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[LbmBenchmarkKernelsPublic.git] / src / BenchKernelD3Q19.c
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+// --------------------------------------------------------------------------
+//
+// Copyright
+//   Markus Wittmann, 2016-2017
+//   RRZE, University of Erlangen-Nuremberg, Germany
+//   markus.wittmann -at- fau.de or hpc -at- rrze.fau.de
+//
+//   Viktor Haag, 2016
+//   LSS, University of Erlangen-Nuremberg, Germany
+//
+//  This file is part of the Lattice Boltzmann Benchmark Kernels (LbmBenchKernels).
+//
+//  LbmBenchKernels is free software: you can redistribute it and/or modify
+//  it under the terms of the GNU General Public License as published by
+//  the Free Software Foundation, either version 3 of the License, or
+//  (at your option) any later version.
+//
+//  LbmBenchKernels is distributed in the hope that it will be useful,
+//  but WITHOUT ANY WARRANTY; without even the implied warranty of
+//  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+//  GNU General Public License for more details.
+//
+//  You should have received a copy of the GNU General Public License
+//  along with LbmBenchKernels.  If not, see <http://www.gnu.org/licenses/>.
+//
+// --------------------------------------------------------------------------
+#include "BenchKernelD3Q19Common.h"
+
+#include "Memory.h"
+#include "Vtk.h"
+
+#include <inttypes.h>
+#include <math.h>
+
+#ifdef _OPENMP
+       #include <omp.h>
+#endif
+
+void FNAME(D3Q19Kernel)(LatticeDesc * ld, KernelData * kernelData, CaseData * cd)
+{
+       Assert(ld != NULL);
+       Assert(kernelData != NULL);
+       Assert(cd != NULL);
+
+       Assert(cd->Omega > 0.0);
+       Assert(cd->Omega < 2.0);
+
+       KernelData * kd = (KernelData *)kernelData;
+
+
+       int nX = ld->Dims[0];
+       int nY = ld->Dims[1];
+       int nZ = ld->Dims[2];
+
+       int * gDims = kd->GlobalDims;
+
+       int oX = kd->Offsets[0];
+       int oY = kd->Offsets[1];
+       int oZ = kd->Offsets[2];
+
+       PdfT omega = cd->Omega;
+       PdfT omegaEven = omega;
+//     PdfT omegaOdd = 8.0*((2.0-omegaEven)/(8.0-omegaEven)); //"standard" trt odd relaxation parameter
+       PdfT magicParam = 1.0/12.0;     // 1/4: best stability; 1/12: removes third-order advection error (best advection);     1/6: removes fourth-order diffusion error (best diffusion);     3/16: exact location of bounce back for poiseuille flow
+       PdfT omegaOdd = 1.0/( 0.5 + magicParam/(1.0/omega - 0.5) );
+
+       PdfT evenPart = 0.0;
+       PdfT oddPart = 0.0;
+       PdfT dir_indep_trm = 0.0;
+
+       PdfT w_0 = 1.0 /  3.0;
+       PdfT w_1 = 1.0 / 18.0;
+       PdfT w_2 = 1.0 / 36.0;
+
+       PdfT w_1_x3 = w_1 * 3.0;        PdfT w_1_nine_half = w_1 * 9.0/2.0;     PdfT w_1_indep = 0.0;
+       PdfT w_2_x3 = w_2 * 3.0;        PdfT w_2_nine_half = w_2 * 9.0/2.0;     PdfT w_2_indep = 0.0;
+
+       PdfT ux, uy, uz, ui;
+       PdfT dens;
+
+       // Declare pdf_N, pdf_E, pdf_S, pdf_W, ...
+       #define X(name, idx, idxinv, x, y, z)   PdfT JOIN(pdf_,name);
+       D3Q19_LIST
+       #undef X
+
+       PdfT * src = kd->Pdfs[0];
+       PdfT * dst = kd->Pdfs[1];
+       PdfT * tmp;
+
+       int maxIterations = cd->MaxIterations;
+
+       #ifdef VTK_OUTPUT
+       if (cd->VtkOutput) {
+               kd->PdfsActive = src;
+               VtkWrite(ld, kd, cd, 0);
+       }
+       #endif
+
+       for (int iter = 0; iter < maxIterations; ++iter) {
+
+               #ifdef _OPENMP
+               #pragma omp parallel for collapse(3) default(none) \
+                               shared(gDims,src, dst, w_0, w_1, w_2, omegaEven, omegaOdd, \
+                               w_1_x3, w_2_x3, w_1_nine_half, w_2_nine_half, cd, \
+                               oX, oY, oZ, nX, nY, nZ) \
+                               private(ux, uy, uz, ui, dens, dir_indep_trm, \
+                                       pdf_C, \
+                                       pdf_N, pdf_E, pdf_S, pdf_W, \
+                                       pdf_NE, pdf_SE, pdf_SW, pdf_NW, \
+                                       pdf_T, pdf_TN, pdf_TE, pdf_TS, pdf_TW, \
+                                       pdf_B, pdf_BN, pdf_BE, pdf_BS, pdf_BW, \
+                                       evenPart, oddPart, w_1_indep, w_2_indep)
+               #endif
+
+               for (int z = oZ; z < nZ + oZ; ++z) {
+                       for (int y = oY; y < nY + oY; ++y) {
+                               for (int x = oX; x < nX + oX; ++x) {
+                                       #define I(x, y, z, dir) P_INDEX_5(gDims, (x), (y), (z), (dir))
+
+#ifdef PROP_MODEL_PUSH
+
+                                       // Load PDFs of local cell: pdf_N = src[I(x, y, z, D3Q19_N)]; ...
+                                       #define X(name, idx, idxinv, _x, _y, _z)        JOIN(pdf_,name) = src[I(x, y, z, idx)];
+                                       //if (isnan(JOIN(pdf_,name))) { printf("iter: %d %d %d %d %d %s nan\n", iter, x-oX, y-oY, z-oZ, idx, D3Q19_NAMES[idx]); exit(1);}
+                                       D3Q19_LIST
+                                       #undef X
+
+#elif PROP_MODEL_PULL
+
+                                       // Load PDFs of local cell: pdf_N = src[I(x, y, z, D3Q19_N)]; ...
+                                       #define X(name, idx, idxinv, _x, _y, _z)        JOIN(pdf_,name) = src[I(x - _x, y - _y, z - _z, idx)];
+                                       //if (isnan(JOIN(pdf_,name))) { printf("iter: %d %d %d %d %d %s nan\n", iter, x-oX, y-oY, z-oZ, idx, D3Q19_NAMES[idx]); exit(1);}
+                                       D3Q19_LIST
+                                       #undef X
+
+#else
+       #error No implementation for PROP_MODEL_NAME.
+#endif
+
+                                       // #define LID_DRIVEN_CAVITY
+
+                                       #ifdef LID_DRIVEN_CAVITY
+
+                                       if (z == nZ - 4 + oZ && x > 3 + oX && x < (nX - 4 + oX) && y > 3 + oY  && y < (nY - 4 + oY)) {
+                                               ux = 0.1 * 0.577;
+                                               uy = 0.0;
+                                               uz = 0.0;
+
+                                       } else {
+                                       #endif
+                                               ux = pdf_E + pdf_NE + pdf_SE + pdf_TE + pdf_BE -
+                                                       pdf_W - pdf_NW - pdf_SW - pdf_TW - pdf_BW;
+                                               uy = pdf_N + pdf_NE + pdf_NW + pdf_TN + pdf_BN -
+                                                       pdf_S - pdf_SE - pdf_SW - pdf_TS - pdf_BS;
+                                               uz = pdf_T + pdf_TE + pdf_TW + pdf_TN + pdf_TS -
+                                                       pdf_B - pdf_BE - pdf_BW - pdf_BN - pdf_BS;
+                                       #ifdef LID_DRIVEN_CAVITY
+                                       }
+
+                                       #endif
+
+                                       dens = pdf_C +
+                                                       pdf_N  + pdf_E  + pdf_S  + pdf_W  +
+                                                       pdf_NE + pdf_SE + pdf_SW + pdf_NW +
+                                                       pdf_T  + pdf_TN + pdf_TE + pdf_TS + pdf_TW +
+                                                       pdf_B  + pdf_BN + pdf_BE + pdf_BS + pdf_BW;
+
+                                       dir_indep_trm = dens - (ux * ux + uy * uy + uz * uz)*3.0/2.0;
+
+#ifdef PROP_MODEL_PUSH
+
+                                       // direction: w_0
+                                       dst[I(x,   y,   z, D3Q19_C)]  = pdf_C - omegaEven*(pdf_C - w_0*dir_indep_trm);
+
+                                       // direction: w_1
+                                       w_1_indep = w_1*dir_indep_trm;
+
+                                       ui = uy;
+                                       evenPart = omegaEven*( 0.5*(pdf_N + pdf_S) - ui*ui*w_1_nine_half - w_1_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_N - pdf_S) - ui*w_1_x3 );
+                                       dst[I(x, y + 1,   z, D3Q19_N)]  = pdf_N - evenPart - oddPart;
+                                       dst[I(x, y - 1,   z, D3Q19_S)]  = pdf_S - evenPart + oddPart;
+
+                                       ui = ux;
+                                       evenPart = omegaEven*( 0.5*(pdf_E + pdf_W) - ui*ui*w_1_nine_half - w_1_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_E - pdf_W) - ui*w_1_x3 );
+                                       dst[I(x + 1,   y,   z, D3Q19_E)]  = pdf_E - evenPart - oddPart;
+                                       dst[I(x - 1,   y,   z, D3Q19_W)]  = pdf_W - evenPart + oddPart;
+
+                                       ui = uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_T + pdf_B) - ui*ui*w_1_nine_half - w_1_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_T - pdf_B) - ui*w_1_x3 );
+                                       dst[I(x,   y, z + 1, D3Q19_T)]  = pdf_T - evenPart - oddPart;
+                                       dst[I(x,   y, z - 1, D3Q19_B)]  = pdf_B - evenPart + oddPart;
+
+                                       // direction: w_2
+                                       w_2_indep = w_2*dir_indep_trm;
+
+                                       ui = -ux + uy;
+                                       evenPart = omegaEven*( 0.5*(pdf_NW + pdf_SE) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_NW - pdf_SE) - ui*w_2_x3 );
+                                       dst[I(x - 1, y + 1,   z, D3Q19_NW)] = pdf_NW - evenPart - oddPart;
+                                       dst[I(x + 1, y - 1,   z, D3Q19_SE)] = pdf_SE - evenPart + oddPart;
+
+                                       ui = ux + uy;
+                                       evenPart = omegaEven*( 0.5*(pdf_NE + pdf_SW) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_NE - pdf_SW) - ui*w_2_x3 );
+                                       dst[I(x + 1, y + 1,   z, D3Q19_NE)] = pdf_NE - evenPart - oddPart;
+                                       dst[I(x - 1, y - 1,   z, D3Q19_SW)] = pdf_SW - evenPart + oddPart;
+
+                                       ui = -ux + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TW + pdf_BE) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TW - pdf_BE) - ui*w_2_x3 );
+                                       dst[I(x - 1,   y, z + 1, D3Q19_TW)] = pdf_TW - evenPart - oddPart;
+                                       dst[I(x + 1,   y, z - 1, D3Q19_BE)] = pdf_BE - evenPart + oddPart;
+
+                                       ui = ux + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TE + pdf_BW) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TE - pdf_BW) - ui*w_2_x3 );
+                                       dst[I(x + 1,   y, z + 1, D3Q19_TE)] = pdf_TE - evenPart - oddPart;
+                                       dst[I(x - 1,   y, z - 1, D3Q19_BW)] = pdf_BW - evenPart + oddPart;
+
+                                       ui = -uy + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TS + pdf_BN) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TS - pdf_BN) - ui*w_2_x3 );
+                                       dst[I(x, y - 1, z + 1, D3Q19_TS)] = pdf_TS - evenPart - oddPart;
+                                       dst[I(x, y + 1, z - 1, D3Q19_BN)] = pdf_BN - evenPart + oddPart;
+
+                                       ui = uy + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TN + pdf_BS) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TN - pdf_BS) - ui*w_2_x3 );
+                                       dst[I(x, y + 1, z + 1, D3Q19_TN)] = pdf_TN - evenPart - oddPart;
+                                       dst[I(x, y - 1, z - 1, D3Q19_BS)] = pdf_BS - evenPart + oddPart;
+
+#elif PROP_MODEL_PULL
+
+                                       // direction: w_0
+                                       dst[I(x,   y,   z, D3Q19_C)]  = pdf_C - omegaEven*(pdf_C - w_0*dir_indep_trm);
+
+                                       // direction: w_1
+                                       w_1_indep = w_1*dir_indep_trm;
+
+                                       ui = uy;
+                                       evenPart = omegaEven*( 0.5*(pdf_N + pdf_S) - ui*ui*w_1_nine_half - w_1_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_N - pdf_S) - ui*w_1_x3 );
+                                       dst[I(x, y, z, D3Q19_N)]  = pdf_N - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_S)]  = pdf_S - evenPart + oddPart;
+
+                                       ui = ux;
+                                       evenPart = omegaEven*( 0.5*(pdf_E + pdf_W) - ui*ui*w_1_nine_half - w_1_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_E - pdf_W) - ui*w_1_x3 );
+                                       dst[I(x, y, z, D3Q19_E)]  = pdf_E - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_W)]  = pdf_W - evenPart + oddPart;
+
+                                       ui = uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_T + pdf_B) - ui*ui*w_1_nine_half - w_1_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_T - pdf_B) - ui*w_1_x3 );
+                                       dst[I(x, y, z, D3Q19_T)]  = pdf_T - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_B)]  = pdf_B - evenPart + oddPart;
+
+                                       // direction: w_2
+                                       w_2_indep = w_2*dir_indep_trm;
+
+                                       ui = -ux + uy;
+                                       evenPart = omegaEven*( 0.5*(pdf_NW + pdf_SE) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_NW - pdf_SE) - ui*w_2_x3 );
+                                       dst[I(x, y, z, D3Q19_NW)] = pdf_NW - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_SE)] = pdf_SE - evenPart + oddPart;
+
+                                       ui = ux + uy;
+                                       evenPart = omegaEven*( 0.5*(pdf_NE + pdf_SW) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_NE - pdf_SW) - ui*w_2_x3 );
+                                       dst[I(x, y, z, D3Q19_NE)] = pdf_NE - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_SW)] = pdf_SW - evenPart + oddPart;
+
+                                       ui = -ux + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TW + pdf_BE) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TW - pdf_BE) - ui*w_2_x3 );
+                                       dst[I(x, y, z, D3Q19_TW)] = pdf_TW - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_BE)] = pdf_BE - evenPart + oddPart;
+
+                                       ui = ux + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TE + pdf_BW) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TE - pdf_BW) - ui*w_2_x3 );
+                                       dst[I(x, y, z, D3Q19_TE)] = pdf_TE - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_BW)] = pdf_BW - evenPart + oddPart;
+
+                                       ui = -uy + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TS + pdf_BN) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TS - pdf_BN) - ui*w_2_x3 );
+                                       dst[I(x, y, z, D3Q19_TS)] = pdf_TS - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_BN)] = pdf_BN - evenPart + oddPart;
+
+                                       ui = uy + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TN + pdf_BS) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TN - pdf_BS) - ui*w_2_x3 );
+                                       dst[I(x, y, z, D3Q19_TN)] = pdf_TN - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_BS)] = pdf_BS - evenPart + oddPart;
+
+#else
+       #error No implementation for PROP_MODEL_NAME.
+#endif
+
+                                       #undef I
+                               }
+                       }
+               } // z, y, x (from inner to outer)
+
+               // Fixup bounce back PDFs.
+               #ifdef _OPENMP
+               #pragma omp parallel for default(none) \
+                               shared(kd, dst)
+               #endif
+               for (int i = 0; i < kd->nBounceBackPdfs; ++i) {
+                       dst[kd->BounceBackPdfsDst[i]] = dst[kd->BounceBackPdfsSrc[i]];
+               }
+
+               #ifdef VERIFICATION
+               kd->PdfsActive = dst;
+               KernelAddBodyForce(kd, ld, cd);
+               #endif
+
+               #ifdef VTK_OUTPUT
+
+               if (cd->VtkOutput && (iter % cd->VtkModulus) == 0) {
+                       kd->PdfsActive = dst;
+                       VtkWrite(ld, kd, cd, iter);
+               }
+
+               #endif
+
+               #ifdef STATISTICS
+               kd->PdfsActive = dst;
+               KernelStatistics(kd, ld, cd, iter);
+               #endif
+
+               // swap grids
+               tmp = src;
+               src = dst;
+               dst = tmp;
+
+       } // for (int iter = 0; ...
+
+       #ifdef VTK_OUTPUT
+
+       if (cd->VtkOutput) {
+               kd->PdfsActive = src;
+               VtkWrite(ld, kd, cd, maxIterations);
+       }
+
+       #endif
+
+       return;
+}
+
+
+void FNAME(D3Q19BlkKernel)(LatticeDesc * ld, KernelData * kernelData, CaseData * cd)
+{
+       Assert(ld != NULL);
+       Assert(kernelData != NULL);
+       Assert(cd != NULL);
+
+       Assert(cd->Omega > 0.0);
+       Assert(cd->Omega < 2.0);
+
+       KernelData * kd = (KernelData *)kernelData;
+
+
+       int nX = ld->Dims[0];
+       int nY = ld->Dims[1];
+       int nZ = ld->Dims[2];
+
+       int * gDims = kd->GlobalDims;
+
+       int oX = kd->Offsets[0];
+       int oY = kd->Offsets[1];
+       int oZ = kd->Offsets[2];
+
+       KernelDataEx * kdex = (KernelDataEx *)kd;
+
+       int blk[3];
+       blk[0] = kdex->Blk[0];
+       blk[1] = kdex->Blk[1];
+       blk[2] = kdex->Blk[2];
+
+       PdfT omega = cd->Omega;
+       PdfT omegaEven = omega;
+//     PdfT omegaOdd = 8.0*((2.0-omegaEven)/(8.0-omegaEven)); //"standard" trt odd relaxation parameter
+       PdfT magicParam = 1.0/12.0;     // 1/4: best stability; 1/12: removes third-order advection error (best advection);     1/6: removes fourth-order diffusion error (best diffusion);     3/16: exact location of bounce back for poiseuille flow
+       PdfT omegaOdd = 1.0/( 0.5 + magicParam/(1.0/omega - 0.5) );
+
+       PdfT evenPart = 0.0;
+       PdfT oddPart = 0.0;
+       PdfT dir_indep_trm = 0.0;
+
+       PdfT w_0 = 1.0 /  3.0;
+       PdfT w_1 = 1.0 / 18.0;
+       PdfT w_2 = 1.0 / 36.0;
+
+       PdfT w_1_x3 = w_1 * 3.0;        PdfT w_1_nine_half = w_1 * 9.0/2.0;     PdfT w_1_indep = 0.0;
+       PdfT w_2_x3 = w_2 * 3.0;        PdfT w_2_nine_half = w_2 * 9.0/2.0;     PdfT w_2_indep = 0.0;
+
+       PdfT ux, uy, uz, ui;
+       PdfT dens;
+
+       // Declare pdf_N, pdf_E, pdf_S, pdf_W, ...
+       #define X(name, idx, idxinv, x, y, z)   PdfT JOIN(pdf_,name);
+       D3Q19_LIST
+       #undef X
+
+       PdfT * src = kd->Pdfs[0];
+       PdfT * dst = kd->Pdfs[1];
+       PdfT * tmp;
+
+       int maxIterations = cd->MaxIterations;
+
+       #ifdef VTK_OUTPUT
+       if (cd->VtkOutput) {
+               kd->PdfsActive = src;
+               VtkWrite(ld, kd, cd, 0);
+       }
+       #endif
+
+       int nThreads = 1;
+
+       #ifdef _OPENMP
+       nThreads = omp_get_max_threads();
+       #endif
+
+       for (int iter = 0; iter < maxIterations; ++iter) {
+
+               // #ifdef _OPENMP --> add line continuation
+               // #pragma omp parallel for collapse(3) default(none)
+               //              shared(gDims,src, dst, w_0, w_1, w_2, omegaEven, omegaOdd,
+               //              w_1_x3, w_2_x3, w_1_nine_half, w_2_nine_half, cd,
+               //              oX, oY, oZ, nX, nY, nZ, blk)
+               //              private(ux, uy, uz, ui, dens, dir_indep_trm,
+               //                      pdf_C,
+               //                      pdf_N, pdf_E, pdf_S, pdf_W,
+               //                      pdf_NE, pdf_SE, pdf_SW, pdf_NW,
+               //                      pdf_T, pdf_TN, pdf_TE, pdf_TS, pdf_TW,
+               //                      pdf_B, pdf_BN, pdf_BE, pdf_BS, pdf_BW,
+               //                      evenPart, oddPart, w_1_indep, w_2_indep)
+               // #endif
+               #ifdef _OPENMP
+               #pragma omp parallel for default(none) \
+                               shared(gDims,src, dst, w_0, w_1, w_2, omegaEven, omegaOdd, \
+                               w_1_x3, w_2_x3, w_1_nine_half, w_2_nine_half, cd, \
+                               oX, oY, oZ, nX, nY, nZ, blk, nThreads) \
+                               private(ux, uy, uz, ui, dens, dir_indep_trm, \
+                                       pdf_C, \
+                                       pdf_N, pdf_E, pdf_S, pdf_W, \
+                                       pdf_NE, pdf_SE, pdf_SW, pdf_NW, \
+                                       pdf_T, pdf_TN, pdf_TE, pdf_TS, pdf_TW, \
+                                       pdf_B, pdf_BN, pdf_BE, pdf_BS, pdf_BW, \
+                                       evenPart, oddPart, w_1_indep, w_2_indep)
+               #endif
+
+               for (int i = 0; i < nThreads; ++i) {
+
+                       int threadStartX = nX / nThreads * i;
+                       int threadEndX   = nX / nThreads * (i + 1);
+
+                       if (nX % nThreads > 0) {
+                               if (nX % nThreads > i) {
+                                       threadStartX += i;
+                                       threadEndX   += i + 1;
+                               }
+                               else {
+                                       threadStartX += nX % nThreads;
+                                       threadEndX   += nX % nThreads;
+                               }
+                       }
+
+               // for (int z = oZ; z < nZ + oZ; ++z) {
+               //      for (int y = oY; y < nY + oY; ++y) {
+               //              for (int x = oX; x < nX + oX; ++x) {
+               for (int bZ = oZ; bZ < nZ + oZ; bZ += blk[2]) {
+                       for (int bY = oY; bY < nY + oY; bY += blk[1]) {
+                               for (int bX = oX + threadStartX; bX < threadEndX + oX; bX += blk[0]) {
+                               // for (int bX = oX; bX < nX + oX; bX += blk[0]) {
+
+                                       // Must do everything here, else it would break collapse.
+                                       int eZ = MIN(bZ + blk[2], nZ + oZ);
+                                       int eY = MIN(bY + blk[1], nY + oY);
+                                       int eX = MIN(bX + blk[0], threadEndX + oX);
+
+//                                     printf("%d: %d-%d  %d-%d  %d-%d  %d - %d\n", omp_get_thread_num(), bZ, eZ, bY, eY, bX, eX, threadStartX, threadEndX);
+
+                                       for (int z = bZ; z < eZ; ++z) {
+                                               for (int y = bY; y < eY; ++y) {
+                                                       for (int x = bX; x < eX; ++x) {
+
+                                       #define I(x, y, z, dir) P_INDEX_5(gDims, (x), (y), (z), (dir))
+
+#ifdef PROP_MODEL_PUSH
+
+                                       // Load PDFs of local cell: pdf_N = src[I(x, y, z, D3Q19_N)]; ...
+                                       #define X(name, idx, idxinv, _x, _y, _z)        JOIN(pdf_,name) = src[I(x, y, z, idx)];
+                                       //if (isnan(JOIN(pdf_,name))) { printf("iter: %d %d %d %d %d %s nan\n", iter, x-oX, y-oY, z-oZ, idx, D3Q19_NAMES[idx]); exit(1);}
+                                       D3Q19_LIST
+                                       #undef X
+
+#elif PROP_MODEL_PULL
+
+                                       // Load PDFs of local cell: pdf_N = src[I(x, y, z, D3Q19_N)]; ...
+                                       #define X(name, idx, idxinv, _x, _y, _z)        JOIN(pdf_,name) = src[I(x - _x, y - _y, z - _z, idx)];
+                                       //if (isnan(JOIN(pdf_,name))) { printf("iter: %d %d %d %d %d %s nan\n", iter, x-oX, y-oY, z-oZ, idx, D3Q19_NAMES[idx]); exit(1);}
+                                       D3Q19_LIST
+                                       #undef X
+
+#else
+       #error No implementation for PROP_MODEL_NAME.
+#endif
+
+                                       // #define LID_DRIVEN_CAVITY
+
+                                       #ifdef LID_DRIVEN_CAVITY
+
+                                       if (z == nZ - 4 + oZ && x > 3 + oX && x < (nX - 4 + oX) && y > 3 + oY  && y < (nY - 4 + oY)) {
+                                               ux = 0.1 * 0.577;
+                                               uy = 0.0;
+                                               uz = 0.0;
+
+                                       } else {
+                                       #endif
+                                               ux = pdf_E + pdf_NE + pdf_SE + pdf_TE + pdf_BE -
+                                                       pdf_W - pdf_NW - pdf_SW - pdf_TW - pdf_BW;
+                                               uy = pdf_N + pdf_NE + pdf_NW + pdf_TN + pdf_BN -
+                                                       pdf_S - pdf_SE - pdf_SW - pdf_TS - pdf_BS;
+                                               uz = pdf_T + pdf_TE + pdf_TW + pdf_TN + pdf_TS -
+                                                       pdf_B - pdf_BE - pdf_BW - pdf_BN - pdf_BS;
+                                       #ifdef LID_DRIVEN_CAVITY
+                                       }
+
+                                       #endif
+
+                                       dens = pdf_C +
+                                                       pdf_N  + pdf_E  + pdf_S  + pdf_W  +
+                                                       pdf_NE + pdf_SE + pdf_SW + pdf_NW +
+                                                       pdf_T  + pdf_TN + pdf_TE + pdf_TS + pdf_TW +
+                                                       pdf_B  + pdf_BN + pdf_BE + pdf_BS + pdf_BW;
+
+                                       dir_indep_trm = dens - (ux * ux + uy * uy + uz * uz)*3.0/2.0;
+
+#ifdef PROP_MODEL_PUSH
+
+                                       // direction: w_0
+                                       dst[I(x,   y,   z, D3Q19_C)]  = pdf_C - omegaEven*(pdf_C - w_0*dir_indep_trm);
+
+                                       // direction: w_1
+                                       w_1_indep = w_1*dir_indep_trm;
+
+                                       ui = uy;
+                                       evenPart = omegaEven*( 0.5*(pdf_N + pdf_S) - ui*ui*w_1_nine_half - w_1_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_N - pdf_S) - ui*w_1_x3 );
+                                       dst[I(x, y + 1,   z, D3Q19_N)]  = pdf_N - evenPart - oddPart;
+                                       dst[I(x, y - 1,   z, D3Q19_S)]  = pdf_S - evenPart + oddPart;
+
+                                       ui = ux;
+                                       evenPart = omegaEven*( 0.5*(pdf_E + pdf_W) - ui*ui*w_1_nine_half - w_1_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_E - pdf_W) - ui*w_1_x3 );
+                                       dst[I(x + 1,   y,   z, D3Q19_E)]  = pdf_E - evenPart - oddPart;
+                                       dst[I(x - 1,   y,   z, D3Q19_W)]  = pdf_W - evenPart + oddPart;
+
+                                       ui = uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_T + pdf_B) - ui*ui*w_1_nine_half - w_1_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_T - pdf_B) - ui*w_1_x3 );
+                                       dst[I(x,   y, z + 1, D3Q19_T)]  = pdf_T - evenPart - oddPart;
+                                       dst[I(x,   y, z - 1, D3Q19_B)]  = pdf_B - evenPart + oddPart;
+
+                                       // direction: w_2
+                                       w_2_indep = w_2*dir_indep_trm;
+
+                                       ui = -ux + uy;
+                                       evenPart = omegaEven*( 0.5*(pdf_NW + pdf_SE) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_NW - pdf_SE) - ui*w_2_x3 );
+                                       dst[I(x - 1, y + 1,   z, D3Q19_NW)] = pdf_NW - evenPart - oddPart;
+                                       dst[I(x + 1, y - 1,   z, D3Q19_SE)] = pdf_SE - evenPart + oddPart;
+
+                                       ui = ux + uy;
+                                       evenPart = omegaEven*( 0.5*(pdf_NE + pdf_SW) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_NE - pdf_SW) - ui*w_2_x3 );
+                                       dst[I(x + 1, y + 1,   z, D3Q19_NE)] = pdf_NE - evenPart - oddPart;
+                                       dst[I(x - 1, y - 1,   z, D3Q19_SW)] = pdf_SW - evenPart + oddPart;
+
+                                       ui = -ux + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TW + pdf_BE) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TW - pdf_BE) - ui*w_2_x3 );
+                                       dst[I(x - 1,   y, z + 1, D3Q19_TW)] = pdf_TW - evenPart - oddPart;
+                                       dst[I(x + 1,   y, z - 1, D3Q19_BE)] = pdf_BE - evenPart + oddPart;
+
+                                       ui = ux + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TE + pdf_BW) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TE - pdf_BW) - ui*w_2_x3 );
+                                       dst[I(x + 1,   y, z + 1, D3Q19_TE)] = pdf_TE - evenPart - oddPart;
+                                       dst[I(x - 1,   y, z - 1, D3Q19_BW)] = pdf_BW - evenPart + oddPart;
+
+                                       ui = -uy + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TS + pdf_BN) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TS - pdf_BN) - ui*w_2_x3 );
+                                       dst[I(x, y - 1, z + 1, D3Q19_TS)] = pdf_TS - evenPart - oddPart;
+                                       dst[I(x, y + 1, z - 1, D3Q19_BN)] = pdf_BN - evenPart + oddPart;
+
+                                       ui = uy + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TN + pdf_BS) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TN - pdf_BS) - ui*w_2_x3 );
+                                       dst[I(x, y + 1, z + 1, D3Q19_TN)] = pdf_TN - evenPart - oddPart;
+                                       dst[I(x, y - 1, z - 1, D3Q19_BS)] = pdf_BS - evenPart + oddPart;
+
+#elif PROP_MODEL_PULL
+
+                                       // direction: w_0
+                                       dst[I(x,   y,   z, D3Q19_C)]  = pdf_C - omegaEven*(pdf_C - w_0*dir_indep_trm);
+
+                                       // direction: w_1
+                                       w_1_indep = w_1*dir_indep_trm;
+
+                                       ui = uy;
+                                       evenPart = omegaEven*( 0.5*(pdf_N + pdf_S) - ui*ui*w_1_nine_half - w_1_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_N - pdf_S) - ui*w_1_x3 );
+                                       dst[I(x, y, z, D3Q19_N)]  = pdf_N - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_S)]  = pdf_S - evenPart + oddPart;
+
+                                       ui = ux;
+                                       evenPart = omegaEven*( 0.5*(pdf_E + pdf_W) - ui*ui*w_1_nine_half - w_1_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_E - pdf_W) - ui*w_1_x3 );
+                                       dst[I(x, y, z, D3Q19_E)]  = pdf_E - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_W)]  = pdf_W - evenPart + oddPart;
+
+                                       ui = uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_T + pdf_B) - ui*ui*w_1_nine_half - w_1_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_T - pdf_B) - ui*w_1_x3 );
+                                       dst[I(x, y, z, D3Q19_T)]  = pdf_T - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_B)]  = pdf_B - evenPart + oddPart;
+
+                                       // direction: w_2
+                                       w_2_indep = w_2*dir_indep_trm;
+
+                                       ui = -ux + uy;
+                                       evenPart = omegaEven*( 0.5*(pdf_NW + pdf_SE) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_NW - pdf_SE) - ui*w_2_x3 );
+                                       dst[I(x, y, z, D3Q19_NW)] = pdf_NW - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_SE)] = pdf_SE - evenPart + oddPart;
+
+                                       ui = ux + uy;
+                                       evenPart = omegaEven*( 0.5*(pdf_NE + pdf_SW) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_NE - pdf_SW) - ui*w_2_x3 );
+                                       dst[I(x, y, z, D3Q19_NE)] = pdf_NE - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_SW)] = pdf_SW - evenPart + oddPart;
+
+                                       ui = -ux + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TW + pdf_BE) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TW - pdf_BE) - ui*w_2_x3 );
+                                       dst[I(x, y, z, D3Q19_TW)] = pdf_TW - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_BE)] = pdf_BE - evenPart + oddPart;
+
+                                       ui = ux + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TE + pdf_BW) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TE - pdf_BW) - ui*w_2_x3 );
+                                       dst[I(x, y, z, D3Q19_TE)] = pdf_TE - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_BW)] = pdf_BW - evenPart + oddPart;
+
+                                       ui = -uy + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TS + pdf_BN) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TS - pdf_BN) - ui*w_2_x3 );
+                                       dst[I(x, y, z, D3Q19_TS)] = pdf_TS - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_BN)] = pdf_BN - evenPart + oddPart;
+
+                                       ui = uy + uz;
+                                       evenPart = omegaEven*( 0.5*(pdf_TN + pdf_BS) - ui*ui*w_2_nine_half - w_2_indep );
+                                       oddPart = omegaOdd*(0.5*(pdf_TN - pdf_BS) - ui*w_2_x3 );
+                                       dst[I(x, y, z, D3Q19_TN)] = pdf_TN - evenPart - oddPart;
+                                       dst[I(x, y, z, D3Q19_BS)] = pdf_BS - evenPart + oddPart;
+
+#else
+       #error No implementation for PROP_MODEL_NAME.
+#endif
+
+                                       #undef I
+                               }
+                       }
+               } // z, y, x (from inner to outer)
+                               }
+                       }
+               } // z, y, x (from inner to outer)
+
+               } // loop over threads
+
+               // Fixup bounce back PDFs.
+               #ifdef _OPENMP
+               #pragma omp parallel for default(none) \
+                               shared(kd, dst)
+               #endif
+               for (int i = 0; i < kd->nBounceBackPdfs; ++i) {
+                       dst[kd->BounceBackPdfsDst[i]] = dst[kd->BounceBackPdfsSrc[i]];
+               }
+
+               #ifdef VERIFICATION
+               kd->PdfsActive = dst;
+               KernelAddBodyForce(kd, ld, cd);
+               #endif
+
+               #ifdef VTK_OUTPUT
+
+               if (cd->VtkOutput && (iter % cd->VtkModulus) == 0) {
+                       kd->PdfsActive = dst;
+                       VtkWrite(ld, kd, cd, iter);
+               }
+
+               #endif
+
+               #ifdef STATISTICS
+               kd->PdfsActive = dst;
+               KernelStatistics(kd, ld, cd, iter);
+               #endif
+
+               // swap grids
+               tmp = src;
+               src = dst;
+               dst = tmp;
+
+       } // for (int iter = 0; ...
+
+       #ifdef VTK_OUTPUT
+
+       if (cd->VtkOutput) {
+               kd->PdfsActive = src;
+               VtkWrite(ld, kd, cd, maxIterations);
+       }
+
+       #endif
+
+       return;
+}
+
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