release initial code
Co-authored-by: Ying Sheng <sqy1415@gmail.com> Co-authored-by: Liangsheng Yin <hnyls2002@gmail.com> Co-authored-by: Zhiqiang Xie <xiezhq@stanford.edu> Co-authored-by: parasol-aser <3848358+parasol-aser@users.noreply.github.com> Co-authored-by: LiviaSun <33578456+ChuyueSun@users.noreply.github.com> Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>
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74
benchmark/generative_agents/bench_sglang.py
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74
benchmark/generative_agents/bench_sglang.py
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import argparse
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import json
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import time
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import sglang as sgl
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from sglang.test.test_utils import (
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add_common_sglang_args_and_parse,
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select_sglang_backend,
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)
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from sglang.utils import read_jsonl, dump_state_text
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from agent_functions import (
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poignancy_event,
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generate_event_triple,
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generate_pronunciatio,
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action_location_sector,
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action_location_object,
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)
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def main(args):
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lines = read_jsonl(args.data_path)[:args.num_events]
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mapping = {
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"poignancy_event": poignancy_event,
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"generate_event_triple": generate_event_triple,
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"generate_pronunciatio": generate_pronunciatio,
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"action_location_sector": action_location_sector,
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"action_location_object": action_location_object,
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}
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arguments = [{mapping[k]: v for k, v in l.items()} for l in lines]
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# Select backend
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backend = select_sglang_backend(args)
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sgl.set_default_backend(backend)
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states = []
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# Run requests
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tic = time.time()
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for a in arguments:
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# only a single key in the dict
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for func, arg in a.items():
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result = func.run(**arg)
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result.sync()
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states.append(result)
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latency = time.time() - tic
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# Compute accuracy
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print(f"Latency: {latency:.3f}")
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# Write results
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dump_state_text(f"tmp_output_{args.backend}.txt", states)
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with open(args.result_file, "a") as fout:
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value = {
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"task": "Generative Agents",
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"backend": args.backend,
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"num_gpus": 1,
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"latency": round(latency, 3),
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# to pack weighted functions as a single agent
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"num_requests": len(arguments) / len(mapping),
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"other": {
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"num_events": args.num_events,
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"parallel": args.parallel,
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},
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}
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fout.write(json.dumps(value) + "\n")
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if __name__ == "__main__":
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parser = argparse.ArgumentParser()
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parser.add_argument("--data-path", type=str, default="agent_calls.jsonl")
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parser.add_argument("--num-events", type=int, default=10)
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args = add_common_sglang_args_and_parse(parser)
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main(args)
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