f8c40c1d576bc4e1c4edd51b288a7e398b37f5ce,torch_geometric/nn/conv/graph_conv.py,GraphConv,forward,#GraphConv#Any#Any#,41

Before Change

        // Normalize by node degree (if wished).
        if self.norm:
            deg = degree(row, x.size(0), x.dtype)
            out = out / deg.unsqueeze(-1).clamp(min=1)

        // Weight root node separately (if wished).
        if self.root is not None:
            out = out + torch.mm(x, self.root)

After Change

    def forward(self, x, edge_index):
        
        x = x.unsqueeze(-1) if x.dim() == 1 else x
        edge_index, _ = remove_self_loops(edge_index)
        row, col = edge_index

        out = torch.mm(x, self.weight)

Instances