diff --git a/timm/models/ghostnet.py b/timm/models/ghostnet.py
index 91466752..67e4c343 100644
--- a/timm/models/ghostnet.py
+++ b/timm/models/ghostnet.py
@@ -226,7 +226,7 @@ class GhostNet(nn.Module):
     def get_classifier(self):
         return self.classifier
 
-    def forward(self, x):
+    def forward_features(self, x):
         x = self.conv_stem(x)
         x = self.bn1(x)
         x = self.act1(x)
@@ -237,6 +237,10 @@ class GhostNet(nn.Module):
         x = x.view(x.size(0), -1)
         if self.dropout > 0.:
             x = F.dropout(x, p=self.dropout, training=self.training)
+        return x
+
+    def forward(self, x):
+        x = self.forward_features(x)
         x = self.classifier(x)
         return x
 
@@ -276,7 +280,6 @@ def _create_ghostnet(variant, width=1.0, pretrained=False, **kwargs):
         width=width,
         **kwargs,
     )
-    print(model_kwargs)
     return build_model_with_cfg(
         GhostNet, variant, pretrained,
         default_cfg=default_cfgs[variant],