diff --git a/python/sglang/bench_offline_throughput.py b/python/sglang/bench_offline_throughput.py
new file mode 100644
index 000000000..ab501aea9
--- /dev/null
+++ b/python/sglang/bench_offline_throughput.py
@@ -0,0 +1,23 @@
+"""Deprecated import path for ``sglang.benchmark.offline_throughput``.
+
+``python -m sglang.bench_offline_throughput`` and
+``from sglang.bench_offline_throughput import ...`` still work, but the
+implementation now lives in ``sglang.benchmark.offline_throughput``.
+Update references to the new path.
+"""
+
+import warnings
+
+from sglang.benchmark.offline_throughput import *  # noqa: F401,F403
+from sglang.benchmark.offline_throughput import cli_main
+
+warnings.warn(
+    "`sglang.bench_offline_throughput` is deprecated and will be removed in a "
+    "future release; use `sglang.benchmark.offline_throughput` instead "
+    "(e.g. `python -m sglang.benchmark.offline_throughput`).",
+    DeprecationWarning,
+    stacklevel=1,
+)
+
+if __name__ == "__main__":
+    cli_main()
diff --git a/python/sglang/bench_one_batch.py b/python/sglang/bench_one_batch.py
index bd38d359e..bb2a64b87 100644
--- a/python/sglang/bench_one_batch.py
+++ b/python/sglang/bench_one_batch.py
@@ -15,7 +15,7 @@ warnings.warn(
     "release; use `sglang.benchmark.one_batch` instead "
     "(e.g. `python -m sglang.benchmark.one_batch`).",
     DeprecationWarning,
-    stacklevel=2,
+    stacklevel=1,
 )
 
 if __name__ == "__main__":
diff --git a/python/sglang/benchmark/offline_throughput.py b/python/sglang/benchmark/offline_throughput.py
index db2f1441c..2002db6b4 100644
--- a/python/sglang/benchmark/offline_throughput.py
+++ b/python/sglang/benchmark/offline_throughput.py
@@ -418,7 +418,7 @@ def throughput_test(
     # Parse args
     extra_request_body = {}
     if bench_args.extra_request_body:
-        extra_request_body = json.loads(args.extra_request_body)
+        extra_request_body = json.loads(bench_args.extra_request_body)
 
     # Read dataset
     input_requests = get_dataset(bench_args, tokenizer)
@@ -504,7 +504,7 @@ def throughput_test(
     return result
 
 
-if __name__ == "__main__":
+def cli_main():
     parser = argparse.ArgumentParser()
     ServerArgs.add_cli_args(parser)
     BenchArgs.add_cli_args(parser)
@@ -541,3 +541,7 @@ if __name__ == "__main__":
 
     while bench_args.do_not_exit:
         pass
+
+
+if __name__ == "__main__":
+    cli_main()