Two small fixes, num_classes in base class, add model tag

Author: rwightman

timm/models/repvit.py

@@ -178,7 +178,6 @@ def __init__(self, dim, num_classes, distillation=False):
         self.distillation = distillation
         if distillation:
             self.head_dist = NormLinear(dim, num_classes) if num_classes > 0 else nn.Identity()
-        self.num_classes = num_classes
 
     def forward(self, x):
         if self.distillation:
@@ -248,6 +247,7 @@ def __init__(
         self.grad_checkpointing = False
         self.global_pool = global_pool
         self.embed_dim = embed_dim
+        self.num_classes = num_classes
 
         in_dim = embed_dim[0]
         self.stem = RepViTStem(in_chans, in_dim, act_layer)
@@ -356,13 +356,13 @@ def _cfg(url='', **kwargs):
 
 default_cfgs = generate_default_cfgs(
     {
-        'repvit_m1': _cfg(
+        'repvit_m1.dist_in1k': _cfg(
             url='https://github.com/THU-MIG/RepViT/releases/download/v1.0/repvit_m1_distill_300_timm.pth'
         ),
-        'repvit_m2': _cfg(
+        'repvit_m2.dist_in1k': _cfg(
             url='https://github.com/THU-MIG/RepViT/releases/download/v1.0/repvit_m2_distill_300_timm.pth'
         ),
-        'repvit_m3': _cfg(
+        'repvit_m3.dist_in1k': _cfg(
             url='https://github.com/THU-MIG/RepViT/releases/download/v1.0/repvit_m3_distill_300_timm.pth'
         ),
     }