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Stop using numpy.typing in favour of our types and lower numpy compat bound

Vicentini Filippo requested to merge types into master

Created by: PhilipVinc

To numpy>=1.18. In any case this is what jax/stax require so it makes no sense to go lower. It was reported to me it was annoying on google colab bcause tensor flow requires numpy<1.20

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