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623e575 | 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 | import gradio as gr
from huggingface_hub import InferenceClient
# Initialize the Hugging Face Inference API client
client = InferenceClient("HuggingFaceH4/zephyr-7b-beta")
# Function to generate responses using the Hugging Face model
def respond(message, history):
# Prepare the conversation history
messages = []
for user_msg, bot_msg in history:
messages.append({"role": "user", "content": user_msg})
if bot_msg:
messages.append({"role": "assistant", "content": bot_msg})
messages.append({"role": "user", "content": message})
# Generate a response using the model
response = ""
for chunk in client.chat_completion(
messages,
max_tokens=512, # Adjust as needed
stream=True,
temperature=0.7, # Adjust for creativity
top_p=0.95, # Adjust for diversity
):
token = chunk.choices[0].delta.content
response += token
return response
# Gradio ChatInterface
demo = gr.ChatInterface(
respond,
title="Simple AI Chatbot",
description="Ask me anything!",
examples=[
"What is the capital of France?",
"Explain quantum computing in simple terms.",
"Write a short poem about the ocean."
]
)
# Launch the app
if __name__ == "__main__":
demo.launch() |