1. A method for enabling an intermediate code-based application program to access a target graphics processing unit (GPU) in a parallel processing environment, comprising: compiling a source code of the intermediate code-based application program to an intermediate code; translating the intermediate code to a PTX instruction code; and translating the PTX instruction code to a machine code executable by the target GPU before delivering the machine code to the target GPU.