Files
sglang/benchmark/long_json_decode/bench_sglang.py
Lianmin Zheng 22085081bb 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>
2024-01-08 04:37:50 +00:00

69 lines
2.2 KiB
Python

import argparse
import json
import time
import numpy as np
import sglang as sgl
from sglang.test.test_utils import add_common_sglang_args_and_parse, select_sglang_backend
from sglang.utils import read_jsonl, dump_state_text
@sgl.function
def json_decode(s, document):
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": "' + sgl.gen("name", max_tokens=8, stop='"') + '",\n'
s += ' "country": "' + sgl.gen("country", max_tokens=8, stop='"') + '",\n'
s += ' "air port code": "' + sgl.gen("air port code", max_tokens=8, stop='"') + '",\n'
s += ' "top 3 landmarks": "' + sgl.gen("landmarks", max_tokens=24, stop='"') + '",\n'
s += '}\n'
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"],
})
# Select backend
backend = select_sglang_backend(args)
sgl.set_default_backend(backend)
# Run requests
tic = time.time()
states = json_decode.run_batch(
arguments, temperature=0, num_threads=args.parallel)
latency = time.time() - 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": "long_json_decode",
"backend": args.backend,
"num_gpus": 1,
"latency": round(latency, 3),
"num_requests": args.num_questions,
"other": {
"num_questions": args.num_questions,
"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=10)
args = add_common_sglang_args_and_parse(parser)
main(args)