[Auto Sync] Improve profilers and simplify bench_one_batch_server.py (#13866)
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+18
-46
@@ -18,26 +18,19 @@ import requests
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PROFILER_DIR = os.getenv("SGLANG_TORCH_PROFILER_DIR", "/tmp")
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def _run_profile(
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def run_profile(
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url: Optional[str],
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num_steps: int,
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activities: List[str],
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output_dir: Optional[str] = None,
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profile_name: Optional[str] = None,
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profile_by_stage: bool = False,
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merge_profiles: bool = False,
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profile_prefix: Optional[str] = None,
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) -> str:
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if output_dir is None:
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output_dir = PROFILER_DIR
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output_dir = os.path.normpath(output_dir)
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output_dir = os.path.abspath(output_dir)
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output_dir = Path(output_dir)
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# Add "profile_name/timestamp" to the path.
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if profile_name:
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output_dir = output_dir / profile_name
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output_dir = output_dir / str(time.time())
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output_dir = Path(os.path.abspath(os.path.normpath(output_dir))) / str(time.time())
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output_dir.mkdir(exist_ok=True, parents=True)
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print(f"Dump profiling traces to {output_dir}")
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@@ -62,6 +55,7 @@ def _run_profile(
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"activities": activities,
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"profile_by_stage": profile_by_stage,
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"merge_profiles": merge_profiles,
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"profile_prefix": profile_prefix,
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}
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response = requests.post(url=url + "/start_profile", json=json_data)
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@@ -71,28 +65,6 @@ def _run_profile(
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return trace_link
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def run_profile(
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url: Optional[str],
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num_steps: int,
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activities: List[str],
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output_dir: Optional[str] = None,
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profile_name: Optional[str] = None,
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profile_by_stage: bool = False,
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merge_profiles: bool = False,
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):
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# step based profile will self terminate on num_steps constraints
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link = _run_profile(
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url,
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num_steps,
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activities,
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output_dir,
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profile_name,
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profile_by_stage,
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merge_profiles,
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)
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return link
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if __name__ == "__main__":
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parser = ArgumentParser(description="Benchmark the online serving throughput.")
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parser.add_argument(
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@@ -107,12 +79,6 @@ if __name__ == "__main__":
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default=None,
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help="Profile directory to dump profile traces.",
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)
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parser.add_argument(
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"--profile-name",
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type=str,
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default=None,
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help="The name of this profile run.",
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)
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parser.add_argument(
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"--num-steps",
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type=int,
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@@ -126,6 +92,11 @@ if __name__ == "__main__":
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default=False,
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help="Whether to profile prefill and decode separately",
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)
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parser.add_argument(
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"--profile-prefix",
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type=str,
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help="The prefix of this profiler file.",
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)
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parser.add_argument(
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"--cpu",
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action=argparse.BooleanOptionalAction,
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@@ -152,7 +123,7 @@ if __name__ == "__main__":
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action=argparse.BooleanOptionalAction,
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type=bool,
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default=False,
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help="Whether to use rpd profiler (https://github.com/ROCm/rocmProfileData)",
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help="Whether to use ROCM rpd profiler (https://github.com/ROCm/rocmProfileData)",
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)
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parser.add_argument(
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"--merge-profiles",
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@@ -172,12 +143,13 @@ if __name__ == "__main__":
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activities.append("MEM")
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if args.rpd:
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activities.append("RPD")
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run_profile(
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args.url,
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args.num_steps,
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activities,
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args.output_dir,
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args.profile_name,
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args.profile_by_stage,
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args.merge_profiles,
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url=args.url,
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num_steps=args.num_steps,
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activities=activities,
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output_dir=args.output_dir,
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profile_by_stage=args.profile_by_stage,
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profile_prefix=args.profile_prefix,
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merge_profiles=args.merge_profiles,
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)
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