diff --git a/src/diffusers/modular_pipelines/modular_pipeline.py b/src/diffusers/modular_pipelines/modular_pipeline.py
index 38fc0dbd3f..ba1b8d232e 100644
--- a/src/diffusers/modular_pipelines/modular_pipeline.py
+++ b/src/diffusers/modular_pipelines/modular_pipeline.py
@@ -2142,6 +2142,7 @@ class ModularPipeline(ConfigMixin, PushToHubMixin):
                 name
                 for name in self._component_specs.keys()
                 if self._component_specs[name].default_creation_method == "from_pretrained"
+                and self._component_specs[name].pretrained_model_name_or_path is not None
                 and getattr(self, name, None) is None
             ]
         elif isinstance(names, str):