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The main solution, so far, is to use accelerators such as GPUs, TPUs, FPGAs, DSPs, neuromorphic chips, etc. Each one of those chips excels in one or few types of applications and achieves excellent performance per watt compared to a traditional multicore. But, are accelerators the final word in post-Moore? What are the challenges we may face in the near future with accelerators? 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