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Regarding 1: Normally you train jointly, although some practitioners claim that pretraining helps, see https://github.com/jantic/DeOldify#what-is-nogan. But to begin, just train them normally :)
Original GitHub: https://github.com/martinarjovsky/WassersteinGAN
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