The primary function of a compiler is to translate high-level programming languages into machine code or bytecode that a computer can execute. This process involves several stages, including lexical analysis, syntax analysis, and code generation. Compilers optimize code performance and ensure it adheres to language specifications. Additionally, they help identify errors during the compilation process, improving code reliability and efficiency before execution.