diff --git a/src/diffusers/loaders/single_file_model.py b/src/diffusers/loaders/single_file_model.py
index f06f4832740c..9c77fa682d01 100644
--- a/src/diffusers/loaders/single_file_model.py
+++ b/src/diffusers/loaders/single_file_model.py
@@ -67,6 +67,23 @@
 }
 
 
+def _is_subclass(src_cls, dst_cls_str):
+    """
+    Find if src_cls is a subclass of dst_cls whose name is dst_cls_str
+    """
+    for cls in src_cls.__mro__:
+        if cls.__name__ == dst_cls_str:
+            return True
+    return False
+
+
+def _get_single_file_loadable_mapping_class(cls):
+    for dst_cls_str in SINGLE_FILE_LOADABLE_CLASSES:
+        if _is_subclass(cls, dst_cls_str):
+            return dst_cls_str
+    return None
+
+
 def _get_mapping_function_kwargs(mapping_fn, **kwargs):
     parameters = inspect.signature(mapping_fn).parameters
 
@@ -144,8 +161,9 @@ def from_single_file(cls, pretrained_model_link_or_path_or_dict: Optional[str] =
         ```
         """
 
-        class_name = cls.__name__
-        if class_name not in SINGLE_FILE_LOADABLE_CLASSES:
+        mapping_class_name = _get_single_file_loadable_mapping_class(cls)
+        # if class_name not in SINGLE_FILE_LOADABLE_CLASSES:
+        if mapping_class_name is None:
             raise ValueError(
                 f"FromOriginalModelMixin is currently only compatible with {', '.join(SINGLE_FILE_LOADABLE_CLASSES.keys())}"
             )
@@ -190,7 +208,7 @@ def from_single_file(cls, pretrained_model_link_or_path_or_dict: Optional[str] =
                 revision=revision,
             )
 
-        mapping_functions = SINGLE_FILE_LOADABLE_CLASSES[class_name]
+        mapping_functions = SINGLE_FILE_LOADABLE_CLASSES[mapping_class_name]
 
         checkpoint_mapping_fn = mapping_functions["checkpoint_mapping_fn"]
         if original_config:
@@ -202,7 +220,7 @@ def from_single_file(cls, pretrained_model_link_or_path_or_dict: Optional[str] =
             if config_mapping_fn is None:
                 raise ValueError(
                     (
-                        f"`original_config` has been provided for {class_name} but no mapping function"
+                        f"`original_config` has been provided for {mapping_class_name} but no mapping function"
                         "was found to convert the original config to a Diffusers config in"
                         "`diffusers.loaders.single_file_utils`"
                     )
@@ -262,7 +280,7 @@ def from_single_file(cls, pretrained_model_link_or_path_or_dict: Optional[str] =
         )
         if not diffusers_format_checkpoint:
             raise SingleFileComponentError(
-                f"Failed to load {class_name}. Weights for this component appear to be missing in the checkpoint."
+                f"Failed to load {mapping_class_name}. Weights for this component appear to be missing in the checkpoint."
             )
 
         ctx = init_empty_weights if is_accelerate_available() else nullcontext
diff --git a/src/diffusers/utils/dynamic_modules_utils.py b/src/diffusers/utils/dynamic_modules_utils.py
index 733579b8c09c..31542947d333 100644
--- a/src/diffusers/utils/dynamic_modules_utils.py
+++ b/src/diffusers/utils/dynamic_modules_utils.py
@@ -65,7 +65,7 @@ def create_dynamic_module(name: Union[str, os.PathLike]):
     Creates a dynamic module in the cache directory for modules.
     """
     init_hf_modules()
-    dynamic_module_path = Path(HF_MODULES_CACHE) / name
+    dynamic_module_path = Path(HF_MODULES_CACHE).absolute() / name
     # If the parent module does not exist yet, recursively create it.
     if not dynamic_module_path.parent.exists():
         create_dynamic_module(dynamic_module_path.parent)