fix(model): resolve copilot comments

Author: rajeshgangireddy

src/anomalib/models/__init__.py

@@ -104,8 +104,8 @@ class UnknownModelError(ModuleNotFoundError):
     "Csflow",
     "Dfkde",
     "Dfm",
-    "Draem",
     "Dinomaly",
+    "Draem",
     "Dsr",
     "EfficientAd",
     "Fastflow",

src/anomalib/models/components/dinov2/layers/dino_head.py

@@ -104,7 +104,7 @@ def _build_mlp(
     if nlayers == 1:
         return nn.Linear(in_dim, bottleneck_dim, bias=bias)
 
-    assert hidden_dim is not None, "hidden_dim must be provided when nlayers > 1"
+    assert hidden_dim is not None, f"hidden_dim must be provided when nlayers ({nlayers}) > 1"
 
     layers: list[nn.Module] = [
         nn.Linear(in_dim, hidden_dim, bias=bias),

src/anomalib/models/components/dinov2/layers/patch_embed.py

@@ -27,7 +27,7 @@ def make_2tuple(x: int | tuple[int, int]) -> tuple[int, int]:
         A tuple ``(h, w)``.
     """
     if isinstance(x, tuple):
-        assert len(x) == 2
+        assert len(x) == 2, f"Expected tuple of length 2, got {len(x)}"
         return x
     return (x, x)
 

src/anomalib/models/components/dinov2/vision_transformer.py

@@ -253,7 +253,7 @@ def interpolate_pos_encoding(
         w0 = w // self.patch_size
         h0 = h // self.patch_size
         m = int(math.sqrt(n_pos))
-        assert n_pos == m * m
+        assert n_pos == m * m, f"Expected {m * m} positional embeddings but got {n_pos}"
 
         kwargs: dict[str, object] = {}
         if self.interpolate_offset:

src/anomalib/models/image/__init__.py

@@ -76,8 +76,8 @@
     "Cflow",
     "Csflow",
     "Dfkde",
-    "Dinomaly",
     "Dfm",
+    "Dinomaly",
     "Draem",
     "Dsr",
     "EfficientAd",