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Create app.py
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app.py
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import gradio as gr
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import requests
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# Define the API settings
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API_TOKEN = "YOUR_HUGGING_FACE_API_TOKEN" # Replace with your HF token
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MODEL_URL = "https://api-inference.huggingface.co/models/meta-llama/Llama-3.3-70B-Instruct"
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# Function to fetch a response from the model
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def chat_with_model(user_input):
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headers = {
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"Authorization": f"Bearer {API_TOKEN}",
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"Content-Type": "application/json",
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}
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payload = {
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"inputs": user_input,
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"parameters": {
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"max_length": 100,
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"temperature": 0.7,
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"top_k": 50,
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},
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"options": {"wait_for_model": True},
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}
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response = requests.post(MODEL_URL, headers=headers, json=payload)
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if response.status_code == 200:
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result = response.json()
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if result and isinstance(result, list):
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return result[0].get("generated_text", "No response received.")
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else:
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return f"Error {response.status_code}: {response.text}"
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return "An error occurred while generating a response."
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# Gradio Interface
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def chatbot(user_message):
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# Add a system message for context
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system_message = "You are a helpful assistant using the Llama-3.3-70B model. Respond thoughtfully."
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full_input = f"{system_message}\nUser: {user_message}\nAssistant:"
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return chat_with_model(full_input)
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# Load your HTML UI
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with open("index.html", "r") as html_file:
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custom_html = html_file.read()
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# Gradio App with Custom HTML
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app = gr.Interface(
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fn=chatbot,
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inputs="text",
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outputs="text",
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title="Chatbot with Llama-3.3-70B",
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)
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# Add the HTML to the app
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app.launch(
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inline=True, # Embed the app into the HTML
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share=True, # Make the app shareable
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custom_html=custom_html, # Use the custom HTML file
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)
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