
Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com>
64 lines
1.6 KiB
Python
64 lines
1.6 KiB
Python
# SPDX-License-Identifier: Apache-2.0
|
|
"""
|
|
Example online usage of Pooling API.
|
|
|
|
Run `vllm serve <model> --task <embed|classify|reward|score>`
|
|
to start up the server in vLLM.
|
|
"""
|
|
import argparse
|
|
import pprint
|
|
|
|
import requests
|
|
|
|
|
|
def post_http_request(prompt: dict, api_url: str) -> requests.Response:
|
|
headers = {"User-Agent": "Test Client"}
|
|
response = requests.post(api_url, headers=headers, json=prompt)
|
|
return response
|
|
|
|
|
|
def parse_args():
|
|
parser = argparse.ArgumentParser()
|
|
parser.add_argument("--host", type=str, default="localhost")
|
|
parser.add_argument("--port", type=int, default=8000)
|
|
parser.add_argument("--model",
|
|
type=str,
|
|
default="jason9693/Qwen2.5-1.5B-apeach")
|
|
|
|
return parser.parse_args()
|
|
|
|
|
|
def main(args):
|
|
api_url = f"http://{args.host}:{args.port}/pooling"
|
|
model_name = args.model
|
|
|
|
# Input like Completions API
|
|
prompt = {"model": model_name, "input": "vLLM is great!"}
|
|
pooling_response = post_http_request(prompt=prompt, api_url=api_url)
|
|
print("-" * 50)
|
|
print("Pooling Response:")
|
|
pprint.pprint(pooling_response.json())
|
|
print("-" * 50)
|
|
|
|
# Input like Chat API
|
|
prompt = {
|
|
"model":
|
|
model_name,
|
|
"messages": [{
|
|
"role": "user",
|
|
"content": [{
|
|
"type": "text",
|
|
"text": "vLLM is great!"
|
|
}],
|
|
}]
|
|
}
|
|
pooling_response = post_http_request(prompt=prompt, api_url=api_url)
|
|
print("Pooling Response:")
|
|
pprint.pprint(pooling_response.json())
|
|
print("-" * 50)
|
|
|
|
|
|
if __name__ == "__main__":
|
|
args = parse_args()
|
|
main(args)
|