How to speed up mahotas haralick feature calculation for larger distances

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I'm using https://github.com/luispedro/mahotas for calculation of GLCM values. My images are of different dimensions and I'm using the argument distance depending on the size of the images. When I increase the distance to greater than 100 or 200 pixels then the calculation takes too long and there is a big spike in RAM usage. Is there a way to speed it up.

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