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How to use GPU after numba.cuda.close()?

I am using tensorflow on jupyter notebook. Suppose I want to flush everything in my GPU memory without restarting the kernel (that means without touching my RAM contents). Please do not dive into the reasons behind my demand; at the end I should be able to clear the GPU memory at will.