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Browse files- app.py +24 -0
- model_mnist.pkl +3 -0
- requirements.txt +2 -0
app.py
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import gradio as gr
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from fastai.vision.all import *
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import pathlib
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import os
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# Load the exported model
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learn = load_learner("model.pkl")
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# Define prediction function
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def predict(img):
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pred, pred_idx, probs = learn.predict(img)
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return f"Prediction: {pred} (Confidence: {probs[pred_idx]:.4f})"
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# Create Gradio interface
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interface = gr.Interface(
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fn=predict,
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inputs=gr.Image(type="pil", label="Upload a digit image (3 or 7 only)"),
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outputs="text",
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title="MNIST Digit Classifier (3 vs 7)",
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description="Upload an image of a handwritten digit. Only digits 3 and 7 will work!"
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)
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if __name__ == "__main__":
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interface.launch()
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model_mnist.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:267c795658e8d9d63ccec667fd1e1b9feddfeace368cf22f060ac9531d9f2c78
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size 87663138
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requirements.txt
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fastai==2.7.12
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gradio==4.26.0
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