diff --git a/iopaint/download.py b/iopaint/download.py
index b2ed07da..7908d534 100644
--- a/iopaint/download.py
+++ b/iopaint/download.py
@@ -61,7 +61,7 @@ def get_sd_model_type(model_abs_path: str) -> Optional[ModelType]:
                 model_abs_path,
                 load_safety_checker=False,
                 num_in_channels=9,
-                original_config_file=get_config_files()['v1']
+                original_config_file=get_config_files()["v1"],
             )
             model_type = ModelType.DIFFUSERS_SD_INPAINT
         except ValueError as e:
@@ -89,7 +89,7 @@ def get_sdxl_model_type(model_abs_path: str) -> Optional[ModelType]:
                 model_abs_path,
                 load_safety_checker=False,
                 num_in_channels=9,
-                original_config_file=get_config_files()['xl'],
+                original_config_file=get_config_files()["xl"],
             )
             if model.unet.config.in_channels == 9:
                 # https://github.com/huggingface/diffusers/issues/6610
@@ -207,47 +207,49 @@ def scan_diffusers_models() -> List[ModelInfo]:
     cache_dir = Path(HF_HUB_CACHE)
     # logger.info(f"Scanning diffusers models in {cache_dir}")
     diffusers_model_names = []
-    model_index_files = glob.glob(os.path.join(cache_dir, "**/*", "model_index.json"), recursive=True)
+    model_index_files = glob.glob(
+        os.path.join(cache_dir, "**/*", "model_index.json"), recursive=True
+    )
     for it in model_index_files:
         it = Path(it)
-        with open(it, "r", encoding="utf-8") as f:
-            try:
+        try:
+            with open(it, "r", encoding="utf-8") as f:
                 data = json.load(f)
-            except:
-                continue
+        except:
+            continue
 
-            _class_name = data["_class_name"]
-            name = folder_name_to_show_name(it.parent.parent.parent.name)
-            if name in diffusers_model_names:
-                continue
-            if "PowerPaint" in name:
-                model_type = ModelType.DIFFUSERS_OTHER
-            elif _class_name == DIFFUSERS_SD_CLASS_NAME:
-                model_type = ModelType.DIFFUSERS_SD
-            elif _class_name == DIFFUSERS_SD_INPAINT_CLASS_NAME:
-                model_type = ModelType.DIFFUSERS_SD_INPAINT
-            elif _class_name == DIFFUSERS_SDXL_CLASS_NAME:
-                model_type = ModelType.DIFFUSERS_SDXL
-            elif _class_name == DIFFUSERS_SDXL_INPAINT_CLASS_NAME:
-                model_type = ModelType.DIFFUSERS_SDXL_INPAINT
-            elif _class_name in [
-                "StableDiffusionInstructPix2PixPipeline",
-                "PaintByExamplePipeline",
-                "KandinskyV22InpaintPipeline",
-                "AnyText",
-            ]:
-                model_type = ModelType.DIFFUSERS_OTHER
-            else:
-                continue
+        _class_name = data["_class_name"]
+        name = folder_name_to_show_name(it.parent.parent.parent.name)
+        if name in diffusers_model_names:
+            continue
+        if "PowerPaint" in name:
+            model_type = ModelType.DIFFUSERS_OTHER
+        elif _class_name == DIFFUSERS_SD_CLASS_NAME:
+            model_type = ModelType.DIFFUSERS_SD
+        elif _class_name == DIFFUSERS_SD_INPAINT_CLASS_NAME:
+            model_type = ModelType.DIFFUSERS_SD_INPAINT
+        elif _class_name == DIFFUSERS_SDXL_CLASS_NAME:
+            model_type = ModelType.DIFFUSERS_SDXL
+        elif _class_name == DIFFUSERS_SDXL_INPAINT_CLASS_NAME:
+            model_type = ModelType.DIFFUSERS_SDXL_INPAINT
+        elif _class_name in [
+            "StableDiffusionInstructPix2PixPipeline",
+            "PaintByExamplePipeline",
+            "KandinskyV22InpaintPipeline",
+            "AnyText",
+        ]:
+            model_type = ModelType.DIFFUSERS_OTHER
+        else:
+            continue
 
-            diffusers_model_names.append(name)
-            available_models.append(
-                ModelInfo(
-                    name=name,
-                    path=name,
-                    model_type=model_type,
-                )
+        diffusers_model_names.append(name)
+        available_models.append(
+            ModelInfo(
+                name=name,
+                path=name,
+                model_type=model_type,
             )
+        )
     return available_models
 
 
@@ -255,7 +257,9 @@ def _scan_converted_diffusers_models(cache_dir) -> List[ModelInfo]:
     cache_dir = Path(cache_dir)
     available_models = []
     diffusers_model_names = []
-    model_index_files = glob.glob(os.path.join(cache_dir, "**/*", "model_index.json"), recursive=True)
+    model_index_files = glob.glob(
+        os.path.join(cache_dir, "**/*", "model_index.json"), recursive=True
+    )
     for it in model_index_files:
         it = Path(it)
         with open(it, "r", encoding="utf-8") as f: