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Add example to call FFTs from Host and Device
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Yuuichi Asahi
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Jan 5, 2024
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#include <Kokkos_Core.hpp> | ||
#include <Kokkos_Complex.hpp> | ||
#include <Kokkos_Random.hpp> | ||
#include <KokkosFFT.hpp> | ||
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using execution_space = Kokkos::DefaultExecutionSpace; | ||
using host_execution_space = Kokkos::DefaultHostExecutionSpace; | ||
template <typename T> using View1D = Kokkos::View<T*, execution_space>; | ||
template <typename T> using HostView1D = Kokkos::View<T*, host_execution_space>; | ||
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int main( int argc, char* argv[] ) { | ||
Kokkos::initialize( argc, argv ); | ||
{ | ||
constexpr int n0 = 128; | ||
const Kokkos::complex<double> I(1.0, 1.0); | ||
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// 1D C2C FFT (Forward and Backward) | ||
View1D<Kokkos::complex<double> > xc2c("xc2c", n0); | ||
View1D<Kokkos::complex<double> > xc2c_hat("xc2c_hat", n0); | ||
View1D<Kokkos::complex<double> > xc2c_inv("xc2c_inv", n0); | ||
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Kokkos::Random_XorShift64_Pool<> random_pool(12345); | ||
Kokkos::fill_random(xc2c, random_pool, I); | ||
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KokkosFFT::fft(execution_space(), xc2c, xc2c_hat); | ||
KokkosFFT::ifft(execution_space(), xc2c_hat, xc2c_inv); | ||
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// 1D R2C FFT | ||
View1D<double> xr2c("xr2c", n0); | ||
View1D<Kokkos::complex<double> > xr2c_hat("xr2c_hat", n0/2+1); | ||
Kokkos::fill_random(xr2c, random_pool, 1); | ||
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KokkosFFT::rfft(execution_space(), xr2c, xr2c_hat); | ||
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// 1D C2R FFT | ||
View1D<Kokkos::complex<double> > xc2r("xr2c_hat", n0/2+1); | ||
View1D<double> xc2r_hat("xc2r", n0); | ||
Kokkos::fill_random(xc2r, random_pool, I); | ||
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KokkosFFT::irfft(execution_space(), xc2r, xc2r_hat); | ||
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#ifdef ENABLE_HOST_AND_DEVICE | ||
// FFTs on Host | ||
// 1D C2C FFT (Forward and Backward) | ||
HostView1D<Kokkos::complex<double> > h_xc2c("h_xc2c", n0); | ||
HostView1D<Kokkos::complex<double> > h_xc2c_hat("h_xc2c_hat", n0); | ||
HostView1D<Kokkos::complex<double> > h_xc2c_inv("h_xc2c_inv", n0); | ||
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Kokkos::deep_copy(h_xc2c, xc2c); | ||
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KokkosFFT::fft(host_execution_space(), h_xc2c, h_xc2c_hat); | ||
KokkosFFT::ifft(host_execution_space(), h_xc2c_hat, h_xc2c_inv); | ||
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// 1D R2C FFT | ||
HostView1D<double> h_xr2c("h_xr2c", n0); | ||
HostView1D<Kokkos::complex<double> > h_xr2c_hat("h_xr2c_hat", n0/2+1); | ||
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Kokkos::deep_copy(h_xr2c, xr2c); | ||
KokkosFFT::rfft(host_execution_space(), h_xr2c, h_xr2c_hat); | ||
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// 1D C2R FFT | ||
HostView1D<Kokkos::complex<double> > h_xc2r("h_xr2c_hat", n0/2+1); | ||
HostView1D<double> h_xc2r_hat("h_xc2r", n0); | ||
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Kokkos::deep_copy(h_xc2r, xc2r); | ||
KokkosFFT::irfft(host_execution_space(), h_xc2r, h_xc2r_hat); | ||
#endif | ||
} | ||
Kokkos::finalize(); | ||
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return 0; | ||
} |
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add_executable(05_1DFFT_HOST_DEVICE 05_1DFFT_HOST_DEVICE.cpp) | ||
target_link_libraries(05_1DFFT_HOST_DEVICE PUBLIC Kokkos::fft) |
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import numpy as np | ||
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if __name__ == '__main__': | ||
n0 = 128 | ||
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# 1D C2C FFT (Forward and Backward) | ||
xc2c = np.random.rand(n0) + 1j * np.random.rand(n0) | ||
xc2c_hat = np.fft.fft(xc2c) | ||
xc2c_inv = np.fft.ifft(xc2c_hat) | ||
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# 1D R2C FFT | ||
xr2c = np.random.rand(n0) | ||
xr2c_hat = np.fft.rfft(xr2c) | ||
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# 1D C2R FFT | ||
xc2r = np.random.rand(n0//2+1) | ||
xc2r_hat = np.fft.irfft(xc2r) |
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add_subdirectory(01_1DFFT) | ||
add_subdirectory(02_2DFFT) | ||
add_subdirectory(03_NDFFT) | ||
add_subdirectory(04_batchedFFT) | ||
add_subdirectory(04_batchedFFT) | ||
if(KokkosFFT_ENABLE_HOST_AND_DEVICE) | ||
add_subdirectory(05_1DFFT_HOST_DEVICE) | ||
endif() |