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add refined geometries in datamodule

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This commit is contained in:
Filippo Olivo
2025-10-02 12:20:22 +02:00
parent 1be98591d4
commit b26403189f
2 changed files with 23 additions and 37 deletions
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9
ThermalSolver/model/local_gno.py
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@@ -106,10 +106,13 @@ class ConditionalGNOBlock(MessagePassing):
def message(self, x_i, x_j, c_i, c_j, edge_attr):
c_ij = 0.5 * (c_i + c_j)
alpha = torch.sigmoid(self.balancing)
m = alpha * self.diff_net(x_j - x_i) + (1 - alpha) * self.x_net(x_j)
gate = torch.sigmoid(self.edge_attr_net(edge_attr))
m = (
alpha * self.diff_net(x_j - x_i)
+ (1 - alpha) * self.x_net(x_j) * gate
)
m = m * self.c_ij_net(c_ij)
gate = self.edge_attr_net(edge_attr)
return m * torch.sigmoid(gate)
return m
def update(self, aggr_out, x):
return x + self.alpha * self.msg_proj(aggr_out)