AMReX_ParticleInit.H

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#ifndef AMREX_PARTICLEINIT_H
#define AMREX_PARTICLEINIT_H
#include <AMReX_Config.H>
 
/*
  \brief Initialize particles from an Ascii file in the following format:
 
         8
         0.1  0.1 16.2 1000.0 4.0 1.0 6.0
         8.1  0.1 16.2 1000.0 -5 0.0 -7.0
         16.1  0.1 16.2 1000.0 6.0 -8.0 2.0
         24.1  0.1 16.2 1000.0 9.0 4.0 8.0
         0.1  8.1 16.2 1000.0 -8.0 -3.0 -10.0
         8.1  8.1 16.2 1000.0 2.0 1.0 0.0
         16.1  8.1 16.2 1000.0 0.0 2.0 3.0
         24.1  8.1 16.2 1000.0 -9.0 7.0 5.0
 
  The first line is the number of particles. The remaining lines give the particle
  data to read, one particle on each line. The first AMREX_SPACEDIM components are
  positions. The next extradata components are the additional real data to read in.
 
  Integer data is not currently supported by this function.
 
  Parameters:
 
     file:      the name of the Ascii file with the particles
     extradata: the number of real components to read in, beyond the AMREX_SPACEDIM
                positions
     Nrep:      pointer to IntVect that lets you replicate the incoming particles
                across the domain so that you only need to specify a sub-volume of
                them. By default particles are not replicated.
 */
template <typename ParticleType, int NArrayReal, int NArrayInt,
          template<class> class Allocator, class CellAssignor>
void
ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt, Allocator, CellAssignor>
::InitFromAsciiFile (const std::string& file, int extradata, const IntVect* Nrep)
{
    BL_PROFILE("ParticleContainer<NSR, NSI, NAR, NAI>::InitFromAsciiFile()");
    AMREX_ASSERT(!file.empty());
    AMREX_ASSERT(extradata <= NStructReal + NumRealComps());
 
    const int  MyProc   = ParallelDescriptor::MyProc();
    const int  NProcs   = ParallelDescriptor::NProcs();
    const auto strttime = amrex::second();
 
    int NReaders = MaxReaders();  // num ranks to read with
    int NRedist = 1;  // number of times to redistribute while reading
 
    // try to use some sensible heuristics
    if (NProcs <= 1024)
    {
        if (NReaders > 1)
        {
            NRedist = 2;
        }
    }
    else if (NProcs <= 4096)
    {
        NReaders = std::max(NReaders,128);
        NRedist = 4;
    }
    else if (NProcs <= 8192)
    {
        NReaders = std::max(NReaders,384);
        NRedist = 32;
    }
    else if (NProcs <= 16384)
    {
        NReaders = std::max(NReaders,512);
        NRedist = 48;
    }
 
    resizeData();
 
    IntVect lNrep(AMREX_D_DECL(1,1,1));
 
    if (Nrep != nullptr) {
        lNrep = *Nrep;
    }
 
    Long how_many      = 0;
    Long how_many_read = 0;
 
    Gpu::HostVector<ParticleType> nparticles;
    Vector<Gpu::HostVector<Real> > nreals(0);
    if (extradata > NStructReal) { nreals.resize(extradata - NStructReal); }
 
    if (MyProc < NReaders)
    {
        VisMF::IO_Buffer io_buffer(VisMF::IO_Buffer_Size);
 
        std::ifstream ifs;
 
        ifs.rdbuf()->pubsetbuf(io_buffer.dataPtr(), io_buffer.size());
 
        ifs.open(file.c_str(), std::ios::in);
 
        if (!ifs.good())
        {
            amrex::FileOpenFailed(file);
        }
 
        int cnt = 0;
 
        ifs >> cnt >> std::ws;
 
        ParticleLocData pld;
        ParticleType p, p_rep;
        Vector<Real> r;
 
        if (extradata > NStructReal) { r.resize(extradata - NStructReal); }
 
        const int Chunk = cnt / NReaders;
 
        for (int i = 0; i < MyProc*Chunk; i++)
        {
            ifs.ignore(std::numeric_limits<std::streamsize>::max(), '\n');
            ifs >> std::ws;  // Eat newline.
        }
 
        if (!ifs.good())
        {
            std::string msg("ParticleContainer::InitFromAsciiFile(");
            msg += file;
            msg += ") failed @ 1";
            amrex::Error(msg.c_str());
        }
 
        int MyCnt = Chunk;
 
        if (MyProc == (NReaders - 1))
        {
            MyCnt += cnt % NReaders;
        }
 
        const Geometry& geom = Geom(0);
 
        for (int i = 0; i < MyCnt; i++)
        {
            AMREX_D_TERM(ifs >> p.pos(0);,
                         ifs >> p.pos(1);,
                         ifs >> p.pos(2););
 
            for (int n = 0; n < extradata; n++)
            {
                if (n < NStructReal)
                {
                    ifs >> p.rdata(n);
                }
                else
                {
                    ifs >> r[n - NStructReal];
                }
            }
 
            if (!ifs.good())
            {
                std::string msg("ParticleContainer::InitFromAsciiFile(");
                msg += file; msg += ") failed @ 2";
                amrex::Error(msg.c_str());
            }
 
            if (!Where(p, pld))
            {
                PeriodicShift(p);
 
                if (!Where(p, pld))
                {
                    if (m_verbose) {
                        amrex::AllPrint() << "BAD PARTICLE ID WOULD BE " << ParticleType::NextID() << '\n'
                                          << "BAD PARTICLE POS "
                                          << AMREX_D_TERM(   p.pos(0),
                                                          << p.pos(1),
                                                          << p.pos(2))
                                          << "\n";
                    }
                    amrex::Abort("ParticleContainer::InitFromAsciiFile(): invalid particle");
                }
            }
 
            // set these rather than reading them in
            p.id()  = ParticleType::NextID();
            p.cpu() = MyProc;
 
            nparticles.push_back(p);
            if(nreals.size() > extradata - NStructReal) {
                for (int n = NStructReal; n < extradata; n++)
                {
                    nreals[n-NStructReal].push_back(r[n-NStructReal]);
                }
            }
 
            how_many++;
            how_many_read++;
 
            const Real DomSize[AMREX_SPACEDIM] =
                { AMREX_D_DECL((geom.ProbHi(0)-geom.ProbLo(0))/lNrep[0],
                               (geom.ProbHi(1)-geom.ProbLo(1))/lNrep[1],
                               (geom.ProbHi(2)-geom.ProbLo(2))/lNrep[2]) };
            int rep[AMREX_SPACEDIM];
 
#if AMREX_SPACEDIM > 2
            for (rep[2] = 1; rep[2] <= lNrep[2]; rep[2]++)
            {
#endif
#if AMREX_SPACEDIM > 1
                for (rep[1] = 1; rep[1] <= lNrep[1]; rep[1]++)
                {
#endif
                    for (rep[0] = 1; rep[0] <= lNrep[0]; rep[0]++)
                    {
                        if (!(AMREX_D_TERM( (rep[0] == 1), && (rep[1] == 1), && (rep[2] == 1) ) ) )
                        {
                            // Shift the position.
                            for (int d=0; d<AMREX_SPACEDIM; ++d)
                            {
                                p_rep.pos(d) = static_cast<ParticleReal>(p.pos(d) + Real(rep[d]-1)*DomSize[d]);
                            }
 
                            // Copy the extra data
                            for (int n = 0; n < extradata; n++)
                            {
                                if (n < NStructReal)
                                {
                                    p_rep.rdata(n) = p.rdata(n);
                                }
                            }
 
                            if (!Where(p_rep, pld))
                            {
                                PeriodicShift(p_rep);
                                if (!Where(p_rep, pld))
                                {
                                    if (m_verbose) {
                                        amrex::AllPrint() << "BAD REPLICATED PARTICLE ID WOULD BE " << ParticleType::NextID() << "\n";
                                    }
                                    amrex::Abort("ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt>::InitFromAsciiFile(): invalid replicated particle");
                                }
                            }
 
                            p_rep.id()  = ParticleType::NextID();
                            p_rep.cpu() = MyProc;
 
                            nparticles.push_back(p_rep);
 
                            if (nreals.size() > extradata - NStructReal) {
                                for (int n = NStructReal; n < extradata; n++)
                                {
                                    nreals[n-NStructReal].push_back(r[n-NStructReal]);
                                }
                            }
 
                            how_many++;
                        }
                    }
#if AMREX_SPACEDIM > 1
                }
#endif
#if AMREX_SPACEDIM > 2
            }
#endif
 
        }
 
    }
 
    // Now Redistribute() each chunk separately to minimize memory bloat.
    int NRedist_chunk = NReaders / NRedist;
 
    ParticleLocData pld;
 
    for (int nr = 0; nr < NRedist; nr++)
    {
        Vector<std::map<std::pair<int, int>,Gpu::HostVector<ParticleType> > > host_particles;
        host_particles.reserve(15);
        host_particles.resize(finestLevel()+1);
 
        Vector<std::map<std::pair<int, int>, std::array<Gpu::HostVector<ParticleReal>, NArrayReal > > > host_real_attribs;
        host_real_attribs.reserve(15);
        host_real_attribs.resize(finestLevel()+1);
 
        if (m_verbose > 0) {
            amrex::Print() << "Redistributing from processor "
                           << nr*NRedist_chunk << " to "
                           << (nr+1)*NRedist_chunk-1 << '\n';
        }
 
        for (int which = nr*NRedist_chunk; which < (nr+1)*NRedist_chunk; which++)
        {
            if (which == MyProc)
            {
                while (!nparticles.empty())
                {
                    ParticleType& p = nparticles.back();
                    Where(p, pld);
 
                    host_particles[pld.m_lev][std::make_pair(pld.m_grid, pld.m_tile)].push_back(p);
 
                    if (nreals.size() > extradata - NStructReal && NArrayReal > 0)
                    {
                        for (int n = NStructReal; n < extradata; n++)
                        {
                            Real rdata = nreals[n-NStructReal].back();
                            host_real_attribs[pld.m_lev][std::make_pair(pld.m_grid, pld.m_tile)][n-NStructReal].push_back(rdata);
                        }
                    }
 
                    nparticles.pop_back();
 
                    if (nreals.size() > extradata - NStructReal)
                    {
                        for (int n = NStructReal; n < extradata; n++)
                        {
                            nreals[n-NStructReal].pop_back();
                        }
                    }
                }
            }
        }
 
        for (int lev = 0; lev < static_cast<int>(host_particles.size()); ++lev)
        {
            for (auto& kv : host_particles[lev])
            {
 
                auto grid = kv.first.first;
                auto tile = kv.first.second;
                const auto& src_tile = kv.second;
 
                auto& dst_tile = GetParticles(lev)[std::make_pair(grid,tile)];
                auto old_size = dst_tile.GetArrayOfStructs().size();
                auto new_size = old_size + src_tile.size();
                dst_tile.resize(new_size);
 
                Gpu::copyAsync(Gpu::hostToDevice, src_tile.begin(), src_tile.end(),
                               dst_tile.GetArrayOfStructs().begin() + old_size);
 
                if((host_real_attribs[lev][std::make_pair(grid, tile)]).size() > (long unsigned int) NArrayReal) {
                    for (int i = 0; i < NArrayReal; ++i) {
                        Gpu::copyAsync(Gpu::hostToDevice,
                                       host_real_attribs[lev][std::make_pair(grid,tile)][i].begin(),
                                       host_real_attribs[lev][std::make_pair(grid,tile)][i].end(),
                                       dst_tile.GetStructOfArrays().GetRealData(i).begin() + old_size);
                    }
                }
            }
        }
        Gpu::streamSynchronize();
 
        Redistribute();
    }
 
    if (m_verbose > 0)
    {
        if (NRedist*NRedist_chunk < NReaders) {
            amrex::Print() << "Redistributing from processor "
                           << NRedist*NRedist_chunk << " to "
                           << NReaders << '\n';
        }
    }
    for (int which = NRedist*NRedist_chunk; which < NReaders; which++)
    {
        Vector<std::map<std::pair<int, int>,Gpu::HostVector<ParticleType> > > host_particles;
        host_particles.reserve(15);
        host_particles.resize(finestLevel()+1);
 
        Vector<std::map<std::pair<int, int>, std::array<Gpu::HostVector<ParticleReal>, NArrayReal > > > host_real_attribs;
        host_real_attribs.reserve(15);
        host_real_attribs.resize(finestLevel()+1);
 
        if (which == MyProc)
        {
            while (!nparticles.empty())
            {
                ParticleType& p = nparticles.back();
                Where(p, pld);
 
                host_particles[pld.m_lev][std::make_pair(pld.m_grid, pld.m_tile)].push_back(p);
                if((host_real_attribs[pld.m_lev][std::make_pair(pld.m_grid, pld.m_tile)]).size() > (long unsigned int) (extradata - NStructReal)) {
                    for (int n = NStructReal; n < extradata; n++)
                    {
                        Real rdata = nreals[n-NStructReal].back();
                        host_real_attribs[pld.m_lev][std::make_pair(pld.m_grid, pld.m_tile)][n-NStructReal].push_back(rdata);
                    }
                }
 
                nparticles.pop_back();
 
                if (nreals.size() > extradata - NStructReal) {
                    for (int n = NStructReal; n < extradata; n++)
                    {
                        nreals[n-NStructReal].pop_back();
                    }
                }
            }
        }
 
        for (int lev = 0; lev < static_cast<int>(host_particles.size()); ++lev)
        {
            for (auto& kv : host_particles[lev])
            {
                auto grid = kv.first.first;
                auto tile = kv.first.second;
                const auto& src_tile = kv.second;
 
                auto& dst_tile = GetParticles(lev)[std::make_pair(grid,tile)];
                auto old_size = dst_tile.GetArrayOfStructs().size();
                auto new_size = old_size + src_tile.size();
                dst_tile.resize(new_size);
 
                Gpu::copyAsync(Gpu::hostToDevice, src_tile.begin(), src_tile.end(),
                               dst_tile.GetArrayOfStructs().begin() + old_size);
 
                for (int i = 0; i < NArrayReal; ++i) {
                    Gpu::copyAsync(Gpu::hostToDevice,
                                   host_real_attribs[lev][std::make_pair(grid,tile)][i].begin(),
                                   host_real_attribs[lev][std::make_pair(grid,tile)][i].end(),
                                   dst_tile.GetStructOfArrays().GetRealData(i).begin() + old_size);
                }
            }
        }
        Gpu::streamSynchronize();
 
        Redistribute();
 
    }
 
    if (m_verbose > 0)
    {
        const int IOProcNumber = ParallelDescriptor::IOProcessorNumber();
 
        Long num_particles = how_many;
 
        ParallelDescriptor::ReduceLongSum(num_particles, IOProcNumber);
 
        if (AMREX_D_TERM(lNrep[0] == 1, && lNrep[1] == 1, && lNrep[2] == 1))
        {
            amrex::Print() << "Total number of particles: " << num_particles << '\n';
        }
        else
        {
            Long num_particles_read = how_many_read;
 
            ParallelDescriptor::ReduceLongSum(num_particles_read, IOProcNumber);
 
            amrex::Print() << "Replication the domain with vector           "
                           << AMREX_D_TERM(lNrep[0] << " ", << lNrep[1] << " ", << lNrep[2]) << "\n"
                           << "Total number of particles read in          : " << num_particles_read << '\n'
                           << "Total number of particles after replication: " << num_particles      << '\n';
        }
    }
 
    AMREX_ASSERT(OK());
 
    if (m_verbose > 1)
    {
        ByteSpread();
 
        auto runtime = amrex::second() - strttime;
 
        ParallelDescriptor::ReduceRealMax(runtime, ParallelDescriptor::IOProcessorNumber());
 
        amrex::Print() << "InitFromAsciiFile() time: " << runtime << '\n';
    }
}
 
//
// The format of a binary particle init file:
//
// NP -- The number of particles in the file.   A "Long".
// DM -- Our dimension.  Either 1, 2, or 3.     A "int".
// NX -- The amount of "extra" data.            A "int".
// NP*(DM+NX) native floating-point numbers.    A "float" or "double".
//
// Note that there is nothing separating all these values.
// They're packed into the binary file like sardines.
//
template <typename ParticleType, int NArrayReal, int NArrayInt,
          template<class> class Allocator, class CellAssignor>
void
ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt, Allocator, CellAssignor>::
InitFromBinaryFile (const std::string& file,
                    int                extradata)
{
    BL_PROFILE("ParticleContainer<NSR, NSI, NAR, NAI>::InitFromBinaryFile()");
    AMREX_ASSERT(!file.empty());
    AMREX_ASSERT(extradata <= NStructReal);
 
    const int  MyProc   = ParallelDescriptor::MyProc();
    const int  NProcs   = ParallelDescriptor::NProcs();
    const int  IOProc   = ParallelDescriptor::IOProcessorNumber();
    const auto strttime = amrex::second();
    //
    // The number of MPI processes that read from the file.
    // We limit this to a rather small number since there's a limit
    // to the number of independent I/O channels on most filesystems.
    //
    const int NReaders = MaxReaders();
 
    AMREX_ASSERT(NReaders <= NProcs);
    //
    // How many particles each NReaders reads before redistributing.
    //
    const Long NPartPerRedist = MaxParticlesPerRead();
 
    if (m_verbose > 0)
    {
        amrex::Print() << "Reading with " << NReaders << " readers\n"
                       << "Redistributing after every " << NPartPerRedist << " particles for each reader\n";
    }
    //
    // tmp_particles should mirror how m_particles is built.
    // At the end of this routine it'll be the new m_particles.
    //
    Vector<ParticleLevel> tmp_particles;
 
    tmp_particles.reserve(15);  // So we don't ever have to do any copying on a resize.
    tmp_particles.resize(finestLevel()+1);
 
    resizeData();
 
    //
    // All the processors need to participate in Redistribute() though.
    //
    int  NX = 0;
    Long NP = 0;
 
    VisMF::IO_Buffer io_buffer(VisMF::IO_Buffer_Size);
 
    std::ifstream ifs;
 
    //
    // The "set" of MPI processor numbers of the readers.  We want
    // to be able to easily check whether or not we're a reader.
    //
    std::set<int> readers;
    //
    // The same set but in ascending order.
    //
    Vector<int> rprocs(NReaders);
 
    if (NReaders == NProcs)
    {
        //
        // Just set'm.
        //
        for (int i = 0; i < NProcs; i++) {
            rprocs[i] = i;
        }
    }
    else
    {
        //
        // The I/O Proc builds a set of NReader integers in the range: [0,NProcs-1].
        //
        // It then broadcast'm to all MPI procs.
        //
        // We want these to be as evenly distributed over the full set of
        // [0,NProcs-1] MPI processors as possible, so that when reading we
        // minimize the number of readers per Node, and hence can use more
        // of the available Node memory for reading.
        //
        if (ParallelDescriptor::IOProcessor())
        {
            do
            {
                auto n = int(amrex::Random() * Real(NProcs-1));
 
                AMREX_ASSERT(n >= 0);
                AMREX_ASSERT(n < NProcs);
 
                readers.insert(n);
            }
            while (static_cast<int>(readers.size()) < NReaders);
 
            AMREX_ASSERT(static_cast<Long>(readers.size()) == rprocs.size());
 
            int i = 0;
 
            for (auto it = readers.cbegin(), End = readers.cend();
                 it != End;
                 ++it, ++i)
            {
                rprocs[i] = *it;
            }
        }
 
        ParallelDescriptor::Bcast(rprocs.dataPtr(), rprocs.size(), IOProc);
    }
 
    if (readers.empty())
    {
        //
        // Set readers for non I/O procs.
        //
        readers.insert(rprocs.begin(), rprocs.end());
 
        AMREX_ASSERT(static_cast<Long>(readers.size()) == rprocs.size());
 
        AMREX_ASSERT(rprocs.size() == NReaders);
    }
 
    int RealSizeInFile = 0;
 
    if (readers.find(MyProc) != readers.end())
    {
        int DM = 0;
 
        ifs.rdbuf()->pubsetbuf(io_buffer.dataPtr(), io_buffer.size());
 
        ifs.open(file.c_str(), std::ios::in|std::ios::binary);
 
        if (!ifs.good()) {
            amrex::FileOpenFailed(file);
        }
 
        ifs.read((char*)&NP, sizeof(NP));
        ifs.read((char*)&DM, sizeof(DM));
        ifs.read((char*)&NX, sizeof(NX));
        //
        // NP MUST be positive!
        //
        if (NP <= 0) {
            amrex::Abort("ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt>::InitFromBinaryFile(): NP <= 0");
        }
        //
        // DM must equal AMREX_SPACEDIM.
        //
        if (DM != AMREX_SPACEDIM) {
            amrex::Abort("ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt>::InitFromBinaryFile(): DM != AMREX_SPACEDIM");
        }
        //
        // NX MUST be in [0,N].
        //
        if (NX < 0 || NX > NStructReal) {
            amrex::Abort("ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt>::InitFromBinaryFile(): NX < 0 || NX > N");
        }
        //
        // Can't ask for more data than exists in the file!
        //
        if (extradata > NX) {
            amrex::Abort("ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt>::InitFromBinaryFile(): extradata > NX");
        }
        //
        // Figure out whether we're dealing with floats or doubles.
        //
        // First get our current position.
        //
        const std::streamoff CURPOS = ifs.tellg();
        //
        // Seek to end of file.
        //
        ifs.seekg(0,std::ios::end);
        //
        // ENDPOS - CURPOS should bracket the particle data.
        //
        const std::streamoff ENDPOS = ifs.tellg();
 
        RealSizeInFile = int((ENDPOS - CURPOS) / (NP*(DM+NX)));
 
        AMREX_ASSERT(RealSizeInFile == sizeof(float) || RealSizeInFile == sizeof(double));
        //
        // Now set stream back to earlier position.
        //
        ifs.seekg(CURPOS, std::ios::beg);
        //
        // Skip to our place in the file.
        //
        int id = 0;
        for ( ; id < NReaders; id++) {
            if (rprocs[id] == MyProc) {
                break;
            }
        }
 
        AMREX_ASSERT(id >= 0 && id < NReaders);
 
        const std::streamoff NSKIP = id * (NP/NReaders) * (DM+NX) * RealSizeInFile;
 
        if (NSKIP > 0)
        {
            ifs.seekg(NSKIP, std::ios::cur);
        }
 
        if (!ifs.good())
        {
            std::string msg("ParticleContainer::InitFromBinaryFile(");
            msg += file;
            msg += ") failed @ 1";
            amrex::Error(msg.c_str());
        }
    }
    //
    // Everyone needs to know NP -- the number of particles in the file.
    //
    ParallelDescriptor::ReduceLongMax(NP);
    //
    // How many particles each reader gets to read.
    //
    Long MyCnt = NP / NReaders;
 
    if (MyProc == rprocs[0]) {
        //
        // Give any remainder to the first reader.
        //
        MyCnt += NP % NReaders;
    }
 
    Long how_many_redists = NP / (NPartPerRedist*NReaders), how_many_read = 0;
 
    if (NP % (NPartPerRedist*NReaders)) { how_many_redists++; }
 
    Vector<float>  fxtra, fignore;
    Vector<double> dxtra, dignore;
 
    if (extradata > 0)
    {
        fxtra.resize(extradata);
        dxtra.resize(extradata);
    }
 
    if ((NX-extradata) > 0)
    {
        fignore.resize(NX-extradata);
        dignore.resize(NX-extradata);
    }
 
    ParticleLocData pld;
 
    for (int j = 0; j < how_many_redists; j++)
    {
 
        Vector<std::map<std::pair<int, int>, Gpu::HostVector<ParticleType> > > host_particles;
        host_particles.reserve(15);
        host_particles.resize(finestLevel()+1);
 
        if (readers.find(MyProc) != readers.end())
        {
            ParticleType p;
 
            AMREX_ASSERT(MyCnt > how_many_read);
 
            const Long NRead = std::min((MyCnt-how_many_read), NPartPerRedist);
 
            for (Long i = 0; i < NRead; i++)
            {
                //
                // We don't read in idata.id or idata.cpu.  We'll set those later
                // in a manner to guarantee the global uniqueness of the pair.
                //
                if (RealSizeInFile == sizeof(float))
                {
                    float fpos[AMREX_SPACEDIM];
 
                    ifs.read((char*)&fpos[0], AMREX_SPACEDIM*sizeof(float));
 
                    AMREX_D_TERM(p.pos(0) = fpos[0];,
                                 p.pos(1) = fpos[1];,
                                 p.pos(2) = fpos[2];);
 
                }
                else if (RealSizeInFile == sizeof(double))
                {
                    double dpos[AMREX_SPACEDIM];
 
                    ifs.read((char*)&dpos[0], AMREX_SPACEDIM*sizeof(double));
 
                    AMREX_D_TERM(p.pos(0) = static_cast<ParticleReal>(dpos[0]);,
                                 p.pos(1) = static_cast<ParticleReal>(dpos[1]);,
                                 p.pos(2) = static_cast<ParticleReal>(dpos[2]););
                }
 
                //
                // Read in any "extradata".
                //
                if (extradata > 0)
                {
                    if (RealSizeInFile == sizeof(float))
                    {
                        ifs.read((char*)fxtra.data(), std::streamsize(extradata*sizeof(float)));
 
                        for (int ii = 0; ii < extradata; ii++) {
                            p.rdata(ii) = static_cast<ParticleReal>(fxtra[ii]);
                        }
                    }
                    else if (RealSizeInFile == sizeof(double))
                    {
                        ifs.read((char*)dxtra.data(), std::streamsize(extradata*sizeof(double)));
 
                        for (int ii = 0; ii < extradata; ii++) {
                            p.rdata(ii) = static_cast<ParticleReal>(dxtra[ii]);
                        }
                    }
                }
                //
                // Read any remaining data for this particle.
                //
                if ((NX-extradata) > 0)
                {
                    if (RealSizeInFile == sizeof(float))
                    {
                        ifs.read((char*)fignore.data(), std::streamsize((NX-extradata)*sizeof(float)));
                    }
                    else if (RealSizeInFile == sizeof(double))
                    {
                        ifs.read((char*)dignore.data(), std::streamsize((NX-extradata)*sizeof(double)));
                    }
                }
 
                if (!ifs.good())
                {
                    std::string msg("ParticleContainer::InitFromBinaryFile(");
                    msg += file;
                    msg += ") failed @ 2";
                    amrex::Error(msg.c_str());
                }
 
                if (!Where(p, pld))
                {
                    PeriodicShift(p);
 
                    if (!Where(p, pld))
                    {
                        if (m_verbose) {
                            amrex::AllPrint() << "BAD PARTICLE ID WOULD BE " << ParticleType::NextID() << '\n'
                                              << "BAD PARTICLE POS "
                                              << AMREX_D_TERM(   p.pos(0),
                                                              << p.pos(1),
                                                              << p.pos(2))
                                              << "\n";
                        }
                        amrex::Abort("ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt>::InitFromBinaryFile(): invalid particle");
                    }
                }
 
                p.id()  = ParticleType::NextID();
                p.cpu() = MyProc;
 
                host_particles[pld.m_lev][std::make_pair(pld.m_grid, pld.m_tile)].push_back(p);
            }
 
            how_many_read += NRead;
        }
 
        for (int host_lev = 0; host_lev < static_cast<int>(host_particles.size()); ++host_lev)
        {
            for (auto& kv : host_particles[host_lev]) {
                auto grid = kv.first.first;
                auto tile = kv.first.second;
                const auto& src_tile = kv.second;
 
                auto& dst_tile = GetParticles(host_lev)[std::make_pair(grid,tile)];
                auto old_size = dst_tile.GetArrayOfStructs().size();
                auto new_size = old_size + src_tile.size();
                dst_tile.resize(new_size);
 
                Gpu::copyAsync(Gpu::hostToDevice, src_tile.begin(), src_tile.end(),
                               dst_tile.GetArrayOfStructs().begin() + old_size);
            }
        }
        Gpu::streamSynchronize();
 
        Redistribute();
 
        //
        // Move particles in m_particles into tmp_particles so that
        // we don't keep trying to redistribute particles that have
        // already been redistributed correctly.
        //
        for (int lev = 0; lev < m_particles.size(); lev++)
        {
            auto& pmap     = m_particles[lev];
            auto& tmp_pmap = tmp_particles[lev];
 
            for (auto& kv : pmap) {
                auto& aos = kv.second.GetArrayOfStructs()();
                auto& tmp_aos = tmp_pmap[kv.first].GetArrayOfStructs()();
 
                tmp_aos.insert(tmp_aos.end(), aos.begin(), aos.end());
                ParticleVector().swap(aos);
            }
 
            ParticleLevel().swap(pmap);
        }
    }
    //
    // Make tmp_particles the new m_particles.
    //
    tmp_particles.swap(m_particles);
    //
    // Add up all the particles read in to get the total number of particles.
    //
    if (m_verbose > 0)
    {
        Long num_particles_read = how_many_read;
 
        ParallelDescriptor::ReduceLongSum(num_particles_read, ParallelDescriptor::IOProcessorNumber());
 
        amrex::Print() << "\nTotal number of particles: " << num_particles_read << '\n';
    }
 
    AMREX_ASSERT(OK());
 
    if (m_verbose > 1)
    {
        ByteSpread();
 
        auto runtime = amrex::second() - strttime;
 
        ParallelDescriptor::ReduceRealMax(runtime, ParallelDescriptor::IOProcessorNumber());
 
        amrex::Print() << "InitFromBinaryFile() time: " << runtime << '\n';
    }
 
    Gpu::streamSynchronize();
}
 
//
// This function expects to read a file containing the pathnames of
// binary particles files needing to be read in for input.  It expects
// one file name per line.
//
 
template <typename ParticleType, int NArrayReal, int NArrayInt,
          template<class> class Allocator, class CellAssignor>
void
ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt, Allocator, CellAssignor>::
InitFromBinaryMetaFile (const std::string& metafile,
                        int                extradata)
{
    BL_PROFILE("ParticleContainer<NSR, NSI, NAR, NAI>::InitFromBinaryMetaFile()");
    const auto strttime = amrex::second();
 
    std::ifstream ifs(metafile.c_str(), std::ios::in);
 
    std::string file;
 
    for (;;)
    {
        std::getline(ifs,file);
 
        if (!ifs.good()) { break; }
 
        if (m_verbose > 1) {
            amrex::Print() << "InitFromBinaryMetaFile: processing file: " << file << '\n';
        }
 
        InitFromBinaryFile(file, extradata);
    }
 
    if (m_verbose > 1)
    {
        ByteSpread();
 
        auto runtime = amrex::second() - strttime;
 
        ParallelDescriptor::ReduceRealMax(runtime, ParallelDescriptor::IOProcessorNumber());
 
        amrex::Print() << "InitFromBinaryMetaFile() time: " << runtime << '\n';
    }
}
 
template <typename ParticleType, int NArrayReal, int NArrayInt,
          template<class> class Allocator, class CellAssignor>
void
ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt, Allocator, CellAssignor>::
InitRandom (Long                    icount,
            ULong                   iseed,
            const ParticleInitData& pdata,
            bool                    serialize,
            RealBox                 containing_bx)
{
    BL_PROFILE("ParticleContainer<NSR, NSI, NAR, NAI>::InitRandom()");
    AMREX_ASSERT(iseed  > 0);
    AMREX_ASSERT(icount > 0);
 
    AMREX_ASSERT(m_gdb != nullptr);
 
    const int       MyProc   = ParallelDescriptor::MyProc();
    const int       NProcs   = ParallelDescriptor::NProcs();
    const int       IOProc   = ParallelDescriptor::IOProcessorNumber();
    const auto      strttime = amrex::second();
    const Geometry& geom     = Geom(0);
 
    Real r, x, len[AMREX_SPACEDIM] = { AMREX_D_DECL(geom.ProbLength(0),
                                           geom.ProbLength(1),
                                           geom.ProbLength(2)) };
 
    // We will enforce that the particles are within the containing_bx.
    // If containing_bx is not passed in, it defaults to the full domain.
    if (!containing_bx.ok()) { containing_bx = geom.ProbDomain(); }
 
    // containing_bx is assumed to lie within the domain.
    if (!geom.ProbDomain().contains(containing_bx))
    {
        containing_bx.setLo(geom.ProbLo());
        containing_bx.setHi(geom.ProbHi());
    }
 
    const Real* xlo = containing_bx.lo();
    const Real* xhi = containing_bx.hi();
 
    amrex::InitRandom(iseed+MyProc);
 
    if (serialize)
    {
        if(icount*AMREX_SPACEDIM >= std::numeric_limits<int>::max())
        {
            amrex::Abort(
                "InitRandom has serialize=true, but this would cause too much "
                "particle data to be sent from IOProc. Set serialize=false, "
                "or use fewer than " +
                std::to_string(
                    amrex::Math::ceil(
                        amrex::Real(std::numeric_limits<int>::max()) /
                        amrex::Real(AMREX_SPACEDIM)
                    )
                ) + " particles."
            );
        }
        //
        // We'll let IOProc generate the particles so we get the same
        // positions no matter how many CPUs we have.  This is here
        // mainly for debugging purposes.  It's not really useful for
        // very large numbers of particles.
        //
        //
        Vector<typename ParticleType::RealType> pos(icount*AMREX_SPACEDIM);
 
        if (ParallelDescriptor::IOProcessor())
        {
            for (Long j = 0; j < icount; j++)
            {
                for (int i = 0; i < AMREX_SPACEDIM; i++)
                {
                    do
                    {
                        r = amrex::Random();
                        x = geom.ProbLo(i) + (r * len[i]);
                    }
                    while (static_cast<ParticleReal>(x) < static_cast<ParticleReal>(xlo[i]) || static_cast<ParticleReal>(x) >= static_cast<ParticleReal>(xhi[i]));
 
                    pos[j*AMREX_SPACEDIM + i] = static_cast<ParticleReal>(x);
                }
            }
        }
 
        ParallelDescriptor::Bcast(pos.dataPtr(), icount*AMREX_SPACEDIM, IOProc);
 
        ParticleLocData pld;
 
        Vector<std::map<std::pair<int, int>, Gpu::HostVector<ParticleType> > > host_particles;
        host_particles.reserve(15);
        host_particles.resize(finestLevel()+1);
 
        Vector<std::map<std::pair<int, int>, std::array<Gpu::HostVector<ParticleReal>, NArrayReal > > > host_real_attribs;
        host_real_attribs.reserve(15);
        host_real_attribs.resize(finestLevel()+1);
 
        Vector<std::map<std::pair<int, int>, std::array<Gpu::HostVector<int>, NArrayInt > > > host_int_attribs;
        host_int_attribs.reserve(15);
        host_int_attribs.resize(finestLevel()+1);
 
        Vector<std::map<std::pair<int, int>, Gpu::HostVector<uint64_t> > > host_idcpu;
        host_idcpu.reserve(15);
        host_idcpu.resize(finestLevel()+1);
 
        for (Long j = 0; j < icount; j++)
        {
            Particle<0, 0> ptest;
 
            for (int i = 0; i < AMREX_SPACEDIM; i++) {
                ptest.pos(i) = pos[j*AMREX_SPACEDIM + i];
            }
 
            if (!Where(ptest, pld)) {
                amrex::Abort("ParticleContainer::InitRandom(): invalid particle");
            }
 
            AMREX_ASSERT(pld.m_lev >= 0 && pld.m_lev <= finestLevel());
            std::pair<int, int> ind(pld.m_grid, pld.m_tile);
 
            const int who = ParticleDistributionMap(pld.m_lev)[pld.m_grid];
 
            if (who == MyProc) {
 
                if constexpr(!ParticleType::is_soa_particle)
                {
                    ParticleType p;
                    for (int i = 0; i < AMREX_SPACEDIM; i++) {
                        p.pos(i) = pos[j*AMREX_SPACEDIM + i];
                    }
 
                    // We own it. Add it at the appropriate level.
                    p.id()  = ParticleType::NextID();
                    p.cpu() = MyProc;
 
                    for (int i = 0; i < NStructInt; i++) {
                        p.idata(i) = pdata.int_struct_data[i];
                    }
 
                    for (int i = 0; i < NStructReal; i++) {
                        p.rdata(i) = static_cast<ParticleReal>(pdata.real_struct_data[i]);
                    }
 
                    // add the struct
                    host_particles[pld.m_lev][ind].push_back(p);
 
                    // add the real...
                    for (int i = 0; i < NArrayReal; i++) {
                        host_real_attribs[pld.m_lev][ind][i].push_back(static_cast<ParticleReal>(pdata.real_array_data[i]));
                    }
 
                    // ... and int array data
                    for (int i = 0; i < NArrayInt; i++) {
                        host_int_attribs[pld.m_lev][ind][i].push_back(pdata.int_array_data[i]);
                    }
                } else {
                    for (int i = 0; i < AMREX_SPACEDIM; i++) {
                        host_real_attribs[pld.m_lev][ind][i].push_back(pos[j*AMREX_SPACEDIM+i]);
                    }
 
                    host_idcpu[pld.m_lev][ind].push_back(0);
                    ParticleIDWrapper(host_idcpu[pld.m_lev][ind].back()) = ParticleType::NextID();
                    ParticleCPUWrapper(host_idcpu[pld.m_lev][ind].back()) = ParallelDescriptor::MyProc();
 
                    host_particles[pld.m_lev][ind];
 
                    // add the real...
                    for (int i = AMREX_SPACEDIM; i < NArrayReal; i++) {
                        host_real_attribs[pld.m_lev][ind][i].push_back(static_cast<ParticleReal>(pdata.real_array_data[i]));
                    }
 
                    // ... and int array data
                    for (int i = 2; i < NArrayInt; i++) {
                        host_int_attribs[pld.m_lev][ind][i].push_back(pdata.int_array_data[i]);
                    }
                }
            }
        }
 
        for (int host_lev = 0; host_lev < static_cast<int>(host_particles.size()); ++host_lev)
        {
            for (auto& kv : host_particles[host_lev]) {
                auto grid = kv.first.first;
                auto tile = kv.first.second;
                const auto& src_tile = kv.second;
 
                auto& dst_tile = GetParticles(host_lev)[std::make_pair(grid,tile)];
                auto old_size = dst_tile.size();
                auto new_size = old_size;
                if constexpr(!ParticleType::is_soa_particle)
                {
                    new_size += src_tile.size();
                } else {
                    new_size += host_real_attribs[host_lev][std::make_pair(grid,tile)][0].size();
                }
                dst_tile.resize(new_size);
 
                if constexpr(!ParticleType::is_soa_particle)
                {
                    Gpu::copyAsync(Gpu::hostToDevice, src_tile.begin(), src_tile.end(),
                                   dst_tile.GetArrayOfStructs().begin() + old_size);
                } else {
                    Gpu::copyAsync(Gpu::hostToDevice,
                                   host_idcpu[host_lev][std::make_pair(grid,tile)].begin(),
                                   host_idcpu[host_lev][std::make_pair(grid,tile)].end(),
                                   dst_tile.GetStructOfArrays().GetIdCPUData().begin() + old_size);
                }
 
                for (int i = 0; i < NArrayReal; ++i) { // NOLINT(readability-misleading-indentation)
                    Gpu::copyAsync(Gpu::hostToDevice,
                                   host_real_attribs[host_lev][std::make_pair(grid,tile)][i].begin(),
                                   host_real_attribs[host_lev][std::make_pair(grid,tile)][i].end(),
                                   dst_tile.GetStructOfArrays().GetRealData(i).begin() + old_size);
                }
 
                for (int i = 0; i < NArrayInt; ++i) {
                    Gpu::copyAsync(Gpu::hostToDevice,
                                   host_int_attribs[host_lev][std::make_pair(grid,tile)][i].begin(),
                                   host_int_attribs[host_lev][std::make_pair(grid,tile)][i].end(),
                                   dst_tile.GetStructOfArrays().GetIntData(i).begin() + old_size);
                }
            }
        }
        Gpu::streamSynchronize();
 
        AMREX_ASSERT(OK());
    }
    else {
        // We'll generate the particles in parallel.
        // Each CPU will key off the given seed to get independent streams of random numbers.
        Long M = icount / NProcs;
        // Processor 0 will get the slop.
        if (MyProc == 0) {
            M += (icount % NProcs);
        }
 
        ParticleLocData pld;
 
        Vector<std::map<std::pair<int, int>, Gpu::HostVector<ParticleType> > > host_particles;
        host_particles.reserve(15);
        host_particles.resize(finestLevel()+1);
 
        Vector<std::map<std::pair<int, int>, std::array<Gpu::HostVector<ParticleReal>, NArrayReal > > > host_real_attribs;
        host_real_attribs.reserve(15);
        host_real_attribs.resize(finestLevel()+1);
 
        Vector<std::map<std::pair<int, int>, std::array<Gpu::HostVector<int>, NArrayInt > > > host_int_attribs;
        host_int_attribs.reserve(15);
        host_int_attribs.resize(finestLevel()+1);
 
        Vector<std::map<std::pair<int, int>, Gpu::HostVector<uint64_t> > > host_idcpu;
        host_idcpu.reserve(15);
        host_idcpu.resize(finestLevel()+1);
 
        for (Long icnt = 0; icnt < M; icnt++) {
            Particle<0, 0> ptest;
            for (int i = 0; i < AMREX_SPACEDIM; i++) {
                do {
                    r = amrex::Random();
                    x = geom.ProbLo(i) + (r * len[i]);
                }
                while (static_cast<ParticleReal>(x) < static_cast<ParticleReal>(xlo[i]) || static_cast<ParticleReal>(x) >= static_cast<ParticleReal>(xhi[i]));
 
                ptest.pos(i) = static_cast<ParticleReal>(x);
 
                AMREX_ASSERT(ptest.pos(i) < geom.ProbHi(i));
            }
 
            ptest.id()  = ParticleType::NextID();
            ptest.cpu() = ParallelDescriptor::MyProc();
 
            // locate the particle
            if (!Where(ptest, pld))
            {
                amrex::Abort("ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt>::InitRandom(): invalid particle");
            }
            AMREX_ASSERT(pld.m_lev >= 0 && pld.m_lev <= finestLevel());
            std::pair<int, int> ind(pld.m_grid, pld.m_tile);
 
            if constexpr(!ParticleType::is_soa_particle)
            {
                ParticleType p;
                for (int i = 0; i < AMREX_SPACEDIM; i++) {
                    p.pos(i) = ptest.pos(i);;
                }
 
                p.id()  = ptest.id();
                p.cpu() = ptest.cpu();
 
                for (int i = 0; i < NStructReal; i++) {
                    p.rdata(i) = static_cast<ParticleReal>(pdata.real_struct_data[i]);
                }
 
                for (int i = 0; i < NStructInt; i++) {
                    p.idata(i) = pdata.int_struct_data[i];
                }
 
                // add the struct
                host_particles[pld.m_lev][ind].push_back(p);
 
                // add the real...
                for (int i = 0; i < NArrayReal; i++) {
                    host_real_attribs[pld.m_lev][ind][i].push_back(static_cast<ParticleReal>(pdata.real_array_data[i]));
                }
 
                // ... and int array data
                for (int i = 0; i < NArrayInt; i++) {
                    host_int_attribs[pld.m_lev][ind][i].push_back(pdata.int_array_data[i]);
                }
            } else {
                for (int i = 0; i < AMREX_SPACEDIM; i++) {
                    host_real_attribs[pld.m_lev][ind][i].push_back(ptest.pos(i));
                }
 
                host_idcpu[pld.m_lev][ind].push_back(0);
                ParticleIDWrapper(host_idcpu[pld.m_lev][ind].back()) = ParticleType::NextID();
                ParticleCPUWrapper(host_idcpu[pld.m_lev][ind].back()) = ParallelDescriptor::MyProc();
 
                host_particles[pld.m_lev][ind];
 
                // add the real...
                for (int i = AMREX_SPACEDIM; i < NArrayReal; i++) {
                    host_real_attribs[pld.m_lev][ind][i].push_back(static_cast<ParticleReal>(pdata.real_array_data[i]));
                }
 
                // ... and int array data
                for (int i = 2; i < NArrayInt; i++) {
                    host_int_attribs[pld.m_lev][ind][i].push_back(pdata.int_array_data[i]);
                }
            }
        }
 
        for (int host_lev = 0; host_lev < static_cast<int>(host_particles.size()); ++host_lev)
        {
            for (auto& kv : host_particles[host_lev]) {
                auto grid = kv.first.first;
                auto tile = kv.first.second;
                const auto& src_tile = kv.second;
 
                auto& dst_tile = GetParticles(host_lev)[std::make_pair(grid,tile)];
                auto old_size = dst_tile.size();
                auto new_size = old_size;
                if constexpr(!ParticleType::is_soa_particle)
                {
                    new_size += src_tile.size();
                } else {
                    new_size += host_real_attribs[host_lev][std::make_pair(grid,tile)][0].size();
                }
                dst_tile.resize(new_size);
 
                if constexpr(!ParticleType::is_soa_particle)
                {
                    Gpu::copyAsync(Gpu::hostToDevice, src_tile.begin(), src_tile.end(),
                                   dst_tile.GetArrayOfStructs().begin() + old_size);
                } else {
                    Gpu::copyAsync(Gpu::hostToDevice,
                                   host_idcpu[host_lev][std::make_pair(grid,tile)].begin(),
                                   host_idcpu[host_lev][std::make_pair(grid,tile)].end(),
                                   dst_tile.GetStructOfArrays().GetIdCPUData().begin() + old_size);
                }
 
                for (int i = 0; i < NArrayReal; ++i) { // NOLINT(readability-misleading-indentation)
                    Gpu::copyAsync(Gpu::hostToDevice,
                                   host_real_attribs[host_lev][std::make_pair(grid,tile)][i].begin(),
                                   host_real_attribs[host_lev][std::make_pair(grid,tile)][i].end(),
                                   dst_tile.GetStructOfArrays().GetRealData(i).begin() + old_size);
                }
 
                for (int i = 0; i < NArrayInt; ++i) {
                    Gpu::copyAsync(Gpu::hostToDevice,
                                   host_int_attribs[host_lev][std::make_pair(grid,tile)][i].begin(),
                                   host_int_attribs[host_lev][std::make_pair(grid,tile)][i].end(),
                                   dst_tile.GetStructOfArrays().GetIntData(i).begin() + old_size);
                }
            }
        }
        Gpu::streamSynchronize();
 
        // Let Redistribute() sort out where the particles belong.
        Redistribute();
    }
 
    if (m_verbose > 1)
    {
        auto stoptime = amrex::second() - strttime;
 
        ParallelDescriptor::ReduceRealMax(stoptime,IOProc);
 
        amrex::Print() << "ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt>::InitRandom() time: " << stoptime << '\n';
    }
 
    Gpu::streamSynchronize();
}
 
template <typename ParticleType, int NArrayReal, int NArrayInt,
          template<class> class Allocator, class CellAssignor>
void
ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt, Allocator, CellAssignor>
::InitRandomPerBox (Long                    icount_per_box,
                    ULong                   iseed,
                    const ParticleInitData& pdata)
{
    BL_PROFILE("ParticleContainer<NSR, NSI, NAR, NAI>::InitRandomPerBox()");
    AMREX_ASSERT(iseed  > 0);
    AMREX_ASSERT(icount_per_box > 0);
 
    AMREX_ASSERT(m_gdb != nullptr);
 
    const int       IOProc   = ParallelDescriptor::IOProcessorNumber();
    const auto      strttime = amrex::second();
    const Geometry& geom     = Geom(0);
 
    ParticleLocData pld;
    ParticleType p;
 
    // This assumes level 0 since geom = m_gdb->Geom(0)
    const Real* dx  = geom.CellSize();
 
    // We use exactly the same seed for every grid
    std::mt19937 mt(iseed);
    std::uniform_real_distribution<double> dist(0.0, 1.0);
 
    m_particles.resize(m_gdb->finestLevel()+1);
 
    for (int lev = 0; lev < m_particles.size(); lev++)
    {
        AMREX_ASSERT(m_particles[lev].empty());
    }
 
    // We'll generate the particles in parallel -- but no tiling here.
    for (MFIter mfi(*m_dummy_mf[0], false); mfi.isValid(); ++mfi)
    {
        Box grid = m_gdb->ParticleBoxArray(0)[mfi.index()];
        RealBox grid_box = RealBox(grid,dx,geom.ProbLo());
 
        for (Long icnt = 0; icnt < icount_per_box; icnt++) {
        for (Long jcnt = 0; jcnt < icount_per_box; jcnt++) {
        for (Long kcnt = 0; kcnt < icount_per_box; kcnt++)
        {
            AMREX_D_TERM(
                p.pos(0) = static_cast<ParticleReal>(grid_box.lo(0) + (dist(mt) + double(icnt)) / double(icount_per_box) * grid_box.length(0));,
                p.pos(1) = static_cast<ParticleReal>(grid_box.lo(1) + (dist(mt) + double(jcnt)) / double(icount_per_box) * grid_box.length(1));,
                p.pos(2) = static_cast<ParticleReal>(grid_box.lo(2) + (dist(mt) + double(kcnt)) / double(icount_per_box) * grid_box.length(2));
            );
 
            for (int i = 0; i < AMREX_SPACEDIM; i++) {
                AMREX_ASSERT(p.pos(i) < grid_box.hi(i));
            }
 
            // the real struct data
            for (int i = 0; i < NStructReal; i++) {
                p.rdata(i) = static_cast<ParticleReal>(pdata.real_struct_data[i]);
            }
 
            // the int struct data
            p.id()  = ParticleType::NextID();
            p.cpu() = ParallelDescriptor::MyProc();
 
            for (int i = 0; i < NStructInt; i++) {
                p.idata(i) = pdata.int_struct_data[i];
            }
 
            // locate the particle
            if (!Where(p, pld)) {
                amrex::Abort("ParticleContainer::InitRandomPerBox(): invalid particle");
            }
            AMREX_ASSERT(pld.m_lev >= 0 && pld.m_lev <= finestLevel());
            std::pair<int, int> ind(pld.m_grid, pld.m_tile);
 
            // add the struct
            m_particles[pld.m_lev][ind].push_back(p);
 
            // add the real...
            for (int i = 0; i < NArrayReal; i++) {
                m_particles[pld.m_lev][ind].push_back_real(i, static_cast<ParticleReal>(pdata.real_array_data[i]));
            }
 
            // ... and int array data
            for (int i = 0; i < NArrayInt; i++) {
                m_particles[pld.m_lev][ind].push_back_int(i, pdata.int_array_data[i]);
            }
 
        } } }
    }
 
    if (m_verbose > 1)
    {
        auto stoptime = amrex::second() - strttime;
 
        ParallelDescriptor::ReduceRealMax(stoptime,IOProc);
 
        amrex::Print() << "ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt>::InitRandomPerBox() time: " << stoptime << '\n';
    }
}
 
template <typename ParticleType, int NArrayReal, int NArrayInt,
          template<class> class Allocator, class CellAssignor>
void
ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt, Allocator, CellAssignor>::
InitOnePerCell (Real x_off, Real y_off, Real z_off, const ParticleInitData& pdata)
{
    amrex::ignore_unused(y_off,z_off);
 
    BL_PROFILE("ParticleContainer<NSR, NSI, NAR, NAI>::InitOnePerCell()");
 
    AMREX_ASSERT(m_gdb != nullptr);
 
    // Note that x_off, y_off and z_off are the offsets from the lower left corner
    // in each cell as measured in units of dx, so they must be in [0,1]
    AMREX_ASSERT(x_off >= 0. && y_off >= 0. && z_off >= 0.);
    AMREX_ASSERT(x_off <= 1. && y_off <= 1. && z_off <= 1.);
 
    const int       IOProc   = ParallelDescriptor::IOProcessorNumber();
    const auto      strttime = amrex::second();
    const Geometry& geom     = Geom(0);  // generates particles on level 0;
 
    const Real* dx  = geom.CellSize();
 
    ParticleType p;
 
    // We'll generate the particles in parallel -- but no tiling of the grid here.
    for (MFIter mfi(*m_dummy_mf[0], false); mfi.isValid(); ++mfi) {
        Box grid = ParticleBoxArray(0)[mfi.index()];
        auto ind = std::make_pair(mfi.index(), mfi.LocalTileIndex());
        RealBox grid_box (grid,dx,geom.ProbLo());
        ParticleTile<ParticleType, NArrayReal, NArrayInt, amrex::PinnedArenaAllocator> ptile_tmp;
        for (IntVect beg = grid.smallEnd(), end=grid.bigEnd(), cell = grid.smallEnd(); cell <= end; grid.next(cell))
        {
            // the real struct data
            AMREX_D_TERM(p.pos(0) = static_cast<ParticleReal>(grid_box.lo(0) + (x_off + cell[0]-beg[0])*dx[0]);,
                         p.pos(1) = static_cast<ParticleReal>(grid_box.lo(1) + (y_off + cell[1]-beg[1])*dx[1]);,
                         p.pos(2) = static_cast<ParticleReal>(grid_box.lo(2) + (z_off + cell[2]-beg[2])*dx[2]););
 
            for (int d = 0; d < AMREX_SPACEDIM; ++d) {
                AMREX_ASSERT(p.pos(d) < grid_box.hi(d));
            }
 
            for (int i = 0; i < NStructReal; i++) {
                p.rdata(i) = static_cast<ParticleReal>(pdata.real_struct_data[i]);
            }
 
            // the int struct data
            p.id()  = ParticleType::NextID();
            p.cpu() = ParallelDescriptor::MyProc();
 
            for (int i = 0; i < NStructInt; i++) {
                p.idata(i) = pdata.int_struct_data[i];
            }
 
            // add the struct
            ptile_tmp.push_back(p);
 
            // add the real...
            for (int i = 0; i < NArrayReal; i++) {
                ptile_tmp.push_back_real(i, static_cast<ParticleReal>(pdata.real_array_data[i]));
            }
 
            // ... and int array data
            for (int i = 0; i < NArrayInt; i++) {
                ptile_tmp.push_back_int(i, pdata.int_array_data[i]);
            }
        }
 
        m_particles[0][ind].resize(ptile_tmp.numParticles());
        amrex::copyParticles(m_particles[0][ind], ptile_tmp);
        Gpu::Device::streamSynchronize();
    }
 
    Redistribute();
 
    if (m_verbose > 1) {
        auto stoptime = amrex::second() - strttime;
 
        ParallelDescriptor::ReduceRealMax(stoptime,IOProc);
 
        amrex::Print() << "ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt>::InitOnePerCell() time: " << stoptime << '\n';
    }
}
 
template <typename ParticleType, int NArrayReal, int NArrayInt,
          template<class> class Allocator, class CellAssignor>
void
ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt, Allocator, CellAssignor>::
InitNRandomPerCell (int n_per_cell, const ParticleInitData& pdata)
{
    BL_PROFILE("ParticleContainer<NSR, NSI, NAR, NAI>::InitNRandomPerCell()");
 
    AMREX_ASSERT(m_gdb != nullptr);
 
    const int       IOProc   = ParallelDescriptor::IOProcessorNumber();
    const auto      strttime = amrex::second();
    const Geometry& geom     = Geom(0);
 
    // This assumes level 0 since geom = Geom(0)
    const Real* dx  = geom.CellSize();
 
    resizeData();
 
    for (int lev = 0; lev < m_particles.size(); lev++) {
        AMREX_ASSERT(m_particles[lev].empty());
    }
 
    ParticleLocData pld;
    ParticleType p;
    Real r;
 
    // We'll generate the particles in parallel -- but no tiling here.
    for (MFIter mfi(*m_dummy_mf[0], false); mfi.isValid(); ++mfi)
    {
        Box grid = ParticleBoxArray(0)[mfi.index()];
        RealBox grid_box (grid,dx,geom.ProbLo());
 
        Vector<std::map<std::pair<int, int>, Gpu::HostVector<ParticleType> > > host_particles;
        host_particles.reserve(15);
        host_particles.resize(finestLevel()+1);
 
        Vector<std::map<std::pair<int, int>, std::array<Gpu::HostVector<ParticleReal>, NArrayReal > > > host_real_attribs;
        host_real_attribs.reserve(15);
        host_real_attribs.resize(finestLevel()+1);
 
        Vector<std::map<std::pair<int, int>, std::array<Gpu::HostVector<int>, NArrayInt > > > host_int_attribs;
        host_int_attribs.reserve(15);
        host_int_attribs.resize(finestLevel()+1);
 
        for (IntVect beg = grid.smallEnd(), end=grid.bigEnd(),
                    cell = grid.smallEnd(); cell <= end; grid.next(cell)) {
 
            for (int n = 0; n < n_per_cell; n++)
            {
                // the real struct data
                for (int i = 0; i < AMREX_SPACEDIM; i++) {
                    constexpr int max_iter = 10;
                    int iter = 0;
                    while (iter < max_iter) {
                        r = amrex::Random();
                        p.pos(i) = static_cast<ParticleReal>(grid_box.lo(i) + (r + Real(cell[i]-beg[i]))*dx[i]);
                        if (p.pos(i) < grid_box.hi(i)) { break; }
                        iter++;
                    }
                    AMREX_ASSERT(p.pos(i) < grid_box.hi(i));
                }
 
                for (int i = 0; i < NStructReal; i++) {
                    p.rdata(i) = static_cast<ParticleReal>(pdata.real_struct_data[i]);
                }
 
                // the int struct data
                p.id()  = ParticleType::NextID();
                p.cpu() = ParallelDescriptor::MyProc();
 
                for (int i = 0; i < NStructInt; i++) {
                    p.idata(i) = pdata.int_struct_data[i];
                }
 
                // locate the particle
                if (!Where(p, pld)) {
                    amrex::Abort("ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt>::InitNRandomPerCell(): invalid particle");
                }
                AMREX_ASSERT(pld.m_lev >= 0 && pld.m_lev <= finestLevel());
                std::pair<int, int> ind(pld.m_grid, pld.m_tile);
 
                // add the struct
                host_particles[pld.m_lev][ind].push_back(p);
 
                // add the real...
                for (int i = 0; i < NArrayReal; i++) {
                    host_real_attribs[pld.m_lev][ind][i].push_back(pdata.real_array_data[i]);
                }
 
                // ... and int array data
                for (int i = 0; i < NArrayInt; i++) {
                    host_int_attribs[pld.m_lev][ind][i].push_back(pdata.int_array_data[i]);
                }
            }
        }
 
        for (int host_lev = 0; host_lev < static_cast<int>(host_particles.size()); ++host_lev)
        {
            for (auto& kv : host_particles[host_lev]) {
                auto gid = kv.first.first;
                auto tid = kv.first.second;
                const auto& src_tid = kv.second;
 
                auto& dst_tile = GetParticles(host_lev)[std::make_pair(gid,tid)];
                auto old_size = dst_tile.GetArrayOfStructs().size();
                auto new_size = old_size + src_tid.size();
                dst_tile.resize(new_size);
 
                Gpu::copyAsync(Gpu::hostToDevice, src_tid.begin(), src_tid.end(),
                               dst_tile.GetArrayOfStructs().begin() + old_size);
 
                for (int i = 0; i < NArrayReal; ++i)
                {
                    Gpu::copyAsync(Gpu::hostToDevice,
                                   host_real_attribs[host_lev][std::make_pair(gid,tid)][i].begin(),
                                   host_real_attribs[host_lev][std::make_pair(gid,tid)][i].end(),
                                   dst_tile.GetStructOfArrays().GetRealData(i).begin() + old_size);
                }
 
                for (int i = 0; i < NArrayInt; ++i)
                {
                    Gpu::copyAsync(Gpu::hostToDevice,
                                   host_int_attribs[host_lev][std::make_pair(gid,tid)][i].begin(),
                                   host_int_attribs[host_lev][std::make_pair(gid,tid)][i].end(),
                                   dst_tile.GetStructOfArrays().GetIntData(i).begin() + old_size);
                }
            }
        }
        Gpu::streamSynchronize();
    }
 
    if (m_verbose > 1)
    {
        auto stoptime = amrex::second() - strttime;
 
        ParallelDescriptor::ReduceRealMax(stoptime,IOProc);
 
        amrex::Print() << "ParticleContainer_impl<ParticleType, NArrayReal, NArrayInt>::InitNRandomPerCell() time: " << stoptime << '\n';
    }
 
    Gpu::streamSynchronize();
}
#endif /*AMREX_PARTICLEINIT_H*/