kCalculatePME.cu 18.3 KB
Newer Older
1
2
3
4
5
6
7
8
/* -------------------------------------------------------------------------- *
 *                                   OpenMM                                   *
 * -------------------------------------------------------------------------- *
 * This is part of the OpenMM molecular simulation toolkit originating from   *
 * Simbios, the NIH National Center for Physics-Based Simulation of           *
 * Biological Structures at Stanford, funded under the NIH Roadmap for        *
 * Medical Research, grant U54 GM072970. See https://simtk.org.               *
 *                                                                            *
9
 * Portions copyright (c) 2009-2010 Stanford University and the Authors.      *
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
 * Authors: Erik Lindahl, Rossen Apostolov, Szilard Pall, Peter Eastman       *
 * Contributors:                                                              *
 *                                                                            *
 * This program is free software: you can redistribute it and/or modify       *
 * it under the terms of the GNU Lesser General Public License as published   *
 * by the Free Software Foundation, either version 3 of the License, or       *
 * (at your option) any later version.                                        *
 *                                                                            *
 * This program 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 Lesser General Public License for more details.                        *
 *                                                                            *
 * You should have received a copy of the GNU Lesser General Public License   *
 * along with this program.  If not, see <http://www.gnu.org/licenses/>.      *
 * -------------------------------------------------------------------------- */

#include "gputypes.h"
28
#include "bbsort.h"
29
30
31
32
33
34
#include <cuda.h>

using namespace std;

static __constant__ cudaGmxSimulation cSim;

Peter Eastman's avatar
Peter Eastman committed
35
36
/* Cuda compiler on Windows does not recognized "static const float" values */
#define LOCAL_HACK_PI 3.1415926535897932384626433832795
37

38
39
40
41
42
43
44
45
46
47
48
49
50
51
void SetCalculatePMESim(gpuContext gpu)
{
    cudaError_t status;
    status = cudaMemcpyToSymbol(cSim, &gpu->sim, sizeof(cudaGmxSimulation));
    RTERROR(status, "cudaMemcpyToSymbol: SetSim copy to cSim failed");
}

void GetCalculatePMESim(gpuContext gpu)
{
    cudaError_t status;
    status = cudaMemcpyFromSymbol(&gpu->sim, cSim, sizeof(cudaGmxSimulation));
    RTERROR(status, "cudaMemcpyFromSymbol: SetSim copy from cSim failed");
}

Peter Eastman's avatar
Peter Eastman committed
52
53
texture<float4, 1, cudaReadModeElementType> bsplineThetaRef;

54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
inline __host__ __device__ int fast_mod(int a, int b)
{
    return (b & (b - 1)) ? a % b : a & (b - 1);
}
inline __host__ __device__ float4 make_float4(float s)
{
    return make_float4(s, s, s, s);
}
inline __host__ __device__ float4 operator-(float4 &a)
{
    return make_float4(-a.x, -a.y, -a.z, -a.w);
}
inline __host__ __device__ float4 operator-(float4 a, float4 b)
{
    return make_float4(a.x - b.x, a.y - b.y, a.z - b.z,  a.w - b.w);
}
inline __host__ __device__ float4 operator+(float4 a, float4 b)
{
    return make_float4(a.x + b.x, a.y + b.y, a.z + b.z,  a.w + b.w);
}
inline __host__ __device__ float4 operator+(float4 a, float b)
{
    return make_float4(a.x + b, a.y + b, a.z + b, a.w + b);
}
inline __host__ __device__ float4 operator+(float a, float4 b)
{
    return make_float4(a + b.x, a + b.y, a + b.z,  a + b.w);
}
inline __host__ __device__ float4 operator*(float s, float4 a)
{
    return make_float4(a.x * s, a.y * s, a.z * s, a.w * s);
}
inline __host__ __device__ float4 operator*(float4 a, float4 b)
{
    return make_float4(a.x * b.x, a.y * b.y, a.z * b.z, a.w + b.w);
}
inline __host__ __device__ float4 make_float4(int3 a)
{
92
    return make_float4((float) a.x, (float) a.y, (float) a.z, 0);
93
94
}

Scott Le Grand's avatar
Scott Le Grand committed
95
96
97
__global__ 
#if (__CUDA_ARCH__ >= 200)
__launch_bounds__(1024, 1)
98
#elif (__CUDA_ARCH__ >= 120)
Scott Le Grand's avatar
Scott Le Grand committed
99
100
101
102
103
__launch_bounds__(512, 1)
#else
__launch_bounds__(256, 1)
#endif
void kUpdateBsplines_kernel()
104
105
106
{
    unsigned int    tnb = blockDim.x * gridDim.x;
    unsigned int    tid = blockIdx.x * blockDim.x + threadIdx.x;
107
    extern __shared__ float4 bsplines_cache[]; // size = 2 * block_size * pme_order
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122

    const float4 div_o   = make_float4(1.0f/(PME_ORDER - 1));

    for (int i = tid; i < cSim.atoms; i += tnb)
    {

        float4* data    = &bsplines_cache[threadIdx.x*PME_ORDER];
        float4* ddata   = &bsplines_cache[threadIdx.x*PME_ORDER + blockDim.x*PME_ORDER];

        for (int j = 0; j < PME_ORDER; j++)
        {
	    data[j] = make_float4(0.0f);
            ddata[j] = make_float4(0.0f);
        }

Peter Eastman's avatar
Peter Eastman committed
123
        float4 posq = cSim.pPosq[i];
124
125
126
        posq.x -= floorf(posq.x*cSim.invPeriodicBoxSizeX)*cSim.periodicBoxSizeX;
        posq.y -= floorf(posq.y*cSim.invPeriodicBoxSizeY)*cSim.periodicBoxSizeY;
        posq.z -= floorf(posq.z*cSim.invPeriodicBoxSizeZ)*cSim.periodicBoxSizeZ;
127
128
129
        float3 t = make_float3((posq.x*cSim.invPeriodicBoxSizeX)*cSim.pmeGridSize.x,
                               (posq.y*cSim.invPeriodicBoxSizeY)*cSim.pmeGridSize.y,
                               (posq.z*cSim.invPeriodicBoxSizeZ)*cSim.pmeGridSize.z);
Peter Eastman's avatar
Peter Eastman committed
130
        float4 dr = make_float4(t.x-(int) t.x, t.y-(int) t.y, t.z-(int) t.z, 0.0f);
131
132
133
134
        int3 gridIndex = make_int3(((int) t.x) % cSim.pmeGridSize.x,
                              ((int) t.y) % cSim.pmeGridSize.y,
                              ((int) t.z) % cSim.pmeGridSize.z);
        cSim.pPmeAtomGridIndex[i] = make_int2(i, gridIndex.x*cSim.pmeGridSize.y*cSim.pmeGridSize.z+gridIndex.y*cSim.pmeGridSize.z+gridIndex.z);
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173

        data[PME_ORDER - 1] = make_float4(0.0f);
        data[1]            = dr;
        data[0]            = make_float4(1.0f) - dr;

        for (int j = 3; j < PME_ORDER; j++)
        {
            float div = 1.0f / ((float)j - 1.0f);
            data[j - 1] = div * dr * data[j - 2];

            for (int k = 1; k < (j - 1); k++)
            {
                data[j - k - 1] =
                   div * (
                           (dr + float(k))          * data[j - k - 2] +
                           (-dr + ((float)(j - k))) * data[j - k - 1]);
            }
            data[0] = div * (- dr + 1) * data[0];
        }

        ddata[0] = -data[0];

        for (int j = 1; j < PME_ORDER; j++)
            ddata[j] = data[j - 1] - data[j];

        data[PME_ORDER - 1] = div_o * dr * data[PME_ORDER - 2];

        for (int j = 1; j < (PME_ORDER - 1); j++)
        {
            data[PME_ORDER - j - 1] =
                div_o * (
                    (dr + (float)j)                 * data[PME_ORDER - j - 2] +
                    (-dr + ((float)(PME_ORDER - j))) * data[PME_ORDER - j - 1]
                );
        }
        data[0] = div_o * (-dr + 1.0f) * data[0];

        for (int j = 0; j < PME_ORDER; j++)
        {
174
            data[j].w = posq.w; // Storing the charge here improves cache coherency in the charge spreading kernel
175
176
            cSim.pPmeBsplineTheta[i + j*cSim.atoms] =  data[j];
            cSim.pPmeBsplineDtheta[i + j*cSim.atoms] = ddata[j];
177
178
179
180
        }
    }
}

181
182
183
184
185
186
/**
 * For each grid point, find the range of sorted atoms associated with that point.
 */
__global__
#if (__CUDA_ARCH__ >= 200)
__launch_bounds__(1024, 1)
187
#elif (__CUDA_ARCH__ >= 120)
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
__launch_bounds__(512, 1)
#else
__launch_bounds__(256, 1)
#endif
void kFindAtomRangeForGrid_kernel()
{
    int thread = blockIdx.x*blockDim.x+threadIdx.x;
    int start = (cSim.atoms*thread)/(blockDim.x*gridDim.x);
    int end = (cSim.atoms*(thread+1))/(blockDim.x*gridDim.x);
    int last = (start == 0 ? -1 : cSim.pPmeAtomGridIndex[start-1].y);
    for (int i = start; i < end; ++i)
    {
        int2 atomData = cSim.pPmeAtomGridIndex[i];
        int gridIndex = atomData.y;
        if (gridIndex != last)
        {
            for (int j = last+1; j <= gridIndex; ++j)
                cSim.pPmeAtomRange[j] = i;
            last = gridIndex;
        }
    }

    // Fill in values beyond the last atom.

    if (thread == blockDim.x*gridDim.x-1)
    {
        int gridSize = cSim.pmeGridSize.x*cSim.pmeGridSize.y*cSim.pmeGridSize.z;
        for (int j = last+1; j <= gridSize; ++j)
            cSim.pPmeAtomRange[j] = cSim.atoms;
    }
}

220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
/**
 * The grid index won't be needed again.  Reuse that component to hold the z index, thus saving
 * some work in the charge spreading kernel.
 */
__global__
#if (__CUDA_ARCH__ >= 200)
__launch_bounds__(1024, 1)
#elif (__CUDA_ARCH__ >= 120)
__launch_bounds__(512, 1)
#else
__launch_bounds__(256, 1)
#endif
void kRecordZIndex_kernel()
{
    int thread = blockIdx.x*blockDim.x+threadIdx.x;
    int start = (cSim.atoms*thread)/(blockDim.x*gridDim.x);
    int end = (cSim.atoms*(thread+1))/(blockDim.x*gridDim.x);
    for (int i = start; i < end; ++i)
    {
        int2 atomData = cSim.pPmeAtomGridIndex[i];
        float posz = cSim.pPosq[atomData.x].z;
        posz -= floorf(posz*cSim.invPeriodicBoxSizeZ)*cSim.periodicBoxSizeZ;
        int z = ((int) ((posz*cSim.invPeriodicBoxSizeZ)*cSim.pmeGridSize.z)) % cSim.pmeGridSize.z;
        cSim.pPmeAtomGridIndex[i].y = z;
    }
}

Peter Eastman's avatar
Peter Eastman committed
247
__global__
Scott Le Grand's avatar
Scott Le Grand committed
248
void kGridSpreadCharge_kernel()
249
{
250
251
252
    unsigned int numGridPoints = cSim.pmeGridSize.x*cSim.pmeGridSize.y*cSim.pmeGridSize.z;
    unsigned int numThreads = gridDim.x*blockDim.x;
    for (int gridIndex = blockIdx.x*blockDim.x+threadIdx.x; gridIndex < numGridPoints; gridIndex += numThreads)
253
254
    {
        int3 gridPoint;
255
256
257
258
        gridPoint.x = gridIndex/(cSim.pmeGridSize.y*cSim.pmeGridSize.z);
        int remainder = gridIndex-gridPoint.x*cSim.pmeGridSize.y*cSim.pmeGridSize.z;
        gridPoint.y = remainder/cSim.pmeGridSize.z;
        gridPoint.z = remainder-gridPoint.y*cSim.pmeGridSize.z;
259
        float result = 0.0f;
260
        for (int ix = 0; ix < PME_ORDER; ++ix)
261
262
        {
            int x = gridPoint.x-ix+(gridPoint.x >= ix ? 0 : cSim.pmeGridSize.x);
263
            for (int iy = 0; iy < PME_ORDER; ++iy)
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
            {
                int y = gridPoint.y-iy+(gridPoint.y >= iy ? 0 : cSim.pmeGridSize.y);
                int z1 = gridPoint.z-PME_ORDER+1;
                z1 += (z1 >= 0 ? 0 : cSim.pmeGridSize.z);
                int z2 = (z1 < gridPoint.z ? gridPoint.z : cSim.pmeGridSize.z-1);
                int gridIndex1 = x*cSim.pmeGridSize.y*cSim.pmeGridSize.z+y*cSim.pmeGridSize.z+z1;
                int gridIndex2 = x*cSim.pmeGridSize.y*cSim.pmeGridSize.z+y*cSim.pmeGridSize.z+z2;
                int firstAtom = cSim.pPmeAtomRange[gridIndex1];
                int lastAtom = cSim.pPmeAtomRange[gridIndex2+1];
                for (int i = firstAtom; i < lastAtom; ++i)
                {
                    int2 atomData = cSim.pPmeAtomGridIndex[i];
                    int atomIndex = atomData.x;
                    int z = atomData.y;
                    int iz = gridPoint.z-z+(gridPoint.z >= z ? 0 : cSim.pmeGridSize.z);
279
                    float atomCharge = tex1Dfetch(bsplineThetaRef, atomIndex+ix*cSim.atoms).w;
280
281
282
                    result += atomCharge*tex1Dfetch(bsplineThetaRef, atomIndex+ix*cSim.atoms).x*tex1Dfetch(bsplineThetaRef, atomIndex+iy*cSim.atoms).y*tex1Dfetch(bsplineThetaRef, atomIndex+iz*cSim.atoms).z;
                }
                if (z1 > gridPoint.z)
283
                {
284
285
286
287
                    gridIndex1 = x*cSim.pmeGridSize.y*cSim.pmeGridSize.z+y*cSim.pmeGridSize.z;
                    gridIndex2 = x*cSim.pmeGridSize.y*cSim.pmeGridSize.z+y*cSim.pmeGridSize.z+gridPoint.z;
                    firstAtom = cSim.pPmeAtomRange[gridIndex1];
                    lastAtom = cSim.pPmeAtomRange[gridIndex2+1];
288
289
                    for (int i = firstAtom; i < lastAtom; ++i)
                    {
290
                        int2 atomData = cSim.pPmeAtomGridIndex[i];
291
                        int atomIndex = atomData.x;
292
293
                        int z = atomData.y;
                        int iz = gridPoint.z-z+(gridPoint.z >= z ? 0 : cSim.pmeGridSize.z);
294
                        float atomCharge = tex1Dfetch(bsplineThetaRef, atomIndex+ix*cSim.atoms).w;
Peter Eastman's avatar
Peter Eastman committed
295
                        result += atomCharge*tex1Dfetch(bsplineThetaRef, atomIndex+ix*cSim.atoms).x*tex1Dfetch(bsplineThetaRef, atomIndex+iy*cSim.atoms).y*tex1Dfetch(bsplineThetaRef, atomIndex+iz*cSim.atoms).z;
296
297
                    }
                }
298
299
            }
        }
300
        cSim.pPmeGrid[gridIndex] = make_cuComplex(result*sqrtf(cSim.epsfac), 0.0f);
301
302
303
    }
}

Scott Le Grand's avatar
Scott Le Grand committed
304
305
306
__global__ 
#if (__CUDA_ARCH__ >= 200)
__launch_bounds__(1024, 1)
307
#elif (__CUDA_ARCH__ >= 120)
Scott Le Grand's avatar
Scott Le Grand committed
308
309
310
311
312
__launch_bounds__(512, 1)
#else
__launch_bounds__(256, 1)
#endif
void kReciprocalConvolution_kernel()
313
314
{
    const unsigned int gridSize = cSim.pmeGridSize.x*cSim.pmeGridSize.y*cSim.pmeGridSize.z;
315
316
    float expFactor = LOCAL_HACK_PI*LOCAL_HACK_PI/(cSim.alphaEwald*cSim.alphaEwald);
    float scaleFactor = 1.0/(LOCAL_HACK_PI*cSim.periodicBoxSizeX*cSim.periodicBoxSizeY*cSim.periodicBoxSizeZ);
317
318
319
320
321
322
323
324
325
326
327
328
    float energy = 0.0f;
    for (int index = blockIdx.x*blockDim.x+threadIdx.x; index < gridSize; index += blockDim.x*gridDim.x)
    {
        int kx = index/(cSim.pmeGridSize.y*cSim.pmeGridSize.z);
        int remainder = index-kx*cSim.pmeGridSize.y*cSim.pmeGridSize.z;
        int ky = remainder/cSim.pmeGridSize.z;
        int kz = remainder-ky*cSim.pmeGridSize.z;
        if (kx == 0 && ky == 0 && kz == 0)
            continue;
        int mx = (kx < (cSim.pmeGridSize.x+1)/2) ? kx : (kx-cSim.pmeGridSize.x);
        int my = (ky < (cSim.pmeGridSize.y+1)/2) ? ky : (ky-cSim.pmeGridSize.y);
        int mz = (kz < (cSim.pmeGridSize.z+1)/2) ? kz : (kz-cSim.pmeGridSize.z);
329
330
331
        float mhx = mx*cSim.invPeriodicBoxSizeX;
        float mhy = my*cSim.invPeriodicBoxSizeY;
        float mhz = mz*cSim.invPeriodicBoxSizeZ;
332
333
334
335
336
337
338
339
340
341
        float bx = cSim.pPmeBsplineModuli[0][kx];
        float by = cSim.pPmeBsplineModuli[1][ky];
        float bz = cSim.pPmeBsplineModuli[2][kz];
        cuComplex grid = cSim.pPmeGrid[index];
        float m2 = mhx*mhx+mhy*mhy+mhz*mhz;
        float denom = m2*bx*by*bz;
        float eterm = scaleFactor*exp(-expFactor*m2)/denom;
        cSim.pPmeGrid[index] = make_cuComplex(grid.x*eterm, grid.y*eterm);
        energy += eterm*(grid.x*grid.x + grid.y*grid.y);
    }
342
343
344
    cSim.pEnergy[blockIdx.x*blockDim.x+threadIdx.x] += 0.5f*energy;
}

Scott Le Grand's avatar
Scott Le Grand committed
345
346
347
__global__ 
#if (__CUDA_ARCH__ >= 200)
__launch_bounds__(1024, 1)
348
#elif (__CUDA_ARCH__ >= 120)
Scott Le Grand's avatar
Scott Le Grand committed
349
350
351
352
353
__launch_bounds__(512, 1)
#else
__launch_bounds__(256, 1)
#endif
void kGridInterpolateForce_kernel()
354
355
356
357
358
{
    for (int atom = blockIdx.x*blockDim.x+threadIdx.x; atom < cSim.atoms; atom += blockDim.x*gridDim.x)
    {
        float3 force = make_float3(0.0f, 0.0f, 0.0f);
        float4 posq = cSim.pPosq[atom];
359
360
361
        posq.x -= floorf(posq.x*cSim.invPeriodicBoxSizeX)*cSim.periodicBoxSizeX;
        posq.y -= floorf(posq.y*cSim.invPeriodicBoxSizeY)*cSim.periodicBoxSizeY;
        posq.z -= floorf(posq.z*cSim.invPeriodicBoxSizeZ)*cSim.periodicBoxSizeZ;
362
363
364
        float3 t = make_float3((posq.x*cSim.invPeriodicBoxSizeX)*cSim.pmeGridSize.x,
                               (posq.y*cSim.invPeriodicBoxSizeY)*cSim.pmeGridSize.y,
                               (posq.z*cSim.invPeriodicBoxSizeZ)*cSim.pmeGridSize.z);
Peter Eastman's avatar
Peter Eastman committed
365
366
367
        int3 gridIndex = make_int3(((int) t.x) % cSim.pmeGridSize.x,
                              ((int) t.y) % cSim.pmeGridSize.y,
                              ((int) t.z) % cSim.pmeGridSize.z);
368
369
        for (int ix = 0; ix < PME_ORDER; ix++)
        {
370
371
            int xindex = gridIndex.x+ix;
            xindex -= (xindex >= cSim.pmeGridSize.x ? cSim.pmeGridSize.x : 0);
372
373
            float tx = cSim.pPmeBsplineTheta[atom+ix*cSim.atoms].x;
            float dtx = cSim.pPmeBsplineDtheta[atom+ix*cSim.atoms].x;
374
375
            for (int iy = 0; iy < PME_ORDER; iy++)
            {
376
377
                int yindex = gridIndex.y+iy;
                yindex -= (yindex >= cSim.pmeGridSize.y ? cSim.pmeGridSize.y : 0);
378
379
                float ty = cSim.pPmeBsplineTheta[atom+iy*cSim.atoms].y;
                float dty = cSim.pPmeBsplineDtheta[atom+iy*cSim.atoms].y;
380
381
                for (int iz = 0; iz < PME_ORDER; iz++)
                {
382
383
                    int zindex               = gridIndex.z+iz;
                    zindex -= (zindex >= cSim.pmeGridSize.z ? cSim.pmeGridSize.z : 0);
384
385
                    float tz = cSim.pPmeBsplineTheta[atom+iz*cSim.atoms].z;
                    float dtz = cSim.pPmeBsplineDtheta[atom+iz*cSim.atoms].z;
386
                    int index                = xindex*cSim.pmeGridSize.y*cSim.pmeGridSize.z + yindex*cSim.pmeGridSize.z + zindex;
Peter Eastman's avatar
Peter Eastman committed
387
388
389
390
                    float gridvalue          = cSim.pPmeGrid[index].x;
                    force.x                 += dtx*ty*tz*gridvalue;
                    force.y                 += tx*dty*tz*gridvalue;
                    force.z                 += tx*ty*dtz*gridvalue;
391
392
393
394
                }
            }
        }
        float4 totalForce = cSim.pForce4[atom];
395
        float q = posq.w*sqrtf(cSim.epsfac);
396
397
398
        totalForce.x -= q*force.x*cSim.pmeGridSize.x*cSim.invPeriodicBoxSizeX;
        totalForce.y -= q*force.y*cSim.pmeGridSize.y*cSim.invPeriodicBoxSizeY;
        totalForce.z -= q*force.z*cSim.pmeGridSize.z*cSim.invPeriodicBoxSizeZ;
399
400
        cSim.pForce4[atom] = totalForce;
    }
401
402
}

403
404
405
void kCalculatePME(gpuContext gpu)
{
//    printf("kCalculatePME\n");
Peter Eastman's avatar
Peter Eastman committed
406
407
    cudaChannelFormatDesc channelDesc = cudaCreateChannelDesc<float4>();
    cudaBindTexture(NULL, &bsplineThetaRef, gpu->psPmeBsplineTheta->_pDevData, &channelDesc, gpu->psPmeBsplineTheta->_length*sizeof(float4));
408
409
    unsigned int threads = 16380/(2*PME_ORDER*sizeof(float4));
    kUpdateBsplines_kernel<<<gpu->sim.blocks, threads, 2*threads*PME_ORDER*sizeof(float4)>>>();
410
    LAUNCHERROR("kUpdateBsplines");
411
412
413
    bbSort(gpu->psPmeAtomGridIndex->_pDevData, gpu->natoms);
    kFindAtomRangeForGrid_kernel<<<gpu->sim.blocks, gpu->sim.update_threads_per_block>>>();
    LAUNCHERROR("kFindAtomRangeForGrid");
414
415
    kRecordZIndex_kernel<<<gpu->sim.blocks, gpu->sim.update_threads_per_block>>>();
    LAUNCHERROR("kRecordZIndex");
Peter Eastman's avatar
Peter Eastman committed
416
    kGridSpreadCharge_kernel<<<16*gpu->sim.blocks, 64>>>();
417
    LAUNCHERROR("kGridSpreadCharge");
418
    cufftExecC2C(gpu->fftplan, gpu->psPmeGrid->_pDevData, gpu->psPmeGrid->_pDevData, CUFFT_FORWARD);
419
    kReciprocalConvolution_kernel<<<gpu->sim.blocks, gpu->sim.nonbond_threads_per_block>>>();
420
421
    LAUNCHERROR("kReciprocalConvolution");
    cufftExecC2C(gpu->fftplan, gpu->psPmeGrid->_pDevData, gpu->psPmeGrid->_pDevData, CUFFT_INVERSE);
Peter Eastman's avatar
Peter Eastman committed
422
    kGridInterpolateForce_kernel<<<2*gpu->sim.blocks, gpu->sim.update_threads_per_block>>>();
423
    LAUNCHERROR("kGridInterpolateForce");
424
}