diff --git a/timm/models/tiny_vit.py b/timm/models/tiny_vit.py
index b04ac8fabe..b3a6009cd7 100644
--- a/timm/models/tiny_vit.py
+++ b/timm/models/tiny_vit.py
@@ -451,7 +451,7 @@ def __init__(
         dpr = [x.item() for x in torch.linspace(0, drop_path_rate, sum(depths))]
 
         # build stages
-        stages = nn.ModuleList()
+        self.stages = nn.Sequential()
         stride = self.patch_embed.stride
         prev_dim = embed_dims[0]
         self.feature_info = []
@@ -482,9 +482,8 @@ def __init__(
                 )
                 prev_dim = out_dim
                 stride *= 2
-            stages.append(stage)
+            self.stages.append(stage)
             self.feature_info += [dict(num_chs=prev_dim, reduction=stride, module=f'stages.{stage_idx}')]
-        self.stages = nn.Sequential(*stages)
 
         # Classifier head
         self.num_features = embed_dims[-1]
@@ -549,22 +548,17 @@ def forward(self, x):
 
 
 def checkpoint_filter_fn(state_dict, model):
-    # TODO: temporary use for testing, need change after weight convert
     if 'model' in state_dict.keys():
         state_dict = state_dict['model']
     target_sd = model.state_dict()
-    target_keys = list(target_sd.keys())
     out_dict = {}
-    i = 0
     for k, v in state_dict.items():
         if k.endswith('attention_bias_idxs'):
             continue
-        tk = target_keys[i]
         if 'attention_biases' in k:
             # TODO: whether move this func into model for dynamic input resolution? (high risk)
-            v = resize_rel_pos_bias_table_levit(v.T, target_sd[tk].shape[::-1]).T
-        out_dict[tk] = v
-        i += 1
+            v = resize_rel_pos_bias_table_levit(v.T, target_sd[k].shape[::-1]).T
+        out_dict[k] = v
     return out_dict
 
 
@@ -585,41 +579,52 @@ def _cfg(url='', **kwargs):
 
 default_cfgs = generate_default_cfgs({
     'tiny_vit_5m_224.dist_in22k': _cfg(
-        url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_5m_22k_distill.pth',
+        hf_hub_id='timm/',
+        # url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_5m_22k_distill.pth',
         num_classes=21841
     ),
     'tiny_vit_5m_224.dist_in22k_ft_in1k': _cfg(
-        url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_5m_22kto1k_distill.pth'
+        hf_hub_id='timm/',
+        # url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_5m_22kto1k_distill.pth'
     ),
     'tiny_vit_5m_224.in1k': _cfg(
-        url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_5m_1k.pth'
+        hf_hub_id='timm/',
+        # url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_5m_1k.pth'
     ),
     'tiny_vit_11m_224.dist_in22k': _cfg(
-        url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_11m_22k_distill.pth',
+        hf_hub_id='timm/',
+        # url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_11m_22k_distill.pth',
         num_classes=21841
     ),
     'tiny_vit_11m_224.dist_in22k_ft_in1k': _cfg(
-        url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_11m_22kto1k_distill.pth'
+        hf_hub_id='timm/',
+        # url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_11m_22kto1k_distill.pth'
     ),
     'tiny_vit_11m_224.in1k': _cfg(
-        url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_11m_1k.pth'
+        hf_hub_id='timm/',
+        # url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_11m_1k.pth'
     ),
     'tiny_vit_21m_224.dist_in22k': _cfg(
-        url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_21m_22k_distill.pth',
+        hf_hub_id='timm/',
+        # url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_21m_22k_distill.pth',
         num_classes=21841
     ),
     'tiny_vit_21m_224.dist_in22k_ft_in1k': _cfg(
-        url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_21m_22kto1k_distill.pth'
+        hf_hub_id='timm/',
+        # url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_21m_22kto1k_distill.pth'
     ),
     'tiny_vit_21m_224.in1k': _cfg(
-        url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_21m_1k.pth'
+        hf_hub_id='timm/',
+        #url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_21m_1k.pth'
     ),
     'tiny_vit_21m_384.dist_in22k_ft_in1k': _cfg(
-        url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_21m_22kto1k_384_distill.pth',
+        hf_hub_id='timm/',
+        # url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_21m_22kto1k_384_distill.pth',
         input_size=(3, 384, 384), pool_size=(12, 12), crop_pct=1.0,
     ),
     'tiny_vit_21m_512.dist_in22k_ft_in1k': _cfg(
-        url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_21m_22kto1k_512_distill.pth',
+        hf_hub_id='timm/',
+        # url='https://github.com/wkcn/TinyViT-model-zoo/releases/download/checkpoints/tiny_vit_21m_22kto1k_512_distill.pth',
         input_size=(3, 512, 512), pool_size=(16, 16), crop_pct=1.0, crop_mode='squash',
     ),
 })