diff --git a/main.py b/main.py
index 9c09ff0..1ed8ca2 100644
--- a/main.py
+++ b/main.py
@@ -1,6 +1,18 @@
+from serve_roformer import RoformerService
+
 def main():
     print("Hello from model-yolo-person-classify-market!")
 
+    # uv run python person_attr.py --image_url "https://acai.ketidev.kr:20443/detect/image/202606/20260619_145116_image.jpg" --xywh "404,290,74,193"
+
+    roformer_service = RoformerService()
+    roformer_service.load("net_last.pth")
+    result = roformer_service.predict({
+        "image_url": "https://acai.ketidev.kr:20443/detect/image/202606/20260619_145116_image.jpg",
+        "xywh": "404,290,74,193"
+    })
+    print(result)
+
 
 if __name__ == "__main__":
     main()
diff --git a/serve_roformer.py b/serve_roformer.py
index 7629527..b29bdd6 100644
--- a/serve_roformer.py
+++ b/serve_roformer.py
@@ -4,7 +4,7 @@
 # from person_attr import PersonAttributeModel
 
 
-class PersonAttrService(PersonAttribute):
+class RoformerService(PersonAttribute):
     def __init__(self):
         # ClearML이 load(model_filepath)로 가중치를 주입하므로 초기 로드는 생략
         super().__init__(auto_load=False)