A resource allocation method and apparatus utilize the GPU resource efficiently by sorting the tasks using General Purpose GPU (GPGPU) into operations and combining the same operations into a request. The resource allocation method of a Graphic Processing Unit (GPU) according to the present disclosure includes receiving a task including at least one operation; storing the at least one operation in unit of request; merging data of same operations per request; and allocating GPU resource according to an execution order the request.