diff --git a/pvnet/models/base_model.py b/pvnet/models/base_model.py
index 20358362..ccda4abe 100644
--- a/pvnet/models/base_model.py
+++ b/pvnet/models/base_model.py
@@ -354,7 +354,7 @@ def _calculate_qauntile_loss(self, y_quantiles, y):
             losses.append(torch.max((q - 1) * errors, q * errors).unsqueeze(-1))
         losses = 2 * torch.cat(losses, dim=2)
         if self.use_weighted_loss:
-            weights = self.weighted_losses.weights.unsqueeze(1).unsqueeze(0)
+            weights = self.weighted_losses.weights.unsqueeze(1).unsqueeze(0).to(y.device)
             losses = losses * weights
         return losses.mean()