Spaces:
Runtime error
Runtime error
File size: 3,981 Bytes
ec0c335 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 |
"""Benchmarking script to test the throughput of serving workers."""
import argparse
import json
import requests
import threading
import time
from fastchat.conversation import get_conv_template
def main():
if args.worker_address:
worker_addr = args.worker_address
else:
controller_addr = args.controller_address
ret = requests.post(controller_addr + "/refresh_all_workers")
ret = requests.post(controller_addr + "/list_models")
models = ret.json()["models"]
models.sort()
print(f"Models: {models}")
ret = requests.post(
controller_addr + "/get_worker_address", json={"model": args.model_name}
)
worker_addr = ret.json()["address"]
print(f"worker_addr: {worker_addr}")
if worker_addr == "":
return
conv = get_conv_template("vicuna_v1.1")
conv.append_message(conv.roles[0], "Tell me a story with more than 1000 words")
prompt_template = conv.get_prompt()
prompts = [prompt_template for _ in range(args.n_thread)]
headers = {"User-Agent": "fastchat Client"}
ploads = [
{
"model": args.model_name,
"prompt": prompts[i],
"max_new_tokens": args.max_new_tokens,
"temperature": 0.0,
# "stop": conv.sep,
}
for i in range(len(prompts))
]
def send_request(results, i):
if args.test_dispatch:
ret = requests.post(
controller_addr + "/get_worker_address", json={"model": args.model_name}
)
thread_worker_addr = ret.json()["address"]
else:
thread_worker_addr = worker_addr
print(f"thread {i} goes to {thread_worker_addr}")
response = requests.post(
thread_worker_addr + "/worker_generate_stream",
headers=headers,
json=ploads[i],
stream=False,
)
k = list(
response.iter_lines(chunk_size=8192, decode_unicode=False, delimiter=b"\0")
)
# print(k)
response_new_words = json.loads(k[-2].decode("utf-8"))["text"]
error_code = json.loads(k[-2].decode("utf-8"))["error_code"]
# print(f"=== Thread {i} ===, words: {1}, error code: {error_code}")
results[i] = len(response_new_words.split(" ")) - len(prompts[i].split(" "))
# use N threads to prompt the backend
tik = time.time()
threads = []
results = [None] * args.n_thread
for i in range(args.n_thread):
t = threading.Thread(target=send_request, args=(results, i))
t.start()
# time.sleep(0.5)
threads.append(t)
for t in threads:
t.join()
print(f"Time (POST): {time.time() - tik} s")
# n_words = 0
# for i, response in enumerate(results):
# # print(prompt[i].replace(conv.sep, "\n"), end="")
# # make sure the streaming finishes at EOS or stopping criteria
# k = list(response.iter_lines(chunk_size=8192, decode_unicode=False, delimiter=b"\0"))
# response_new_words = json.loads(k[-2].decode("utf-8"))["text"]
# # print(response_new_words)
# n_words += len(response_new_words.split(" ")) - len(prompts[i].split(" "))
n_words = sum(results)
time_seconds = time.time() - tik
print(
f"Time (Completion): {time_seconds}, n threads: {args.n_thread}, "
f"throughput: {n_words / time_seconds} words/s."
)
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument(
"--controller-address", type=str, default="http://localhost:21001"
)
parser.add_argument("--worker-address", type=str)
parser.add_argument("--model-name", type=str, default="vicuna")
parser.add_argument("--max-new-tokens", type=int, default=2048)
parser.add_argument("--n-thread", type=int, default=8)
parser.add_argument("--test-dispatch", action="store_true")
args = parser.parse_args()
main()
|