CpuNonbondedForceVec8.cpp 30.5 KB
Newer Older
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
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
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
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
174
175
176
177
178
179
180
181
182
183
184
185
186
187
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
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
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728

/* Portions copyright (c) 2006-2013 Stanford University and Simbios.
 * Contributors: Pande Group
 *
 * Permission is hereby granted, free of charge, to any person obtaining
 * a copy of this software and associated documentation files (the
 * "Software"), to deal in the Software without restriction, including
 * without limitation the rights to use, copy, modify, merge, publish,
 * distribute, sublicense, and/or sell copies of the Software, and to
 * permit persons to whom the Software is furnished to do so, subject
 * to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included
 * in all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS
 * OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
 * MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
 * IN NO EVENT SHALL THE AUTHORS, CONTRIBUTORS OR COPYRIGHT HOLDERS BE
 * LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
 * OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
 * WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
 */

#include <complex>

#include "SimTKOpenMMCommon.h"
#include "SimTKOpenMMUtilities.h"
#include "CpuNonbondedForceVec8.h"
#include "ReferenceForce.h"
#include "ReferencePME.h"
#include "openmm/internal/vectorize.h"
#include "gmx_atomic.h"

// In case we're using some primitive version of Visual Studio this will
// make sure that erf() and erfc() are defined.
#include "openmm/internal/MSVC_erfc.h"

using namespace std;
using namespace OpenMM;

const float CpuNonbondedForceVec8::TWO_OVER_SQRT_PI = (float) (2/sqrt(PI_M));
const int CpuNonbondedForceVec8::NUM_TABLE_POINTS = 2048;

class CpuNonbondedForceVec8::ComputeDirectTask : public ThreadPool::Task {
public:
    ComputeDirectTask(CpuNonbondedForceVec8& owner) : owner(owner) {
    }
    void execute(ThreadPool& threads, int threadIndex) {
        owner.threadComputeDirect(threads, threadIndex);
    }
    CpuNonbondedForceVec8& owner;
};

/**---------------------------------------------------------------------------------------

   CpuNonbondedForceVec8 constructor

   --------------------------------------------------------------------------------------- */

CpuNonbondedForceVec8::CpuNonbondedForceVec8() : cutoff(false), useSwitch(false), periodic(false), ewald(false), pme(false), tableIsValid(false) {
}

/**---------------------------------------------------------------------------------------

   Set the force to use a cutoff.

   @param distance            the cutoff distance
   @param neighbors           the neighbor list to use
   @param solventDielectric   the dielectric constant of the bulk solvent

     --------------------------------------------------------------------------------------- */

void CpuNonbondedForceVec8::setUseCutoff(float distance, const CpuNeighborList& neighbors, float solventDielectric) {
    if (distance != cutoffDistance)
        tableIsValid = false;
    cutoff = true;
    cutoffDistance = distance;
    neighborList = &neighbors;
    krf = pow(cutoffDistance, -3.0f)*(solventDielectric-1.0)/(2.0*solventDielectric+1.0);
    crf = (1.0/cutoffDistance)*(3.0*solventDielectric)/(2.0*solventDielectric+1.0);
  }

/**---------------------------------------------------------------------------------------

   Set the force to use a switching function on the Lennard-Jones interaction.

   @param distance            the switching distance

   --------------------------------------------------------------------------------------- */

void CpuNonbondedForceVec8::setUseSwitchingFunction(float distance) {
    useSwitch = true;
    switchingDistance = distance;
}

  /**---------------------------------------------------------------------------------------

     Set the force to use periodic boundary conditions.  This requires that a cutoff has
     also been set, and the smallest side of the periodic box is at least twice the cutoff
     distance.

     @param boxSize             the X, Y, and Z widths of the periodic box

     --------------------------------------------------------------------------------------- */

  void CpuNonbondedForceVec8::setPeriodic(float* periodicBoxSize) {

    assert(cutoff);
    assert(periodicBoxSize[0] >= 2*cutoffDistance);
    assert(periodicBoxSize[1] >= 2*cutoffDistance);
    assert(periodicBoxSize[2] >= 2*cutoffDistance);
    periodic = true;
    this->periodicBoxSize[0] = periodicBoxSize[0];
    this->periodicBoxSize[1] = periodicBoxSize[1];
    this->periodicBoxSize[2] = periodicBoxSize[2];
  }

  /**---------------------------------------------------------------------------------------

     Set the force to use Ewald summation.

     @param alpha  the Ewald separation parameter
     @param kmaxx  the largest wave vector in the x direction
     @param kmaxy  the largest wave vector in the y direction
     @param kmaxz  the largest wave vector in the z direction

     --------------------------------------------------------------------------------------- */

  void CpuNonbondedForceVec8::setUseEwald(float alpha, int kmaxx, int kmaxy, int kmaxz) {
      if (alpha != alphaEwald)
          tableIsValid = false;
      alphaEwald = alpha;
      numRx = kmaxx;
      numRy = kmaxy;
      numRz = kmaxz;
      ewald = true;
      tabulateEwaldScaleFactor();
  }

  /**---------------------------------------------------------------------------------------

     Set the force to use Particle-Mesh Ewald (PME) summation.

     @param alpha  the Ewald separation parameter
     @param gridSize the dimensions of the mesh

     --------------------------------------------------------------------------------------- */

  void CpuNonbondedForceVec8::setUsePME(float alpha, int meshSize[3]) {
      if (alpha != alphaEwald)
          tableIsValid = false;
      alphaEwald = alpha;
      meshDim[0] = meshSize[0];
      meshDim[1] = meshSize[1];
      meshDim[2] = meshSize[2];
      pme = true;
      tabulateEwaldScaleFactor();
  }

  
void CpuNonbondedForceVec8::tabulateEwaldScaleFactor() {
    if (tableIsValid)
        return;
    tableIsValid = true;
    ewaldDX = cutoffDistance/NUM_TABLE_POINTS;
    ewaldDXInv = 1.0f/ewaldDX;
    ewaldScaleTable.resize(NUM_TABLE_POINTS+4);
    for (int i = 0; i < NUM_TABLE_POINTS+4; i++) {
        double r = i*ewaldDX;
        double alphaR = alphaEwald*r;
        ewaldScaleTable[i] = erfc(alphaR) + TWO_OVER_SQRT_PI*alphaR*exp(-alphaR*alphaR);
    }
}
  
void CpuNonbondedForceVec8::calculateReciprocalIxn(int numberOfAtoms, float* posq, const vector<RealVec>& atomCoordinates,
                                             const vector<pair<float, float> >& atomParameters, const vector<set<int> >& exclusions,
                                             vector<RealVec>& forces, double* totalEnergy) const {
    typedef std::complex<float> d_complex;

    static const float epsilon     =  1.0;

    int kmax                            = (ewald ? std::max(numRx, std::max(numRy,numRz)) : 0);
    float factorEwald              = -1 / (4*alphaEwald*alphaEwald);
    float TWO_PI                   = 2.0 * PI_M;
    float recipCoeff               = (float)(ONE_4PI_EPS0*4*PI_M/(periodicBoxSize[0] * periodicBoxSize[1] * periodicBoxSize[2]) /epsilon);

    if (pme) {
        pme_t pmedata;
        RealOpenMM virial[3][3];
        pme_init(&pmedata, alphaEwald, numberOfAtoms, meshDim, 5, 1);
        vector<RealOpenMM> charges(numberOfAtoms);
        for (int i = 0; i < numberOfAtoms; i++)
            charges[i] = posq[4*i+3];
        RealOpenMM boxSize[3] = {periodicBoxSize[0], periodicBoxSize[1], periodicBoxSize[2]};
        RealOpenMM recipEnergy = 0.0;
        pme_exec(pmedata, atomCoordinates, forces, charges, boxSize, &recipEnergy, virial);
        if (totalEnergy)
            *totalEnergy += recipEnergy;
        pme_destroy(pmedata);
    }

    // Ewald method

    else if (ewald) {

        // setup reciprocal box

        float recipBoxSize[3] = { TWO_PI / periodicBoxSize[0], TWO_PI / periodicBoxSize[1], TWO_PI / periodicBoxSize[2]};


        // setup K-vectors

        #define EIR(x, y, z) eir[(x)*numberOfAtoms*3+(y)*3+z]
        vector<d_complex> eir(kmax*numberOfAtoms*3);
        vector<d_complex> tab_xy(numberOfAtoms);
        vector<d_complex> tab_qxyz(numberOfAtoms);

        for (int i = 0; (i < numberOfAtoms); i++) {
            float* pos = posq+4*i;
            for (int m = 0; (m < 3); m++)
              EIR(0, i, m) = d_complex(1,0);

            for (int m=0; (m<3); m++)
              EIR(1, i, m) = d_complex(cos(pos[m]*recipBoxSize[m]),
                                       sin(pos[m]*recipBoxSize[m]));

            for (int j=2; (j<kmax); j++)
              for (int m=0; (m<3); m++)
                EIR(j, i, m) = EIR(j-1, i, m) * EIR(1, i, m);
        }

        // calculate reciprocal space energy and forces

        int lowry = 0;
        int lowrz = 1;

        for (int rx = 0; rx < numRx; rx++) {
            float kx = rx * recipBoxSize[0];
            for (int ry = lowry; ry < numRy; ry++) {
                float ky = ry * recipBoxSize[1];
                if (ry >= 0) {
                    for (int n = 0; n < numberOfAtoms; n++)
                      tab_xy[n] = EIR(rx, n, 0) * EIR(ry, n, 1);
                }
                else {
                    for (int n = 0; n < numberOfAtoms; n++)
                      tab_xy[n]= EIR(rx, n, 0) * conj (EIR(-ry, n, 1));
                }
                for (int rz = lowrz; rz < numRz; rz++) {
                    if (rz >= 0) {
                        for (int n = 0; n < numberOfAtoms; n++)
                            tab_qxyz[n] = posq[4*n+3] * (tab_xy[n] * EIR(rz, n, 2));
                    }
                    else {
                        for (int n = 0; n < numberOfAtoms; n++)
                            tab_qxyz[n] = posq[4*n+3] * (tab_xy[n] * conj(EIR(-rz, n, 2)));
                    }
                    float cs = 0.0f;
                    float ss = 0.0f;

                    for (int n = 0; n < numberOfAtoms; n++) {
                        cs += tab_qxyz[n].real();
                        ss += tab_qxyz[n].imag();
                    }

                    float kz = rz * recipBoxSize[2];
                    float k2 = kx * kx + ky * ky + kz * kz;
                    float ak = exp(k2*factorEwald) / k2;

                    for (int n = 0; n < numberOfAtoms; n++) {
                        float force = ak * (cs * tab_qxyz[n].imag() - ss * tab_qxyz[n].real());
                        forces[n][0] += 2 * recipCoeff * force * kx;
                        forces[n][1] += 2 * recipCoeff * force * ky;
                        forces[n][2] += 2 * recipCoeff * force * kz;
                    }

                    if (totalEnergy)
                        *totalEnergy += recipCoeff * ak * (cs * cs + ss * ss);

                    lowrz = 1 - numRz;
                }
                lowry = 1 - numRy;
            }
        }
    }
}


void CpuNonbondedForceVec8::calculateDirectIxn(int numberOfAtoms, float* posq, const vector<RealVec>& atomCoordinates, const vector<pair<float, float> >& atomParameters,
                const vector<set<int> >& exclusions, vector<AlignedArray<float> >& threadForce, double* totalEnergy, ThreadPool& threads) {
    // Record the parameters for the threads.
    
    this->numberOfAtoms = numberOfAtoms;
    this->posq = posq;
    this->atomCoordinates = &atomCoordinates[0];
    this->atomParameters = &atomParameters[0];
    this->exclusions = &exclusions[0];
    this->threadForce = &threadForce;
    includeEnergy = (totalEnergy != NULL);
    threadEnergy.resize(threads.getNumThreads());
    gmx_atomic_t counter;
    gmx_atomic_set(&counter, 0);
    this->atomicCounter = &counter;
    
    // Signal the threads to start running and wait for them to finish.
    
    ComputeDirectTask task(*this);
    threads.execute(task);
    threads.waitForThreads();
    
    // Combine the energies from all the threads.
    
    if (totalEnergy != NULL) {
        double directEnergy = 0;
        int numThreads = threads.getNumThreads();
        for (int i = 0; i < numThreads; i++)
            directEnergy += threadEnergy[i];
        *totalEnergy += directEnergy;
    }
}

void CpuNonbondedForceVec8::threadComputeDirect(ThreadPool& threads, int threadIndex) {
    // Compute this thread's subset of interactions.

    int numThreads = threads.getNumThreads();
    threadEnergy[threadIndex] = 0;
    double* energyPtr = (includeEnergy ? &threadEnergy[threadIndex] : NULL);
    float* forces = &(*threadForce)[threadIndex][0];
    fvec4 boxSize(periodicBoxSize[0], periodicBoxSize[1], periodicBoxSize[2], 0);
    fvec4 invBoxSize((1/periodicBoxSize[0]), (1/periodicBoxSize[1]), (1/periodicBoxSize[2]), 0);
    if (ewald || pme) {
        // Compute the interactions from the neighbor list.

        while (true) {
            int nextBlock = gmx_atomic_fetch_add(reinterpret_cast<gmx_atomic_t*>(atomicCounter), 1);
            if (nextBlock >= neighborList->getNumBlocks())
                break;
            calculateBlockEwaldIxn(nextBlock, forces, energyPtr, boxSize, invBoxSize);
        }

        // Now subtract off the exclusions, since they were implicitly included in the reciprocal space sum.

        fvec4 boxSize(periodicBoxSize[0], periodicBoxSize[1], periodicBoxSize[2], 0);
        fvec4 invBoxSize((1/periodicBoxSize[0]), (1/periodicBoxSize[1]), (1/periodicBoxSize[2]), 0);
        for (int i = threadIndex; i < numberOfAtoms; i += numThreads) {
            fvec4 posI((float) atomCoordinates[i][0], (float) atomCoordinates[i][1], (float) atomCoordinates[i][2], 0.0f);
            for (set<int>::const_iterator iter = exclusions[i].begin(); iter != exclusions[i].end(); ++iter) {
                if (*iter > i) {
                    int j = *iter;
                    fvec4 deltaR;
                    fvec4 posJ((float) atomCoordinates[j][0], (float) atomCoordinates[j][1], (float) atomCoordinates[j][2], 0.0f);
                    float r2;
                    getDeltaR(posJ, posI, deltaR, r2, false, boxSize, invBoxSize);
                    float r = sqrtf(r2);
                    float inverseR = 1/r;
                    float chargeProd = ONE_4PI_EPS0*posq[4*i+3]*posq[4*j+3];
                    float alphaR = alphaEwald*r;
                    float erfcAlphaR = erfcApprox(alphaR).lowerVec()[0];
                    float dEdR = (float) (chargeProd * inverseR * inverseR * inverseR);
                    dEdR = (float) (dEdR * (1.0f-erfcAlphaR-TWO_OVER_SQRT_PI*alphaR*exp(-alphaR*alphaR)));
                    fvec4 result = deltaR*dEdR;
                    (fvec4(forces+4*i)-result).store(forces+4*i);
                    (fvec4(forces+4*j)+result).store(forces+4*j);
                    if (includeEnergy)
                        threadEnergy[threadIndex] -= chargeProd*inverseR*(1.0f-erfcAlphaR);
                }
            }
        }
    }
    else if (cutoff) {
        // Compute the interactions from the neighbor list.

        while (true) {
            int nextBlock = gmx_atomic_fetch_add(reinterpret_cast<gmx_atomic_t*>(atomicCounter), 1);
            if (nextBlock >= neighborList->getNumBlocks())
                break;
            calculateBlockIxn(nextBlock, forces, energyPtr, boxSize, invBoxSize);
        }
    }
    else {
        // Loop over all atom pairs

        while (true) {
            int i = gmx_atomic_fetch_add(reinterpret_cast<gmx_atomic_t*>(atomicCounter), 1);
            if (i >= numberOfAtoms)
                break;
            for (int j = i+1; j < numberOfAtoms; j++)
                if (exclusions[j].find(i) == exclusions[j].end())
                    calculateOneIxn(i, j, forces, energyPtr, boxSize, invBoxSize);
        }
    }
}

void CpuNonbondedForceVec8::calculateOneIxn(int ii, int jj, float* forces, double* totalEnergy, const fvec4& boxSize, const fvec4& invBoxSize) {
    // get deltaR, R2, and R between 2 atoms

    fvec4 deltaR;
    fvec4 posI(posq+4*ii);
    fvec4 posJ(posq+4*jj);
    float r2;
    getDeltaR(posJ, posI, deltaR, r2, periodic, boxSize, invBoxSize);
    if (cutoff && r2 >= cutoffDistance*cutoffDistance)
        return;
    float r = sqrtf(r2);
    float inverseR = 1/r;
    float switchValue = 1, switchDeriv = 0;
    if (useSwitch && r > switchingDistance) {
        float t = (r-switchingDistance)/(cutoffDistance-switchingDistance);
        switchValue = 1+t*t*t*(-10+t*(15-t*6));
        switchDeriv = t*t*(-30+t*(60-t*30))/(cutoffDistance-switchingDistance);
    }
    float sig       = atomParameters[ii].first + atomParameters[jj].first;
    float sig2      = inverseR*sig;
          sig2     *= sig2;
    float sig6      = sig2*sig2*sig2;

    float eps       = atomParameters[ii].second*atomParameters[jj].second;
    float dEdR      = switchValue*eps*(12.0f*sig6 - 6.0f)*sig6;
    float chargeProd = ONE_4PI_EPS0*posq[4*ii+3]*posq[4*jj+3];
    if (cutoff)
        dEdR += (float) (chargeProd*(inverseR-2.0f*krf*r2));
    else
        dEdR += (float) (chargeProd*inverseR);
    dEdR *= inverseR*inverseR;
    float energy = eps*(sig6-1.0f)*sig6;
    if (useSwitch) {
        dEdR -= energy*switchDeriv*inverseR;
        energy *= switchValue;
    }

    // accumulate energies

    if (totalEnergy) {
        if (cutoff)
            energy += (float) (chargeProd*(inverseR+krf*r2-crf));
        else
            energy += (float) (chargeProd*inverseR);
        *totalEnergy += energy;
    }

    // accumulate forces

    fvec4 result = deltaR*dEdR;
    (fvec4(forces+4*ii)+result).store(forces+4*ii);
    (fvec4(forces+4*jj)-result).store(forces+4*jj);
  }

void CpuNonbondedForceVec8::calculateBlockIxn(int blockIndex, float* forces, double* totalEnergy, const fvec4& boxSize, const fvec4& invBoxSize) {
    // Load the positions and parameters of the atoms in the block.
    
    int blockAtom[8];
    fvec4 blockAtomPosq[8];
    fvec4 blockAtomForce[8];
    for (int i = 0; i < 8; i++) {
        blockAtom[i] = neighborList->getSortedAtoms()[8*blockIndex+i];
        blockAtomPosq[i] = fvec4(posq+4*blockAtom[i]);
        blockAtomForce[i] = fvec4(0.0f);
    }
    fvec8 blockAtomX = fvec8(blockAtomPosq[0][0], blockAtomPosq[1][0], blockAtomPosq[2][0], blockAtomPosq[3][0], blockAtomPosq[4][0], blockAtomPosq[5][0], blockAtomPosq[6][0], blockAtomPosq[7][0]);
    fvec8 blockAtomY = fvec8(blockAtomPosq[0][1], blockAtomPosq[1][1], blockAtomPosq[2][1], blockAtomPosq[3][1], blockAtomPosq[4][1], blockAtomPosq[5][1], blockAtomPosq[6][1], blockAtomPosq[7][1]);
    fvec8 blockAtomZ = fvec8(blockAtomPosq[0][2], blockAtomPosq[1][2], blockAtomPosq[2][2], blockAtomPosq[3][2], blockAtomPosq[4][2], blockAtomPosq[5][2], blockAtomPosq[6][2], blockAtomPosq[7][2]);
    fvec8 blockAtomCharge = fvec8(ONE_4PI_EPS0)*fvec8(blockAtomPosq[0][3], blockAtomPosq[1][3], blockAtomPosq[2][3], blockAtomPosq[3][3], blockAtomPosq[4][3], blockAtomPosq[5][3], blockAtomPosq[6][3], blockAtomPosq[7][3]);
    fvec8 blockAtomSigma(atomParameters[blockAtom[0]].first, atomParameters[blockAtom[1]].first, atomParameters[blockAtom[2]].first, atomParameters[blockAtom[3]].first, atomParameters[blockAtom[4]].first, atomParameters[blockAtom[5]].first, atomParameters[blockAtom[6]].first, atomParameters[blockAtom[7]].first);
    fvec8 blockAtomEpsilon(atomParameters[blockAtom[0]].second, atomParameters[blockAtom[1]].second, atomParameters[blockAtom[2]].second, atomParameters[blockAtom[3]].second, atomParameters[blockAtom[4]].second, atomParameters[blockAtom[5]].second, atomParameters[blockAtom[6]].second, atomParameters[blockAtom[7]].second);
    bool needPeriodic = false;
    if (periodic) {
        for (int i = 0; i < 8 && !needPeriodic; i++)
            for (int j = 0; j < 3; j++)
                if (blockAtomPosq[i][j]-cutoffDistance < 0.0 || blockAtomPosq[i][j]+cutoffDistance > boxSize[j]) {
                    needPeriodic = true;
                    break;
                }
    }
    const float invSwitchingInterval = 1/(cutoffDistance-switchingDistance);
    
    // Loop over neighbors for this block.
    
    const vector<int>& neighbors = neighborList->getBlockNeighbors(blockIndex);
    const vector<char>& exclusions = neighborList->getBlockExclusions(blockIndex);
    for (int i = 0; i < (int) neighbors.size(); i++) {
        // Load the next neighbor.
        
        int atom = neighbors[i];
        fvec4 atomPosq(posq+4*atom);
        
        // Compute the distances to the block atoms.
        
        fvec8 dx, dy, dz, r2;
        getDeltaR(atomPosq, blockAtomX, blockAtomY, blockAtomZ, dx, dy, dz, r2, needPeriodic, boxSize, invBoxSize);
        ivec8 include;
        char excl = exclusions[i];
        if (excl == 0)
            include = -1;
        else
            include = ivec8(excl&1 ? 0 : -1, excl&2 ? 0 : -1, excl&4 ? 0 : -1, excl&8 ? 0 : -1, excl&16 ? 0 : -1, excl&32 ? 0 : -1, excl&64 ? 0 : -1, excl&128 ? 0 : -1);
        include = include & (r2 < cutoffDistance*cutoffDistance);
        if (!any(include))
            continue; // No interactions to compute.
        
        // Compute the interactions.
        
        fvec8 r = sqrt(r2);
        fvec8 inverseR = fvec8(1.0f)/r;
        fvec8 energy, dEdR;
        float atomEpsilon = atomParameters[atom].second;
        if (atomEpsilon != 0.0f) {
            fvec8 sig = blockAtomSigma+atomParameters[atom].first;
            fvec8 sig2 = inverseR*sig;
            sig2 *= sig2;
            fvec8 sig6 = sig2*sig2*sig2;
            fvec8 epsSig6 = blockAtomEpsilon*atomEpsilon*sig6;
            dEdR = epsSig6*(12.0f*sig6 - 6.0f);
            energy = epsSig6*(sig6-1.0f);
            if (useSwitch) {
                fvec8 t = (r>switchingDistance) & ((r-switchingDistance)*invSwitchingInterval);
                fvec8 switchValue = 1+t*t*t*(-10.0f+t*(15.0f-t*6.0f));
                fvec8 switchDeriv = t*t*(-30.0f+t*(60.0f-t*30.0f))*invSwitchingInterval;
                dEdR = switchValue*dEdR - energy*switchDeriv*r;
                energy *= switchValue;
            }
        }
        else {
            energy = 0.0f;
            dEdR = 0.0f;
        }
        fvec8 chargeProd = blockAtomCharge*posq[4*atom+3];
        if (cutoff)
            dEdR += chargeProd*(inverseR-2.0f*krf*r2);
        else
            dEdR += chargeProd*inverseR;
        dEdR *= inverseR*inverseR;

        // Accumulate energies.

        if (totalEnergy) {
            if (cutoff)
                energy += chargeProd*(inverseR+krf*r2-crf);
            else
                energy += chargeProd*inverseR;
            energy = blend(0.0f, energy, include);
            *totalEnergy += dot8(energy, 1.0f);
        }

        // Accumulate forces.

        dEdR = blend(0.0f, dEdR, include);
        fvec8 result[4] = {dx*dEdR, dy*dEdR, dz*dEdR, 0.0f};
        fvec4 rt[8];
        transpose(result[0], result[1], result[2], result[3], rt[0], rt[1], rt[2], rt[3], rt[4], rt[5], rt[6], rt[7]);
        fvec4 atomForce(forces+4*atom);
        for (int j = 0; j < 8; j++) {
            blockAtomForce[j] += rt[j];
            atomForce -= rt[j];
        }
        atomForce.store(forces+4*atom);
    }
    
    // Record the forces on the block atoms.

    for (int j = 0; j < 8; j++)
        (fvec4(forces+4*blockAtom[j])+blockAtomForce[j]).store(forces+4*blockAtom[j]);
  }

void CpuNonbondedForceVec8::calculateBlockEwaldIxn(int blockIndex, float* forces, double* totalEnergy, const fvec4& boxSize, const fvec4& invBoxSize) {
    // Load the positions and parameters of the atoms in the block.
    
    int blockAtom[8];
    fvec4 blockAtomPosq[8];
    fvec4 blockAtomForce[8];
    for (int i = 0; i < 8; i++) {
        blockAtom[i] = neighborList->getSortedAtoms()[8*blockIndex+i];
        blockAtomPosq[i] = fvec4(posq+4*blockAtom[i]);
        blockAtomForce[i] = fvec4(0.0f);
    }
    fvec8 blockAtomX = fvec8(blockAtomPosq[0][0], blockAtomPosq[1][0], blockAtomPosq[2][0], blockAtomPosq[3][0], blockAtomPosq[4][0], blockAtomPosq[5][0], blockAtomPosq[6][0], blockAtomPosq[7][0]);
    fvec8 blockAtomY = fvec8(blockAtomPosq[0][1], blockAtomPosq[1][1], blockAtomPosq[2][1], blockAtomPosq[3][1], blockAtomPosq[4][1], blockAtomPosq[5][1], blockAtomPosq[6][1], blockAtomPosq[7][1]);
    fvec8 blockAtomZ = fvec8(blockAtomPosq[0][2], blockAtomPosq[1][2], blockAtomPosq[2][2], blockAtomPosq[3][2], blockAtomPosq[4][2], blockAtomPosq[5][2], blockAtomPosq[6][2], blockAtomPosq[7][2]);
    fvec8 blockAtomCharge = fvec8(ONE_4PI_EPS0)*fvec8(blockAtomPosq[0][3], blockAtomPosq[1][3], blockAtomPosq[2][3], blockAtomPosq[3][3], blockAtomPosq[4][3], blockAtomPosq[5][3], blockAtomPosq[6][3], blockAtomPosq[7][3]);
    fvec8 blockAtomSigma(atomParameters[blockAtom[0]].first, atomParameters[blockAtom[1]].first, atomParameters[blockAtom[2]].first, atomParameters[blockAtom[3]].first, atomParameters[blockAtom[4]].first, atomParameters[blockAtom[5]].first, atomParameters[blockAtom[6]].first, atomParameters[blockAtom[7]].first);
    fvec8 blockAtomEpsilon(atomParameters[blockAtom[0]].second, atomParameters[blockAtom[1]].second, atomParameters[blockAtom[2]].second, atomParameters[blockAtom[3]].second, atomParameters[blockAtom[4]].second, atomParameters[blockAtom[5]].second, atomParameters[blockAtom[6]].second, atomParameters[blockAtom[7]].second);
    bool needPeriodic = false;
    if (periodic) {
        for (int i = 0; i < 8 && !needPeriodic; i++)
            for (int j = 0; j < 3; j++)
                if (blockAtomPosq[i][j]-cutoffDistance < 0.0 || blockAtomPosq[i][j]+cutoffDistance > boxSize[j]) {
                    needPeriodic = true;
                    break;
                }
    }
    const float invSwitchingInterval = 1/(cutoffDistance-switchingDistance);
    
    // Loop over neighbors for this block.
    
    const vector<int>& neighbors = neighborList->getBlockNeighbors(blockIndex);
    const vector<char>& exclusions = neighborList->getBlockExclusions(blockIndex);
    for (int i = 0; i < (int) neighbors.size(); i++) {
        // Load the next neighbor.
        
        int atom = neighbors[i];
        fvec4 atomPosq(posq+4*atom);
        
        // Compute the distances to the block atoms.
        
        fvec8 dx, dy, dz, r2;
        getDeltaR(atomPosq, blockAtomX, blockAtomY, blockAtomZ, dx, dy, dz, r2, needPeriodic, boxSize, invBoxSize);
        ivec8 include;
        char excl = exclusions[i];
        if (excl == 0)
            include = -1;
        else
            include = ivec8(excl&1 ? 0 : -1, excl&2 ? 0 : -1, excl&4 ? 0 : -1, excl&8 ? 0 : -1, excl&16 ? 0 : -1, excl&32 ? 0 : -1, excl&64 ? 0 : -1, excl&128 ? 0 : -1);
        include = include & (r2 < cutoffDistance*cutoffDistance);
        if (!any(include))
            continue; // No interactions to compute.
        
        // Compute the interactions.
        
        fvec8 r = sqrt(r2);
        fvec8 inverseR = fvec8(1.0f)/r;
        fvec8 energy, dEdR;
        float atomEpsilon = atomParameters[atom].second;
        if (atomEpsilon != 0.0f) {
            fvec8 sig = blockAtomSigma+atomParameters[atom].first;
            fvec8 sig2 = inverseR*sig;
            sig2 *= sig2;
            fvec8 sig6 = sig2*sig2*sig2;
            fvec8 epsSig6 = blockAtomEpsilon*atomEpsilon*sig6;
            dEdR = epsSig6*(12.0f*sig6 - 6.0f);
            energy = epsSig6*(sig6-1.0f);
            if (useSwitch) {
                fvec8 t = (r>switchingDistance) & ((r-switchingDistance)*invSwitchingInterval);
                fvec8 switchValue = 1+t*t*t*(-10.0f+t*(15.0f-t*6.0f));
                fvec8 switchDeriv = t*t*(-30.0f+t*(60.0f-t*30.0f))*invSwitchingInterval;
                dEdR = switchValue*dEdR - energy*switchDeriv*r;
                energy *= switchValue;
            }
        }
        else {
            energy = 0.0f;
            dEdR = 0.0f;
        }
        fvec8 chargeProd = blockAtomCharge*posq[4*atom+3];
        dEdR += chargeProd*inverseR*ewaldScaleFunction(r);
        dEdR *= inverseR*inverseR;        

        // Accumulate energies.

        if (totalEnergy) {
            energy += chargeProd*inverseR*erfcApprox(alphaEwald*r);
            energy = blend(0.0f, energy, include);
            *totalEnergy += dot8(energy, 1.0f);
        }

        // Accumulate forces.

        dEdR = blend(0.0f, dEdR, include);
        fvec8 result[4] = {dx*dEdR, dy*dEdR, dz*dEdR, 0.0f};
        fvec4 rt[8];
        transpose(result[0], result[1], result[2], result[3], rt[0], rt[1], rt[2], rt[3], rt[4], rt[5], rt[6], rt[7]);
        fvec4 atomForce(forces+4*atom);
        for (int j = 0; j < 8; j++) {
            blockAtomForce[j] += rt[j];
            atomForce -= rt[j];
        }
        atomForce.store(forces+4*atom);
    }
    
    // Record the forces on the block atoms.
    
    for (int j = 0; j < 8; j++)
        (fvec4(forces+4*blockAtom[j])+blockAtomForce[j]).store(forces+4*blockAtom[j]);
}

void CpuNonbondedForceVec8::getDeltaR(const fvec4& posI, const fvec4& posJ, fvec4& deltaR, float& r2, bool periodic, const fvec4& boxSize, const fvec4& invBoxSize) const {
    deltaR = posJ-posI;
    if (periodic) {
        fvec4 base = round(deltaR*invBoxSize)*boxSize;
        deltaR = deltaR-base;
    }
    r2 = dot3(deltaR, deltaR);
}

void CpuNonbondedForceVec8::getDeltaR(const fvec4& posI, const fvec8& x, const fvec8& y, const fvec8& z, fvec8& dx, fvec8& dy, fvec8& dz, fvec8& r2, bool periodic, const fvec4& boxSize, const fvec4& invBoxSize) const {
    dx = x-posI[0];
    dy = y-posI[1];
    dz = z-posI[2];
    if (periodic) {
        dx -= round(dx*invBoxSize[0])*boxSize[0];
        dy -= round(dy*invBoxSize[1])*boxSize[1];
        dz -= round(dz*invBoxSize[2])*boxSize[2];
    }
    r2 = dx*dx + dy*dy + dz*dz;
}

fvec8 CpuNonbondedForceVec8::erfcApprox(fvec8 x) {
    // This approximation for erfc is from Abramowitz and Stegun (1964) p. 299.  They cite the following as
    // the original source: C. Hastings, Jr., Approximations for Digital Computers (1955).  It has a maximum
    // error of 3e-7.

    fvec8 t = 1.0f+(0.0705230784f+(0.0422820123f+(0.0092705272f+(0.0001520143f+(0.0002765672f+0.0000430638f*x)*x)*x)*x)*x)*x;
    t *= t;
    t *= t;
    t *= t;
    return 1.0f/(t*t);
}

fvec8 CpuNonbondedForceVec8::ewaldScaleFunction(fvec8 x) {
    // Compute the tabulated Ewald scale factor: erfc(alpha*r) + 2*alpha*r*exp(-alpha*alpha*r*r)/sqrt(PI)

    fvec8 x1 = x*ewaldDXInv;
    ivec8 index = min(floor(x1), NUM_TABLE_POINTS);
    fvec8 coeff2 = x1-index;
    fvec8 coeff1 = 1.0f-coeff2;
    ivec4 indexLower = index.lowerVec();
    ivec4 indexUpper = index.upperVec();
    fvec4 t1(&ewaldScaleTable[indexLower[0]]);
    fvec4 t2(&ewaldScaleTable[indexLower[1]]);
    fvec4 t3(&ewaldScaleTable[indexLower[2]]);
    fvec4 t4(&ewaldScaleTable[indexLower[3]]);
    fvec4 t5(&ewaldScaleTable[indexUpper[0]]);
    fvec4 t6(&ewaldScaleTable[indexUpper[1]]);
    fvec4 t7(&ewaldScaleTable[indexUpper[2]]);
    fvec4 t8(&ewaldScaleTable[indexUpper[3]]);
    fvec8 s1, s2, s3, s4;
    transpose(t1, t2, t3, t4, t5, t6, t7, t8, s1, s2, s3, s4);
    return coeff1*s1 + coeff2*s2;
}