diff --git a/timm/models/metaformers.py b/timm/models/metaformers.py
index 87018b47..733d05c9 100644
--- a/timm/models/metaformers.py
+++ b/timm/models/metaformers.py
@@ -536,6 +536,7 @@ class Mlp(nn.Module):
         self.drop2 = nn.Dropout(drop_probs[1])
 
     def forward(self, x):
+        print(x)
         x = self.fc1(x)
         x = self.act(x)
         x = self.drop1(x)
@@ -612,9 +613,8 @@ class MetaFormerBlock(nn.Module):
             if res_scale_init_value else nn.Identity()
         
     def forward(self, x):
-        #B, C, H, W = x.shape
-        #x = x.view(B, H, W, C)
-        x = x.permute(0, 2, 3, 1)
+        B, C, H, W = x.shape
+        x = x.view(B, H, W, C)
         x = self.res_scale1(x) + \
             self.layer_scale1(
                 self.drop_path1(
@@ -627,8 +627,7 @@ class MetaFormerBlock(nn.Module):
                     self.mlp(self.norm2(x))
                 )
             )
-        #x = x.view(B, C, H, W)
-        x = x.permute(0, 3, 1, 2)
+        x = x.view(B, C, H, W)
         return x
 
 class MetaFormer(nn.Module):
@@ -814,31 +813,25 @@ class MetaFormer(nn.Module):
         x = self.norm(x)
         # (B, H, W, C) -> (B, C)
         x = self.head(x)
-        #x=self.head(self.norm(x.mean([2, 3])))
         return x
         
     def forward_features(self, x):
         x = self.patch_embed(x)
-        print('timm')
-        #x = self.stages(x)
-        '''
-        for i, stage in enumerate(self.stages):
-            x=stage(x)
-            #print(x[0][0][0][0])
-        '''
+        x = self.stages(x)
+        
         
         return x 
 
     def forward(self, x):
         x = self.forward_features(x)
         x = self.forward_head(x)
+        print('timm')
         return x
 
 def checkpoint_filter_fn(state_dict, model):
     import re
     out_dict = {}
     for k, v in state_dict.items():
-        '''
         k = k.replace('proj', 'conv')
         k = re.sub(r'layer_scale_([0-9]+)', r'layer_scale\1.scale', k)
         k = k.replace('network.1', 'downsample_layers.1')
@@ -848,7 +841,6 @@ def checkpoint_filter_fn(state_dict, model):
         k = k.replace('network.4', 'network.2')
         k = k.replace('network.6', 'network.3')
         k = k.replace('network', 'stages')
-        '''
         k = re.sub(r'downsample_layers.([0-9]+)', r'stages.\1.downsample', k)
         k = re.sub(r'([0-9]+).([0-9]+)', r'\1.blocks.\2', k)
         k = k.replace('stages.0.downsample', 'patch_embed')