[Benchmark] Reuse optimum-benchmark (#30615)

* benchmark

* update

---------

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

benchmark/optimum_benchmark_wrapper.py

@@ -0,0 +1,16 @@
+import argparse
+import subprocess
+
+
+def main(config_dir, config_name, args):
+    subprocess.run(["optimum-benchmark", "--config-dir", f"{config_dir}", "--config-name", f"{config_name}"] + ["hydra/job_logging=disabled", "hydra/hydra_logging=disabled"] + args)
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+
+    parser.add_argument("--config-dir", type=str, required=True, help="The path to the config directory.")
+    parser.add_argument("--config-name", type=str, required=True, help="The config name.")
+    args, unknown = parser.parse_known_args()
+
+    main(args.config_dir, args.config_name, unknown)