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[LbmBenchmarkKernelsPublic.git] / src / BenchKernelD3Q19ListAaCommon.c
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1// --------------------------------------------------------------------------
2//
3// Copyright
4// Markus Wittmann, 2016-2017
5// RRZE, University of Erlangen-Nuremberg, Germany
6// markus.wittmann -at- fau.de or hpc -at- rrze.fau.de
7//
8// Viktor Haag, 2016
9// LSS, University of Erlangen-Nuremberg, Germany
10//
11// This file is part of the Lattice Boltzmann Benchmark Kernels (LbmBenchKernels).
12//
13// LbmBenchKernels is free software: you can redistribute it and/or modify
14// it under the terms of the GNU General Public License as published by
15// the Free Software Foundation, either version 3 of the License, or
16// (at your option) any later version.
17//
18// LbmBenchKernels is distributed in the hope that it will be useful,
19// but WITHOUT ANY WARRANTY; without even the implied warranty of
20// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
21// GNU General Public License for more details.
22//
23// You should have received a copy of the GNU General Public License
24// along with LbmBenchKernels. If not, see <http://www.gnu.org/licenses/>.
25//
26// --------------------------------------------------------------------------
27#include "BenchKernelD3Q19ListAaCommon.h"
28
29#include "Memory.h"
30#include "Vtk.h"
e3f82424 31#include "Padding.h"
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32
33#include <math.h>
34
35
36// Forward definition.
37void FNAME(D3Q19ListAaKernel)(LatticeDesc * ld, struct KernelData_ * kd, CaseData * cd);
38
39
40
41
42// -----------------------------------------------------------------------
43// Functions which are used as callback by the kernel to read or write
44// PDFs and nodes.
45
46static void FNAME(BCGetPdf)(KernelData * kd, int x, int y, int z, int dir, PdfT * pdf)
47{
48 Assert(kd != NULL);
49 Assert(kd->PdfsActive != NULL);
50 Assert(kd->PdfsActive == kd->Pdfs[0] || kd->PdfsActive == kd->Pdfs[1]);
51 Assert(pdf != NULL);
52
53 Assert(x >= 0); Assert(y >= 0); Assert(z >= 0);
54 Assert(x < kd->Dims[0]); Assert(y < kd->Dims[1]); Assert(z < kd->Dims[2]);
55 Assert(dir >= 0); Assert(dir < N_D3Q19);
56
57 KernelDataList * kdl = (KernelDataList *)kd;
58
59 if (kdl->Iteration % 2 == 0) {
60 // Pdfs are stored inverse, local PDFs are located in remote nodes
61
62 uint32_t nodeIndex = KDL(kd)->Grid[L_INDEX_4(kd->Dims, x, y, z)];
63
64 if (dir != D3Q19_C) {
65 uint32_t adjListIndex = nodeIndex * N_D3Q19_IDX;
66
67 *pdf = kd->PdfsActive[KDL(kd)->AdjList[adjListIndex + D3Q19_INV[dir]]];
68 }
69 else {
70 *pdf = kd->PdfsActive[P_INDEX_3(KDL(kd)->nCells, nodeIndex, dir)];
71 }
72
73 }
74 else {
75 *pdf = kd->PdfsActive[P_INDEX_5(KDL(kd), x, y, z, dir)];
76 }
77
78
79 return;
80}
81
82static void FNAME(BCSetPdf)(KernelData * kd, int x, int y, int z, int dir, PdfT pdf)
83{
84 Assert(kd != NULL);
85 Assert(kd->PdfsActive != NULL);
86 Assert(kd->PdfsActive == kd->Pdfs[0] || kd->PdfsActive == kd->Pdfs[1]);
87 Assert(x >= 0); Assert(y >= 0); Assert(z >= 0);
88 Assert(x < kd->Dims[0]); Assert(y < kd->Dims[1]); Assert(z < kd->Dims[2]);
89 Assert(dir >= 0); Assert(dir < N_D3Q19);
90
91 if (isnan(pdf)) {
92 printf("ERROR: setting nan %d %d %d %d %s\n", x, y, z, dir, D3Q19_NAMES[dir]);
93 DEBUG_BREAK_POINT();
94 exit(1);
95 }
96
97 KernelDataList * kdl = (KernelDataList *)kd;
98
99 if (kdl->Iteration % 2 == 0) {
100 // Pdfs are stored inverse, local PDFs are located in remote nodes
101
102 uint32_t nodeIndex = KDL(kd)->Grid[L_INDEX_4(kd->Dims, x, y, z)];
103
104 if (dir != D3Q19_C) {
105 uint32_t adjListIndex = nodeIndex * N_D3Q19_IDX;
106
107 kd->PdfsActive[KDL(kd)->AdjList[adjListIndex + D3Q19_INV[dir]]] = pdf;
108 }
109 else {
110 kd->PdfsActive[P_INDEX_3(KDL(kd)->nCells, nodeIndex, dir)] = pdf;
111 }
112
113 }
114 else {
115 kd->PdfsActive[P_INDEX_5(KDL(kd), x, y, z, dir)] = pdf;
116 }
117
118 return;
119}
120
121
122static void GetNode(KernelData * kd, int x, int y, int z, PdfT * pdfs)
123{
124 Assert(kd != NULL);
125 Assert(kd->PdfsActive != NULL);
126 Assert(kd->PdfsActive == kd->Pdfs[0] || kd->PdfsActive == kd->Pdfs[1]);
127 Assert(pdfs != NULL);
128 Assert(x >= 0); Assert(y >= 0); Assert(z >= 0);
129 Assert(x < kd->Dims[0]); Assert(y < kd->Dims[1]); Assert(z < kd->Dims[2]);
130
131 KernelDataList * kdl = (KernelDataList *)kd;
132
133 if(kdl->Iteration % 2 == 0){
134
135 uint32_t nodeIndex = kdl->Grid[L_INDEX_4(kdl->kd.Dims, x, y, z)];
136 uint32_t adjListIndex = nodeIndex * N_D3Q19_IDX;
137
138 // Load PDFs of local cell: pdf_N = src[adjList[adjListIndex + D3Q19_S]]; ...
139 pdfs[D3Q19_C] = kd->PdfsActive[P_INDEX_3(kdl->nCells, nodeIndex, D3Q19_C)];
140
141 #define X(name, idx, idxinv, _x, _y, _z) pdfs[idx] = kd->PdfsActive[kdl->AdjList[adjListIndex + idxinv]];
142 D3Q19_LIST_WO_C
143 #undef X
144
145 } else {
146
147 #define I(x, y, z, dir) P_INDEX_5(KDL(kd), (x), (y), (z), (dir))
148 #define X(name, idx, idxinv, _x, _y, _z) pdfs[idx] = kd->PdfsActive[I(x, y, z, idx)];
149 D3Q19_LIST
150 #undef X
151 #undef I
152
153 }
154
155#if 0
156 // Detect NaNs
157 for (int d = 0; d < 19; ++d) {
158 if(isnan(pdfs[d]) || isinf(pdfs[d])) {
159 printf("%d %d %d %d nan! get node\n", x, y, z, d);
160 for (int d2 = 0; d2 < 19; ++d2) {
161 printf("%d: %e\n", d2, pdfs[d2]);
162 }
163 exit(1);
164 }
165 }
166#endif
167
168 return;
169}
170
171
172static void SetNode(KernelData * kd, int x, int y, int z, PdfT * pdfs)
173{
174 Assert(kd != NULL);
175 Assert(kd->PdfsActive != NULL);
176 Assert(kd->PdfsActive == kd->Pdfs[0] || kd->PdfsActive == kd->Pdfs[1]);
177 Assert(pdfs != NULL);
178
179 Assert(x >= 0); Assert(y >= 0); Assert(z >= 0);
180 Assert(x < kd->Dims[0]); Assert(y < kd->Dims[1]); Assert(z < kd->Dims[2]);
181
182#if 0
183 // Detect NaNs
184 for (int d = 0; d < 19; ++d) {
185 if(isnan(pdfs[d])) {
186 printf("%d %d %d %d nan! get node\n", x, y, z, d);
187 for (int d2 = 0; d2 < 19; ++d2) {
188 printf("%d: %e\n", d2, pdfs[d2]);
189 }
190 exit(1);
191 }
192 }
193#endif
194
195 KernelDataList * kdl = (KernelDataList *)kd;
196
197 if(kdl->Iteration % 2 == 0){
198
199 uint32_t nodeIndex = kdl->Grid[L_INDEX_4(kdl->kd.Dims, x, y, z)];
200 uint32_t adjListIndex = nodeIndex * N_D3Q19_IDX;
201
202 // Load PDFs of local cell: pdf_N = src[adjList[adjListIndex + D3Q19_S]]; ...
203 kd->PdfsActive[P_INDEX_3(kdl->nCells, nodeIndex, D3Q19_C)] = pdfs[D3Q19_C];
204
205 #define X(name, idx, idxinv, _x, _y, _z) kd->PdfsActive[kdl->AdjList[adjListIndex + idxinv]] = pdfs[idx];
206 D3Q19_LIST_WO_C
207 #undef X
208
209 } else {
210
211 #define I(x, y, z, dir) P_INDEX_5(KDL(kd), (x), (y), (z), (dir))
212 #define X(name, idx, idxinv, _x, _y, _z) kd->PdfsActive[I(x, y, z, idx)] = pdfs[idx];
213 D3Q19_LIST
214 #undef X
215 #undef I
216
217 }
218
219 return;
220}
221
222static void ParameterUsage()
223{
224 printf("Kernel parameters:\n");
225 printf(" [-blk <n>] [-blk-[xyz] <n>]\n");
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226#ifdef DATA_LAYOUT_SOA
227 printf(" [-pad auto|modulus_1+offset_1(,modulus_n+offset_n)*]\n");
228#endif
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229 return;
230}
231
e3f82424 232static void ParseParameters(Parameters * params, int * blk, PadInfo ** padInfo)
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233{
234 Assert(blk != NULL);
235
236 blk[0] = 0; blk[1] = 0; blk[2] = 0;
e3f82424 237 *padInfo = NULL;
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238
239 #define ARG_IS(param) (!strcmp(params->KernelArgs[i], param))
240 #define NEXT_ARG_PRESENT() \
241 do { \
242 if (i + 1 >= params->nKernelArgs) { \
243 printf("ERROR: argument %s requires a parameter.\n", params->KernelArgs[i]); \
244 exit(1); \
245 } \
246 } while (0)
247
248
249 for (int i = 0; i < params->nKernelArgs; ++i) {
250 if (ARG_IS("-blk") || ARG_IS("--blk")) {
251 NEXT_ARG_PRESENT();
252
253 int tmp = strtol(params->KernelArgs[++i], NULL, 0);
254
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255 if (tmp < 0) {
256 printf("ERROR: blocking parameter must be >= 0.\n");
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257 exit(1);
258 }
259
260 blk[0] = blk[1] = blk[2] = tmp;
261 }
262 else if (ARG_IS("-blk-x") || ARG_IS("--blk-x")) {
263 NEXT_ARG_PRESENT();
264
265 int tmp = strtol(params->KernelArgs[++i], NULL, 0);
266
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267 if (tmp < 0) {
268 printf("ERROR: blocking parameter must be >= 0.\n");
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269 exit(1);
270 }
271
272 blk[0] = tmp;
273 }
274 else if (ARG_IS("-blk-y") || ARG_IS("--blk-y")) {
275 NEXT_ARG_PRESENT();
276
277 int tmp = strtol(params->KernelArgs[++i], NULL, 0);
278
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279 if (tmp < 0) {
280 printf("ERROR: blocking parameter must be >= 0.\n");
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281 exit(1);
282 }
283
284 blk[1] = tmp;
285 }
286 else if (ARG_IS("-blk-z") || ARG_IS("--blk-z")) {
287 NEXT_ARG_PRESENT();
288
289 int tmp = strtol(params->KernelArgs[++i], NULL, 0);
290
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291 if (tmp < 0) {
292 printf("ERROR: blocking parameter must be >= 0.\n");
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293 exit(1);
294 }
295
296 blk[2] = tmp;
297 }
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298#ifdef DATA_LAYOUT_SOA
299 else if (ARG_IS("-pad") || ARG_IS("--pad")) {
300 NEXT_ARG_PRESENT();
301
302 *padInfo = PadInfoFromStr(params->KernelArgs[++i]);
303 }
304#endif
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305 else if (ARG_IS("-h") || ARG_IS("-help") || ARG_IS("--help")) {
306 ParameterUsage();
307 exit(1);
308 }
309 else {
310 printf("ERROR: unknown kernel parameter.\n");
311 ParameterUsage();
312 exit(1);
313 }
314 }
315
316 #undef ARG_IS
317 #undef NEXT_ARG_PRESENT
318
319 return;
320}
321
322void FNAME(D3Q19ListAaInit)(LatticeDesc * ld, KernelData ** kernelData, Parameters * params)
323{
324 KernelData * kd;
325 KernelDataList * kdl;
326 MemAlloc((void **)&kdl, sizeof(KernelDataList));
327
328 kd = (KernelData *)kdl;
329 *kernelData = kd;
330
331#ifdef DEBUG
332 kd->Pdfs[0] = NULL;
333 kd->Pdfs[1] = NULL;
334 kd->PdfsActive = NULL;
335 kd->DstPdfs = NULL;
336 kd->SrcPdfs = NULL;
337 kd->Dims[0] = -1;
338 kd->Dims[1] = -1;
339 kd->Dims[2] = -1;
340 kd->GlobalDims[0] = -1;
341 kd->GlobalDims[1] = -1;
342 kd->GlobalDims[2] = -1;
343 kd->Offsets[0] = -1;
344 kd->Offsets[1] = -1;
345 kd->Offsets[2] = -1;
346
347 kd->ObstIndices = NULL;
348 kd->nObstIndices = -1;
349 kd->BounceBackPdfsSrc = NULL;
350 kd->BounceBackPdfsDst = NULL;
351 kd->nBounceBackPdfs = -1;
352
353 kdl->AdjList = NULL;
354 kdl->Coords = NULL;
355 kdl->Grid = NULL;
356 kdl->nCells = -1;
357 kdl->nFluid = -1;
358#endif
359
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360 int blk[3] = { 0 };
361 PadInfo * padInfo = NULL;
362
363 ParseParameters(params, blk, &padInfo);
364
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365 // Ajust the dimensions according to padding, if used.
366 kd->Dims[0] = kd->GlobalDims[0] = ld->Dims[0];
367 kd->Dims[1] = kd->GlobalDims[1] = ld->Dims[1];
368 kd->Dims[2] = kd->GlobalDims[2] = ld->Dims[2];
369
370 int * lDims = ld->Dims;
371
372 int lX = lDims[0];
373 int lY = lDims[1];
374 int lZ = lDims[2];
375
376 int nTotalCells = lX * lY * lZ;
e3f82424 377 int nCells = ld->nFluid;
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378 int nFluid = ld->nFluid;
379
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380#ifdef DATA_LAYOUT_SOA
381 {
382 nCells = PadCellsAndReport(nCells, sizeof(PdfT), &padInfo);
383 PadInfoFree(padInfo); padInfo = NULL;
384 }
385#endif
386
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387 kdl->nCells = nCells;
388 kdl->nFluid = nFluid;
389
390 PdfT * pdfs[2];
391
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392 if (blk[0] == 0) blk[0] = lX;
393 if (blk[1] == 0) blk[1] = lY;
394 if (blk[2] == 0) blk[2] = lZ;
395
396 printf("# blocking x: %3d y: %3d z: %3d\n", blk[0], blk[1], blk[2]);
397
398 printf("# allocating data for %d fluid LB nodes with padding (%lu bytes = %f MiB for both lattices)\n",
399 nCells, 2 * sizeof(PdfT) * nCells * N_D3Q19,
400 2 * sizeof(PdfT) * nCells * N_D3Q19 / 1024.0 / 1024.0);
401
402 MemAlloc((void **)&pdfs[0], sizeof(PdfT) * nCells * N_D3Q19);
403
404 kd->Pdfs[0] = pdfs[0];
405
406 // Initialize PDFs with some (arbitrary) data for correct NUMA placement.
407 // Here we touch only the fluid nodes as this loop is OpenMP parallel and
408 // we want the same scheduling as in the kernel.
409 #ifdef _OPENMP
410 #pragma omp parallel for
411 #endif
412 for (int i = 0; i < nFluid; ++i) { for(int d = 0; d < N_D3Q19; ++d) {
413 pdfs[0][P_INDEX_3(nCells, i, d)] = 1.0;
414 } }
415
416 // Initialize all PDFs to some standard value.
417 for (int i = 0; i < nFluid; ++i) { for(int d = 0; d < N_D3Q19; ++d) {
418 pdfs[0][P_INDEX_3(nCells, i, d)] = 0.0;
419 } }
420
421 // ----------------------------------------------------------------------
422 // create grid which will hold the index numbers of the fluid nodes
423
424 uint32_t * grid;
425
426 if (MemAlloc((void **)&grid, nTotalCells * sizeof(uint32_t))) {
427 printf("ERROR: allocating grid for numbering failed: %lu bytes.\n", nTotalCells * sizeof(uint32_t));
428 exit(1);
429 }
430 kdl->Grid = grid;
431
432 int latticeIndex;
433
434#ifdef DEBUG
435 for(int z = 0; z < lZ; ++z) {
436 for(int y = 0; y < lY; ++y) {
437 for(int x = 0; x < lX; ++x) {
438
439 latticeIndex = L_INDEX_4(ld->Dims, x, y, z);
440
441 grid[latticeIndex] = ~0;
442 }
443 }
444 }
445#endif
446
447 // ----------------------------------------------------------------------
448 // generate numbering over grid
449
450 uint32_t * coords;
451
452 if (MemAlloc((void **)&coords, nFluid * sizeof(uint32_t) * 3)) {
453 printf("ERROR: allocating coords array failed: %lu bytes.\n", nFluid * sizeof(uint32_t) * 3);
454 exit(1);
455 }
456
457 kdl->Coords = coords;
458
459 // Index for the PDF nodes can start at 0 as we distinguish solid and fluid nodes
460 // through the ld->Lattice array.
461 int counter = 0;
462
463 // Blocking is implemented via setup of the adjacency list. The kernel later will
464 // walk through the lattice blocked automatically.
10988083 465 for (int bX = 0; bX < lX; bX += blk[0]) {
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466 for (int bY = 0; bY < lY; bY += blk[1]) {
467 for (int bZ = 0; bZ < lZ; bZ += blk[2]) {
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468
469 int eX = MIN(bX + blk[0], lX);
470 int eY = MIN(bY + blk[1], lY);
471 int eZ = MIN(bZ + blk[2], lZ);
472
10988083 473 for (int x = bX; x < eX; ++x) {
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474 for (int y = bY; y < eY; ++y) {
475 for (int z = bZ; z < eZ; ++z) {
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476
477 latticeIndex = L_INDEX_4(lDims, x, y, z);
478
479 if (ld->Lattice[latticeIndex] != LAT_CELL_OBSTACLE) {
480 grid[latticeIndex] = counter;
481
482 coords[C_INDEX_X(counter)] = x;
483 coords[C_INDEX_Y(counter)] = y;
484 coords[C_INDEX_Z(counter)] = z;
485
486 ++counter;
487 }
488 } } }
489 } } }
490
491 Verify(counter == nFluid);
492
493 uint32_t * adjList;
494
495 // AdjList only requires 18 instead of 19 entries per node, as
496 // the center PDF needs no addressing.
497 if (MemAlloc((void **)&adjList, nFluid * sizeof(uint32_t) * N_D3Q19_IDX)) {
498 printf("ERROR: allocating adjList array failed: %lu bytes.\n", nFluid * sizeof(uint32_t) * N_D3Q19_IDX);
499 exit(1);
500 }
501
502 kdl->AdjList = adjList;
503
504 int x, y, z;
505
506 uint32_t neighborIndex;
507 uint32_t dstIndex;
508
509 int nx, ny, nz, px, py, pz;
510
511 // Loop over all fluid nodes and compute the indices to the neighboring
512 // PDFs for configure data layout (AoS/SoA).
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513 #ifdef _OPENMP
514 #pragma omp parallel for
515 #endif
516 for (int index = 0; index < nFluid; ++index) {
517 for (int d = 0; d < N_D3Q19_IDX; ++d) {
518 adjList[index * N_D3Q19_IDX + d] = -1;
519 }
520 }
521
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522 // #ifdef _OPENMP --> add line continuation
523 // #pragma omp parallel for default(none)
524 // shared(nFluid, nCells, coords, D3Q19_INV, D3Q19_X, D3Q19_Y, D3Q19_Z,
525 // stderr,
526 // lDims, grid, ld, lX, lY, lZ, adjList)
527 // private(x, y, z, nx, ny, nz, neighborIndex, dstIndex)
528 // #endif
529 for (int index = 0; index < nFluid; ++index) {
530 x = coords[C_INDEX_X(index)];
531 y = coords[C_INDEX_Y(index)];
532 z = coords[C_INDEX_Z(index)];
533
534 Assert(x >= 0 && x < lX);
535 Assert(y >= 0 && y < lY);
536 Assert(z >= 0 && z < lZ);
537
538 Assert(ld->Lattice[L_INDEX_4(lDims, x, y, z)] != LAT_CELL_OBSTACLE);
539
540 // Loop over all directions except the center one.
541 for(int d = 0; d < N_D3Q19 - 1; ++d) {
542 Assert(d != D3Q19_C);
543
544#ifdef PROP_MODEL_PUSH
545 nx = x + D3Q19_X[d];
546 ny = y + D3Q19_Y[d];
547 nz = z + D3Q19_Z[d];
548
549#elif PROP_MODEL_PULL
550 nx = x - D3Q19_X[d];
551 ny = y - D3Q19_Y[d];
552 nz = z - D3Q19_Z[d];
553#else
554 #error No implementation for this PROP_MODEL_NAME.
555#endif
556 // If the neighbor is outside the latcie in X direction and we have a
557 // periodic boundary then we need to wrap around.
558 if ( ((nx < 0 || nx >= lX) && ld->PeriodicX) ||
559 ((ny < 0 || ny >= lY) && ld->PeriodicY) ||
560 ((nz < 0 || nz >= lZ) && ld->PeriodicZ)
561 ){
562 // x periodic
563
564 if (nx < 0) {
565 px = lX - 1;
566 }
567 else if (nx >= lX) {
568 px = 0;
569 } else {
570 px = nx;
571 }
572 // y periodic
573 if (ny < 0) {
574 py = lY - 1;
575 }
576 else if (ny >= lY) {
577 py = 0;
578 } else {
579 py = ny;
580 }
581
582 // z periodic
583 if (nz < 0) {
584 pz = lZ - 1;
585 }
586 else if (nz >= lZ) {
587 pz = 0;
588 } else {
589 pz = nz;
590 }
591
592 if (ld->Lattice[L_INDEX_4(lDims, px, py, pz)] == LAT_CELL_OBSTACLE) {
593 dstIndex = P_INDEX_3(nCells, index, D3Q19_INV[d]);
594 }
595 else {
596 neighborIndex = grid[L_INDEX_4(lDims, px, py, pz)];
597
598 AssertMsg(neighborIndex != ~0, "Neighbor has no Index. (%d %d %d) direction %s (%d)\n", px, py, pz, D3Q19_NAMES[d], d);
599
600 dstIndex = P_INDEX_3(nCells, neighborIndex, d);
601 }
602 }
603 else if (nx < 0 || ny < 0 || nz < 0 || nx >= lX || ny >= lY || nz >= lZ) {
604 dstIndex = P_INDEX_3(nCells, index, D3Q19_INV[d]);
605 }
606 else if (ld->Lattice[L_INDEX_4(lDims, nx, ny, nz)] == LAT_CELL_OBSTACLE) {
607 dstIndex = P_INDEX_3(nCells, index, D3Q19_INV[d]);
608 }
609 else {
610 neighborIndex = grid[L_INDEX_4(lDims, nx, ny, nz)];
611
612 Assert(neighborIndex != ~0);
613
614 dstIndex = P_INDEX_3(nCells, neighborIndex, d);
615 }
616
617 Assert(dstIndex >= 0);
618 Assert(dstIndex < nCells * N_D3Q19);
619
620 adjList[index * N_D3Q19_IDX + d] = dstIndex;
621 }
622 }
623
624
625 // Fill remaining KernelData structures
626 kd->GetNode = GetNode;
627 kd->SetNode = SetNode;
628
629 kd->BoundaryConditionsGetPdf = FNAME(BCGetPdf);
630 kd->BoundaryConditionsSetPdf = FNAME(BCSetPdf);
631
632 kd->Kernel = FNAME(D3Q19ListAaKernel);
633
634 kd->DstPdfs = NULL;
635 kd->PdfsActive = kd->Pdfs[0];
636
637 return;
638}
639
640void FNAME(D3Q19ListAaDeinit)(LatticeDesc * ld, KernelData ** kernelData)
641{
642 KernelDataList ** kdl = (KernelDataList **)kernelData;
643
644 MemFree((void **)&((*kernelData)->Pdfs[0]));
645
646 MemFree((void **)&((*kdl)->AdjList));
647 MemFree((void **)&((*kdl)->Coords));
648 MemFree((void **)&((*kdl)->Grid));
649
650 MemFree((void **)kernelData);
651
652 return;
653}
654
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