Apply suggestions from code review

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

Author: anijain2305

src/diffusers/models/modeling_utils.py

@@ -1425,21 +1425,21 @@ class name matches will be compiled.
         `_no_split_modules`.
 
         Once discovered, each matching sub-module is compiled by calling
-        ``submodule.compile(*args, **kwargs)``.  Any positional or keyword
-        arguments you supply to :meth:`compile_repeated_blocks` are forwarded
+        `submodule.compile(*args, **kwargs)`.  Any positional or keyword
+        arguments you supply to `compile_repeated_blocks` are forwarded
         verbatim to `torch.compile`.
         """
         repeated_blocks = getattr(self, "_repeated_blocks", None)
 
         if not repeated_blocks:
-            logger.warning("_repeated_blocks attribute is empty. Using _no_split_modules to find compile regions.")
+            logger.warning("`_repeated_blocks` attribute is empty. Using `_no_split_modules` to find compile regions.")
 
             repeated_blocks = getattr(self, "_no_split_modules", None)
 
         if not repeated_blocks:
             raise ValueError(
-                "Both _repeated_blocks and _no_split_modules attribute are empty. "
-                "Set _repeated_blocks for the model to benefit from faster compilation. "
+                "Both `_repeated_blocks` and `_no_split_modules` attribute are empty. "
+                "Set `_repeated_blocks` for the model to benefit from faster compilation. "
             )
 
         has_compiled_region = False