diff --git a/modules/ldsr_model.py b/modules/ldsr_model.py
index 877e7e73ea0ae5370f8d1f258e4d52c56c4a5c1c..4d8687c2f01e474ef0d884ff4346f1cf49bb907a 100644
--- a/modules/ldsr_model.py
+++ b/modules/ldsr_model.py
@@ -22,6 +22,13 @@ class UpscalerLDSR(Upscaler):
         self.scalers = [scaler_data]
 
     def load_model(self, path: str):
+        # Remove incorrect project.yaml file if too big
+        yaml_path = os.path.join(self.model_path, "project.yaml")
+        if os.path.exists(yaml_path):
+            statinfo = os.stat(yaml_path)
+            if statinfo.st_size <= 10485760:
+                print("Removing invalid LDSR YAML file.")
+                os.remove(yaml_path)
         model = load_file_from_url(url=self.model_url, model_dir=self.model_path,
                                    file_name="model.pth", progress=True)
         yaml = load_file_from_url(url=self.yaml_url, model_dir=self.model_path,