diff --git a/src/sparcscore/ml/models.py b/src/sparcscore/ml/models.py
index 51f10a0..8a046e4 100644
--- a/src/sparcscore/ml/models.py
+++ b/src/sparcscore/ml/models.py
@@ -191,7 +191,7 @@ def forward(self, x):
         x = self.features(x)
         print("x.shape after features", x.shape)
 
-        x = torch.flatten(x, 1)
+        #x = torch.flatten(x, 1)
         print("x.shape after flatten", x.shape)
 
         x = self.classifier(x)