterind() (in module pygho.backend.Spspmm) filterinf() (in module pygho.backend.MaTensor) forward() (pygho.honn.Conv.DSSGNNConv method) (pygho.honn.Conv.GNNAKConv method) (pygho.honn.Conv.I2Conv method) (pygho.honn.Conv.NGNNConv method) (pygho.honn.Conv.PPGNConv method) (pygho.honn.Conv.SSWLConv method) (pygho.honn.Conv.SUNConv method) (pygho.honn.MaOperator.Op2FWL method) (pygho.honn.MaOperator.OpDiag method) (pygho.honn.MaOperator.OpDiag2D method) (pygho.honn.MaOperator.OpMessagePassing method) (pygho.honn.MaOperator.OpMessagePassingCrossSubg2D method) (pygho.honn.MaOperator.OpMessagePassingOnSubg2D method) (pygho.honn.MaOperator.OpMessagePassingOnSubg3D method) (pygho.honn.MaOperator.OpNodeMessagePassing method) (pygho.honn.MaOperator.OpPooling method) (pygho.honn.MaOperator.OpPoolingCrossSubg2D method) (pygho.honn.MaOperator.OpPoolingSubg2D method) (pygho.honn.MaOperator.OpPoolingSubg3D method) (pygho.honn.MaOperator.OpSpMessagePassing method) (pygho.honn.MaOperator.OpSpMessagePassingCrossSubg2D method) (pygho.honn.MaOperator.OpSpMessagePassingOnSubg2D method) (pygho.honn.MaOperator.OpSpMessagePassingOnSubg3D method) (pygho.honn.MaOperator.OpSpNodeMessagePassing method) (pygho.honn.MaOperator.OpUnpooling method) (pygho.honn.SpOperator.Op2FWL method) (pygho.honn.SpOperator.OpDiag method) (pygho.honn.SpOperator.OpDiag2D method) (pygho.honn.SpOperator.OpMessagePassing method) (pygho.honn.SpOperator.OpMessagePassingCrossSubg2D method) (pygho.honn.SpOperator.OpMessagePassingOnSubg2D method) (pygho.honn.SpOperator.OpMessagePassingOnSubg3D method) (pygho.honn.SpOperator.OpNodeMessagePassing method) (pygho.honn.SpOperator.OpPooling method) (pygho.honn.SpOperator.OpPoolingCrossSubg2D method) (pygho.honn.SpOperator.OpPoolingSubg2D method) (pygho.honn.SpOperator.OpPoolingSubg3D method) (pygho.honn.SpOperator.OpUnpooling method) (pygho.honn.TensorOp.Op2FWL method) (pygho.honn.TensorOp.OpDiag2D method) (pygho.honn.TensorOp.OpMessagePassingCrossSubg2D method) (pygho.honn.TensorOp.OpMessagePassingOnSubg2D method) (pygho.honn.TensorOp.OpMessagePassingOnSubg3D method) (pygho.honn.TensorOp.OpNodeMessagePassing method) (pygho.honn.TensorOp.OpPoolingCrossSubg2D method) (pygho.honn.TensorOp.OpPoolingSubg2D method) (pygho.honn.TensorOp.OpPoolingSubg3D method) (pygho.honn.TensorOp.OpUnpoolingRootNodes2D method) (pygho.honn.TensorOp.OpUnpoolingSubgNodes2D method) (pygho.honn.utils.BatchNorm method) (pygho.honn.utils.LayerNorm method) (pygho.honn.utils.MLP method) (pygho.honn.utils.NoneNorm method)

from_torch_sparse_coo() (pygho.backend.SpTensor.SparseTensor class method) fullmask (pygho.backend.MaTensor.MaskedTensor property)

G

GNNAKConv (class in pygho.honn.Conv)

I

I2Conv (class in pygho.honn.Conv) I2Sampler() (in module pygho.hodata.SpTupleSampler) indicehash() (in module pygho.backend.SpTensor)

indicehash_tight() (in module pygho.backend.SpTensor) indices (pygho.backend.SpTensor.SparseTensor property) is_coalesced() (pygho.backend.SpTensor.SparseTensor method) IterWrapper (class in pygho.hodata.Wrapper)

K

k_hop_subgraph() (in module pygho.hodata.SpTupleSampler)

KhopSampler() (in module pygho.hodata.SpTupleSampler)

L

LayerNorm (class in pygho.honn.utils)

M

ma_datapreprocess() (in module pygho.hodata.MaData) MaDataloader (class in pygho.hodata.Wrapper) MaHoData (class in pygho.hodata.MaData) mamamm() (in module pygho.backend.Mamamm) Mapretransform() (in module pygho.hodata.Wrapper) mask (pygho.backend.MaTensor.MaskedTensor property) masked_dim (pygho.backend.MaTensor.MaskedTensor property) maskedshape (pygho.backend.MaTensor.MaskedTensor property) MaskedTensor (class in pygho.backend.MaTensor) max() (pygho.backend.MaTensor.MaskedTensor method) (pygho.backend.SpTensor.SparseTensor method) mean() (pygho.backend.MaTensor.MaskedTensor method) (pygho.backend.SpTensor.SparseTensor method) min() (pygho.backend.MaTensor.MaskedTensor method) MLP (class in pygho.honn.utils) module pygho.backend pygho.backend.Mamamm pygho.backend.MaTensor pygho.backend.Spmamm pygho.backend.Spmm pygho.backend.Spspmm pygho.backend.SpTensor pygho.backend.utils pygho.hodata pygho.hodata.MaData pygho.hodata.MaTupleSampler pygho.hodata.ParallelPreprocess pygho.hodata.SpData pygho.hodata.SpTupleSampler pygho.hodata.Wrapper pygho.honn pygho.honn.Conv pygho.honn.MaOperator pygho.honn.SpOperator pygho.honn.TensorOp pygho.honn.utils

N

NGNNConv (class in pygho.honn.Conv) nnz (pygho.backend.SpTensor.SparseTensor property)

NoneNorm (class in pygho.honn.utils) NormMomentumScheduler (class in pygho.honn.utils)

O

Op2FWL (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator) (class in pygho.honn.TensorOp) OpDiag (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator) OpDiag2D (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator) (class in pygho.honn.TensorOp) OpMessagePassing (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator) OpMessagePassingCrossSubg2D (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator) (class in pygho.honn.TensorOp) OpMessagePassingOnSubg2D (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator) (class in pygho.honn.TensorOp) OpMessagePassingOnSubg3D (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator) (class in pygho.honn.TensorOp) OpNodeMessagePassing (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator) (class in pygho.honn.TensorOp) OpPooling (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator)

OpPoolingCrossSubg2D (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator) (class in pygho.honn.TensorOp) OpPoolingSubg2D (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator) (class in pygho.honn.TensorOp) OpPoolingSubg3D (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator) (class in pygho.honn.TensorOp) OpSpMessagePassing (class in pygho.honn.MaOperator) OpSpMessagePassingCrossSubg2D (class in pygho.honn.MaOperator) OpSpMessagePassingOnSubg2D (class in pygho.honn.MaOperator) OpSpMessagePassingOnSubg3D (class in pygho.honn.MaOperator) OpSpNodeMessagePassing (class in pygho.honn.MaOperator) OpUnpooling (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator) OpUnpoolingRootNodes2D (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator) (class in pygho.honn.TensorOp) OpUnpoolingSubgNodes2D (class in pygho.honn.MaOperator) (class in pygho.honn.SpOperator) (class in pygho.honn.TensorOp)

P

padvalue (pygho.backend.MaTensor.MaskedTensor property) ParallelPreprocessDataset (class in pygho.hodata.ParallelPreprocess) parse_precomputekey() (in module pygho.honn.SpOperator) parsekey() (in module pygho.hodata.SpData) parseop() (in module pygho.hodata.SpData) PPGNConv (class in pygho.honn.Conv) process() (pygho.hodata.ParallelPreprocess.ParallelPreprocessDataset method) processed_dir (pygho.hodata.ParallelPreprocess.ParallelPreprocessDataset property) processed_file_names (pygho.hodata.ParallelPreprocess.ParallelPreprocessDataset property) ptr2batch() (in module pygho.backend.Spspmm) pygho.backend module pygho.backend.Mamamm module pygho.backend.MaTensor module pygho.backend.Spmamm module pygho.backend.Spmm module pygho.backend.Spspmm module pygho.backend.SpTensor module pygho.backend.utils module

pygho.hodata module pygho.hodata.MaData module pygho.hodata.MaTupleSampler module pygho.hodata.ParallelPreprocess module pygho.hodata.SpData module pygho.hodata.SpTupleSampler module pygho.hodata.Wrapper module pygho.honn module pygho.honn.Conv module pygho.honn.MaOperator module pygho.honn.SpOperator module pygho.honn.TensorOp module pygho.honn.utils module

R

rdsampler() (in module pygho.hodata.MaTupleSampler)

S

shape (pygho.backend.MaTensor.MaskedTensor property) (pygho.backend.SpTensor.SparseTensor property) sp_datapreprocess() (in module pygho.hodata.SpData) sparse_dim (pygho.backend.SpTensor.SparseTensor property) sparseshape (pygho.backend.SpTensor.SparseTensor property) SparseTensor (class in pygho.backend.SpTensor) SpDataloader (class in pygho.hodata.Wrapper) spdsampler() (in module pygho.hodata.MaTupleSampler) SpHoData (class in pygho.hodata.SpData) spmamm() (in module pygho.backend.Spmamm) spmm() (in module pygho.backend.Spmm)

Sppretransform() (in module pygho.hodata.Wrapper) spsphadamard() (in module pygho.backend.Spspmm) spsphadamard_ind() (in module pygho.backend.Spspmm) spspmm() (in module pygho.backend.Spspmm) spspmm_ind() (in module pygho.backend.Spspmm) spspmpnn() (in module pygho.backend.Spspmm) SSWLConv (class in pygho.honn.Conv) step() (pygho.honn.utils.NormMomentumScheduler method) sum() (pygho.backend.MaTensor.MaskedTensor method) (pygho.backend.SpTensor.SparseTensor method) SUNConv (class in pygho.honn.Conv)

T

to() (pygho.backend.MaTensor.MaskedTensor method) (pygho.backend.SpTensor.SparseTensor method) to_dense_adj() (in module pygho.hodata.MaData) to_dense_tuplefeat() (in module pygho.hodata.MaData) to_dense_x() (in module pygho.hodata.MaData)

to_sparse_adj() (in module pygho.hodata.MaData) to_torch_sparse_coo() (pygho.backend.SpTensor.SparseTensor method) torch_scatter_reduce() (in module pygho.backend.utils) tuplewiseapply() (pygho.backend.MaTensor.MaskedTensor method) (pygho.backend.SpTensor.SparseTensor method)

U

unpooling() (pygho.backend.MaTensor.MaskedTensor method) (pygho.backend.SpTensor.SparseTensor method)

unpooling_fromdense1dim() (pygho.backend.SpTensor.SparseTensor method)

V

values (pygho.backend.SpTensor.SparseTensor property)