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This paper describes a deterministic and parallel implementation of the VPR routability-driven router for FPGAs. We considered two parallefization strategies: (1) routing multiple nets in parallel; and (2) routing one net at a time, while parallelizing the Maze Expansion step. Using eight threads running on eight cores, the two methods achieved speedups of 1.84 x and 3.67 x, respectively, compared to VPR's single threaded routability-driven router. Removing the determinism requirement increased these respective speedups to 2.67 x and 5.46 x, while sacrificing the guarantee of reproducible results.