sglang.0.4.8.post1/sglang/benchmark/json_decode_regex/bench_other.py

99 lines
2.9 KiB
Python

import argparse
import json
import time
from concurrent.futures import ThreadPoolExecutor
from functools import partial
from tqdm import tqdm
from sglang.lang.ir import REGEX_FLOAT, REGEX_INT, REGEX_STR
from sglang.test.test_utils import add_common_other_args_and_parse, get_call_generate
from sglang.utils import dump_state_text, read_jsonl
REGEX_LIST = r"\[(" + REGEX_STR + ", )*" + REGEX_STR + r"\]"
# fmt: off
def json_decode(document, generate):
s = "Please extract the information of a city from the following wikipedia page.\n"
s += "Page begin.\n" + document + "Page end.\n"
s += "Here is the name, country, and symbol of the city in JSON format.\n"
s += "{\n"
s += ' "name": '
s += generate(s, max_tokens=8, regex=REGEX_STR + ",") + "\n"
s += ' "country": '
s += generate(s, max_tokens=8, regex=REGEX_STR + ",") + "\n"
s += ' "latitude": '
s += generate(s, max_tokens=8, regex=REGEX_FLOAT + ",") + "\n"
s += ' "population": '
s += generate(s, max_tokens=8, regex=REGEX_INT + ",") + "\n"
s += ' "top 3 landmarks": '
s += generate(s, max_tokens=24, regex=REGEX_LIST) + "\n"
s += "}\n"
return s
# fmt: on
def main(args):
lines = read_jsonl(args.data_path)
arguments = []
for i in range(len(lines[: args.num_questions])):
arguments.append(
{
"document": lines[i]["document"],
}
)
states = [None] * len(arguments)
# Select backend
call_generate = partial(get_call_generate(args), temperature=0)
# Run requests
def get_one_answer(i):
states[i] = json_decode(generate=call_generate, **arguments[i])
tic = time.perf_counter()
if args.parallel == 1:
for i in tqdm(range(len(arguments))):
get_one_answer(i)
else:
with ThreadPoolExecutor(args.parallel) as executor:
rets = list(
tqdm(
executor.map(get_one_answer, list(range(len(arguments)))),
total=len(arguments),
)
)
for _ in rets:
pass
latency = time.perf_counter() - tic
# Compute accuracy
print(f"Latency: {latency:.3f}")
# Write results
dump_state_text(f"tmp_output_{args.backend}.txt", states)
with open(args.result_file, "a") as fout:
value = {
"task": "json_decode_regex",
"backend": args.backend,
"num_gpus": 1,
"latency": round(latency, 3),
"num_requests": args.num_questions,
"other": {
"parallel": args.parallel,
},
}
fout.write(json.dumps(value) + "\n")
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument("--data-path", type=str, default="questions.jsonl")
parser.add_argument("--num-questions", type=int, default=20)
args = add_common_other_args_and_parse(parser)
main(args)