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Tutorials for Basic and Poisson using amrex::FFT (#140)
* simple Poisson example using amrex::FFT::Poisson * simple example of forward and inverse FFT and visualization of FFT data * remove discrete lap option * FFT tutorial documentation
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.. role:: cpp(code) | ||
:language: c++ | ||
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.. role:: fortran(code) | ||
:language: fortran | ||
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.. _tutorials_fft: | ||
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FFT | ||
========================== | ||
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These tutorials demonstrate how to use the amrex::FFT classes to solve for and manipulate Fourier transform data. | ||
For more information on the amrex::FFT class refer to the AMReX documentation | ||
`here <https://amrex-codes.github.io/amrex/docs_html/FFT_Chapter.html>`_. | ||
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There are two FFT tutorials, ``Basic`` and ``Poisson``. | ||
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.. toctree:: | ||
:maxdepth: 1 | ||
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.. _section:fft_tutorial:fft_basic: | ||
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Basic | ||
-------------------------- | ||
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The tutorial found in ``amrex-tutorials/ExampleCodes/FFT/Basic`` demonstrates how | ||
to take a forward FFT, manipulate or access the spectral data (in this example by copying the spectral | ||
data into a :cpp:`MultiFab` for plotfile visualziation) and then taking the inverse FFT. | ||
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.. _section:fft_tutorial:fft_pois: | ||
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Poisson | ||
-------------------------- | ||
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This tutorial: ``amrex-tutorials/ExampleCodes/FFT/Poisson`` | ||
solves a Poisson equation with periodic boundary conditions. It relies on the :cpp:`AMReX_FFT_Poisson.H` | ||
routines to solve the equation by using the ``forwardThenBackward`` function which takes the forward and inverse | ||
transform of the data with spectral data scaling in between as required by the Poisson equation. |
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AMREX_HOME ?= ../../../../amrex | ||
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DEBUG = FALSE | ||
DIM = 3 | ||
COMP = gcc | ||
TINY_PROFILE = TRUE | ||
USE_MPI = TRUE | ||
USE_CUDA = FALSE | ||
USE_HIP = FALSE | ||
USE_FFT = TRUE | ||
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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 $(AMREX_HOME)/Src/FFT/Make.package | ||
include Make.package | ||
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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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max_grid_size_x = 32 | ||
max_grid_size_y = 32 | ||
max_grid_size_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 <AMReX.H> | ||
#include <AMReX_MultiFab.H> | ||
#include <AMReX_ParmParse.H> | ||
#include <AMReX_PlotFileUtil.H> | ||
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#include <AMReX_FFT.H> | ||
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using namespace amrex; | ||
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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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// maximum grid size in each direction | ||
int max_grid_size_x; | ||
int max_grid_size_y; | ||
int max_grid_size_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.get("max_grid_size_x",max_grid_size_x); | ||
pp.get("max_grid_size_y",max_grid_size_y); | ||
pp.get("max_grid_size_z",max_grid_size_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); | ||
Real L_z = std::abs(prob_hi_z - prob_lo_z); | ||
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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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// number of points in the domain | ||
long npts = domain.numPts(); | ||
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// Initialize the boxarray "ba" from the single box "domain" | ||
BoxArray ba(domain); | ||
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// create IntVect of max_grid_size | ||
IntVect max_grid_size(AMREX_D_DECL(max_grid_size_x,max_grid_size_y,max_grid_size_z)); | ||
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// Break up boxarray "ba" into chunks no larger than "max_grid_size" along a direction | ||
ba.maxSize(max_grid_size); | ||
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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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amrex::FFT::R2C my_fft(domain); | ||
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// storage for input phi and phi after forward-inverse transformation | ||
MultiFab phi(ba,dm,1,0); | ||
MultiFab phi_after(ba,dm,1,0); | ||
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// initialize phi | ||
for (MFIter mfi(phi); mfi.isValid(); ++mfi) { | ||
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Array4<Real> const& phi_ptr = phi.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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phi_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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// create storage for the FFT | ||
Box cdomain = geom.Domain(); | ||
cdomain.setBig(0,cdomain.length(0)/2); | ||
Geometry cgeom(cdomain, real_box, CoordSys::cartesian, is_periodic); | ||
auto cba = amrex::decompose(cdomain, ParallelContext::NProcsSub(), | ||
{AMREX_D_DECL(true,true,false)}); | ||
DistributionMapping cdm(cba); | ||
FabArray<BaseFab<GpuComplex<amrex::Real> > > phi_fft(cba, cdm, 1, 0); | ||
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// we will copy the real and imaginary parts of the FFT to this MultiFab | ||
MultiFab phi_fft_realimag(cba,cdm,2,0); | ||
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// compute the FFT | ||
my_fft.forward(phi,phi_fft); | ||
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// copy FFT into a MultiFab for plotfile visualization | ||
for (MFIter mfi(phi_fft); mfi.isValid(); ++mfi) { | ||
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Array4<GpuComplex<Real>> const& phi_fft_ptr = phi_fft.array(mfi); | ||
Array4<Real> phi_fft_realimag_ptr = phi_fft_realimag.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 | ||
{ | ||
phi_fft_realimag_ptr(i,j,k,0) = phi_fft_ptr(i,j,k).real(); | ||
phi_fft_realimag_ptr(i,j,k,1) = phi_fft_ptr(i,j,k).imag(); | ||
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}); | ||
} | ||
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// compute the inverse FFT and store result in phi_after | ||
my_fft.backward(phi_after); | ||
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// scale phi_after by 1/n_cells so it matches the original phi | ||
long n_cells = n_cell_x; | ||
if (AMREX_SPACEDIM >= 2) n_cells *= n_cell_y; | ||
if (AMREX_SPACEDIM >= 3) n_cells *= n_cell_z; | ||
phi_after.mult(1./n_cells); | ||
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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", phi, {"phi"}, geom, time, step); | ||
WriteSingleLevelPlotfile("plt_after", phi_after, {"phi_after"}, geom, time, step); | ||
WriteSingleLevelPlotfile("plt_fft", phi_fft_realimag, {"phi_fft_real", "phi_fft_imag"}, cgeom, time, step); | ||
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} amrex::Finalize(); | ||
} |
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AMREX_HOME ?= ../../../../amrex | ||
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DEBUG = FALSE | ||
DIM = 3 | ||
COMP = gcc | ||
TINY_PROFILE = TRUE | ||
USE_MPI = TRUE | ||
USE_CUDA = FALSE | ||
USE_HIP = FALSE | ||
USE_FFT = TRUE | ||
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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 $(AMREX_HOME)/Src/FFT/Make.package | ||
include Make.package | ||
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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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max_grid_size_x = 32 | ||
max_grid_size_y = 32 | ||
max_grid_size_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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