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>
67 lines
1.8 KiB
Python
67 lines
1.8 KiB
Python
import argparse
|
|
import random
|
|
import time
|
|
|
|
import requests
|
|
|
|
if __name__ == "__main__":
|
|
parser = argparse.ArgumentParser()
|
|
parser.add_argument("--host", type=str, default="http://127.0.0.1")
|
|
parser.add_argument("--port", type=int, default=None)
|
|
parser.add_argument("--backend", type=str, default="srt")
|
|
args = parser.parse_args()
|
|
|
|
if args.port is None:
|
|
if args.backend == "srt":
|
|
args.port = 30000
|
|
elif args.backend == "vllm":
|
|
args.port = 21000
|
|
elif args.backend == "lightllm":
|
|
args.port = 22000
|
|
else:
|
|
raise ValueError(f"Invalid backend: {args.backend}")
|
|
|
|
url = f"{args.host}:{args.port}"
|
|
a = random.randint(0, 1 << 20)
|
|
max_new_tokens = 256
|
|
|
|
tic = time.time()
|
|
if args.backend == "srt":
|
|
response = requests.post(
|
|
url + "/generate",
|
|
json={
|
|
"text": f"{a}, ",
|
|
"sampling_params": {
|
|
"temperature": 0,
|
|
"max_new_tokens": max_new_tokens,
|
|
},
|
|
},
|
|
)
|
|
elif args.backend == "lightllm":
|
|
response = requests.post(
|
|
url + "/generate",
|
|
json={
|
|
"inputs": f"{a}, ",
|
|
"parameters": {
|
|
"temperature": 0,
|
|
"max_new_tokens": max_new_tokens,
|
|
},
|
|
},
|
|
)
|
|
elif args.backend == "vllm":
|
|
response = requests.post(
|
|
url + "/generate",
|
|
json={
|
|
"prompt": f"{a}, ",
|
|
"temperature": 0,
|
|
"max_tokens": max_new_tokens,
|
|
},
|
|
)
|
|
latency = time.time() - tic
|
|
|
|
ret = response.json()
|
|
print(ret)
|
|
|
|
speed = max_new_tokens / latency
|
|
print(f"latency: {latency:.2f} s, speed: {speed:.2f} token/s")
|