runner_doiact_vec.c

/*******************************************************************************
 * This file is part of SWIFT.
 * Copyright (c) 2016 James Willis (james.s.willis@durham.ac.uk)
 *
 * 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 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/>.
 *
 ******************************************************************************/

/* Config parameters. */
#include "../config.h"

#include "swift.h"

#include "active.h"

/* This object's header. */
#include "runner_doiact_vec.h"

#ifdef WITH_VECTORIZATION
static const vector kernel_gamma2_vec = FILL_VEC(kernel_gamma2);

/**
 * @brief Compute the vector remainder interactions from the secondary cache.
 *
 * @param int_cache (return) secondary #cache of interactions between two
 * particles.
 * @param icount Interaction count.
 * @param rhoSum (return) #vector holding the cumulative sum of the density
 * update on pi.
 * @param rho_dhSum (return) #vector holding the cumulative sum of the density
 * gradient update on pi.
 * @param wcountSum (return) #vector holding the cumulative sum of the wcount
 * update on pi.
 * @param wcount_dhSum (return) #vector holding the cumulative sum of the wcount
 * gradient update on pi.
 * @param div_vSum (return) #vector holding the cumulative sum of the divergence
 * update on pi.
 * @param curlvxSum (return) #vector holding the cumulative sum of the curl of
 * vx update on pi.
 * @param curlvySum (return) #vector holding the cumulative sum of the curl of
 * vy update on pi.
 * @param curlvzSum (return) #vector holding the cumulative sum of the curl of
 * vz update on pi.
 * @param v_hi_inv #vector of 1/h for pi.
 * @param v_vix #vector of x velocity of pi.
 * @param v_viy #vector of y velocity of pi.
 * @param v_viz #vector of z velocity of pi.
 * @param icount_align (return) Interaction count after the remainder
 * interactions have been performed, should be a multiple of the vector length.
 */
__attribute__((always_inline)) INLINE static void calcRemInteractions(
    struct c2_cache *const int_cache, const int icount, vector *rhoSum,
    vector *rho_dhSum, vector *wcountSum, vector *wcount_dhSum,
    vector *div_vSum, vector *curlvxSum, vector *curlvySum, vector *curlvzSum,
    vector v_hi_inv, vector v_vix, vector v_viy, vector v_viz,
    int *icount_align) {

  mask_t int_mask, int_mask2;

  /* Work out the number of remainder interactions and pad secondary cache. */
  *icount_align = icount;
  int rem = icount % (NUM_VEC_PROC * VEC_SIZE);
  if (rem != 0) {
    int pad = (NUM_VEC_PROC * VEC_SIZE) - rem;
    *icount_align += pad;

    /* Initialise masks to true. */
    vec_init_mask(int_mask);
    vec_init_mask(int_mask2);

    /* Pad secondary cache so that there are no contributions in the interaction
     * function. */
    for (int i = icount; i < *icount_align; i++) {
      int_cache->mq[i] = 0.f;
      int_cache->r2q[i] = 1.f;
      int_cache->dxq[i] = 0.f;
      int_cache->dyq[i] = 0.f;
      int_cache->dzq[i] = 0.f;
      int_cache->vxq[i] = 0.f;
      int_cache->vyq[i] = 0.f;
      int_cache->vzq[i] = 0.f;
    }

    /* Zero parts of mask that represent the padded values.*/
    if (pad < VEC_SIZE) {
      vec_pad_mask(int_mask2,pad);
    } else {
      vec_pad_mask(int_mask,VEC_SIZE - rem);
      vec_zero_mask(int_mask2);
    }

    /* Perform remainder interaction and remove remainder from aligned
     * interaction count. */
    *icount_align = icount - rem;
    runner_iact_nonsym_2_vec_density(
        &int_cache->r2q[*icount_align], &int_cache->dxq[*icount_align],
        &int_cache->dyq[*icount_align], &int_cache->dzq[*icount_align],
        v_hi_inv, v_vix, v_viy, v_viz, &int_cache->vxq[*icount_align],
        &int_cache->vyq[*icount_align], &int_cache->vzq[*icount_align],
        &int_cache->mq[*icount_align], rhoSum, rho_dhSum, wcountSum,
        wcount_dhSum, div_vSum, curlvxSum, curlvySum, curlvzSum, int_mask, int_mask2, 1);
  }
}

/**
 * @brief Left-packs the values needed by an interaction into the secondary
 * cache (Supports AVX, AVX2 and AVX512 instruction sets).
 *
 * @param mask Contains which particles need to interact.
 * @param pjd Index of the particle to store into.
 * @param v_r2 #vector of the separation between two particles squared.
 * @param v_dx #vector of the x separation between two particles.
 * @param v_dy #vector of the y separation between two particles.
 * @param v_dz #vector of the z separation between two particles.
 * @param v_mj #vector of the mass of particle pj.
 * @param v_vjx #vector of x velocity of pj.
 * @param v_vjy #vector of y velocity of pj.
 * @param v_vjz #vector of z velocity of pj.
 * @param cell_cache #cache of all particles in the cell.
 * @param int_cache (return) secondary #cache of interactions between two
 * particles.
 * @param icount Interaction count.
 * @param rhoSum #vector holding the cumulative sum of the density update on pi.
 * @param rho_dhSum #vector holding the cumulative sum of the density gradient
 * update on pi.
 * @param wcountSum #vector holding the cumulative sum of the wcount update on
 * pi.
 * @param wcount_dhSum #vector holding the cumulative sum of the wcount gradient
 * update on pi.
 * @param div_vSum #vector holding the cumulative sum of the divergence update
 * on pi.
 * @param curlvxSum #vector holding the cumulative sum of the curl of vx update
 * on pi.
 * @param curlvySum #vector holding the cumulative sum of the curl of vy update
 * on pi.
 * @param curlvzSum #vector holding the cumulative sum of the curl of vz update
 * on pi.
 * @param v_hi_inv #vector of 1/h for pi.
 * @param v_vix #vector of x velocity of pi.
 * @param v_viy #vector of y velocity of pi.
 * @param v_viz #vector of z velocity of pi.
 */
__attribute__((always_inline)) INLINE static void storeInteractions(
    const int mask, const int pjd, vector *v_r2, vector *v_dx, vector *v_dy,
    vector *v_dz, const struct cache *const cell_cache, struct c2_cache *const int_cache,
    int *icount, vector *rhoSum, vector *rho_dhSum, vector *wcountSum,
    vector *wcount_dhSum, vector *div_vSum, vector *curlvxSum,
    vector *curlvySum, vector *curlvzSum, vector v_hi_inv, vector v_vix,
    vector v_viy, vector v_viz) {

/* Left-pack values needed into the secondary cache using the interaction mask.
 */
#if defined(HAVE_AVX2) || defined(HAVE_AVX512_F)
  mask_t packed_mask;
  VEC_FORM_PACKED_MASK(mask, packed_mask);

  VEC_LEFT_PACK(v_r2->v, packed_mask, &int_cache->r2q[*icount]);
  VEC_LEFT_PACK(v_dx->v, packed_mask, &int_cache->dxq[*icount]);
  VEC_LEFT_PACK(v_dy->v, packed_mask, &int_cache->dyq[*icount]);
  VEC_LEFT_PACK(v_dz->v, packed_mask, &int_cache->dzq[*icount]);
  VEC_LEFT_PACK(vec_load(&cell_cache->m[pjd]), packed_mask, &int_cache->mq[*icount]);
  VEC_LEFT_PACK(vec_load(&cell_cache->vx[pjd]), packed_mask, &int_cache->vxq[*icount]);
  VEC_LEFT_PACK(vec_load(&cell_cache->vy[pjd]), packed_mask, &int_cache->vyq[*icount]);
  VEC_LEFT_PACK(vec_load(&cell_cache->vz[pjd]), packed_mask, &int_cache->vzq[*icount]);

  /* Increment interaction count by number of bits set in mask. */
  (*icount) += __builtin_popcount(mask);
#else
  /* Quicker to do it serially in AVX rather than use intrinsics. */
  for (int bit_index = 0; bit_index < VEC_SIZE; bit_index++) {
    if (mask & (1 << bit_index)) {
      /* Add this interaction to the queue. */
      int_cache->r2q[*icount] = v_r2->f[bit_index];
      int_cache->dxq[*icount] = v_dx->f[bit_index];
      int_cache->dyq[*icount] = v_dy->f[bit_index];
      int_cache->dzq[*icount] = v_dz->f[bit_index];
      int_cache->mq[*icount] = cell_cache->m[pjd + bit_index];
      int_cache->vxq[*icount] = cell_cache->vx[pjd + bit_index];
      int_cache->vyq[*icount] = cell_cache->vy[pjd + bit_index];
      int_cache->vzq[*icount] = cell_cache->vz[pjd + bit_index];

      (*icount)++;
    }
  }

#endif /* defined(HAVE_AVX2) || defined(HAVE_AVX512_F) */

  /* Flush the c2 cache if it has reached capacity. */
  if (*icount >= (C2_CACHE_SIZE - (NUM_VEC_PROC * VEC_SIZE))) {

    int icount_align = *icount;

    /* Peform remainder interactions. */
    calcRemInteractions(int_cache, *icount, rhoSum, rho_dhSum, wcountSum,
                        wcount_dhSum, div_vSum, curlvxSum, curlvySum, curlvzSum,
                        v_hi_inv, v_vix, v_viy, v_viz, &icount_align);

    mask_t int_mask, int_mask2;
    vec_init_mask(int_mask);
    vec_init_mask(int_mask2);

    /* Perform interactions. */
    for (int pjd = 0; pjd < icount_align; pjd += (NUM_VEC_PROC * VEC_SIZE)) {
      runner_iact_nonsym_2_vec_density(
          &int_cache->r2q[pjd], &int_cache->dxq[pjd], &int_cache->dyq[pjd],
          &int_cache->dzq[pjd], v_hi_inv, v_vix, v_viy, v_viz,
          &int_cache->vxq[pjd], &int_cache->vyq[pjd], &int_cache->vzq[pjd],
          &int_cache->mq[pjd], rhoSum, rho_dhSum, wcountSum, wcount_dhSum,
          div_vSum, curlvxSum, curlvySum, curlvzSum, int_mask, int_mask2, 0);
    }

    /* Reset interaction count. */
    *icount = 0;
  }
}

/**
 * @brief Compute the vector remainder interactions from the secondary cache.
 *
 * @param int_cache (return) secondary #cache of interactions between two
 * particles.
 * @param icount Interaction count.
 * @param rhoSum (return) #vector holding the cumulative sum of the density
 * update on pi.
 * @param rho_dhSum (return) #vector holding the cumulative sum of the density
 * gradient update on pi.
 * @param wcountSum (return) #vector holding the cumulative sum of the wcount
 * update on pi.
 * @param wcount_dhSum (return) #vector holding the cumulative sum of the wcount
 * gradient update on pi.
 * @param div_vSum (return) #vector holding the cumulative sum of the divergence
 * update on pi.
 * @param curlvxSum (return) #vector holding the cumulative sum of the curl of
 * vx update on pi.
 * @param curlvySum (return) #vector holding the cumulative sum of the curl of
 * vy update on pi.
 * @param curlvzSum (return) #vector holding the cumulative sum of the curl of
 * vz update on pi.
 * @param v_hi_inv #vector of 1/h for pi.
 * @param v_vix #vector of x velocity of pi.
 * @param v_viy #vector of y velocity of pi.
 * @param v_viz #vector of z velocity of pi.
 * @param icount_align (return) Interaction count after the remainder
 * interactions have been performed, should be a multiple of the vector length.
 */
__attribute__((always_inline)) INLINE static void calcRemForceInteractions(
    struct c2_cache *const int_cache, const int icount, vector *a_hydro_xSum,
    vector *a_hydro_ySum, vector *a_hydro_zSum, vector *h_dtSum,
    vector *v_sigSum, vector *entropy_dtSum,
    vector *v_hi_inv, vector *v_vix, vector *v_viy, vector *v_viz,
    vector *v_rhoi, vector *v_grad_hi, vector *v_pOrhoi2, vector *v_balsara_i, vector *v_ci,
    int *icount_align, int num_vec_proc) {

  mask_t int_mask, int_mask2;

  /* Work out the number of remainder interactions and pad secondary cache. */
  *icount_align = icount;
  int rem = icount % (num_vec_proc * VEC_SIZE);
  if (rem != 0) {
    int pad = (num_vec_proc * VEC_SIZE) - rem;
    *icount_align += pad;

    /* Initialise masks to true. */
    vec_init_mask(int_mask);
    vec_init_mask(int_mask2);

    /* Pad secondary cache so that there are no contributions in the interaction
     * function. */
    for (int i = icount; i < *icount_align; i++) {
      int_cache->mq[i] = 0.f;
      int_cache->r2q[i] = 1.f;
      int_cache->dxq[i] = 0.f;
      int_cache->dyq[i] = 0.f;
      int_cache->dzq[i] = 0.f;
      int_cache->vxq[i] = 0.f;
      int_cache->vyq[i] = 0.f;
      int_cache->vzq[i] = 0.f;
      int_cache->rhoq[i] = 1.f;
      int_cache->grad_hq[i] = 1.f;
      int_cache->pOrho2q[i] = 1.f;
      int_cache->balsaraq[i] = 1.f;
      int_cache->soundspeedq[i] = 1.f;
      int_cache->h_invq[i] = 1.f;
    }

    /* Zero parts of mask that represent the padded values.*/
    if (pad < VEC_SIZE) {
      vec_pad_mask(int_mask2,pad);
    } else {
      vec_pad_mask(int_mask,VEC_SIZE - rem);
      vec_zero_mask(int_mask2);
    }

    /* Perform remainder interaction and remove remainder from aligned
     * interaction count. */
    *icount_align = icount - rem;

    runner_iact_nonsym_2_vec_force(
        &int_cache->r2q[*icount_align], &int_cache->dxq[*icount_align], &int_cache->dyq[*icount_align], &int_cache->dzq[*icount_align], v_vix, v_viy, v_viz, v_rhoi, v_grad_hi, v_pOrhoi2, v_balsara_i, v_ci,
        &int_cache->vxq[*icount_align], &int_cache->vyq[*icount_align], &int_cache->vzq[*icount_align], &int_cache->rhoq[*icount_align], &int_cache->grad_hq[*icount_align], &int_cache->pOrho2q[*icount_align], &int_cache->balsaraq[*icount_align], &int_cache->soundspeedq[*icount_align], &int_cache->mq[*icount_align], v_hi_inv, &int_cache->h_invq[*icount_align],
        a_hydro_xSum, a_hydro_ySum, a_hydro_zSum, h_dtSum, v_sigSum, entropy_dtSum, int_mask, int_mask2, 1);
  }
}

/**
 * @brief Left-packs the values needed by an interaction into the secondary
 * cache (Supports AVX, AVX2 and AVX512 instruction sets).
 *
 * @param mask Contains which particles need to interact.
 * @param pjd Index of the particle to store into.
 * @param v_r2 #vector of the separation between two particles squared.
 * @param v_dx #vector of the x separation between two particles.
 * @param v_dy #vector of the y separation between two particles.
 * @param v_dz #vector of the z separation between two particles.
 * @param v_mj #vector of the mass of particle pj.
 * @param v_vjx #vector of x velocity of pj.
 * @param v_vjy #vector of y velocity of pj.
 * @param v_vjz #vector of z velocity of pj.
 * @param cell_cache #cache of all particles in the cell.
 * @param int_cache (return) secondary #cache of interactions between two
 * particles.
 * @param icount Interaction count.
 * @param rhoSum #vector holding the cumulative sum of the density update on pi.
 * @param rho_dhSum #vector holding the cumulative sum of the density gradient
 * update on pi.
 * @param wcountSum #vector holding the cumulative sum of the wcount update on
 * pi.
 * @param wcount_dhSum #vector holding the cumulative sum of the wcount gradient
 * update on pi.
 * @param div_vSum #vector holding the cumulative sum of the divergence update
 * on pi.
 * @param curlvxSum #vector holding the cumulative sum of the curl of vx update
 * on pi.
 * @param curlvySum #vector holding the cumulative sum of the curl of vy update
 * on pi.
 * @param curlvzSum #vector holding the cumulative sum of the curl of vz update
 * on pi.
 * @param v_hi_inv #vector of 1/h for pi.
 * @param v_vix #vector of x velocity of pi.
 * @param v_viy #vector of y velocity of pi.
 * @param v_viz #vector of z velocity of pi.
 */
__attribute__((always_inline)) INLINE static void storeForceInteractions(
    const int mask, const int pjd, vector *v_r2, vector *v_dx, vector *v_dy,
    vector *v_dz, const struct cache *const cell_cache, struct c2_cache *const int_cache,
    int *icount, vector *a_hydro_xSum, vector *a_hydro_ySum, vector *a_hydro_zSum,
    vector *h_dtSum, vector *v_sigSum, vector *entropy_dtSum,
    vector *v_hi_inv, vector *v_vix, vector *v_viy, vector *v_viz, vector *v_rhoi, vector *v_grad_hi, vector *v_pOrhoi2, vector *v_balsara_i, vector *v_ci) {

/* Left-pack values needed into the secondary cache using the interaction mask.
 */
#if defined(HAVE_AVX2) || defined(HAVE_AVX512_F)
  /* Invert hj. */
  vector v_hj, v_hj_inv;
  v_hj.v = vec_load(&cell_cache->h[pjd]);
  v_hj_inv = vec_reciprocal(v_hj);

  mask_t packed_mask;
  VEC_FORM_PACKED_MASK(mask, packed_mask);
  
  VEC_LEFT_PACK(v_r2->v, packed_mask, &int_cache->r2q[*icount]);
  VEC_LEFT_PACK(v_dx->v, packed_mask, &int_cache->dxq[*icount]);
  VEC_LEFT_PACK(v_dy->v, packed_mask, &int_cache->dyq[*icount]);
  VEC_LEFT_PACK(v_dz->v, packed_mask, &int_cache->dzq[*icount]);
  VEC_LEFT_PACK(vec_load(&cell_cache->m[pjd]), packed_mask, &int_cache->mq[*icount]);
  VEC_LEFT_PACK(vec_load(&cell_cache->vx[pjd]), packed_mask, &int_cache->vxq[*icount]);
  VEC_LEFT_PACK(vec_load(&cell_cache->vy[pjd]), packed_mask, &int_cache->vyq[*icount]);
  VEC_LEFT_PACK(vec_load(&cell_cache->vz[pjd]), packed_mask, &int_cache->vzq[*icount]);
  VEC_LEFT_PACK(vec_load(&cell_cache->rho[pjd]), packed_mask, &int_cache->rhoq[*icount]);
  VEC_LEFT_PACK(vec_load(&cell_cache->grad_h[pjd]), packed_mask, &int_cache->grad_hq[*icount]);
  VEC_LEFT_PACK(vec_load(&cell_cache->pOrho2[pjd]), packed_mask, &int_cache->pOrho2q[*icount]);
  VEC_LEFT_PACK(vec_load(&cell_cache->balsara[pjd]), packed_mask, &int_cache->balsaraq[*icount]);
  VEC_LEFT_PACK(vec_load(&cell_cache->soundspeed[pjd]), packed_mask, &int_cache->soundspeedq[*icount]);
  VEC_LEFT_PACK(v_hj_inv.v, packed_mask, &int_cache->h_invq[*icount]);
  
  /* Increment interaction count by number of bits set in mask. */
  (*icount) += __builtin_popcount(mask);
#else
  /* Quicker to do it serially in AVX rather than use intrinsics. */
  for (int bit_index = 0; bit_index < VEC_SIZE; bit_index++) {
    if (mask & (1 << bit_index)) {
      /* Add this interaction to the queue. */
      int_cache->r2q[*icount] = v_r2->f[bit_index];
      int_cache->dxq[*icount] = v_dx->f[bit_index];
      int_cache->dyq[*icount] = v_dy->f[bit_index];
      int_cache->dzq[*icount] = v_dz->f[bit_index];
      int_cache->mq[*icount] = cell_cache->m[pjd + bit_index];
      int_cache->vxq[*icount] = cell_cache->vx[pjd + bit_index];
      int_cache->vyq[*icount] = cell_cache->vy[pjd + bit_index];
      int_cache->vzq[*icount] = cell_cache->vz[pjd + bit_index];
      
      int_cache->rhoq[*icount] = cell_cache->rho[pjd + bit_index];
      int_cache->grad_hq[*icount] = cell_cache->grad_h[pjd + bit_index];
      int_cache->pOrho2q[*icount] = cell_cache->pOrho2[pjd + bit_index];
      int_cache->balsaraq[*icount] = cell_cache->balsara[pjd + bit_index];
      int_cache->soundspeedq[*icount] = cell_cache->soundspeed[pjd + bit_index];
      int_cache->h_invq[*icount] = 1.f / cell_cache->h[pjd + bit_index];

      (*icount)++;
    }
  }

#endif /* defined(HAVE_AVX2) || defined(HAVE_AVX512_F) */

  /* Flush the c2 cache if it has reached capacity. */
  if (*icount >= (C2_CACHE_SIZE - (2 * VEC_SIZE))) {

    int icount_align = *icount;

    /* Peform remainder interactions. */
    calcRemForceInteractions(int_cache, *icount, a_hydro_xSum, a_hydro_ySum, a_hydro_zSum,
                             h_dtSum, v_sigSum, entropy_dtSum, v_hi_inv, 
                             v_vix, v_viy, v_viz, v_rhoi, v_grad_hi, v_pOrhoi2, v_balsara_i, v_ci,
                             &icount_align, 2);

    /* Initialise masks to true in case remainder interactions have been
     * performed. */
    mask_t int_mask, int_mask2;
    vec_init_mask(int_mask);
    vec_init_mask(int_mask2);

    /* Perform interactions. */
    for (int pjd = 0; pjd < icount_align; pjd += (2 * VEC_SIZE)) {

      runner_iact_nonsym_2_vec_force(
        &int_cache->r2q[pjd], &int_cache->dxq[pjd], &int_cache->dyq[pjd], &int_cache->dzq[pjd], v_vix, v_viy, v_viz, v_rhoi, v_grad_hi, v_pOrhoi2, v_balsara_i, v_ci,
        &int_cache->vxq[pjd], &int_cache->vyq[pjd], &int_cache->vzq[pjd], &int_cache->rhoq[pjd], &int_cache->grad_hq[pjd], &int_cache->pOrho2q[pjd], &int_cache->balsaraq[pjd], &int_cache->soundspeedq[pjd], &int_cache->mq[pjd], v_hi_inv, &int_cache->h_invq[pjd],
        a_hydro_xSum, a_hydro_ySum, a_hydro_zSum, h_dtSum, v_sigSum, entropy_dtSum, int_mask, int_mask2, 0);
    }

    /* Reset interaction count. */
    *icount = 0;
  }
}

/* @brief Populates the arrays max_di and max_dj with the maximum distances of
 * particles into their neighbouring cells. Also finds the first pi that
 * interacts with any particle in cj and the last pj that interacts with any
 * particle in ci.
 * @param ci #cell pointer to ci
 * @param cj #cell pointer to cj
 * @param sort_i #entry array for particle distance in ci
 * @param sort_j #entry array for particle distance in cj
 * @param ci_cache #cache for cell ci
 * @param cj_cache #cache for cell cj
 * @param dx_max maximum particle movement allowed in cell
 * @param rshift cutoff shift
 * @param max_di array to hold the maximum distances of pi particles into cell
 * cj
 * @param max_dj array to hold the maximum distances of pj particles into cell
 * cj
 * @param init_pi first pi to interact with a pj particle
 * @param init_pj last pj to interact with a pi particle
 */
__attribute__((always_inline)) INLINE static void populate_max_d_no_cache(
    const struct cell *ci, const struct cell *cj,
    const struct entry *restrict sort_i, const struct entry *restrict sort_j,
    const float dx_max, const float rshift, float *max_di, float *max_dj,
    int *init_pi, int *init_pj, const struct engine *e) {

  struct part *restrict parts_i = ci->parts;
  struct part *restrict parts_j = cj->parts;
  struct part *p = &parts_i[sort_i[0].i];

  float h, d;

  /* Get the distance of the last pi and the first pj on the sorted axis.*/
  const float di_max = sort_i[ci->count - 1].d - rshift;
  const float dj_min = sort_j[0].d;

  int first_pi = 0, last_pj = cj->count - 1;

  /* Find the first active particle in ci to interact with any particle in cj.
   */
  /* Populate max_di with distances. */
  int active_id = ci->count - 1;
  for (int k = ci->count - 1; k >= 0; k--) {
    p = &parts_i[sort_i[k].i];
    h = p->h;
    d = sort_i[k].d + h * kernel_gamma + dx_max - rshift;

    max_di[k] = d;

    /* If the particle is out of range set the index to
     * the last active particle within range. */
    if (d < dj_min) {
      first_pi = active_id;
      break;
    } else {
      if (part_is_active(p, e)) active_id = k;
    }
  }

  /* Find the maximum distance of pi particles into cj.*/
  for (int k = first_pi + 1; k < ci->count; k++) {
    max_di[k] = fmaxf(max_di[k - 1], max_di[k]);
  }

  /* Find the last particle in cj to interact with any particle in ci. */
  /* Populate max_dj with distances. */
  active_id = 0;
  for (int k = 0; k < cj->count; k++) {
    p = &parts_j[sort_j[k].i];
    h = p->h;
    d = sort_j[k].d - h * kernel_gamma - dx_max - rshift;

    max_dj[k] = d;

    /* If the particle is out of range set the index to
     * the last active particle within range. */
    if (d > di_max) {
      last_pj = active_id;
      break;
    } else {
      if (part_is_active(p, e)) active_id = k;
    }
  }

  /* Find the maximum distance of pj particles into ci.*/
  for (int k = 1; k <= last_pj; k++) {
    max_dj[k] = fmaxf(max_dj[k - 1], max_dj[k]);
  }

  *init_pi = first_pi;
  *init_pj = last_pj;
}
#endif /* WITH_VECTORIZATION */

/**
 * @brief Compute the cell self-interaction (non-symmetric) using vector
 * intrinsics with one particle pi at a time.
 *
 * @param r The #runner.
 * @param c The #cell.
 */
__attribute__((always_inline)) INLINE void runner_doself1_density_vec(
    struct runner *r, struct cell *restrict c) {

#ifdef WITH_VECTORIZATION
  const struct engine *e = r->e;
  struct part *restrict pi;
  int count_align;
  int num_vec_proc = NUM_VEC_PROC;

  struct part *restrict parts = c->parts;
  const int count = c->count;

  vector v_hi, v_vix, v_viy, v_viz, v_hig2, v_r2;

  TIMER_TIC

  if (!cell_is_active(c, e)) return;

  if (!cell_is_drifted(c, e)) error("Interacting undrifted cell.");

  /* Get the particle cache from the runner and re-allocate
   * the cache if it is not big enough for the cell. */
  struct cache *restrict cell_cache = &r->ci_cache;

  if (cell_cache->count < count) {
    cache_init(cell_cache, count);
  }

  /* Read the particles from the cell and store them locally in the cache. */
  cache_read_particles(c, cell_cache);

  /* Create secondary cache to store particle interactions. */
  struct c2_cache int_cache;
  int icount = 0, icount_align = 0;

  /* Loop over the particles in the cell. */
  for (int pid = 0; pid < count; pid++) {

    /* Get a pointer to the ith particle. */
    pi = &parts[pid];

    /* Is the ith particle active? */
    if (!part_is_active(pi, e)) continue;

    vector pix, piy, piz;

    const float hi = cell_cache->h[pid];

    /* Fill particle pi vectors. */
    pix.v = vec_set1(cell_cache->x[pid]);
    piy.v = vec_set1(cell_cache->y[pid]);
    piz.v = vec_set1(cell_cache->z[pid]);
    v_hi.v = vec_set1(hi);
    v_vix.v = vec_set1(cell_cache->vx[pid]);
    v_viy.v = vec_set1(cell_cache->vy[pid]);
    v_viz.v = vec_set1(cell_cache->vz[pid]);

    const float hig2 = hi * hi * kernel_gamma2;
    v_hig2.v = vec_set1(hig2);

    /* Reset cumulative sums of update vectors. */
    vector rhoSum, rho_dhSum, wcountSum, wcount_dhSum, div_vSum, curlvxSum,
        curlvySum, curlvzSum;

    /* Get the inverse of hi. */
    vector v_hi_inv;

    v_hi_inv = vec_reciprocal(v_hi);

    rhoSum.v = vec_setzero();
    rho_dhSum.v = vec_setzero();
    wcountSum.v = vec_setzero();
    wcount_dhSum.v = vec_setzero();
    div_vSum.v = vec_setzero();
    curlvxSum.v = vec_setzero();
    curlvySum.v = vec_setzero();
    curlvzSum.v = vec_setzero();

    /* Pad cache if there is a serial remainder. */
    count_align = count;
    int rem = count % (num_vec_proc * VEC_SIZE);
    if (rem != 0) {
      int pad = (num_vec_proc * VEC_SIZE) - rem;

      count_align += pad;

      /* Set positions to the same as particle pi so when the r2 > 0 mask is
       * applied these extra contributions are masked out.*/
      for (int i = count; i < count_align; i++) {
        cell_cache->x[i] = pix.f[0];
        cell_cache->y[i] = piy.f[0];
        cell_cache->z[i] = piz.f[0];
      }
    }

    vector pjx, pjy, pjz;
    vector pjx2, pjy2, pjz2;

    /* Find all of particle pi's interacions and store needed values in the
     * secondary cache.*/
    for (int pjd = 0; pjd < count_align; pjd += (num_vec_proc * VEC_SIZE)) {

      /* Load 2 sets of vectors from the particle cache. */
      pjx.v = vec_load(&cell_cache->x[pjd]);
      pjy.v = vec_load(&cell_cache->y[pjd]);
      pjz.v = vec_load(&cell_cache->z[pjd]);

      pjx2.v = vec_load(&cell_cache->x[pjd + VEC_SIZE]);
      pjy2.v = vec_load(&cell_cache->y[pjd + VEC_SIZE]);
      pjz2.v = vec_load(&cell_cache->z[pjd + VEC_SIZE]);
      
      /* Compute the pairwise distance. */
      vector v_dx_tmp, v_dy_tmp, v_dz_tmp;
      vector v_dx_tmp2, v_dy_tmp2, v_dz_tmp2, v_r2_2;

      v_dx_tmp.v = vec_sub(pix.v, pjx.v);
      v_dx_tmp2.v = vec_sub(pix.v, pjx2.v);
      v_dy_tmp.v = vec_sub(piy.v, pjy.v);
      v_dy_tmp2.v = vec_sub(piy.v, pjy2.v);
      v_dz_tmp.v = vec_sub(piz.v, pjz.v);
      v_dz_tmp2.v = vec_sub(piz.v, pjz2.v);

      v_r2.v = vec_mul(v_dx_tmp.v, v_dx_tmp.v);
      v_r2_2.v = vec_mul(v_dx_tmp2.v, v_dx_tmp2.v);
      v_r2.v = vec_fma(v_dy_tmp.v, v_dy_tmp.v, v_r2.v);
      v_r2_2.v = vec_fma(v_dy_tmp2.v, v_dy_tmp2.v, v_r2_2.v);
      v_r2.v = vec_fma(v_dz_tmp.v, v_dz_tmp.v, v_r2.v);
      v_r2_2.v = vec_fma(v_dz_tmp2.v, v_dz_tmp2.v, v_r2_2.v);

      /* Form a mask from r2 < hig2 and r2 > 0.*/
      mask_t v_doi_mask, v_doi_mask_check, v_doi_mask2, v_doi_mask2_check;
      int doi_mask, doi_mask2;

      /* Form r2 > 0 mask and r2 < hig2 mask. */
      vec_create_mask(v_doi_mask_check, vec_cmp_gt(v_r2.v, vec_setzero()));
      vec_create_mask(v_doi_mask, vec_cmp_lt(v_r2.v, v_hig2.v));

      /* Form r2 > 0 mask and r2 < hig2 mask. */
      vec_create_mask(v_doi_mask2_check, vec_cmp_gt(v_r2_2.v, vec_setzero()));
      vec_create_mask(v_doi_mask2, vec_cmp_lt(v_r2_2.v, v_hig2.v));

      /*TODO: Convert vector masks to integers before and operation. */
      /* Combine the two masks and form an integer mask. */
      doi_mask = vec_cmp_result(vec_mask_and(v_doi_mask, v_doi_mask_check));
      doi_mask2 = vec_cmp_result(vec_mask_and(v_doi_mask2, v_doi_mask2_check));

      /* If there are any interactions left pack interaction values into c2
       * cache. */
      if (doi_mask) {
        storeInteractions(doi_mask, pjd, &v_r2, &v_dx_tmp, &v_dy_tmp, &v_dz_tmp,
                          cell_cache, &int_cache,
                          &icount, &rhoSum, &rho_dhSum, &wcountSum,
                          &wcount_dhSum, &div_vSum, &curlvxSum, &curlvySum,
                          &curlvzSum, v_hi_inv, v_vix, v_viy, v_viz);
      }
      if (doi_mask2) {
        storeInteractions(
            doi_mask2, pjd + VEC_SIZE, &v_r2_2, &v_dx_tmp2, &v_dy_tmp2,
            &v_dz_tmp2, cell_cache, &int_cache,
            &icount, &rhoSum, &rho_dhSum, &wcountSum, &wcount_dhSum, &div_vSum,
            &curlvxSum, &curlvySum, &curlvzSum, v_hi_inv, v_vix, v_viy, v_viz);
      }
    }

    /* Perform padded vector remainder interactions if any are present. */
    calcRemInteractions(&int_cache, icount, &rhoSum, &rho_dhSum, &wcountSum,
                        &wcount_dhSum, &div_vSum, &curlvxSum, &curlvySum,
                        &curlvzSum, v_hi_inv, v_vix, v_viy, v_viz,
                        &icount_align);

    /* Initialise masks to true in case remainder interactions have been
     * performed. */
    mask_t int_mask, int_mask2;
    vec_init_mask(int_mask);
    vec_init_mask(int_mask2);

    /* Perform interaction with 2 vectors. */
    for (int pjd = 0; pjd < icount_align; pjd += (num_vec_proc * VEC_SIZE)) {
      runner_iact_nonsym_2_vec_density(
          &int_cache.r2q[pjd], &int_cache.dxq[pjd], &int_cache.dyq[pjd],
          &int_cache.dzq[pjd], v_hi_inv, v_vix, v_viy, v_viz,
          &int_cache.vxq[pjd], &int_cache.vyq[pjd], &int_cache.vzq[pjd],
          &int_cache.mq[pjd], &rhoSum, &rho_dhSum, &wcountSum, &wcount_dhSum,
          &div_vSum, &curlvxSum, &curlvySum, &curlvzSum, int_mask, int_mask2, 0);
    }

    /* Perform horizontal adds on vector sums and store result in particle pi.
     */
    VEC_HADD(rhoSum, pi->rho);
    VEC_HADD(rho_dhSum, pi->density.rho_dh);
    VEC_HADD(wcountSum, pi->density.wcount);
    VEC_HADD(wcount_dhSum, pi->density.wcount_dh);
    VEC_HADD(div_vSum, pi->density.div_v);
    VEC_HADD(curlvxSum, pi->density.rot_v[0]);
    VEC_HADD(curlvySum, pi->density.rot_v[1]);
    VEC_HADD(curlvzSum, pi->density.rot_v[2]);

    /* Reset interaction count. */
    icount = 0;
  } /* loop over all particles. */

  TIMER_TOC(timer_doself_density);
#endif /* WITH_VECTORIZATION */
}

/**
 * @brief Compute the cell self-interaction (non-symmetric) using vector
 * intrinsics with one particle pi at a time.
 *
 * @param r The #runner.
 * @param c The #cell.
 */
__attribute__((always_inline)) INLINE void runner_doself2_force_vec(
    struct runner *r, struct cell *restrict c) {

#ifdef WITH_VECTORIZATION
  const struct engine *e = r->e;
  struct part *restrict pi;
  int count_align;
  const int num_vec_proc = 1;//NUM_VEC_PROC;

  struct part *restrict parts = c->parts;
  const int count = c->count;

  vector v_hi, v_vix, v_viy, v_viz, v_hig2, v_r2;
  vector v_rhoi, v_grad_hi, v_pOrhoi2, v_balsara_i, v_ci;

  //TIMER_TIC

  if (!cell_is_active(c, e)) return;

  if (!cell_is_drifted(c, e)) cell_drift_particles(c, e);

  /* Get the particle cache from the runner and re-allocate
   * the cache if it is not big enough for the cell. */
  struct cache *restrict cell_cache = &r->ci_cache;

  if (cell_cache->count < count) {
    cache_init(cell_cache, count);
  }

  /* Read the particles from the cell and store them locally in the cache. */
  cache_read_particles(c, cell_cache);

#ifdef SWIFT_DEBUG_CHECKS
  for(int i=0; i<count; i++) {
    pi = &c->parts[i];
    /* Check that particles have been drifted to the current time */
    if (pi->ti_drift != e->ti_current)
      error("Particle pi not drifted to current time");
    }
  }
#endif

  /* Create secondary cache to store particle interactions. */
  struct c2_cache int_cache;
  int icount = 0, icount_align = 0;

  /* Loop over the particles in the cell. */
  for (int pid = 0; pid < count; pid++) {

    /* Get a pointer to the ith particle. */
    pi = &parts[pid];

    /* Is the ith particle active? */
    if (!part_is_active(pi, e)) continue;

    vector pix, piy, piz;

    const float hi = cell_cache->h[pid];

    /* Fill particle pi vectors. */
    pix.v = vec_set1(cell_cache->x[pid]);
    piy.v = vec_set1(cell_cache->y[pid]);
    piz.v = vec_set1(cell_cache->z[pid]);
    v_hi.v = vec_set1(hi);
    v_vix.v = vec_set1(cell_cache->vx[pid]);
    v_viy.v = vec_set1(cell_cache->vy[pid]);
    v_viz.v = vec_set1(cell_cache->vz[pid]);
    
    v_rhoi.v = vec_set1(cell_cache->rho[pid]);
    v_grad_hi.v = vec_set1(cell_cache->grad_h[pid]);
    v_pOrhoi2.v = vec_set1(cell_cache->pOrho2[pid]);
    v_balsara_i.v = vec_set1(cell_cache->balsara[pid]);
    v_ci.v = vec_set1(cell_cache->soundspeed[pid]);

    const float hig2 = hi * hi * kernel_gamma2;
    v_hig2.v = vec_set1(hig2);

    /* Reset cumulative sums of update vectors. */
    vector a_hydro_xSum, a_hydro_ySum, a_hydro_zSum, h_dtSum, v_sigSum, entropy_dtSum;

    /* Get the inverse of hi. */
    vector v_hi_inv;

    v_hi_inv = vec_reciprocal(v_hi);

    a_hydro_xSum.v = vec_setzero();
    a_hydro_ySum.v = vec_setzero();
    a_hydro_zSum.v = vec_setzero();
    h_dtSum.v = vec_setzero();
    v_sigSum.v = vec_set1(pi->force.v_sig);
    entropy_dtSum.v = vec_setzero();

    /* Pad cache if there is a serial remainder. */
    count_align = count;
    int rem = count % (num_vec_proc * VEC_SIZE);
    if (rem != 0) {
      int pad = (num_vec_proc * VEC_SIZE) - rem;

      count_align += pad;

      /* Set positions to the same as particle pi so when the r2 > 0 mask is
       * applied these extra contributions are masked out.*/
      for (int i = count; i < count_align; i++) {
        cell_cache->x[i] = pix.f[0];
        cell_cache->y[i] = piy.f[0];
        cell_cache->z[i] = piz.f[0];
        cell_cache->h[i] = 1.f;
      }
    }

    vector pjx, pjy, pjz, hj, hjg2;

    /* Find all of particle pi's interacions and store needed values in the
     * secondary cache.*/
    for (int pjd = 0; pjd < count_align; pjd += (num_vec_proc * VEC_SIZE)) {

      /* Load 2 sets of vectors from the particle cache. */
      pjx.v = vec_load(&cell_cache->x[pjd]);
      pjy.v = vec_load(&cell_cache->y[pjd]);
      pjz.v = vec_load(&cell_cache->z[pjd]);
      hj.v = vec_load(&cell_cache->h[pjd]);
      hjg2.v = vec_mul(vec_mul(hj.v,hj.v), kernel_gamma2_vec.v);

      /* Compute the pairwise distance. */
      vector v_dx_tmp, v_dy_tmp, v_dz_tmp;

      v_dx_tmp.v = vec_sub(pix.v, pjx.v);
      v_dy_tmp.v = vec_sub(piy.v, pjy.v);
      v_dz_tmp.v = vec_sub(piz.v, pjz.v);

      v_r2.v = vec_mul(v_dx_tmp.v, v_dx_tmp.v);
      v_r2.v = vec_fma(v_dy_tmp.v, v_dy_tmp.v, v_r2.v);
      v_r2.v = vec_fma(v_dz_tmp.v, v_dz_tmp.v, v_r2.v);

      /* Form r2 > 0 mask, r2 < hig2 mask and r2 < hjg2 mask. */
      mask_t v_doi_mask, v_doi_mask_self_check;
      int doi_mask, doi_mask_self_check;

      /* Form r2 > 0 mask.*/
      vec_create_mask(v_doi_mask_self_check, vec_cmp_gt(v_r2.v, vec_setzero()));

      /* Form a mask from r2 < hig2 mask and r2 < hjg2 mask. */
      vector v_h2;
      v_h2.v = vec_fmax(v_hig2.v, hjg2.v);
      vec_create_mask(v_doi_mask, vec_cmp_lt(v_r2.v, v_h2.v));

      /* Form integer masks. */
      doi_mask_self_check = vec_form_int_mask(v_doi_mask_self_check);
      doi_mask = vec_form_int_mask(v_doi_mask);
      
      /* Combine all 3 masks. */
      doi_mask = doi_mask & doi_mask_self_check;

      /* If there are any interactions left pack interaction values into c2
       * cache. */
      if (doi_mask) {
        
        storeForceInteractions(doi_mask, pjd, &v_r2, &v_dx_tmp, &v_dy_tmp, &v_dz_tmp,
                          cell_cache, &int_cache,
                          &icount, &a_hydro_xSum, &a_hydro_ySum, &a_hydro_zSum,
                          &h_dtSum, &v_sigSum, &entropy_dtSum,
                          &v_hi_inv, &v_vix, &v_viy, &v_viz, &v_rhoi, &v_grad_hi, &v_pOrhoi2, &v_balsara_i, &v_ci);
      }

    } /* Loop over all other particles. */

    /* Perform padded vector remainder interactions if any are present. */
    calcRemForceInteractions(&int_cache, icount, &a_hydro_xSum, &a_hydro_ySum, &a_hydro_zSum,
                             &h_dtSum, &v_sigSum, &entropy_dtSum, &v_hi_inv,
                             &v_vix, &v_viy, &v_viz, &v_rhoi, &v_grad_hi, &v_pOrhoi2, &v_balsara_i, &v_ci,
                             &icount_align, 2);

    /* Initialise masks to true in case remainder interactions have been
     * performed. */
    mask_t int_mask, int_mask2;
    vec_init_mask(int_mask);
    vec_init_mask(int_mask2);

    /* Perform interaction with 2 vectors. */
    for (int pjd = 0; pjd < icount_align; pjd += (2 * VEC_SIZE)) {
      runner_iact_nonsym_2_vec_force(
        &int_cache.r2q[pjd], &int_cache.dxq[pjd], &int_cache.dyq[pjd], &int_cache.dzq[pjd], &v_vix, &v_viy, &v_viz, &v_rhoi, &v_grad_hi, &v_pOrhoi2, &v_balsara_i, &v_ci,
        &int_cache.vxq[pjd], &int_cache.vyq[pjd], &int_cache.vzq[pjd], &int_cache.rhoq[pjd], &int_cache.grad_hq[pjd], &int_cache.pOrho2q[pjd], &int_cache.balsaraq[pjd], &int_cache.soundspeedq[pjd], &int_cache.mq[pjd], &v_hi_inv, &int_cache.h_invq[pjd],
        &a_hydro_xSum, &a_hydro_ySum, &a_hydro_zSum, &h_dtSum, &v_sigSum, &entropy_dtSum,int_mask, int_mask2, 0);

    }
    
    VEC_HADD(a_hydro_xSum, pi->a_hydro[0]);
    VEC_HADD(a_hydro_ySum, pi->a_hydro[1]);
    VEC_HADD(a_hydro_zSum, pi->a_hydro[2]);
    VEC_HADD(h_dtSum, pi->force.h_dt);
    VEC_HMAX(v_sigSum, pi->force.v_sig);
    VEC_HADD(entropy_dtSum, pi->entropy_dt);

    /* Reset interaction count. */
    icount = 0;
  } /* loop over all particles. */

  //TIMER_TOC(timer_doself_force);
#endif /* WITH_VECTORIZATION */
}

/**
 * @brief Compute the density interactions between a cell pair (non-symmetric)
 * using vector intrinsics.
 *
 * @param r The #runner.
 * @param ci The first #cell.
 * @param cj The second #cell.
 */
void runner_dopair1_density_vec(struct runner *r, struct cell *ci,
                                struct cell *cj) {

#ifdef WITH_VECTORIZATION
  const struct engine *restrict e = r->e;

  vector v_hi, v_vix, v_viy, v_viz, v_hig2;

  TIMER_TIC;

  /* Anything to do here? */
  if (!cell_is_active(ci, e) && !cell_is_active(cj, e)) return;

  if (!cell_is_drifted(ci, e) || !cell_is_drifted(cj, e))
    error("Interacting undrifted cells.");

  /* Get the sort ID. */
  double shift[3] = {0.0, 0.0, 0.0};
  const int sid = space_getsid(e->s, &ci, &cj, shift);

  /* Have the cells been sorted? */
  if (!(ci->sorted & (1 << sid)) || ci->dx_max_sort > space_maxreldx * ci->dmin)
    runner_do_sort(r, ci, (1 << sid), 1);
  if (!(cj->sorted & (1 << sid)) || cj->dx_max_sort > space_maxreldx * cj->dmin)
    runner_do_sort(r, cj, (1 << sid), 1);

  /* Get the cutoff shift. */
  double rshift = 0.0;
  for (int k = 0; k < 3; k++) rshift += shift[k] * runner_shift[sid][k];

  /* Pick-out the sorted lists. */
  const struct entry *restrict sort_i = &ci->sort[sid * (ci->count + 1)];