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Stanislaw Adaszewski
3 years ago
2 changed files with 900 additions and 0 deletions
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+ 61
- 0
src/icosagon/fastconv.py
View File
| @@ -7,6 +7,67 @@ import torch | |||
| from .weights import init_glorot | |||
| def _cat(matrices: List[torch.Tensor]): | |||
| if len(matrices) == 0: | |||
| raise ValueError('Empty list passed to _cat()') | |||
| n = sum(a.is_sparse for a in matrices) | |||
| if n != 0 and n != len(matrices): | |||
| raise ValueError('All matrices must have the same layout (dense or sparse)') | |||
| if not all(a.shape[1:] == matrices[0].shape[1:]): | |||
| raise ValueError('All matrices must have the same dimensions apart from dimension 0') | |||
| if not matrices[0].is_sparse: | |||
| return torch.cat(matrices) | |||
| total_rows = sum(a.shape[0] for a in matrices) | |||
| indices = [] | |||
| values = [] | |||
| row_offset = 0 | |||
| for a in matrices: | |||
| ind = a._indices().clone() | |||
| val = a._values() | |||
| ind[0] += row_offset | |||
| ind = ind.transpose(0, 1) | |||
| indices.append(ind) | |||
| values.append(val) | |||
| row_offset += a.shape[0] | |||
| indices = torch.cat(indices).transpose(0, 1) | |||
| values = torch.cat(values) | |||
| res = _sparse_coo_tensor(indices, values) | |||
| return res | |||
| class FastGraphConv(torch.nn.Module): | |||
| def __init__(self, | |||
| in_channels: int, | |||
| out_channels: int, | |||
| adjacency_matrix: List[torch.Tensor], | |||
| **kwargs): | |||
| self.in_channels = in_channels | |||
| self.out_channels = out_channels | |||
| self.weight = torch.cat([ | |||
| init_glorot(in_channels, out_channels) \ | |||
| for _ in adjacency_matrix | |||
| ], dim=1) | |||
| self.adjacency_matrix = _cat(adjacency_matrix) | |||
| def forward(self, x): | |||
| x = torch.sparse.mm(x, self.weight) \ | |||
| if x.is_sparse \ | |||
| else torch.mm(x, self.weight) | |||
| x = torch.sparse.mm(self.adjacency_matrix, x) \ | |||
| if self.adjacency_matrix.is_sparse \ | |||
| else torch.mm(self.adjacency_matrix, x) | |||
| return x | |||
| class FastConvLayer(torch.nn.Module): | |||
| adjacency_matrix: List[torch.Tensor] | |||
| adjacency_matrix_backward: List[torch.Tensor] | |||