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Checkpointers are used to secure the execution of sequential and parallel programs. This article shows that they can also be used to generate a parallel program from a sequential program automatically, this program being executed on any kind of distributed parallel system. The article also presents how this new technique can be included inside the usual compilation chain to provide a distributed implementation of OpenMP. Finally, some performance measurements are discussed.