This contribution presents the performance modeling of a super desktop with GPU and FPGA accelerators, using OpenCL for the GPU and a high-level synthesis compiler for the FPGAs. The performance model is used to evaluate the different high-level synthesis optimizations, taking into account the resource usage, and to compare the compute power of the FPGA with the GPU