compiler compile source code into machine code or in assembly??

Answer 1

That depends on the compiler you are using, some of them ( like gcc for example ) generally produce assembly code and let the assembler handle the rest, while others ( like MSVC, clang/LLVM for example ) goes all the way to machine code.