Adds FFT for XLA: CPU via Eigen, GPU via cuFFT.
GPU support includes plan reuse with new scratch allocator per execution in fft_thunk. PiperOrigin-RevId: 179983419
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GPU support includes plan reuse with new scratch allocator per execution in fft_thunk. PiperOrigin-RevId: 179983419