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| import os | |
| import gradio as gr | |
| import google.generativeai as genai | |
| from PIL import Image | |
| # Configure the Gemini API with environment variable | |
| GOOGLE_API_KEY = os.getenv("GOOGLE_API_KEY") | |
| if not GOOGLE_API_KEY: | |
| raise ValueError("GOOGLE_API_KEY environment variable not set. Please configure it in the Hugging Face Space settings.") | |
| genai.configure(api_key=GOOGLE_API_KEY) | |
| # Use Gemini 1.5 Flash model | |
| model = genai.GenerativeModel('gemini-1.5-flash-latest') | |
| def identify_banknote_denomination(image): | |
| if image is None: | |
| return "Error: Please upload or capture a banknote image." | |
| # Resize image for consistency (optional, Gemini handles various sizes) | |
| image = image.resize((224, 224)) | |
| prompt = """ | |
| You are an image analysis assistant tasked with identifying the denomination (worth) of a banknote from an image. | |
| Analyze the image for visual elements like currency symbols, colors, numbers, or portraits to determine the denomination. | |
| Return the response in this format: | |
| Denomination: [Value, e.g., $10, €20] | |
| Reason: [Brief explanation] | |
| Examples: | |
| Image Description: A banknote with a green color scheme, a portrait of a historical figure, and "$100" printed prominently. | |
| Denomination: $100 | |
| Reason: The green color scheme, portrait, and "$100" text are consistent with a U.S. $100 note. | |
| Image Description: A banknote with a blue color scheme, a bridge image, and "€50" printed. | |
| Denomination: €50 | |
| Reason: The blue color scheme, bridge image, and "€50" text indicate a Euro €50 note. | |
| Image Description: A banknote with a purple color scheme, a specific building, and "£20" printed. | |
| Denomination: £20 | |
| Reason: The purple color scheme, building image, and "£20" text are consistent with a British £20 note. | |
| Analyze the provided image. | |
| Denomination: | |
| Reason: | |
| """ | |
| try: | |
| response = model.generate_content([prompt, image]) | |
| return response.text.strip() | |
| except Exception as e: | |
| return f"Error: {str(e)}\nTip: Ensure your API key is valid at https://aistudio.google.com/" | |
| # Define Gradio interface | |
| iface = gr.Interface( | |
| fn=identify_banknote_denomination, | |
| inputs=gr.Image(type="pil", label="Upload or capture a banknote image", sources=["upload", "webcam"]), | |
| outputs=gr.Textbox(label="Banknote Denomination Result"), | |
| title="Banknote Denomination Predictor", | |
| description="Upload or capture a banknote image to identify its denomination using the Gemini API. Set your GOOGLE_API_KEY in the Hugging Face Space settings. Note: This is for demonstration purposes only and not for real-world banking use." | |
| ) | |
| # Launch the interface | |
| if __name__ == "__main__": | |
| iface.launch() |