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Create app.py

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  1. app.py +36 -0
app.py ADDED
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+ import google.generativeai as genai
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+ import gradio as gr
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+ from PIL import Image
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+
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+ # Set up Gemini API key
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+ genai.configure(api_key="AIzaSyDnx_qUjGTFG1pv1otPUhNt_bGGv14aMDI") # Replace with your API key
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+
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+ def predict_rat(image):
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+ """Predict if the uploaded image contains a rat using Google Gemini Pro Vision API."""
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+
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+ model = genai.GenerativeModel("gemini-1.5-flash")
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+
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+ # Open image using PIL
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+ img = Image.open(image)
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+
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+ # Generate prediction
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+ response = model.generate_content(
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+ [img, "Is this an image of a rat? Answer with 'Yes' or 'No' and provide a brief explanation."]
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+ )
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+
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+ # Extract prediction and explanation
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+ result = response.text
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+ return result
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+
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+ # Gradio UI
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+ iface = gr.Interface(
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+ fn=predict_rat,
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+ inputs=gr.Image(type="filepath"),
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+ outputs="text",
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+ title="Rat Detection App",
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+ description="Upload an image to check if it contains a rat."
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+ )
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+
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+ # Run the app
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+ if __name__ == "__main__":
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+ iface.launch()