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Update app.py
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app.py
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@@ -67,6 +67,7 @@ def classify_image(image):
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}
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except Exception as e:
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print(f"Error during classification: {e}")
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return {"Error": str(e)}
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@@ -74,13 +75,30 @@ def classify_image(image):
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iface = gr.Interface(
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fn=classify_image,
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inputs=gr.Image(type="pil"),
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outputs=gr.Label(label="Output"), # Display probabilities as
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title="Content Safety Classification",
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description="Upload an image to classify it as 'safe' or 'unsafe' with corresponding probabilities.",
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)
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# Step 4:
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if __name__ == "__main__":
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print("Launching the Gradio interface...")
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iface.launch()
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@@ -109,5 +127,6 @@ if __name__ == "__main__":
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}
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except Exception as e:
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# Log and return detailed error messages
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print(f"Error during classification: {e}")
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return {"Error": str(e)}
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iface = gr.Interface(
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fn=classify_image,
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inputs=gr.Image(type="pil"),
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outputs=gr.Label(label="Output"), # Display probabilities as progress bars
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title="Content Safety Classification",
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description="Upload an image to classify it as 'safe' or 'unsafe' with corresponding probabilities.",
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)
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# Step 4: Add Local Test Before Launching
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if __name__ == "__main__":
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print("Testing model locally with a sample image...")
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from PIL import Image
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import requests
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# Use a sample image
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url = "https://huggingface.co/datasets/Narsil/image_dummy/raw/main/parrots.png"
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try:
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test_image = Image.open(requests.get(url, stream=True).raw)
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# Test the classification function
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print("Running local test...")
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test_result = classify_image(test_image)
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print(f"Local Test Result: {test_result}")
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except Exception as e:
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print(f"Error during local test: {e}")
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# Launch Gradio Interface
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print("Launching the Gradio interface...")
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iface.launch()
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