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bhaveshgoel07
commited on
Commit
•
c58a525
1
Parent(s):
6c403f3
Added application file
Browse files- app.py +27 -0
- hindimnist.pkl +3 -0
- mnist_cnn.pth +3 -0
app.py
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import gradio as gr
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import pickle
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import numpy as np
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# Load your model
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with open('your_mnist_model.pkl', 'rb') as f:
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model = pickle.load(f)
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def predict(image):
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# Preprocess the image
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image = image.reshape(1, 28, 28) / 255.0 # Normalize to 0-1
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# Make prediction
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probabilities = model.predict_proba(image.reshape(1, -1))[0]
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# Format output
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return {str(i): float(prob) for i, prob in enumerate(probabilities)}
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iface = gr.Interface(
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fn=predict,
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inputs=gr.Sketchpad(shape=(28, 28)),
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outputs=gr.Label(num_top_classes=10),
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title="MNIST Digit Classifier",
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description="Draw a digit (0-9) in the canvas and the model will predict it."
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)
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iface.launch()
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hindimnist.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:938ad51e94acf60cee5ddf39d228b6ac9a88cc6f441d0fe1c10b9f2349f0451f
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size 1690954
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mnist_cnn.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:0d3706230da2426c2311152abe6d3cd5db973f229af51efc1a3b98bc4c028c31
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size 1689752
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