Python fastapi optimization on Windows server using IIS

I want my server to handle thousands of requests per minute and currently my server is giving slow response when sending thousands or even hundreds of requests.

I am using IIS windows service and have reverse proxy set up to my Fast API server.
You must be fluent in python and must know fastapi and data processing

I need this done ASAP

Message me thank you