Remove buggy normalization

models.py

@@ -134,9 +134,10 @@ class MiddleOut(nn.Module):
             new_latents.append(new_latent)
         
         new_latents = torch.stack(new_latents)
+        averaged_latent = torch.mean(new_latents, dim=0)
         if self.residual:
-            return my_latent - torch.sum(new_latents, dim=0) / torch.sum(peer_metrics, dim=-2)
-        return torch.mean(new_latents, dim=0)
+            return my_latent - averaged_latent
+        return averaged_latent
 
 class Predictor(nn.Module):
     def __init__(self, region_latent_size, layer_shapes, activations):