This paper has an overview of the various things that go into a nuclear power plant along with figures:
https://www.stormsmith.nl/Resources/m36materials20190927F.pd...
It's from the Nuclear Consulting Group who I've never heard of, so I couldn't say how accurate it is.
https://www.nuclearconsult.com/
This also has an overview of some of the materials used:
https://matmatch.com/blog/materials-in-nuclear-reactors/