Where the beta compiler(maybe stage0?) come from?

It's a previous build of the compiler, which has been built with previous build of the compiler, which has been built with previous build of the compiler… which has been built by a Rust prototype compiler written in Ocaml. If you want to build Rust fully from source without using pre-built binary, this process is called bootstrapping. See mrustc compiler.