Lint

dinov2/utils/param_groups.py

@@ -22,10 +22,20 @@ def get_vit_lr_decay_rate(name, lr_decay_rate=1.0, num_layers=12, force_is_backb
     """
     layer_id = num_layers + 1
     if name.startswith("backbone") or force_is_backbone:
-        if ".pos_embed" in name or ".patch_embed" in name or ".mask_token" in name or ".cls_token" in name or ".register_tokens" in name:
+        if (
+            ".pos_embed" in name
+            or ".patch_embed" in name
+            or ".mask_token" in name
+            or ".cls_token" in name
+            or ".register_tokens" in name
+        ):
             layer_id = 0
         elif force_is_backbone and (
-            "pos_embed" in name or "patch_embed" in name or "mask_token" in name or "cls_token" in name or "register_tokens" in name
+            "pos_embed" in name
+            or "patch_embed" in name
+            or "mask_token" in name
+            or "cls_token" in name
+            or "register_tokens" in name
         ):
             layer_id = 0
         elif ".blocks." in name and ".residual." not in name: