This commerce.gov report [0] taught me a few pieces of the puzzle. I especially like the graphics on pages 5 and 7, showing major semiconductor manufacturing and lots of output from Cali, Oregon, and Texas.
This wiki page [1] shows lists semiconductor fab plants. The ones I recognize (as my own proxy for size) are Intel, TI, Broadcom, Seagate, former Fairchild, and NXP/Freescale.
[0]: https://www.commerce.gov/sites/commerce.gov/files/migrated/r... [1]: https://en.wikipedia.org/wiki/List_of_semiconductor_fabricat...