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Poisson: 2D FFT in x-y plus tridiagonal solve in z-direction
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AMREX_HOME ?= ../../../../amrex | ||
HEFFTE_HOME ?= ../../../../heffte/build | ||
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DEBUG = FALSE | ||
DIM = 3 | ||
COMP = gcc | ||
TINY_PROFILE = FALSE | ||
USE_MPI = TRUE | ||
USE_CUDA = FALSE | ||
USE_HIP = FALSE | ||
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BL_NO_FORT = TRUE | ||
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include $(AMREX_HOME)/Tools/GNUMake/Make.defs | ||
include $(AMREX_HOME)/Src/Base/Make.package | ||
include Make.package | ||
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VPATH_LOCATIONS += $(HEFFTE_HOME)/include | ||
INCLUDE_LOCATIONS += $(HEFFTE_HOME)/include | ||
LIBRARY_LOCATIONS += $(HEFFTE_HOME)/lib | ||
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libraries += -lheffte | ||
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ifeq ($(USE_CUDA),TRUE) | ||
libraries += -lcufft | ||
else ifeq ($(USE_HIP),TRUE) | ||
# Use rocFFT. ROC_PATH is defined in amrex | ||
INCLUDE_LOCATIONS += $(ROC_PATH)/rocfft/include | ||
LIBRARY_LOCATIONS += $(ROC_PATH)/rocfft/lib | ||
LIBRARIES += -L$(ROC_PATH)/rocfft/lib -lrocfft | ||
else | ||
libraries += -lfftw3_mpi -lfftw3f -lfftw3 | ||
endif | ||
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include $(AMREX_HOME)/Tools/GNUMake/Make.rules |
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CEXE_sources += main.cpp |
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n_cell_x = 64 | ||
n_cell_y = 64 | ||
n_cell_z = 64 | ||
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prob_lo_x = 0. | ||
prob_lo_y = 0. | ||
prob_lo_z = 0. | ||
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prob_hi_x = 1. | ||
prob_hi_y = 1. | ||
prob_hi_z = 1. |
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#include <heffte.h> | ||
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#include <AMReX.H> | ||
#include <AMReX_MultiFab.H> | ||
#include <AMReX_ParmParse.H> | ||
#include <AMReX_GpuComplex.H> | ||
#include <AMReX_PlotFileUtil.H> | ||
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using namespace amrex; | ||
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static_assert(AMREX_SPACEDIM == 3); | ||
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int main (int argc, char* argv[]) | ||
{ | ||
amrex::Initialize(argc, argv); { | ||
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BL_PROFILE("main"); | ||
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// ********************************** | ||
// DECLARE SIMULATION PARAMETERS | ||
// ********************************** | ||
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// number of cells on each side of the domain | ||
int n_cell_x; | ||
int n_cell_y; | ||
int n_cell_z; | ||
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// physical dimensions of the domain | ||
Real prob_lo_x = 0.; | ||
Real prob_lo_y = 0.; | ||
Real prob_lo_z = 0.; | ||
Real prob_hi_x = 1.; | ||
Real prob_hi_y = 1.; | ||
Real prob_hi_z = 1.; | ||
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// ********************************** | ||
// READ PARAMETER VALUES FROM INPUTS FILE | ||
// ********************************** | ||
{ | ||
// ParmParse is way of reading inputs from the inputs file | ||
// pp.get means we require the inputs file to have it | ||
// pp.query means we optionally need the inputs file to have it - but you should supply a default value above | ||
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ParmParse pp; | ||
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pp.get("n_cell_x",n_cell_x); | ||
pp.get("n_cell_y",n_cell_y); | ||
pp.get("n_cell_z",n_cell_z); | ||
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pp.query("prob_lo_x",prob_lo_x); | ||
pp.query("prob_lo_y",prob_lo_y); | ||
pp.query("prob_lo_z",prob_lo_z); | ||
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pp.query("prob_hi_x",prob_hi_x); | ||
pp.query("prob_hi_y",prob_hi_y); | ||
pp.query("prob_hi_z",prob_hi_z); | ||
} | ||
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// Determine the domain length in each direction | ||
Real L_x = std::abs(prob_hi_x - prob_lo_x); | ||
Real L_y = std::abs(prob_hi_y - prob_lo_y); | ||
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// define lower and upper indices of domain | ||
IntVect dom_lo(AMREX_D_DECL( 0, 0, 0)); | ||
IntVect dom_hi(AMREX_D_DECL(n_cell_x-1, n_cell_y-1, n_cell_z-1)); | ||
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// Make a single box that is the entire domain | ||
Box domain(dom_lo, dom_hi); | ||
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// Initialize the boxarray "ba" from the single box "domain" There are | ||
// exactly nprocs boxes. The domain decomposition is done in the x- and | ||
// y-directions, but not the z-direction. | ||
BoxArray ba = amrex::decompose(domain, ParallelDescriptor::NProcs(), | ||
{AMREX_D_DECL(true,true,false)}); | ||
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// How Boxes are distrubuted among MPI processes | ||
DistributionMapping dm(ba); | ||
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// This defines the physical box size in each direction | ||
RealBox real_box({ AMREX_D_DECL(prob_lo_x, prob_lo_y, prob_lo_z)}, | ||
{ AMREX_D_DECL(prob_hi_x, prob_hi_y, prob_hi_z)} ); | ||
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// periodic in all direction | ||
Array<int,AMREX_SPACEDIM> is_periodic{AMREX_D_DECL(1,1,1)}; | ||
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// geometry object for real data | ||
Geometry geom(domain, real_box, CoordSys::cartesian, is_periodic); | ||
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// extract dx from the geometry object | ||
GpuArray<Real,AMREX_SPACEDIM> dx = geom.CellSizeArray(); | ||
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MultiFab rhs(ba,dm,1,0); | ||
MultiFab soln(ba,dm,1,0); | ||
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// check to make sure each MPI rank has exactly 1 box | ||
AMREX_ALWAYS_ASSERT_WITH_MESSAGE(rhs.local_size() == 1, "Must have one Box per MPI process"); | ||
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for (MFIter mfi(rhs); mfi.isValid(); ++mfi) { | ||
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Array4<Real> const& rhs_ptr = rhs.array(mfi); | ||
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const Box& bx = mfi.fabbox(); | ||
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amrex::ParallelFor(bx, [=] AMREX_GPU_DEVICE (int i, int j, int k) noexcept | ||
{ | ||
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// ********************************** | ||
// SET VALUES FOR EACH CELL | ||
// ********************************** | ||
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Real x = (i+0.5) * dx[0]; | ||
Real y = (AMREX_SPACEDIM>=2) ? (j+0.5) * dx[1] : 0.; | ||
Real z = (AMREX_SPACEDIM==3) ? (k+0.5) * dx[2] : 0.; | ||
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rhs_ptr(i,j,k) = std::exp(-10.*((x-0.5)*(x-0.5)+(y-0.5)*(y-0.5)+(z-0.5)*(z-0.5))); | ||
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}); | ||
} | ||
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// Shift rhs so that its sum is zero. | ||
auto rhosum = rhs.sum(0); | ||
rhs.plus(-rhosum/geom.Domain().d_numPts(), 0, 1); | ||
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// since there is 1 MPI rank per box, here each MPI rank obtains its local box and the associated boxid | ||
Box local_box; | ||
int local_boxid; | ||
{ | ||
for (int i = 0; i < ba.size(); ++i) { | ||
Box b = ba[i]; | ||
// each MPI rank has its own local_box Box and local_boxid ID | ||
if (ParallelDescriptor::MyProc() == dm[i]) { | ||
local_box = b; | ||
local_boxid = i; | ||
} | ||
} | ||
} | ||
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// now each MPI rank works on its own box | ||
// for real->complex fft's, the fft is stored in an (nx/2+1) x ny x nz dataset | ||
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// start by coarsening each box by 2 in the x-direction | ||
Box c_local_box = amrex::coarsen(local_box, IntVect(AMREX_D_DECL(2,1,1))); | ||
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// if the coarsened box's high-x index is even, we shrink the size in 1 in x | ||
// this avoids overlap between coarsened boxes | ||
if (c_local_box.bigEnd(0) * 2 == local_box.bigEnd(0)) { | ||
c_local_box.setBig(0,c_local_box.bigEnd(0)-1); | ||
} | ||
// for any boxes that touch the hi-x domain we | ||
// increase the size of boxes by 1 in x | ||
// this makes the overall fft dataset have size (Nx/2+1 x Ny x Nz) | ||
if (local_box.bigEnd(0) == geom.Domain().bigEnd(0)) { | ||
c_local_box.growHi(0,1); | ||
} | ||
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// each MPI rank gets storage for its piece of the fft | ||
BaseFab<GpuComplex<Real> > spectral_field(c_local_box, 1, The_Device_Arena()); | ||
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// create real->complex fft objects with the appropriate backend and data about | ||
// the domain size and its local box size | ||
using fft_r2c_t = | ||
#ifdef AMREX_USE_CUDA | ||
heffte::fft2d_r2c<heffte::backend::cufft>; | ||
#elif AMREX_USE_HIP | ||
heffte::fft2d_r2c<heffte::backend::rocfft>; | ||
#else | ||
heffte::fft2d_r2c<heffte::backend::fftw>; | ||
#endif | ||
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auto lo = amrex::lbound(local_box); | ||
auto hi = amrex::ubound(local_box); | ||
auto len = amrex::length(local_box); | ||
auto clo = amrex::lbound(c_local_box); | ||
auto chi = amrex::ubound(c_local_box); | ||
auto clen = amrex::length(c_local_box); | ||
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auto fft = std::make_unique<fft_r2c_t> | ||
(heffte::box3d({ lo.x, lo.y, 0}, | ||
{ hi.x, hi.y, 0}), | ||
heffte::box3d({clo.x, clo.y, 0}, | ||
{chi.x, chi.y, 0}), | ||
0, ParallelDescriptor::Communicator()); | ||
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Real start_step = static_cast<Real>(ParallelDescriptor::second()); | ||
using heffte_complex = typename heffte::fft_output<Real>::type; | ||
heffte_complex* spectral_data = (heffte_complex*) spectral_field.dataPtr(); | ||
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int batch_size = n_cell_z; | ||
Gpu::DeviceVector<heffte_complex> workspace(fft->size_workspace()*batch_size); | ||
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{ BL_PROFILE("HEFFTE-total"); | ||
{ | ||
BL_PROFILE("ForwardTransform"); | ||
fft->forward(batch_size, rhs[local_boxid].dataPtr(), spectral_data, | ||
workspace.data()); | ||
} | ||
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// Now we take the standard FFT and scale it by 1/k^2 | ||
Array4< GpuComplex<Real> > spectral = spectral_field.array(); | ||
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FArrayBox tridiag_workspace(c_local_box,4); | ||
auto const& ald = tridiag_workspace.array(0); | ||
auto const& bd = tridiag_workspace.array(1); | ||
auto const& cud = tridiag_workspace.array(2); | ||
auto const& scratch = tridiag_workspace.array(3); | ||
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Gpu::DeviceVector<Real> delzv(n_cell_z, dx[2]); | ||
auto const* delz = delzv.data(); | ||
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auto xybox = amrex::makeSlab(c_local_box, 2, 0); | ||
ParallelFor(xybox, [=] AMREX_GPU_DEVICE(int i, int j, int) | ||
{ | ||
Real a = 2.*M_PI*i / L_x; | ||
Real b = 2.*M_PI*j / L_y; | ||
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// the values in the upper-half of the spectral array in y and z are here interpreted as negative wavenumbers | ||
if (j >= n_cell_y/2) b = 2.*M_PI*(n_cell_y-j) / L_y; | ||
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Real k2 = 2*(std::cos(a*dx[0])-1.)/(dx[0]*dx[0]) + 2*(std::cos(b*dx[1])-1.)/(dx[1]*dx[1]); | ||
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// Tridiagonal solve with homogeneous Neumann | ||
for( int k=0; k<n_cell_z; k++) { | ||
if(k==0) { | ||
ald(i,j,k) = 0.; | ||
cud(i,j,k) = 2.0 /(delz[k]*(delz[k]+delz[k+1])); | ||
bd(i,j,k) = k2 -ald(i,j,k)-cud(i,j,k); | ||
} else if (k == n_cell_z-1) { | ||
ald(i,j,k) = 2.0 /(delz[k]*(delz[k]+delz[k-1])); | ||
cud(i,j,k) = 0.; | ||
bd(i,j,k) = k2 -ald(i,j,k)-cud(i,j,k); | ||
if (i == 0 && j == 0) { | ||
bd(i,j,k) *= 2.0; | ||
} | ||
} else { | ||
ald(i,j,k) = 2.0 /(delz[k]*(delz[k]+delz[k-1])); | ||
cud(i,j,k) = 2.0 /(delz[k]*(delz[k]+delz[k+1])); | ||
bd(i,j,k) = k2 -ald(i,j,k)-cud(i,j,k); | ||
} | ||
} | ||
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scratch(i,j,0) = cud(i,j,0)/bd(i,j,0); | ||
spectral(i,j,0) = spectral(i,j,0)/bd(i,j,0); | ||
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for (int k = 1; k < n_cell_z; k++) { | ||
if (k < n_cell_z-1){ | ||
scratch(i,j,k) = cud(i,j,k) / (bd(i,j,k) - ald(i,j,k) * scratch(i,j,k-1)); | ||
} | ||
spectral(i,j,k) = (spectral(i,j,k) - ald(i,j,k) * spectral(i,j,k - 1)) / (bd(i,j,k) - ald(i,j,k) * scratch(i,j,k-1)); | ||
} | ||
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for (int k = n_cell_z - 2; k >= 0; k--) { | ||
spectral(i,j,k) -= scratch(i,j,k) * spectral(i,j,k + 1); | ||
} | ||
}); | ||
Gpu::streamSynchronize(); | ||
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{ | ||
BL_PROFILE("BackwardTransform"); | ||
fft->backward(batch_size, spectral_data, soln[local_boxid].dataPtr(), | ||
heffte::scale::full); | ||
} | ||
} | ||
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Real end_step = static_cast<Real>(ParallelDescriptor::second()); | ||
// amrex::Print() << "TIME IN SOLVE " << end_step - start_step << std::endl; | ||
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// storage for variables to write to plotfile | ||
MultiFab plotfile(ba, dm, 2, 0); | ||
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// copy rhs and soln into plotfile | ||
MultiFab::Copy(plotfile, rhs , 0, 0, 1, 0); | ||
MultiFab::Copy(plotfile, soln, 0, 1, 1, 0); | ||
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// time and step are dummy variables required to WriteSingleLevelPlotfile | ||
Real time = 0.; | ||
int step = 0; | ||
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// arguments | ||
// 1: name of plotfile | ||
// 2: MultiFab containing data to plot | ||
// 3: variables names | ||
// 4: geometry object | ||
// 5: "time" of plotfile; not relevant in this example | ||
// 6: "time step" of plotfile; not relevant in this example | ||
WriteSingleLevelPlotfile("plt", plotfile, {"rhs", "soln"}, geom, time, step); | ||
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{ | ||
MultiFab phi(soln.boxArray(), soln.DistributionMap(), 1, 1); | ||
MultiFab res(soln.boxArray(), soln.DistributionMap(), 1, 0); | ||
MultiFab::Copy(phi, soln, 0, 0, 1, 0); | ||
phi.FillBoundary(geom.periodicity()); | ||
auto const& res_ma = res.arrays(); | ||
auto const& phi_ma = phi.const_arrays(); | ||
auto const& rhs_ma = rhs.const_arrays(); | ||
ParallelFor(res, [=] AMREX_GPU_DEVICE (int b, int i, int j, int k) | ||
{ | ||
auto const& phia = phi_ma[b]; | ||
auto lap = (phia(i-1,j,k)-2.*phia(i,j,k)+phia(i+1,j,k)) / (dx[0]*dx[0]) | ||
+ (phia(i,j-1,k)-2.*phia(i,j,k)+phia(i,j+1,k)) / (dx[1]*dx[1]); | ||
if (k == 0) { | ||
lap += (-phia(i,j,k)+phia(i,j,k+1)) / (dx[2]*dx[2]); | ||
} else if (k == n_cell_z-1) { | ||
lap += (phia(i,j,k-1)-phia(i,j,k)) / (dx[2]*dx[2]); | ||
} else { | ||
lap += (phia(i,j,k-1)-2.*phia(i,j,k)+phia(i,j,k+1)) / (dx[2]*dx[2]); | ||
} | ||
res_ma[b](i,j,k) = rhs_ma[b](i,j,k) - lap; | ||
}); | ||
amrex::Print() << " rhs.min & max: " << rhs.min(0) << " " << rhs.max(0) << "\n" | ||
<< " res.min & max: " << res.min(0) << " " << res.max(0) << "\n"; | ||
} | ||
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} amrex::Finalize(); | ||
} |