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import gradio as gr | |
from checker import checker | |
from huggingface_hub import InferenceClient | |
# Initialize the Hugging Face Inference Client | |
client = InferenceClient("HuggingFaceH4/zephyr-7b-beta") | |
def respond( | |
message, | |
history: list[tuple[str, str]], | |
system_message, | |
max_tokens, | |
temperature, | |
top_p, | |
): | |
messages = [{"role": "system", "content": system_message()}] | |
for val in history: | |
if val[0]: | |
messages.append({"role": "user", "content": val[0]}) | |
if val[1]: | |
messages.append({"role": "assistant", "content": val[1]}) | |
messages.append({"role": "user", "content": message}) | |
response = "" | |
for message in client.chat_completion( | |
messages, | |
max_tokens=max_tokens, | |
stream=True, | |
temperature=temperature, | |
top_p=top_p, | |
): | |
token = message.choices[0].delta.content | |
response += token | |
yield response | |
# Function to handle system message and inform the user about the bot's specialty | |
def system_message(): | |
return "I am a physics chatbot. I can help you with questions related to physics." | |
# Define the Gradio Chat Interface | |
demo = gr.Interface( | |
fn=respond, | |
inputs=[ | |
gr.Textbox(value="You are chatting with a physics chatbot.", label="System message"), | |
gr.Slider(minimum=1, maximum=2048, default=512, step=1, label="Max new tokens"), | |
gr.Slider(minimum=0.1, maximum=4.0, default=0.7, step=0.1, label="Temperature"), | |
gr.Slider(minimum=0.1, maximum=1.0, default=0.95, step=0.05, label="Top-p (nucleus sampling)"), | |
], | |
outputs=gr.Textbox(label="Chatbot Response"), | |
title="Physics Chatbot", | |
description="Ask questions related to physics!", | |
system_message=system_message | |
) | |
if __name__ == "__main__": | |
demo.launch() | |