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I thought FPGAs were more power efficient than GPUs for many ML applications for example (CNNs aside)?


For unusual ML architectures, like 1 bit precision, that might be true.

For anything using floating point maths, it isn't true.


What about this paper then, section 5.1.2, energy efficiency: https://dl.acm.org/doi/10.1145/2694344.2694347

Substantial gains in terms of performance per watt for FPGAs?




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