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computer visions
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computer visions

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  5. one line n-dimensional convolution i... one line n-dimensional convolution in numpy
    1
    import numpy as np
    2
    
                  
    3
    # even if it wraps, it is still one line :)
    4
    conv = lambda img, ker, stride, dilation: (img[tuple(np.expand_dims(np.indices(ker.shape) * np.expand_dims(dilation, at_end := tuple(range(-ker.ndim, 0))), tuple(range(1, ker.ndim+1))) + np.expand_dims(np.indices((img.shape - dilation * (np.array(ker.shape) - 1) - 1) // stride + 1) * np.expand_dims(stride, at_end), at_end))] * ker).sum(at_end)
    5
    
                  
  6. numpy-is-all-you-need numpy-is-all-you-need Public

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