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import os |
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import time |
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import requests |
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import gradio as gr |
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from huggingface_hub import get_inference_endpoint |
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endpoint_name = os.getenv('ENDPOINT_NAME') |
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endpoint_url = os.getenv('ENDPOINT_URL') |
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personal_secret_token = os.getenv('PERSONAL_HF_TOKEN') |
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turn_breaker = os.getenv('TURN_BREAKER') |
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system_symbol = os.getenv('SYSTEM_SYMBOL') |
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user_symbol = os.getenv('USER_SYMBOL') |
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assistant_symbol = os.getenv('ASSISTANT_SYMBOL') |
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headers = { |
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"Accept" : "application/json", |
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"Authorization": f"Bearer {personal_secret_token}", |
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"Content-Type": "application/json" |
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} |
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def query(payload): |
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response = requests.post(endpoint_url, headers=headers, json=payload) |
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return response.json() |
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def get_status(): |
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endpoint = get_inference_endpoint(endpoint_name, token=personal_secret_token) |
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return endpoint.status |
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def respond( |
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message, |
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history: list[tuple[str, str]], |
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system_message, |
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max_new_tokens, |
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temperature, |
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top_p, |
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progress=gr.Progress() |
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): |
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progress(0, desc="Starting") |
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if get_status() != "running": |
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query({"inputs": "wake up!"}) |
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progress(0.25, desc="Waking up model") |
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while get_status() != "running": |
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time.sleep(1) |
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progress(0.5, desc="Generating") |
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all_messages = [system_message] |
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for val in history: |
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if val[0]: |
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all_messages.append(user_symbol+val[0]) |
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if val[1]: |
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all_messages.append(assistant_symbol+val[1]) |
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all_messages.append(user_symbol+message) |
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generation_kwargs = dict( |
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max_new_tokens=max_new_tokens, |
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do_sample=temperature > 0, |
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top_p=top_p, |
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temperature=temperature |
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) |
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response = query({ |
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"inputs": turn_breaker.join(all_messages), |
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"parameters": generation_kwargs |
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}) |
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progress(1, desc="Generating") |
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return response |
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""" |
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For information on how to customize the ChatInterface, peruse the gradio docs: https://www.gradio.app/docs/chatinterface |
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""" |
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demo = gr.ChatInterface( |
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respond, |
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additional_inputs=[ |
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gr.Textbox(value="请你扮演一个开心,积极的角色,名叫贺英旭,今年26岁,工作是程序员。你需要以这个身份和朋友们进行对话。", label="System message"), |
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gr.Slider(minimum=1, maximum=2048, value=64, step=1, label="Max new tokens"), |
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gr.Slider(minimum=0.1, maximum=4.0, value=0.7, step=0.1, label="Temperature"), |
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gr.Slider( |
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minimum=0.1, |
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maximum=1.0, |
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value=0.7, |
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step=0.05, |
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label="Top-p (nucleus sampling)", |
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), |
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], |
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show_progress="full" |
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) |
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if __name__ == "__main__": |
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demo.launch() |