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Instead of using sphinx's built-in search which has some challenges in its implementation, as well as the integration with the customized builder and theme, use a different approach.
Pagefind will generate fragments that can be loaded client-side efficiently.
Refs: https://pagefind.app/
Refs: https://pypi.org/project/pagefind/
📚 Documentation preview 📚: https://pep-previews--4247.org.readthedocs.build/