MPNN_edge_sparse.py

1 F401: 'torch_geometric.utils.is_undirected' imported but unused
- 3 from torch_geometric.utils import degree, is_undirected
1 F821: undefined name 'aggr_index'
- 128 message = torch.sparse.sum(msgs, aggr_index).to_dense()
25 W293: blank line contains whitespace
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11 E501: line too long (122 > 79 characters) (and 9 similar)
- Line too long (122 > 79 characters):
  48 self.central_node_edge_encoder = central_encoder(kwargs['edge_embedding'], d_ef, extend=kwargs['extend_dims'])
- Line too long (80 > 79 characters):
  90 x = torch.cat([x, degrees], -1) if self.retain_features else degrees
- Line too long (98 > 79 characters):
  93 edge_features = edge_features.unsqueeze(-1) if edge_features.dim() == 1 else edge_features
- Line too long (100 > 79 characters):
  99 edge_features_ii, edge_features = self.central_node_edge_encoder(edge_features, n_nodes)
- Line too long (105 > 79 characters):
  103 self.propagate(edge_index=edge_index, x=x, edge_features=edge_features))
- Line too long (130 > 79 characters):
  106 out = self.update_fn(torch.cat((x, self.propagate(edge_index=edge_index, x=x, edge_features=edge_features)), -1))
- Line too long (85 > 79 characters):
  116 edge_index_i, edge_index_j = edge_index[select, :], edge_index[1 - select, :]
- Line too long (104 > 79 characters):
  120 msgs = torch.sparse.FloatTensor(edge_index, msgs, torch.Size([n_nodes, n_nodes, msgs.shape[1]]))
- Line too long (106 > 79 characters):
  132 raise NotImplementedError("Aggregation kind {} is not currently supported.".format(self.aggr))
- Line too long (106 > 79 characters):
  144 raise NotImplementedError("Message kind {} is not currently supported.".format(self.msg_kind))
- Line too long (109 > 79 characters):
  149 return '{}(msg_fn = {}, update_fn = {})'.format(self.__class__.__name__, self.msg_fn, self.update_fn)
2 W291: trailing whitespace
- 102 out = self.update_fn((1 + self.eps) * self_msg +
- 112 select = 0 if self.flow == 'target_to_source' else 1
1 E117: over-indented
- 106 out = self.update_fn(torch.cat((x, self.propagate(edge_index=edge_index, x=x, edge_features=edge_features)), -1))
1 E225: missing whitespace around operator
- 127 degrees[degrees==0.0] = 1.0
1 E302: expected 2 blank lines, found 1
- 8 class MPNN_edge_sparse(nn.Module):
1 E303: too many blank lines (2)
- 32 d_msg = d_in if d_msg is None else d_msg
1 W391: blank line at end of file
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