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TorchScript attentional aggregation error #8398

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@sevenineone

Description

I'm trying to compile gnn model with torch script and get following error:

RuntimeError: 
Unknown type name 'torch_geometric.nn.MLP':
  File "/usr/local/lib/python3.10/dist-packages/torch_geometric/nn/aggr/attention.py", line 55
        self.assert_two_dimensional_input(x, dim)
    
        if isinstance(self.gate_nn, torch_geometric.nn.MLP):
                                    ~~~~~~~~~~~~~~~~~~~~~~ <--- HERE
            gate = self.gate_nn(x, index, dim_size)
        else:

Here is example to reproduce this error:

import torch
from torch import nn
from torch_geometric.nn import aggr, TransformerConv
from torch_geometric.nn.norm import GraphNorm


class GNN(nn.Module):
    def __init__(self):
        super(GNN, self).__init__()

        self.gnn = TransformerConv(10, 10, 1, dropout=0.1).jittable()         
        self.normalization = GraphNorm(in_channels=10)
        self.act = nn.GELU()
        self.aggr = aggr.AttentionalAggregation(gate_nn=nn.Linear(10, 1), nn=nn.Linear(10, 10)) #doesn't compile

    def forward(self, x, edge_index, batch_ptr):
        hidden = x
        hidden = self.gnn(hidden, edge_index)
        hidden = self.normalization(hidden)
        hidden = self.act(hidden)

        graph_rep = self.aggr(hidden, ptr=batch_ptr)

        return graph_rep

    
device = torch.device("cuda") if torch.cuda.is_available() else torch.device("cpu")
model = GNN().to(device)

x = torch.randn(100, 10).to(device)
edge_index = torch.randint(100, size=(2, 20)).to(device)
batch_ptr = torch.tensor([0, 100]).to(device)
res = model(x, edge_index, batch_ptr)
print(res)

model = torch.jit.script(model)

Environment

  • PyG version: 2.4.0
  • PyTorch version: 2.1.0
  • OS: ubuntu 22
  • Python version: 3.10
  • CUDA/cuDNN version: 12.3
  • How you installed PyTorch and PyG (conda, pip, source): pip/source

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