gradio_webserver.py 2.39 KB
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# SPDX-License-Identifier: Apache-2.0
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"""Example for starting a Gradio Webserver
Start vLLM API server:
    python -m vllm.entrypoints.api_server \
        --model meta-llama/Llama-2-7b-chat-hf
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Start Webserver:
    python examples/online_serving/gradio_webserver.py

Note that `pip install --upgrade gradio` is needed to run this example.
More details: https://github.com/gradio-app/gradio

If your antivirus software blocks the download of frpc for gradio,
you can install it manually by following these steps:

1. Download this file: https://cdn-media.huggingface.co/frpc-gradio-0.3/frpc_linux_amd64
2. Rename the downloaded file to: frpc_linux_amd64_v0.3
3. Move the file to this location: /home/user/.cache/huggingface/gradio/frpc
"""
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import argparse
import json

import gradio as gr
import requests


def http_bot(prompt):
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    headers = {"User-Agent": "vLLM Client"}
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    pload = {
        "prompt": prompt,
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        "stream": True,
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        "max_tokens": 128,
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    }
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    response = requests.post(args.model_url,
                             headers=headers,
                             json=pload,
                             stream=True)

    for chunk in response.iter_lines(chunk_size=8192,
                                     decode_unicode=False,
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                                     delimiter=b"\n"):
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        if chunk:
            data = json.loads(chunk.decode("utf-8"))
            output = data["text"][0]
            yield output


def build_demo():
    with gr.Blocks() as demo:
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        gr.Markdown("# vLLM text completion demo\n")
        inputbox = gr.Textbox(label="Input",
                              placeholder="Enter text and press ENTER")
        outputbox = gr.Textbox(label="Output",
                               placeholder="Generated result from the model")
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        inputbox.submit(http_bot, [inputbox], [outputbox])
    return demo


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def parse_args():
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    parser = argparse.ArgumentParser()
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    parser.add_argument("--host", type=str, default=None)
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    parser.add_argument("--port", type=int, default=8001)
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    parser.add_argument("--model-url",
                        type=str,
                        default="http://localhost:8000/generate")
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    return parser.parse_args()
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def main(args):
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    demo = build_demo()
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    demo.queue().launch(server_name=args.host,
                        server_port=args.port,
                        share=True)
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if __name__ == "__main__":
    args = parse_args()
    main(args)