Array : Dictionary of 4-D numpy array: how to optimize?

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Array : Dictionary of 4-D numpy array: how to optimize?
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Array : Dictionary of 4-D numpy array: how to optimize?
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4-D how Array of array: Dictionary to : numpy optimize?