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Update app.py
Browse files
app.py
CHANGED
@@ -57,17 +57,18 @@ with fs.open("PrakhAI/HelloWorld/checkpoint.msgpack", "rb") as f:
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# print(dir(cnn))
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if
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st.write("Please upload an image!")
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else:
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def gridify(kernel, grid, kernel_size, scaling=5, padding=1):
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grid = np.pad(np.array(np.pad(np.repeat(np.repeat(kernel, repeats=scaling, axis=0), repeats=scaling, axis=1), ((padding,),(padding,),(0,),(0,)), 'constant', constant_values=(-1,)).reshape((kernel_size[0]*scaling+2*padding, kernel_size[1]*scaling+2*padding, grid[0], grid[1])).transpose(2,0,3,1).reshape(grid[0]*(kernel_size[0]*scaling+2*padding), grid[1]*(kernel_size[1]*scaling+2*padding))+1)*127., (padding,), 'constant', constant_values=(0,))
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# print(dir(cnn))
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uploaded_files = st.file_uploader("Input Images of handwritten digit (example in files)", type=['jpg','png','tif'], accept_multiple_files=True)
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if len(uploaded_files) == 0:
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st.write("Please upload an image!")
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else:
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for uploaded_file in uploaded_files:
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img = Image.open(uploaded_file)
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rescaled = img.convert("HSV").split()[2].resize((28, 28))
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st.image(rescaled)
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brightness = jnp.array(rescaled)
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input = brightness.reshape(1, 28, 28, 1) / 255.
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st.write(cnn.apply({"params": params}, input).argmax(axis=1)[0])
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def gridify(kernel, grid, kernel_size, scaling=5, padding=1):
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grid = np.pad(np.array(np.pad(np.repeat(np.repeat(kernel, repeats=scaling, axis=0), repeats=scaling, axis=1), ((padding,),(padding,),(0,),(0,)), 'constant', constant_values=(-1,)).reshape((kernel_size[0]*scaling+2*padding, kernel_size[1]*scaling+2*padding, grid[0], grid[1])).transpose(2,0,3,1).reshape(grid[0]*(kernel_size[0]*scaling+2*padding), grid[1]*(kernel_size[1]*scaling+2*padding))+1)*127., (padding,), 'constant', constant_values=(0,))
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