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I am going through Generic Quantum Fourier Transforms by Moore et al. I would like to put the screenshot of the section I am confused about below.

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So, Why does $H$ need to be of size $poly(n)$ for the sequence to become true? What happens when $|H| >> $poly(n)$?

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