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| import os | |
| import gradio as gr | |
| from huggingface_hub import InferenceClient | |
| # Configuration | |
| HF_TOKEN = os.getenv("HF_TOKEN") # Get Hugging Face token from Hugging Face Secrets | |
| MODEL_NAME = "microsoft/Phi-3-mini-4k-instruct" # Default model (you can change this if needed) | |
| def generate_response(prompt): | |
| """Generate response using Hugging Face Inference API""" | |
| try: | |
| # Initialize InferenceClient with Hugging Face token | |
| client = InferenceClient(token=HF_TOKEN) | |
| response = client.text_generation( | |
| prompt=prompt, | |
| temperature=0.7, | |
| top_p=0.9, | |
| max_new_tokens=800, | |
| model=MODEL_NAME | |
| ) | |
| return response | |
| except Exception as e: | |
| return f"Error generating response: {str(e)}" | |
| def explain_code(code): | |
| """Generate explanation for provided code""" | |
| if not code.strip(): | |
| return "Please enter some code to explain." | |
| prompt = f"""<|system|> | |
| You are an AI programming tutor. Explain this code in detail: | |
| {code} | |
| Provide a structured explanation covering: | |
| 1. Overall purpose and functionality | |
| 2. Key components and their roles | |
| 3. Flow of execution | |
| 4. Important patterns or techniques used | |
| <|end|> | |
| <|user|> | |
| Please explain this code<|end|> | |
| <|assistant|>""" | |
| return generate_response(prompt) | |
| def create_demo(): | |
| """Create Gradio interface""" | |
| with gr.Blocks(title="AI Programming Tutor", theme=gr.themes.Soft()) as demo: | |
| gr.Markdown(""" | |
| # 🤖 AI Programming Tutor | |
| Get detailed explanations for your code snippets. | |
| """) | |
| with gr.Row(): | |
| with gr.Column(): | |
| code_input = gr.Code( | |
| label="Your Code", | |
| value="# Enter your code here...", # Default value instead of placeholder | |
| language="python", | |
| lines=10, | |
| interactive=True | |
| ) | |
| with gr.Row(): | |
| submit_btn = gr.Button("Explain Code", variant="primary") | |
| clear_btn = gr.Button("Clear") | |
| with gr.Column(): | |
| explanation_output = gr.Textbox( | |
| label="Code Explanation", | |
| lines=15, | |
| interactive=False | |
| ) | |
| submit_btn.click( | |
| fn=explain_code, | |
| inputs=code_input, | |
| outputs=explanation_output | |
| ) | |
| clear_btn.click( | |
| fn=lambda: ("# Enter your code here...", ""), # Reset to default value | |
| inputs=None, | |
| outputs=[code_input, explanation_output] | |
| ) | |
| return demo | |
| # Create and launch the interface | |
| demo = create_demo() | |
| if __name__ == "__main__": | |
| demo.launch() | |