add sparse method patches for vllm 0.11.0

Author: AooooooA-C

examples/offline_inference_kvcomphbm.py …mples/offline_inference_gsa_on_device.pyexamples/offline_inference_kvcomphbm.py renamed to examples/offline_inference_gsa_on_device.py examples/offline_inference_kvcomphbm.py renamed to examples/offline_inference_gsa_on_device.py

@@ -77,7 +77,7 @@ def build_llm_with_uc(module_path: str, name: str, model: str):
                     },
                 }
             ],
-            "ucm_sparse_config": {"KvCompOnDevice": {}},
+            "ucm_sparse_config": {"GSAOnDevice": {}},
         },
     )