bench_sglang.py

import json
import time
from argparse import ArgumentParser

import sglang as sgl
from sglang.test.test_utils import (
    add_common_sglang_args_and_parse,
    select_sglang_backend,
)
from sglang.utils import dump_state_text
from vllm.transformers_utils.tokenizer import get_tokenizer

from data_gen import gen_arguments


@sgl.function
def multi_turns(s, qas):
    for qa in qas:
        s += qa["prompt"]
        s += sgl.gen(max_tokens=qa["new_tokens"], ignore_eos=True) 


def main(args):
    tokenizer = get_tokenizer(args.tokenizer, trust_remote_code=args.trust_remote_code)

    multi_qas = gen_arguments(args, tokenizer)

    backend = select_sglang_backend(args)

    tic = time.time()
    states = multi_turns.run_batch(
        multi_qas, temperature=0, backend=backend, num_threads=args.parallel, progress_bar=True
    )
    latency = time.time() - tic

    print(f"Latency: {latency:.3f}")

    dump_state_text(f"tmp_output_{args.backend}.txt", states)

    with open(args.result_file, "a") as fout:
        value = {
            "task": "multi_turn_chat",
            "backend": args.backend,
            "num_gpus": 1,
            "latency": round(latency, 3),
            "num_requests": args.num_qa,
            "num_turns": args.turns,
            "other": {
                "parallel": args.parallel,
                "output_mode": "long" if args.long else "short",
            },
        }
        fout.write(json.dumps(value) + "\n")


if __name__ == "__main__":
    parser = ArgumentParser()
    parser.add_argument("--turns", type=int, default=4)
    parser.add_argument("--num-qa", type=int, default=20)
    parser.add_argument("--min-len-q", type=int, default=256)
    parser.add_argument("--max-len-q", type=int, default=512)
    parser.add_argument("--min-len-a", type=int, default=4)
    parser.add_argument("--max-len-a", type=int, default=8)
    parser.add_argument("--tokenizer", type=str, required=True)
    parser.add_argument("--trust-remote-code", action="store_true")
    parser.add_argument("--long", action="store_true")
    args = add_common_sglang_args_and_parse(parser)

    if args.long:
        args.min_len_a = 256
        args.max_len_a = 512
        args.num_qa = 20

    print(args)
    main(args)