Just be ready for much less traffic. If you change the urls and Google returns many 404 errors your site will be penalized. I had done what you are asking, and it took nearly a full year for the site to recover despite submitting a new sitemap. Google seems very reluctant to reindex an entire site, till this day after a year there are still old urls listed in Google that return a 404 error.
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