diff --git a/timm/models/davit.py b/timm/models/davit.py
index 8e84f7ed..0259ec9f 100644
--- a/timm/models/davit.py
+++ b/timm/models/davit.py
@@ -7,10 +7,6 @@ attention in each block. The attention mechanisms used are linear in complexity.
 
 DaViT model defs and weights adapted from https://github.com/dingmyu/davit, original copyright below
 
-
-
-
-
 """
 # Copyright (c) 2022 Mingyu Ding
 # All rights reserved.
@@ -442,7 +438,7 @@ class DaViT(nn.Module):
                 ) for layer_id, item in enumerate(stage_param)
             ])
             
-            self.main_blocks.add_module(f'stage_{stage_id}', stage)
+            self.stages.add_module(f'stage_{stage_id}', stage)
             
             self.feature_info += [dict(num_chs=self.embed_dims[stage_id], reduction = 2, module=f'stage_{stage_id}')]
 
@@ -536,7 +532,7 @@ def checkpoint_filter_fn(state_dict, model):
 
     out_dict = {}
     for k, v in state_dict.items():
-        k = k.replace('main_blocks.', 'main_blocks.stage_')
+        k = k.replace('main_blocks.', 'stages.stage_')
         k = k.replace('head.', 'head.fc.')
         out_dict[k] = v
     return out_dict
@@ -570,13 +566,13 @@ def _cfg(url='', **kwargs): # not sure how this should be set up
 
 
 default_cfgs = generate_default_cfgs({
-
-'davit_tiny.msft_in1k': _cfg(
-    url="https://github.com/fffffgggg54/pytorch-image-models/releases/download/checkpoint/davit_tiny_ed28dd55.pth.tar"),
-'davit_small.msft_in1k': _cfg(
-    url="https://github.com/fffffgggg54/pytorch-image-models/releases/download/checkpoint/davit_small_d1ecf281.pth.tar"),
-'davit_base.msft_in1k': _cfg(
-    url="https://github.com/fffffgggg54/pytorch-image-models/releases/download/checkpoint/davit_base_67d9ac26.pth.tar"),
+    # official microsoft weights from https://github.com/dingmyu/davit
+    'davit_tiny.msft_in1k': _cfg(
+        url="https://github.com/fffffgggg54/pytorch-image-models/releases/download/checkpoint/davit_tiny_ed28dd55.pth.tar"),
+    'davit_small.msft_in1k': _cfg(
+        url="https://github.com/fffffgggg54/pytorch-image-models/releases/download/checkpoint/davit_small_d1ecf281.pth.tar"),
+    'davit_base.msft_in1k': _cfg(
+        url="https://github.com/fffffgggg54/pytorch-image-models/releases/download/checkpoint/davit_base_67d9ac26.pth.tar"),
 })