From a03a6a9692175de24bb4aec471b5383beefcf975 Mon Sep 17 00:00:00 2001 From: Goff Date: Wed, 28 Sep 2022 10:12:00 -0600 Subject: [PATCH 01/28] compute pace for ACE descriptor calculations --- src/ML-PACE/compute_pace.cpp | 496 +++++++++++++++++++++++++++++++++++ src/ML-PACE/compute_pace.h | 86 ++++++ 2 files changed, 582 insertions(+) create mode 100644 src/ML-PACE/compute_pace.cpp create mode 100644 src/ML-PACE/compute_pace.h diff --git a/src/ML-PACE/compute_pace.cpp b/src/ML-PACE/compute_pace.cpp new file mode 100644 index 0000000000..8c2b0b1afa --- /dev/null +++ b/src/ML-PACE/compute_pace.cpp @@ -0,0 +1,496 @@ +// clang-format off +/* ---------------------------------------------------------------------- + LAMMPS - Large-scale Atomic/Molecular Massively Parallel Simulator + https://www.lammps.org/, Sandia National Laboratories + Steve Plimpton, sjplimp@sandia.gov + Copyright (2003) Sandia Corporation. Under the terms of Contract + DE-AC04-94AL85000 with Sandia Corporation, the U.S. Government retains + certain rights in this software. This software is distributed under + the GNU General Public License. + See the README file in the top-level LAMMPS directory. +------------------------------------------------------------------------- */ + +#include "compute_pace.h" +#include "ace_evaluator.h" +#include "ace_c_basis.h" +#include "ace_abstract_basis.h" +#include "ace_types.h" +#include +#include + +#include "atom.h" +#include "update.h" +#include "modify.h" +#include "neighbor.h" +#include "neigh_list.h" +#include "neigh_request.h" +#include "force.h" +#include "pair.h" +#include "comm.h" +#include "memory.h" +#include "error.h" + +using namespace LAMMPS_NS; + +enum{SCALAR,VECTOR,ARRAY}; +ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : + Compute(lmp, narg, arg), cutsq(nullptr), list(nullptr), pace(nullptr), + paceall(nullptr), pace_peratom(nullptr), + basis_set(nullptr), ace(nullptr), map(nullptr), cg(nullptr) +{ + + array_flag = 1; + extarray = 0; + bikflag = 0; + dgradflag = 0; + + int ntypes = atom->ntypes; + int nargmin = 4; + + if (narg < nargmin) error->all(FLERR,"Illegal compute pace command"); + + bikflag = utils::inumeric(FLERR, arg[4], false, lmp); + dgradflag = utils::inumeric(FLERR, arg[5], false, lmp); + if (dgradflag && !bikflag) + error->all(FLERR,"Illegal compute pace command: dgradflag=1 requires bikflag=1"); + + + memory->create(map,ntypes+1,"pace:map"); + + //read in file with CG coefficients or c_tilde coefficients + basis_set = new ACECTildeBasisSet(arg[3]); + double cut = basis_set->cutoffmax; + double cutmax = basis_set->cutoffmax; + double cuti; + double radelemall = 0.5; + memory->create(cutsq,ntypes+1,ntypes+1,"pace:cutsq"); + for (int i = 1; i <= ntypes; i++) { + cuti = basis_set->radial_functions->cut(map[i], map[i]); + if (cuti > cutmax) cutmax = cuti; + cutsq[i][i] = cuti*cuti; + for (int j = i+1; j <= ntypes; j++) { + cuti = basis_set->radial_functions->cut(map[i], map[j]); + cutsq[i][j] = cutsq[j][i] = cuti*cuti; + } + } + //# of rank 1, rank > 1 functions + int n_r1, n_rp = 0; + n_r1 = basis_set->total_basis_size_rank1[0]; + n_rp = basis_set->total_basis_size[0]; + + int ncoeff = n_r1 + n_rp; + int nvalues = ncoeff; + + //----------------------------------------------------------- + nperdim = ncoeff; + ndims_force = 3; + ndims_virial = 6; + bik_rows = 1; + yoffset = nperdim; + zoffset = 2*nperdim; + natoms = atom->natoms; + if (bikflag) bik_rows = natoms; + dgrad_rows = ndims_force*natoms; + size_array_rows = bik_rows+dgrad_rows + ndims_virial; + if (dgradflag) { + size_array_rows = bik_rows + 3*natoms*natoms + 1; + size_array_cols = nvalues + 3; + error->warning(FLERR,"dgradflag=1 creates a N^2 array, beware of large systems."); + } + else size_array_cols = nvalues*atom->ntypes + 1; + lastcol = size_array_cols-1; + + ndims_peratom = ndims_force; + size_peratom = ndims_peratom*nperdim*atom->ntypes; + + nmax = 0; +} + +/* ---------------------------------------------------------------------- */ + +ComputePACE::~ComputePACE() +{ + memory->destroy(pace); + memory->destroy(paceall); + memory->destroy(cutsq); + memory->destroy(pace_peratom); + memory->destroy(map); +} + +/* ---------------------------------------------------------------------- */ + +void ComputePACE::init() +{ + if (force->pair == nullptr) + error->all(FLERR,"Compute pace requires a pair style be defined"); + if (cutmax > force->pair->cutforce) + error->all(FLERR,"Compute pace cutoff is longer than pairwise cutoff"); + + // need an occasional full neighbor list + neighbor->add_request(this, NeighConst::REQ_FULL | NeighConst::REQ_OCCASIONAL); + + int count = 0; + for (int i = 0; i < modify->ncompute; i++) + if (strcmp(modify->compute[i]->style,"pace") == 0) count++; + if (count > 1 && comm->me == 0) + error->warning(FLERR,"More than one compute pace"); + + // allocate memory for global array + memory->create(pace,size_array_rows,size_array_cols, + "pace:pace"); + memory->create(paceall,size_array_rows,size_array_cols, + "pace:paceall"); + array = paceall; + + // find compute for reference energy + + std::string id_pe = std::string("thermo_pe"); + int ipe = modify->find_compute(id_pe); + if (ipe == -1) + error->all(FLERR,"compute thermo_pe does not exist."); + c_pe = modify->compute[ipe]; + + // add compute for reference virial tensor + + std::string id_virial = std::string("pace_press"); + std::string pcmd = id_virial + " all pressure NULL virial"; + modify->add_compute(pcmd); + + int ivirial = modify->find_compute(id_virial); + if (ivirial == -1) + error->all(FLERR,"compute pace_press does not exist."); + c_virial = modify->compute[ivirial]; + +} + + +/* ---------------------------------------------------------------------- */ + +void ComputePACE::init_list(int /*id*/, NeighList *ptr) +{ + list = ptr; +} + +/* ---------------------------------------------------------------------- */ + +void ComputePACE::compute_array() +{ + int ntotal = atom->nlocal + atom->nghost; + double **f = atom->f; + invoked_array = update->ntimestep; + + // grow pace_peratom array if necessary + + if (atom->nmax > nmax) { + memory->destroy(pace_peratom); + nmax = atom->nmax; + memory->create(pace_peratom,nmax,size_peratom, + "pace:pace_peratom"); + } + + // clear global array + + for (int irow = 0; irow < size_array_rows; irow++){ + for (int icoeff = 0; icoeff < size_array_cols; icoeff++){ + pace[irow][icoeff] = 0.0; + } + } + + // clear local peratom array + + for (int i = 0; i < ntotal; i++){ + for (int icoeff = 0; icoeff < size_peratom; icoeff++) { + pace_peratom[i][icoeff] = 0.0; + } + } + + // invoke full neighbor list (will copy or build if necessary) + + neighbor->build_one(list); + SPECIES_TYPE *mus; + NS_TYPE *ns; + LS_TYPE *ls; + + int n_r1, n_rp = 0; + n_r1 = basis_set->total_basis_size_rank1[0]; + n_rp = basis_set->total_basis_size[0]; + + const int inum = list->inum; + const int* const ilist = list->ilist; + const int* const numneigh = list->numneigh; + int** const firstneigh = list->firstneigh; + int * const type = atom->type; + + //determine the maximum number of neighbours + int max_jnum = -1; + int nei = 0; + int jtmp =0; + for (int iitmp = 0; iitmp < list->inum; iitmp++) { + int itmp = ilist[iitmp]; + jtmp = numneigh[itmp]; + nei = nei + jtmp; + if (jtmp > max_jnum){ + max_jnum = jtmp; + } + } + + // compute pace derivatives for each atom in group + // use full neighbor list to count atoms less than cutoff + + double** const x = atom->x; + const int* const mask = atom->mask; + const int ntypes = atom->ntypes; + + for (int ii = 0; ii < inum; ii++) { + int irow = 0; + if (bikflag) irow = atom->tag[ilist[ii] & NEIGHMASK]-1; + const int i = ilist[ii]; + if (mask[i] & groupbit) { + const int itype = type[i]; + const int* const jlist = firstneigh[i]; + const int jnum = numneigh[i]; + const int typeoffset_local = ndims_peratom*nperdim*(itype-1); + const int typeoffset_global = nperdim*(itype-1); + + ace = new ACECTildeEvaluator(*basis_set); + int n_r1, n_rp = 0; + n_r1 = basis_set->total_basis_size_rank1[0]; + n_rp = basis_set->total_basis_size[0]; + + int ncoeff = n_r1 + n_rp; + ace->element_type_mapping.init(ntypes+1); + for (int ik = 1; ik <= ntypes; ik++) { + for(int mu = 0; mu < basis_set->nelements; mu++){ + if (mu != -1) { + if (mu == ik - 1) { + map[ik] = mu; + ace->element_type_mapping(ik) = mu; + } + } + } + } + + + if (dgradflag) { + + // dBi/dRi tags + + pace[bik_rows + ((atom->tag[i]-1)*3*natoms) + 3*(atom->tag[i]-1) + 0][0] = atom->tag[i]-1; + pace[bik_rows + ((atom->tag[i]-1)*3*natoms) + 3*(atom->tag[i]-1) + 0][1] = atom->tag[i]-1; + pace[bik_rows + ((atom->tag[i]-1)*3*natoms) + 3*(atom->tag[i]-1) + 0][2] = 0; + pace[bik_rows + ((atom->tag[i]-1)*3*natoms) + 3*(atom->tag[i]-1) + 1][0] = atom->tag[i]-1; + pace[bik_rows + ((atom->tag[i]-1)*3*natoms) + 3*(atom->tag[i]-1) + 1][1] = atom->tag[i]-1; + pace[bik_rows + ((atom->tag[i]-1)*3*natoms) + 3*(atom->tag[i]-1) + 1][2] = 1; + pace[bik_rows + ((atom->tag[i]-1)*3*natoms) + 3*(atom->tag[i]-1) + 2][0] = atom->tag[i]-1; + pace[bik_rows + ((atom->tag[i]-1)*3*natoms) + 3*(atom->tag[i]-1) + 2][1] = atom->tag[i]-1; + pace[bik_rows + ((atom->tag[i]-1)*3*natoms) + 3*(atom->tag[i]-1) + 2][2] = 2; + + // dBi/dRj tags + + for (int j=0; jtag[i]-1) + 0][0] = atom->tag[i]-1; + pace[bik_rows + ((j)*3*natoms) + 3*(atom->tag[i]-1) + 0][1] = j; + pace[bik_rows + ((j)*3*natoms) + 3*(atom->tag[i]-1) + 0][2] = 0; + pace[bik_rows + ((j)*3*natoms) + 3*(atom->tag[i]-1) + 1][0] = atom->tag[i]-1; + pace[bik_rows + ((j)*3*natoms) + 3*(atom->tag[i]-1) + 1][1] = j; + pace[bik_rows + ((j)*3*natoms) + 3*(atom->tag[i]-1) + 1][2] = 1; + pace[bik_rows + ((j)*3*natoms) + 3*(atom->tag[i]-1) + 2][0] = atom->tag[i]-1; + pace[bik_rows + ((j)*3*natoms) + 3*(atom->tag[i]-1) + 2][1] = j; + pace[bik_rows + ((j)*3*natoms) + 3*(atom->tag[i]-1) + 2][2] = 2; + } + } + + // resize the neighbor cache after setting the basis + ace->resize_neighbours_cache(max_jnum); + ace->compute_atom(i, atom->x, atom->type, list->numneigh[i], list->firstneigh[i]); + Array1D Bs =ace->B_all; + + for (int jj = 0; jj < jnum; jj++) { + const int j = jlist[jj]; + //replace mapping of jj to j + if (!dgradflag) { + double *pacedi = pace_peratom[i]+typeoffset_local; + double *pacedj = pace_peratom[j]+typeoffset_local; + + Array3D fs = ace->neighbours_dB; + //force array in (func_ind,neighbour_ind,xyz_ind) format + // dimension: (n_descriptors,max_jnum,3) + //example to access entries for neighbour jj after running compute_atom for atom i: + for (int func_ind =0; func_ind < n_r1 + n_rp; func_ind++){ + DOUBLE_TYPE fx_dB = fs(func_ind,jj,0); + DOUBLE_TYPE fy_dB = fs(func_ind,jj,1); + DOUBLE_TYPE fz_dB = fs(func_ind,jj,2); + pacedi[func_ind] += fx_dB; + pacedi[func_ind+yoffset] += fy_dB; + pacedi[func_ind+zoffset] += fz_dB; + pacedj[func_ind] -= fx_dB; + pacedj[func_ind+yoffset] -= fy_dB; + pacedj[func_ind+zoffset] -= fz_dB; + } + } else { + //printf("inside dBi/dRj logical : ncoeff = %d \n", ncoeff); + Array3D fs = ace->neighbours_dB; + for (int iicoeff = 0; iicoeff < ncoeff; iicoeff++) { + + // add to pace array for this proc + //printf("inside dBi/dRj loop\n"); + // dBi/dRj + DOUBLE_TYPE fx_dB = fs(iicoeff,jj,0); + DOUBLE_TYPE fy_dB = fs(iicoeff,jj,1); + DOUBLE_TYPE fz_dB = fs(iicoeff,jj,2); + pace[bik_rows + ((atom->tag[j]-1)*3*natoms) + 3*(atom->tag[i]-1) + 0][iicoeff+3] -= fx_dB; + pace[bik_rows + ((atom->tag[j]-1)*3*natoms) + 3*(atom->tag[i]-1) + 1][iicoeff+3] -= fy_dB; + pace[bik_rows + ((atom->tag[j]-1)*3*natoms) + 3*(atom->tag[i]-1) + 2][iicoeff+3] -= fz_dB; + + // dBi/dRi + pace[bik_rows + ((atom->tag[i]-1)*3*natoms) + 3*(atom->tag[i]-1) + 0][iicoeff+3] += fx_dB; + pace[bik_rows + ((atom->tag[i]-1)*3*natoms) + 3*(atom->tag[i]-1) + 1][iicoeff+3] += fy_dB; + pace[bik_rows + ((atom->tag[i]-1)*3*natoms) + 3*(atom->tag[i]-1) + 2][iicoeff+3] += fz_dB; + } + } + } // loop over jj inside + if (!dgradflag) { + + int k = typeoffset_global; + + for (int icoeff = 0; icoeff < ncoeff; icoeff++){ + pace[0][k++] += Bs(icoeff); + } + } else { + int k = 3; + for (int icoeff = 0; icoeff < ncoeff; icoeff++){ + pace[irow][k++] += Bs(icoeff); + } + } + delete ace; + } //group bit + } // for ii loop + delete basis_set; + // accumulate force contributions to global array + if (!dgradflag){ + for (int itype = 0; itype < atom->ntypes; itype++) { + const int typeoffset_local = ndims_peratom*nperdim*itype; + const int typeoffset_global = nperdim*itype; + for (int icoeff = 0; icoeff < nperdim; icoeff++) { + for (int i = 0; i < ntotal; i++) { + double *pacedi = pace_peratom[i]+typeoffset_local; + int iglobal = atom->tag[i]; + int irow = 3*(iglobal-1)+1; + pace[irow++][icoeff+typeoffset_global] += pacedi[icoeff]; + pace[irow++][icoeff+typeoffset_global] += pacedi[icoeff+yoffset]; + pace[irow][icoeff+typeoffset_global] += pacedi[icoeff+zoffset]; + } + } + } + } + + if (!dgradflag) { + // accumulate forces to global array + for (int i = 0; i < atom->nlocal; i++) { + int iglobal = atom->tag[i]; + int irow = 3*(iglobal-1)+1; + pace[irow++][lastcol] = atom->f[i][0]; + pace[irow++][lastcol] = atom->f[i][1]; + pace[irow][lastcol] = atom->f[i][2]; + } + } else { + + // for dgradflag=1, put forces at first 3 columns of bik rows + + for (int i=0; inlocal; i++) { + int iglobal = atom->tag[i]; + pace[iglobal-1][0+0] = atom->f[i][0]; + pace[iglobal-1][0+1] = atom->f[i][1]; + pace[iglobal-1][0+2] = atom->f[i][2]; + } + } + + dbdotr_compute(); + + // sum up over all processes + MPI_Allreduce(&pace[0][0],&paceall[0][0],size_array_rows*size_array_cols,MPI_DOUBLE,MPI_SUM,world); + + // assign energy to last column + + if (!dgradflag) { + for (int i = 0; i < bik_rows; i++) paceall[i][lastcol] = 0; + int irow = 0; + double reference_energy = c_pe->compute_scalar(); + paceall[irow][lastcol] = reference_energy; + } else { + + // assign reference energy right after the dgrad rows, first column + + int irow = bik_rows + 3*natoms*natoms; + double reference_energy = c_pe->compute_scalar(); + paceall[irow][0] = reference_energy; + } + + // assign virial stress to last column + // switch to Voigt notation + + if (!dgradflag) { + c_virial->compute_vector(); + int irow = 3*natoms+bik_rows; + paceall[irow++][lastcol] = c_virial->vector[0]; + paceall[irow++][lastcol] = c_virial->vector[1]; + paceall[irow++][lastcol] = c_virial->vector[2]; + paceall[irow++][lastcol] = c_virial->vector[5]; + paceall[irow++][lastcol] = c_virial->vector[4]; + paceall[irow++][lastcol] = c_virial->vector[3]; + } +} + +/* ---------------------------------------------------------------------- + compute global virial contributions via summing r_i.dB^j/dr_i over + own & ghost atoms +------------------------------------------------------------------------- */ +void ComputePACE::dbdotr_compute() +{ + + if (dgradflag) return; + + double **x = atom->x; + int irow0 = bik_rows+ndims_force*natoms; + + // sum over ace contributions to forces + // on all particles including ghosts + + int nall = atom->nlocal + atom->nghost; + for (int i = 0; i < nall; i++) + for (int itype = 0; itype < atom->ntypes; itype++) { + const int typeoffset_local = ndims_peratom*nvalues*itype; + const int typeoffset_global = nvalues*itype; + double *pacedi = pace_peratom[i]+typeoffset_local; + for (int icoeff = 0; icoeff < nperdim; icoeff++) { + double dbdx = pacedi[icoeff]; + double dbdy = pacedi[icoeff+yoffset]; + double dbdz = pacedi[icoeff+zoffset]; + int irow = irow0; + pace[irow++][icoeff+typeoffset_global] += dbdx*x[i][0]; + pace[irow++][icoeff+typeoffset_global] += dbdy*x[i][1]; + pace[irow++][icoeff+typeoffset_global] += dbdz*x[i][2]; + pace[irow++][icoeff+typeoffset_global] += dbdz*x[i][1]; + pace[irow++][icoeff+typeoffset_global] += dbdz*x[i][0]; + pace[irow++][icoeff+typeoffset_global] += dbdy*x[i][0]; + } + } +} + +/* ---------------------------------------------------------------------- + memory usage +------------------------------------------------------------------------- */ + +double ComputePACE::memory_usage() +{ + + double bytes = (double)size_array_rows*size_array_cols * + sizeof(double); // pace + bytes += (double)size_array_rows*size_array_cols * + sizeof(double); // paceall + bytes += (double)nmax*size_peratom * sizeof(double); // pace_peratom + int n = atom->ntypes+1; + bytes += (double)n*sizeof(int); // map + + return bytes; +} diff --git a/src/ML-PACE/compute_pace.h b/src/ML-PACE/compute_pace.h new file mode 100644 index 0000000000..e806c65c16 --- /dev/null +++ b/src/ML-PACE/compute_pace.h @@ -0,0 +1,86 @@ +/* -*- c++ -*- ---------------------------------------------------------- + LAMMPS - Large-scale Atomic/Molecular Massively Parallel Simulator + https://www.lammps.org/, Sandia National Laboratories + Steve Plimpton, sjplimp@sandia.gov + + Copyright (2003) Sandia Corporation. Under the terms of Contract + DE-AC04-94AL85000 with Sandia Corporation, the U.S. Government retains + certain rights in this software. This software is distributed under + the GNU General Public License. + + See the README file in the top-level LAMMPS directory. +------------------------------------------------------------------------- */ + +#ifdef COMPUTE_CLASS +// clang-format off +ComputeStyle(pace,ComputePACE); +// clang-format on +#else + +#ifndef LMP_COMPUTE_PACE_H +#define LMP_COMPUTE_PACE_H + +#include "compute.h" +#include "ace_c_basis.h" +#include "ace_evaluator.h" +#include "ace_abstract_basis.h" + +namespace LAMMPS_NS { + +class ComputePACE : public Compute { + public: + ComputePACE(class LAMMPS *, int, char **); + ~ComputePACE(); + void init(); + void init_list(int, class NeighList *); + void compute_array(); + double memory_usage(); + + private: + int natoms, nmax, size_peratom, lastcol; + int ncoeff, nvalues, nperdim, yoffset, zoffset; + int ndims_peratom, ndims_force, ndims_virial; + double **cutsq; + class NeighList *list; + double **pace, **paceall; + double **pace_peratom; + double rcutfac; + int *map; // map types to [0,nelements) + int nelements, chemflag; + int bikflag, bik_rows, dgradflag, dgrad_rows; + double *cg; + class ACECTildeEvaluator *ace; + class ACECTildeBasisSet *basis_set; + double cutmax; + Compute *c_pe; + Compute *c_virial; + + void dbdotr_compute(); +}; + +} // namespace LAMMPS_NS + +#endif +#endif + +/* ERROR/WARNING messages: + +E: Illegal ... command + +Self-explanatory. Check the input script syntax and compare to the +documentation for the command. You can use -echo screen as a +command-line option when running LAMMPS to see the offending line. + +E: Compute pace requires a pair style be defined + +Self-explanatory. + +E: Compute pace cutoff is longer than pairwise cutoff + +UNDOCUMENTED + +W: More than one compute pace/atom + +Self-explanatory. + +*/ From 43698824f122de724af3e7aa629f66d1650044b4 Mon Sep 17 00:00:00 2001 From: rohskopf Date: Wed, 28 Sep 2022 13:07:50 -0600 Subject: [PATCH 02/28] add examples --- examples/test.txt | 2 ++ 1 file changed, 2 insertions(+) create mode 100644 examples/test.txt diff --git a/examples/test.txt b/examples/test.txt new file mode 100644 index 0000000000..58e2592d61 --- /dev/null +++ b/examples/test.txt @@ -0,0 +1,2 @@ +this is a test + From b4eab5e9b01f5fa59d97de1bf19b96c549e9fc4e Mon Sep 17 00:00:00 2001 From: rohskopf Date: Wed, 28 Sep 2022 13:08:56 -0600 Subject: [PATCH 03/28] add examples --- .../multi-elem/coupling_coefficients.yace | 294 ++++++++++++++++++ examples/pace/multi-elem/latte_cell_0.data | 172 ++++++++++ examples/pace/multi-elem/latte_cell_0.xyz | 163 ++++++++++ .../pace/multi-elem/latte_cell_0_chi_i.npy | Bin 0 -> 1424928 bytes examples/pace/multi-elem/loop.sh | 7 + examples/pace/multi-elem/test_en.py | 84 +++++ 6 files changed, 720 insertions(+) create mode 100644 examples/pace/multi-elem/coupling_coefficients.yace create mode 100644 examples/pace/multi-elem/latte_cell_0.data create mode 100644 examples/pace/multi-elem/latte_cell_0.xyz create mode 100644 examples/pace/multi-elem/latte_cell_0_chi_i.npy create mode 100755 examples/pace/multi-elem/loop.sh create mode 100644 examples/pace/multi-elem/test_en.py diff --git a/examples/pace/multi-elem/coupling_coefficients.yace b/examples/pace/multi-elem/coupling_coefficients.yace new file mode 100644 index 0000000000..2953222216 --- /dev/null +++ b/examples/pace/multi-elem/coupling_coefficients.yace @@ -0,0 +1,294 @@ +elements: [H, N, O] +E0: [0.000000, 0.000000, 0.000000] +deltaSplineBins: 0.001000 +embeddings: + 0: {ndensity: 1, FS_parameters: [1.0, 1.0], npoti: FinnisSinclair, rho_core_cutoff: 100000, drho_core_cutoff: 250} + 1: {ndensity: 1, FS_parameters: [1.0, 1.0], npoti: FinnisSinclair, rho_core_cutoff: 100000, drho_core_cutoff: 250} + 2: {ndensity: 1, FS_parameters: [1.0, 1.0], npoti: FinnisSinclair, rho_core_cutoff: 100000, drho_core_cutoff: 250} +bonds: + [0, 0]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.0, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [0, 1]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.5, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [0, 2]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.7, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [1, 0]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.5, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [1, 1]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 4.4, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [1, 2]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.7, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [2, 0]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.7, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [2, 1]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.7, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [2, 2]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.5, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} +functions: + 0: + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [0], ns: [1], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [0], ns: [2], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [1], ns: [2], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [1], ns: [1], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [2], ns: [1], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [2], ns: [2], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 2], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 2], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 1], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 1], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [2, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 1], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 0], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 0], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 1], ns: [2, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [2, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [2, 2], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 1], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 0], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 1], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 1], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 2], ns: [2, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 0], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 1], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [2, 2], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [2, 2], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 1], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 0], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 1], ns: [2, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 2], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 1], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 0], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [2, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 1], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 1], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [2, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 1], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [2, 2], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [2, 2], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [1, 1, 2], ns: [1, 1, 1], ls: [1, 2, 1], ms_combs: [-1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -2, 1, 1, -1, 0, 1, 0, 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0.10540925533894599]} + - {mu0: 0, rank: 3, ndensity: 1, num_ms_combs: 19, mus: [0, 0, 0], ns: [1, 1, 1], ls: [2, 2, 2], ms_combs: [-2, 0, 2, -2, 1, 1, -2, 2, 0, -1, -1, 2, -1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -2, 2, 0, -1, 1, 0, 0, 0, 0, 1, -1, 0, 2, -2, 1, -2, 1, 1, -1, 0, 1, 0, -1, 1, 1, -2, 2, -2, 0, 2, -1, -1, 2, 0, -2], ctildes: [0.10690449676496976, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, 0.05345224838248488, -0.10690449676496976, 0.05345224838248488, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.10690449676496976]} + - {mu0: 0, rank: 3, ndensity: 1, num_ms_combs: 19, mus: [1, 1, 2], ns: [1, 1, 1], ls: [2, 2, 2], ms_combs: [-2, 0, 2, -2, 1, 1, -2, 2, 0, -1, -1, 2, -1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -2, 2, 0, -1, 1, 0, 0, 0, 0, 1, -1, 0, 2, -2, 1, -2, 1, 1, -1, 0, 1, 0, -1, 1, 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-0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 1], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 2], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 0], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 2], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 1], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [2, 2], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 1], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [2, 2], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 0], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 0], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [2, 2], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [2, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 0], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 0], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [2, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [2, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [2, 2], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, 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rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 1], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 0, 1], ns: [1, 1, 1], ls: [1, 1, 2], ms_combs: [-1, -1, 2, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 1, 1, -2], ctildes: [0.19999999999999998, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.16329931618554522, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.19999999999999998]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [1, 1, 2], ns: [1, 1, 1], ls: [1, 2, 1], ms_combs: [-1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -2, 1, 1, -1, 0, 1, 0, -1], ctildes: [0.10540925533894599, -0.18257418583505536, 0.25819888974716115, -0.18257418583505536, 0.21081851067789198, -0.18257418583505536, 0.25819888974716115, -0.18257418583505536, 0.10540925533894599]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [1, 1, 2], ns: [1, 1, 1], ls: [1, 1, 2], ms_combs: [-1, -1, 2, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 1, 1, -2], ctildes: [0.19999999999999998, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.16329931618554522, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.19999999999999998]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 0, 2], ns: [1, 1, 1], ls: [1, 1, 2], ms_combs: [-1, -1, 2, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 1, 1, -2], ctildes: [0.19999999999999998, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.16329931618554522, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.19999999999999998]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [1, 2, 2], ns: [1, 1, 1], ls: [2, 1, 1], ms_combs: [-2, 1, 1, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 2, -1, -1], ctildes: [0.25819888974716115, -0.18257418583505536, -0.18257418583505536, 0.10540925533894599, 0.21081851067789198, 0.10540925533894599, -0.18257418583505536, -0.18257418583505536, 0.25819888974716115]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 1, 1], ns: [1, 1, 1], ls: [2, 1, 1], ms_combs: [-2, 1, 1, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 2, -1, -1], ctildes: [0.25819888974716115, -0.18257418583505536, -0.18257418583505536, 0.10540925533894599, 0.21081851067789198, 0.10540925533894599, -0.18257418583505536, -0.18257418583505536, 0.25819888974716115]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 0, 0], ns: [1, 1, 1], ls: [1, 1, 2], ms_combs: [-1, -1, 2, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 1, 1, -2], ctildes: [0.19999999999999998, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.16329931618554522, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.19999999999999998]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 1, 2], ns: [1, 1, 1], ls: [2, 1, 1], ms_combs: [-2, 1, 1, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 2, -1, -1], ctildes: [0.25819888974716115, -0.18257418583505536, -0.18257418583505536, 0.10540925533894599, 0.21081851067789198, 0.10540925533894599, -0.18257418583505536, -0.18257418583505536, 0.25819888974716115]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 19, mus: [1, 1, 1], ns: [1, 1, 1], ls: [2, 2, 2], ms_combs: [-2, 0, 2, -2, 1, 1, -2, 2, 0, -1, -1, 2, -1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -2, 2, 0, -1, 1, 0, 0, 0, 0, 1, -1, 0, 2, -2, 1, -2, 1, 1, -1, 0, 1, 0, -1, 1, 1, -2, 2, -2, 0, 2, -1, -1, 2, 0, -2], 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zZ$2-BFNFF7y#R?DD+u{LJNLPR1kN2lB6VU?18>h3QSRO0!&Vu*Lx(Re66$ms8u9Jy zxMh3W+2t|9tKN@jO=-pnh8Ir<{=H?!`OF>X`4Jy}#7rN_wathf)q4{fHpoDt_oCY> zwkVM1!_nid~OX57x0E}TF;4?H|}3e<6qF#nwxGgkOP zyBtN=U;z?>=wc1MGq`0)SgK2sVv8&EMM3QR&}A2WnZc3?8|CbK$E>`JUIrJp9ZHr3 z$#9YjuX8!DT8TB*ksyO=Yu_NtpY%A?<+V6R;vA}?TDa+ByNwhL#!vT`s6uD#_g66% zE?DqfnBUjarr4CeNW)uE4)^Ibx_k8L<4dm8CSsc^;3~v6JO0@U(gj|`TsD=)_+C|r zyCg3Jsk|s=s^*8#qgv5F&x%8Kdha(X8wKpr$2G6@NC>*_9pouA{) Date: Thu, 29 Sep 2022 10:07:22 -0600 Subject: [PATCH 04/28] Working multi-element example --- examples/pace/multi-elem/README.md | 5 ++++ examples/pace/multi-elem/loop.sh | 1 + examples/pace/multi-elem/test_en.py | 6 ++-- src/ML-PACE/compute_pace.cpp | 45 ++++++++++++++++++++--------- 4 files changed, 41 insertions(+), 16 deletions(-) create mode 100644 examples/pace/multi-elem/README.md diff --git a/examples/pace/multi-elem/README.md b/examples/pace/multi-elem/README.md new file mode 100644 index 0000000000..e2ab583d10 --- /dev/null +++ b/examples/pace/multi-elem/README.md @@ -0,0 +1,5 @@ +Check that seg fault doesn't occur by doing: + + ./loop.sh + +which will loop through many runs of `python test_en.py`. diff --git a/examples/pace/multi-elem/loop.sh b/examples/pace/multi-elem/loop.sh index cd9f6da895..613636a30e 100755 --- a/examples/pace/multi-elem/loop.sh +++ b/examples/pace/multi-elem/loop.sh @@ -1,6 +1,7 @@ for (( ; ; )) do python test_en.py + # terminate loop if seg fault if [[ $? -eq 139 ]]; then break fi diff --git a/examples/pace/multi-elem/test_en.py b/examples/pace/multi-elem/test_en.py index b9dc064189..17c1924080 100644 --- a/examples/pace/multi-elem/test_en.py +++ b/examples/pace/multi-elem/test_en.py @@ -19,6 +19,8 @@ def run_struct(f): cmds = ["-screen", "none", "-log", "none"] lmp = lammps(cmdargs = cmds) + print("Made LAMMPS instance") + def run_lammps(dgradflag): # simulation settings @@ -68,8 +70,9 @@ def run_struct(f): nd = 91 dgradflag = 0 + run_lammps(dgradflag) - + lmp_pace = lmp.numpy.extract_compute("pace", LMP_STYLE_GLOBAL, LMP_TYPE_ARRAY) print ('global shape',np.shape(lmp_pace)) np.save('%s_chi_i.npy' % file_prefix,lmp_pace) @@ -77,7 +80,6 @@ def run_struct(f): del lmp return None - import glob for f in sorted(glob.glob('*.xyz')): print ('running %s' % f) diff --git a/src/ML-PACE/compute_pace.cpp b/src/ML-PACE/compute_pace.cpp index 8c2b0b1afa..74f00f9b52 100644 --- a/src/ML-PACE/compute_pace.cpp +++ b/src/ML-PACE/compute_pace.cpp @@ -38,7 +38,6 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : paceall(nullptr), pace_peratom(nullptr), basis_set(nullptr), ace(nullptr), map(nullptr), cg(nullptr) { - array_flag = 1; extarray = 0; bikflag = 0; @@ -54,40 +53,53 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : if (dgradflag && !bikflag) error->all(FLERR,"Illegal compute pace command: dgradflag=1 requires bikflag=1"); - + // map[i] = which element the Ith atom type is, -1 if not mapped + // map[0] is not used memory->create(map,ntypes+1,"pace:map"); + for (int i=0; icutoffmax; - double cutmax = basis_set->cutoffmax; + cutmax = basis_set->cutoffmax; double cuti; double radelemall = 0.5; + /* memory->create(cutsq,ntypes+1,ntypes+1,"pace:cutsq"); + printf("----- looping over ntypes\n"); for (int i = 1; i <= ntypes; i++) { + printf("----- map[%d]: %d\n", i, map[i]); cuti = basis_set->radial_functions->cut(map[i], map[i]); if (cuti > cutmax) cutmax = cuti; cutsq[i][i] = cuti*cuti; for (int j = i+1; j <= ntypes; j++) { + //printf("----- j: %d\n", j); + printf("----- map[%d]: %d\n", j, map[j]); cuti = basis_set->radial_functions->cut(map[i], map[j]); cutsq[i][j] = cutsq[j][i] = cuti*cuti; } } + printf("----- looped over ntypes\n"); + */ //# of rank 1, rank > 1 functions int n_r1, n_rp = 0; n_r1 = basis_set->total_basis_size_rank1[0]; n_rp = basis_set->total_basis_size[0]; int ncoeff = n_r1 + n_rp; - int nvalues = ncoeff; + //int nvalues = ncoeff; + nvalues = ncoeff; //----------------------------------------------------------- - nperdim = ncoeff; + //nperdim = ncoeff; + ndims_force = 3; ndims_virial = 6; bik_rows = 1; - yoffset = nperdim; - zoffset = 2*nperdim; + yoffset = nvalues; //nperdim; + zoffset = 2*nvalues; //nperdim; natoms = atom->natoms; if (bikflag) bik_rows = natoms; dgrad_rows = ndims_force*natoms; @@ -101,7 +113,7 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : lastcol = size_array_cols-1; ndims_peratom = ndims_force; - size_peratom = ndims_peratom*nperdim*atom->ntypes; + size_peratom = ndims_peratom*nvalues*atom->ntypes; nmax = 0; } @@ -123,9 +135,14 @@ void ComputePACE::init() { if (force->pair == nullptr) error->all(FLERR,"Compute pace requires a pair style be defined"); + + printf("----- cutoffmax: %f\n", cutmax); if (cutmax > force->pair->cutforce) error->all(FLERR,"Compute pace cutoff is longer than pairwise cutoff"); + //if (basis_set->cutoffmax > force->pair->cutforce) + // error->all(FLERR,"Compute pace cutoff is longer than pairwise cutoff"); + // need an occasional full neighbor list neighbor->add_request(this, NeighConst::REQ_FULL | NeighConst::REQ_OCCASIONAL); @@ -249,8 +266,8 @@ void ComputePACE::compute_array() const int itype = type[i]; const int* const jlist = firstneigh[i]; const int jnum = numneigh[i]; - const int typeoffset_local = ndims_peratom*nperdim*(itype-1); - const int typeoffset_global = nperdim*(itype-1); + const int typeoffset_local = ndims_peratom*nvalues*(itype-1); + const int typeoffset_global = nvalues*(itype-1); ace = new ACECTildeEvaluator(*basis_set); int n_r1, n_rp = 0; @@ -369,9 +386,9 @@ void ComputePACE::compute_array() // accumulate force contributions to global array if (!dgradflag){ for (int itype = 0; itype < atom->ntypes; itype++) { - const int typeoffset_local = ndims_peratom*nperdim*itype; - const int typeoffset_global = nperdim*itype; - for (int icoeff = 0; icoeff < nperdim; icoeff++) { + const int typeoffset_local = ndims_peratom*nvalues*itype; + const int typeoffset_global = nvalues*itype; + for (int icoeff = 0; icoeff < nvalues; icoeff++) { for (int i = 0; i < ntotal; i++) { double *pacedi = pace_peratom[i]+typeoffset_local; int iglobal = atom->tag[i]; @@ -462,7 +479,7 @@ void ComputePACE::dbdotr_compute() const int typeoffset_local = ndims_peratom*nvalues*itype; const int typeoffset_global = nvalues*itype; double *pacedi = pace_peratom[i]+typeoffset_local; - for (int icoeff = 0; icoeff < nperdim; icoeff++) { + for (int icoeff = 0; icoeff < nvalues; icoeff++) { double dbdx = pacedi[icoeff]; double dbdy = pacedi[icoeff+yoffset]; double dbdz = pacedi[icoeff+zoffset]; From 80da41efc9e3bcc0d7ed063902bb716b0b2130e6 Mon Sep 17 00:00:00 2001 From: rohskopf Date: Thu, 29 Sep 2022 10:53:28 -0600 Subject: [PATCH 05/28] No need to populate map in constructor --- src/ML-PACE/compute_pace.cpp | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/ML-PACE/compute_pace.cpp b/src/ML-PACE/compute_pace.cpp index 74f00f9b52..e9899d1962 100644 --- a/src/ML-PACE/compute_pace.cpp +++ b/src/ML-PACE/compute_pace.cpp @@ -56,9 +56,11 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : // map[i] = which element the Ith atom type is, -1 if not mapped // map[0] is not used memory->create(map,ntypes+1,"pace:map"); + /* for (int i=0; i Date: Wed, 28 Sep 2022 13:07:50 -0600 Subject: [PATCH 06/28] add examples --- examples/test.txt | 2 ++ 1 file changed, 2 insertions(+) create mode 100644 examples/test.txt diff --git a/examples/test.txt b/examples/test.txt new file mode 100644 index 0000000000..58e2592d61 --- /dev/null +++ b/examples/test.txt @@ -0,0 +1,2 @@ +this is a test + From bc6a419dd4c6223bb1cc241ac2256b7d2d3c7a8c Mon Sep 17 00:00:00 2001 From: rohskopf Date: Wed, 28 Sep 2022 13:08:56 -0600 Subject: [PATCH 07/28] add examples --- .../multi-elem/coupling_coefficients.yace | 294 ++++++++++++++++++ examples/pace/multi-elem/latte_cell_0.data | 172 ++++++++++ examples/pace/multi-elem/latte_cell_0.xyz | 163 ++++++++++ .../pace/multi-elem/latte_cell_0_chi_i.npy | Bin 0 -> 1424928 bytes examples/pace/multi-elem/loop.sh | 7 + examples/pace/multi-elem/test_en.py | 84 +++++ 6 files changed, 720 insertions(+) create mode 100644 examples/pace/multi-elem/coupling_coefficients.yace create mode 100644 examples/pace/multi-elem/latte_cell_0.data create mode 100644 examples/pace/multi-elem/latte_cell_0.xyz create mode 100644 examples/pace/multi-elem/latte_cell_0_chi_i.npy create mode 100755 examples/pace/multi-elem/loop.sh create mode 100644 examples/pace/multi-elem/test_en.py diff --git a/examples/pace/multi-elem/coupling_coefficients.yace b/examples/pace/multi-elem/coupling_coefficients.yace new file mode 100644 index 0000000000..2953222216 --- /dev/null +++ b/examples/pace/multi-elem/coupling_coefficients.yace @@ -0,0 +1,294 @@ +elements: [H, N, O] +E0: [0.000000, 0.000000, 0.000000] +deltaSplineBins: 0.001000 +embeddings: + 0: {ndensity: 1, FS_parameters: [1.0, 1.0], npoti: FinnisSinclair, rho_core_cutoff: 100000, drho_core_cutoff: 250} + 1: {ndensity: 1, FS_parameters: [1.0, 1.0], npoti: FinnisSinclair, rho_core_cutoff: 100000, drho_core_cutoff: 250} + 2: {ndensity: 1, FS_parameters: [1.0, 1.0], npoti: FinnisSinclair, rho_core_cutoff: 100000, drho_core_cutoff: 250} +bonds: + [0, 0]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.0, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [0, 1]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.5, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [0, 2]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.7, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [1, 0]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.5, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [1, 1]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 4.4, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [1, 2]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.7, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [2, 0]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.7, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [2, 1]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.7, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [2, 2]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.5, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} +functions: + 0: + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [0], ns: [1], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [0], ns: [2], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [1], ns: [2], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [1], ns: [1], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [2], ns: [1], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [2], ns: [2], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 2], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 2], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 1], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 1], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [2, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 1], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 0], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 0], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 1], ns: [2, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [2, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [2, 2], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 1], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 0], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 1], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 1], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 2], ns: [2, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 0], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 1], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [2, 2], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [2, 2], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 1], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 0], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 1], ns: [2, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 2], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, 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ctildes: [1.0]} + - {mu0: 1, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [0], ns: [1], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 1], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [2, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 1], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: 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num_ms_combs: 5, mus: [1, 1], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 2], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 0], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 2], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 1], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [2, 2], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 1], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [2, 2], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 0], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 0], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [2, 2], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [2, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 0], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 0], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 1, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [2, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - 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0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [2, 2], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 1], ns: [2, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [2, 2], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 0], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - 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ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 0], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 1], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 2], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, 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ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [2, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [2, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 19, mus: [1, 2, 2], ns: [1, 1, 1], ls: [2, 2, 2], ms_combs: [-2, 0, 2, -2, 1, 1, -2, 2, 0, -1, -1, 2, -1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -2, 2, 0, -1, 1, 0, 0, 0, 0, 1, -1, 0, 2, -2, 1, -2, 1, 1, -1, 0, 1, 0, -1, 1, 1, -2, 2, -2, 0, 2, -1, -1, 2, 0, -2], ctildes: [0.10690449676496976, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, 0.05345224838248488, -0.10690449676496976, 0.05345224838248488, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.10690449676496976]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 19, mus: [0, 2, 2], ns: [1, 1, 1], ls: [2, 2, 2], ms_combs: [-2, 0, 2, -2, 1, 1, -2, 2, 0, -1, -1, 2, -1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -2, 2, 0, -1, 1, 0, 0, 0, 0, 1, -1, 0, 2, -2, 1, -2, 1, 1, -1, 0, 1, 0, -1, 1, 1, -2, 2, -2, 0, 2, -1, -1, 2, 0, -2], ctildes: [0.10690449676496976, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, 0.05345224838248488, -0.10690449676496976, 0.05345224838248488, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.10690449676496976]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 0, 0], ns: [1, 1, 1], ls: [1, 1, 2], ms_combs: [-1, -1, 2, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 1, 1, -2], ctildes: [0.19999999999999998, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.16329931618554522, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.19999999999999998]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 2, 2], ns: [1, 1, 1], ls: [2, 1, 1], ms_combs: [-2, 1, 1, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 2, -1, -1], ctildes: [0.25819888974716115, -0.18257418583505536, -0.18257418583505536, 0.10540925533894599, 0.21081851067789198, 0.10540925533894599, -0.18257418583505536, -0.18257418583505536, 0.25819888974716115]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 19, mus: [1, 1, 2], ns: [1, 1, 1], ls: [2, 2, 2], ms_combs: [-2, 0, 2, -2, 1, 1, -2, 2, 0, -1, -1, 2, -1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -2, 2, 0, -1, 1, 0, 0, 0, 0, 1, -1, 0, 2, -2, 1, -2, 1, 1, -1, 0, 1, 0, -1, 1, 1, -2, 2, -2, 0, 2, -1, -1, 2, 0, -2], ctildes: [0.10690449676496976, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, 0.05345224838248488, -0.10690449676496976, 0.05345224838248488, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 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zZ$2-BFNFF7y#R?DD+u{LJNLPR1kN2lB6VU?18>h3QSRO0!&Vu*Lx(Re66$ms8u9Jy zxMh3W+2t|9tKN@jO=-pnh8Ir<{=H?!`OF>X`4Jy}#7rN_wathf)q4{fHpoDt_oCY> zwkVM1!_nid~OX57x0E}TF;4?H|}3e<6qF#nwxGgkOP zyBtN=U;z?>=wc1MGq`0)SgK2sVv8&EMM3QR&}A2WnZc3?8|CbK$E>`JUIrJp9ZHr3 z$#9YjuX8!DT8TB*ksyO=Yu_NtpY%A?<+V6R;vA}?TDa+ByNwhL#!vT`s6uD#_g66% zE?DqfnBUjarr4CeNW)uE4)^Ibx_k8L<4dm8CSsc^;3~v6JO0@U(gj|`TsD=)_+C|r zyCg3Jsk|s=s^*8#qgv5F&x%8Kdha(X8wKpr$2G6@NC>*_9pouA{) Date: Thu, 29 Sep 2022 10:07:22 -0600 Subject: [PATCH 08/28] Working multi-element example --- examples/pace/multi-elem/README.md | 5 ++++ examples/pace/multi-elem/loop.sh | 1 + examples/pace/multi-elem/test_en.py | 6 ++-- src/ML-PACE/compute_pace.cpp | 45 ++++++++++++++++++++--------- 4 files changed, 41 insertions(+), 16 deletions(-) create mode 100644 examples/pace/multi-elem/README.md diff --git a/examples/pace/multi-elem/README.md b/examples/pace/multi-elem/README.md new file mode 100644 index 0000000000..e2ab583d10 --- /dev/null +++ b/examples/pace/multi-elem/README.md @@ -0,0 +1,5 @@ +Check that seg fault doesn't occur by doing: + + ./loop.sh + +which will loop through many runs of `python test_en.py`. diff --git a/examples/pace/multi-elem/loop.sh b/examples/pace/multi-elem/loop.sh index cd9f6da895..613636a30e 100755 --- a/examples/pace/multi-elem/loop.sh +++ b/examples/pace/multi-elem/loop.sh @@ -1,6 +1,7 @@ for (( ; ; )) do python test_en.py + # terminate loop if seg fault if [[ $? -eq 139 ]]; then break fi diff --git a/examples/pace/multi-elem/test_en.py b/examples/pace/multi-elem/test_en.py index b9dc064189..17c1924080 100644 --- a/examples/pace/multi-elem/test_en.py +++ b/examples/pace/multi-elem/test_en.py @@ -19,6 +19,8 @@ def run_struct(f): cmds = ["-screen", "none", "-log", "none"] lmp = lammps(cmdargs = cmds) + print("Made LAMMPS instance") + def run_lammps(dgradflag): # simulation settings @@ -68,8 +70,9 @@ def run_struct(f): nd = 91 dgradflag = 0 + run_lammps(dgradflag) - + lmp_pace = lmp.numpy.extract_compute("pace", LMP_STYLE_GLOBAL, LMP_TYPE_ARRAY) print ('global shape',np.shape(lmp_pace)) np.save('%s_chi_i.npy' % file_prefix,lmp_pace) @@ -77,7 +80,6 @@ def run_struct(f): del lmp return None - import glob for f in sorted(glob.glob('*.xyz')): print ('running %s' % f) diff --git a/src/ML-PACE/compute_pace.cpp b/src/ML-PACE/compute_pace.cpp index 8c2b0b1afa..74f00f9b52 100644 --- a/src/ML-PACE/compute_pace.cpp +++ b/src/ML-PACE/compute_pace.cpp @@ -38,7 +38,6 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : paceall(nullptr), pace_peratom(nullptr), basis_set(nullptr), ace(nullptr), map(nullptr), cg(nullptr) { - array_flag = 1; extarray = 0; bikflag = 0; @@ -54,40 +53,53 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : if (dgradflag && !bikflag) error->all(FLERR,"Illegal compute pace command: dgradflag=1 requires bikflag=1"); - + // map[i] = which element the Ith atom type is, -1 if not mapped + // map[0] is not used memory->create(map,ntypes+1,"pace:map"); + for (int i=0; icutoffmax; - double cutmax = basis_set->cutoffmax; + cutmax = basis_set->cutoffmax; double cuti; double radelemall = 0.5; + /* memory->create(cutsq,ntypes+1,ntypes+1,"pace:cutsq"); + printf("----- looping over ntypes\n"); for (int i = 1; i <= ntypes; i++) { + printf("----- map[%d]: %d\n", i, map[i]); cuti = basis_set->radial_functions->cut(map[i], map[i]); if (cuti > cutmax) cutmax = cuti; cutsq[i][i] = cuti*cuti; for (int j = i+1; j <= ntypes; j++) { + //printf("----- j: %d\n", j); + printf("----- map[%d]: %d\n", j, map[j]); cuti = basis_set->radial_functions->cut(map[i], map[j]); cutsq[i][j] = cutsq[j][i] = cuti*cuti; } } + printf("----- looped over ntypes\n"); + */ //# of rank 1, rank > 1 functions int n_r1, n_rp = 0; n_r1 = basis_set->total_basis_size_rank1[0]; n_rp = basis_set->total_basis_size[0]; int ncoeff = n_r1 + n_rp; - int nvalues = ncoeff; + //int nvalues = ncoeff; + nvalues = ncoeff; //----------------------------------------------------------- - nperdim = ncoeff; + //nperdim = ncoeff; + ndims_force = 3; ndims_virial = 6; bik_rows = 1; - yoffset = nperdim; - zoffset = 2*nperdim; + yoffset = nvalues; //nperdim; + zoffset = 2*nvalues; //nperdim; natoms = atom->natoms; if (bikflag) bik_rows = natoms; dgrad_rows = ndims_force*natoms; @@ -101,7 +113,7 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : lastcol = size_array_cols-1; ndims_peratom = ndims_force; - size_peratom = ndims_peratom*nperdim*atom->ntypes; + size_peratom = ndims_peratom*nvalues*atom->ntypes; nmax = 0; } @@ -123,9 +135,14 @@ void ComputePACE::init() { if (force->pair == nullptr) error->all(FLERR,"Compute pace requires a pair style be defined"); + + printf("----- cutoffmax: %f\n", cutmax); if (cutmax > force->pair->cutforce) error->all(FLERR,"Compute pace cutoff is longer than pairwise cutoff"); + //if (basis_set->cutoffmax > force->pair->cutforce) + // error->all(FLERR,"Compute pace cutoff is longer than pairwise cutoff"); + // need an occasional full neighbor list neighbor->add_request(this, NeighConst::REQ_FULL | NeighConst::REQ_OCCASIONAL); @@ -249,8 +266,8 @@ void ComputePACE::compute_array() const int itype = type[i]; const int* const jlist = firstneigh[i]; const int jnum = numneigh[i]; - const int typeoffset_local = ndims_peratom*nperdim*(itype-1); - const int typeoffset_global = nperdim*(itype-1); + const int typeoffset_local = ndims_peratom*nvalues*(itype-1); + const int typeoffset_global = nvalues*(itype-1); ace = new ACECTildeEvaluator(*basis_set); int n_r1, n_rp = 0; @@ -369,9 +386,9 @@ void ComputePACE::compute_array() // accumulate force contributions to global array if (!dgradflag){ for (int itype = 0; itype < atom->ntypes; itype++) { - const int typeoffset_local = ndims_peratom*nperdim*itype; - const int typeoffset_global = nperdim*itype; - for (int icoeff = 0; icoeff < nperdim; icoeff++) { + const int typeoffset_local = ndims_peratom*nvalues*itype; + const int typeoffset_global = nvalues*itype; + for (int icoeff = 0; icoeff < nvalues; icoeff++) { for (int i = 0; i < ntotal; i++) { double *pacedi = pace_peratom[i]+typeoffset_local; int iglobal = atom->tag[i]; @@ -462,7 +479,7 @@ void ComputePACE::dbdotr_compute() const int typeoffset_local = ndims_peratom*nvalues*itype; const int typeoffset_global = nvalues*itype; double *pacedi = pace_peratom[i]+typeoffset_local; - for (int icoeff = 0; icoeff < nperdim; icoeff++) { + for (int icoeff = 0; icoeff < nvalues; icoeff++) { double dbdx = pacedi[icoeff]; double dbdy = pacedi[icoeff+yoffset]; double dbdz = pacedi[icoeff+zoffset]; From 079ab1946fb6143491fefd42446330cec9ec81af Mon Sep 17 00:00:00 2001 From: rohskopf Date: Thu, 29 Sep 2022 10:53:28 -0600 Subject: [PATCH 09/28] No need to populate map in constructor --- src/ML-PACE/compute_pace.cpp | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/ML-PACE/compute_pace.cpp b/src/ML-PACE/compute_pace.cpp index 74f00f9b52..e9899d1962 100644 --- a/src/ML-PACE/compute_pace.cpp +++ b/src/ML-PACE/compute_pace.cpp @@ -56,9 +56,11 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : // map[i] = which element the Ith atom type is, -1 if not mapped // map[0] is not used memory->create(map,ntypes+1,"pace:map"); + /* for (int i=0; i Date: Tue, 18 Oct 2022 17:29:56 -0600 Subject: [PATCH 10/28] fixed bug for bikflag 1 dgradflag 0 --- src/ML-PACE/compute_pace.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/ML-PACE/compute_pace.cpp b/src/ML-PACE/compute_pace.cpp index e9899d1962..c931d2aff5 100644 --- a/src/ML-PACE/compute_pace.cpp +++ b/src/ML-PACE/compute_pace.cpp @@ -373,7 +373,7 @@ void ComputePACE::compute_array() int k = typeoffset_global; for (int icoeff = 0; icoeff < ncoeff; icoeff++){ - pace[0][k++] += Bs(icoeff); + pace[irow][k++] += Bs(icoeff); } } else { int k = 3; From 3a57f5185d8b0e7803702c485cf91bacc921c64b Mon Sep 17 00:00:00 2001 From: rohskopf Date: Wed, 28 Sep 2022 13:07:50 -0600 Subject: [PATCH 11/28] add examples --- examples/test.txt | 2 ++ 1 file changed, 2 insertions(+) create mode 100644 examples/test.txt diff --git a/examples/test.txt b/examples/test.txt new file mode 100644 index 0000000000..58e2592d61 --- /dev/null +++ b/examples/test.txt @@ -0,0 +1,2 @@ +this is a test + From 0159810cc8ef569393b09cc7437115c2019a4994 Mon Sep 17 00:00:00 2001 From: rohskopf Date: Wed, 28 Sep 2022 13:08:56 -0600 Subject: [PATCH 12/28] add examples --- .../multi-elem/coupling_coefficients.yace | 294 ++++++++++++++++++ examples/pace/multi-elem/latte_cell_0.data | 172 ++++++++++ examples/pace/multi-elem/latte_cell_0.xyz | 163 ++++++++++ .../pace/multi-elem/latte_cell_0_chi_i.npy | Bin 0 -> 1424928 bytes examples/pace/multi-elem/loop.sh | 7 + examples/pace/multi-elem/test_en.py | 84 +++++ 6 files changed, 720 insertions(+) create mode 100644 examples/pace/multi-elem/coupling_coefficients.yace create mode 100644 examples/pace/multi-elem/latte_cell_0.data create mode 100644 examples/pace/multi-elem/latte_cell_0.xyz create mode 100644 examples/pace/multi-elem/latte_cell_0_chi_i.npy create mode 100755 examples/pace/multi-elem/loop.sh create mode 100644 examples/pace/multi-elem/test_en.py diff --git a/examples/pace/multi-elem/coupling_coefficients.yace b/examples/pace/multi-elem/coupling_coefficients.yace new file mode 100644 index 0000000000..2953222216 --- /dev/null +++ b/examples/pace/multi-elem/coupling_coefficients.yace @@ -0,0 +1,294 @@ +elements: [H, N, O] +E0: [0.000000, 0.000000, 0.000000] +deltaSplineBins: 0.001000 +embeddings: + 0: {ndensity: 1, FS_parameters: [1.0, 1.0], npoti: FinnisSinclair, rho_core_cutoff: 100000, drho_core_cutoff: 250} + 1: {ndensity: 1, FS_parameters: [1.0, 1.0], npoti: FinnisSinclair, rho_core_cutoff: 100000, drho_core_cutoff: 250} + 2: {ndensity: 1, FS_parameters: [1.0, 1.0], npoti: FinnisSinclair, rho_core_cutoff: 100000, drho_core_cutoff: 250} +bonds: + [0, 0]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.0, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [0, 1]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.5, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [0, 2]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.7, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [1, 0]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.5, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [1, 1]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 4.4, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [1, 2]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.7, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [2, 0]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.7, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [2, 1]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.7, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} + [2, 2]: {nradmax: 2, lmax: 2, nradbasemax: 2, radbasename: ChebExpCos, radparameters: [3.3], radcoefficients: [[[1, 0], [1, 0], [1, 0]], [[0, 1], [0, 1], [0, 1]]], prehc: 0, lambdahc: 3.3, rcut: 5.5, dcut: 0.01, rcut_in: 0.1, dcut_in: 0.01, inner_cutoff_type: distance} +functions: + 0: + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [0], ns: [1], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [0], ns: [2], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [1], ns: [2], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [1], ns: [1], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, ndensity: 1, num_ms_combs: 1, mus: [2], ns: [1], ls: [0], ms_combs: [0], ctildes: [1.0]} + - {mu0: 0, rank: 1, 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ndensity: 1, num_ms_combs: 5, mus: [2, 2], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 1], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 0], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 1], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 1], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: 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ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 1], ns: [2, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 2], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 1], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 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ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 0, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 0, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [1, 1, 2], ns: [1, 1, 1], ls: [1, 2, 1], ms_combs: [-1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -2, 1, 1, -1, 0, 1, 0, -1], ctildes: [0.10540925533894599, -0.18257418583505536, 0.25819888974716115, -0.18257418583505536, 0.21081851067789198, -0.18257418583505536, 0.25819888974716115, -0.18257418583505536, 0.10540925533894599]} + - {mu0: 0, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 2, 2], ns: [1, 1, 1], ls: [2, 1, 1], ms_combs: [-2, 1, 1, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 2, -1, -1], ctildes: [0.25819888974716115, 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-0.4472135954999579, 0.4472135954999579]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 0, 1], ns: [1, 1, 1], ls: [1, 1, 2], ms_combs: [-1, -1, 2, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 1, 1, -2], ctildes: [0.19999999999999998, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.16329931618554522, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.19999999999999998]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [1, 1, 2], ns: [1, 1, 1], ls: [1, 2, 1], ms_combs: [-1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -2, 1, 1, -1, 0, 1, 0, -1], ctildes: [0.10540925533894599, -0.18257418583505536, 0.25819888974716115, -0.18257418583505536, 0.21081851067789198, -0.18257418583505536, 0.25819888974716115, -0.18257418583505536, 0.10540925533894599]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [1, 1, 2], ns: [1, 1, 1], ls: [1, 1, 2], ms_combs: [-1, -1, 2, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 1, 1, -2], ctildes: [0.19999999999999998, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.16329931618554522, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.19999999999999998]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 0, 2], ns: [1, 1, 1], ls: [1, 1, 2], ms_combs: [-1, -1, 2, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 1, 1, -2], ctildes: [0.19999999999999998, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.16329931618554522, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.19999999999999998]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [1, 2, 2], ns: [1, 1, 1], ls: [2, 1, 1], ms_combs: [-2, 1, 1, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 2, -1, -1], ctildes: [0.25819888974716115, -0.18257418583505536, -0.18257418583505536, 0.10540925533894599, 0.21081851067789198, 0.10540925533894599, -0.18257418583505536, -0.18257418583505536, 0.25819888974716115]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 1, 1], ns: [1, 1, 1], ls: [2, 1, 1], ms_combs: [-2, 1, 1, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 2, -1, -1], ctildes: [0.25819888974716115, -0.18257418583505536, -0.18257418583505536, 0.10540925533894599, 0.21081851067789198, 0.10540925533894599, -0.18257418583505536, -0.18257418583505536, 0.25819888974716115]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 0, 0], ns: [1, 1, 1], ls: [1, 1, 2], ms_combs: [-1, -1, 2, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 1, 1, -2], ctildes: [0.19999999999999998, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.16329931618554522, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.19999999999999998]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 1, 2], ns: [1, 1, 1], ls: [2, 1, 1], ms_combs: [-2, 1, 1, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 2, -1, -1], ctildes: [0.25819888974716115, -0.18257418583505536, -0.18257418583505536, 0.10540925533894599, 0.21081851067789198, 0.10540925533894599, -0.18257418583505536, -0.18257418583505536, 0.25819888974716115]} + - {mu0: 1, rank: 3, ndensity: 1, num_ms_combs: 19, mus: [1, 1, 1], ns: [1, 1, 1], ls: [2, 2, 2], ms_combs: [-2, 0, 2, -2, 1, 1, -2, 2, 0, -1, -1, 2, -1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -2, 2, 0, -1, 1, 0, 0, 0, 0, 1, -1, 0, 2, -2, 1, -2, 1, 1, -1, 0, 1, 0, -1, 1, 1, -2, 2, -2, 0, 2, -1, -1, 2, 0, -2], ctildes: [0.10690449676496976, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, 0.05345224838248488, -0.10690449676496976, 0.05345224838248488, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.10690449676496976]} + - {mu0: 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0, -1, 1, 1, -1, 0, -1, 0, 1, 0, -1, 1, 0, 0, 0, -1, 1, 0, 0, 0, 0, 0, 0, 1, -1, 0, 1, -1, 0, 0, 1, 0, -1, 1, -1, -1, 1, 1, -1, 0, 0, 1, -1, 1, -1, 1, 0, -1, 0, 1, 0, 0, -1, 1, 1, -1, -1], ctildes: [0.0, 0.0, 0.0, 0.3333333333333333, -0.3333333333333333, 0.3333333333333333, 0.0, 0.0, -0.3333333333333333, 0.3333333333333333, -0.3333333333333333, 0.0, 0.0, 0.3333333333333333, -0.3333333333333333, 0.3333333333333333, 0.0, 0.0, 0.0]} + - {mu0: 1, rank: 4, ndensity: 1, num_ms_combs: 19, mus: [0, 1, 2, 2], ns: [1, 1, 1, 1], ls: [1, 1, 1, 1], ms_combs: [-1, -1, 1, 1, -1, 0, 0, 1, -1, 0, 1, 0, -1, 1, -1, 1, -1, 1, 0, 0, -1, 1, 1, -1, 0, -1, 0, 1, 0, -1, 1, 0, 0, 0, -1, 1, 0, 0, 0, 0, 0, 0, 1, -1, 0, 1, -1, 0, 0, 1, 0, -1, 1, -1, -1, 1, 1, -1, 0, 0, 1, -1, 1, -1, 1, 0, -1, 0, 1, 0, 0, -1, 1, 1, -1, -1], ctildes: [0.0, 0.0, 0.0, 0.3333333333333333, -0.3333333333333333, 0.3333333333333333, 0.0, 0.0, -0.3333333333333333, 0.3333333333333333, -0.3333333333333333, 0.0, 0.0, 0.3333333333333333, 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[1, 1, 1, 1], ms_combs: [-1, -1, 1, 1, -1, 0, 0, 1, -1, 0, 1, 0, -1, 1, -1, 1, -1, 1, 0, 0, -1, 1, 1, -1, 0, -1, 0, 1, 0, -1, 1, 0, 0, 0, -1, 1, 0, 0, 0, 0, 0, 0, 1, -1, 0, 1, -1, 0, 0, 1, 0, -1, 1, -1, -1, 1, 1, -1, 0, 0, 1, -1, 1, -1, 1, 0, -1, 0, 1, 0, 0, -1, 1, 1, -1, -1], ctildes: [0.0, 0.0, 0.0, 0.3333333333333333, -0.3333333333333333, 0.3333333333333333, 0.0, 0.0, -0.3333333333333333, 0.3333333333333333, -0.3333333333333333, 0.0, 0.0, 0.3333333333333333, -0.3333333333333333, 0.3333333333333333, 0.0, 0.0, 0.0]} + - {mu0: 1, rank: 4, ndensity: 1, num_ms_combs: 19, mus: [1, 2, 2, 2], ns: [1, 1, 1, 1], ls: [1, 1, 1, 1], ms_combs: [-1, -1, 1, 1, -1, 0, 0, 1, -1, 0, 1, 0, -1, 1, -1, 1, -1, 1, 0, 0, -1, 1, 1, -1, 0, -1, 0, 1, 0, -1, 1, 0, 0, 0, -1, 1, 0, 0, 0, 0, 0, 0, 1, -1, 0, 1, -1, 0, 0, 1, 0, -1, 1, -1, -1, 1, 1, -1, 0, 0, 1, -1, 1, -1, 1, 0, -1, 0, 1, 0, 0, -1, 1, 1, -1, -1], ctildes: [0.0, 0.0, 0.0, 0.3333333333333333, -0.3333333333333333, 0.3333333333333333, 0.0, 0.0, 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1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 1], ns: [1, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [1, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 1], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 1], ns: [2, 2], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 2, rank: 2, ndensity: 1, 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ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [2, 2], ns: [2, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 0], ns: [1, 1], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [0, 0], ns: [1, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - 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-0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 3, mus: [1, 2], ns: [2, 1], ls: [1, 1], ms_combs: [-1, 1, 0, 0, 1, -1], ctildes: [0.5773502691896257, -0.5773502691896257, 0.5773502691896257]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [0, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 2, ndensity: 1, num_ms_combs: 5, mus: [2, 2], ns: [1, 2], ls: [2, 2], ms_combs: [-2, 2, -1, 1, 0, 0, 1, -1, 2, -2], ctildes: [0.4472135954999579, -0.4472135954999579, 0.447213595499958, -0.4472135954999579, 0.4472135954999579]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 19, mus: [1, 2, 2], ns: [1, 1, 1], ls: [2, 2, 2], ms_combs: [-2, 0, 2, -2, 1, 1, -2, 2, 0, -1, -1, 2, -1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -2, 2, 0, -1, 1, 0, 0, 0, 0, 1, -1, 0, 2, -2, 1, -2, 1, 1, -1, 0, 1, 0, -1, 1, 1, -2, 2, -2, 0, 2, -1, -1, 2, 0, -2], ctildes: [0.10690449676496976, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, 0.05345224838248488, -0.10690449676496976, 0.05345224838248488, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.10690449676496976]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 19, mus: [0, 2, 2], ns: [1, 1, 1], ls: [2, 2, 2], ms_combs: [-2, 0, 2, -2, 1, 1, -2, 2, 0, -1, -1, 2, -1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -2, 2, 0, -1, 1, 0, 0, 0, 0, 1, -1, 0, 2, -2, 1, -2, 1, 1, -1, 0, 1, 0, -1, 1, 1, -2, 2, -2, 0, 2, -1, -1, 2, 0, -2], ctildes: [0.10690449676496976, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, 0.05345224838248488, -0.10690449676496976, 0.05345224838248488, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.10690449676496976]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 0, 0], ns: [1, 1, 1], ls: [1, 1, 2], ms_combs: [-1, -1, 2, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 1, 1, -2], ctildes: [0.19999999999999998, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.16329931618554522, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.19999999999999998]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 2, 2], ns: [1, 1, 1], ls: [2, 1, 1], ms_combs: [-2, 1, 1, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 2, -1, -1], ctildes: [0.25819888974716115, -0.18257418583505536, -0.18257418583505536, 0.10540925533894599, 0.21081851067789198, 0.10540925533894599, -0.18257418583505536, -0.18257418583505536, 0.25819888974716115]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 19, mus: [1, 1, 2], ns: [1, 1, 1], ls: [2, 2, 2], ms_combs: [-2, 0, 2, -2, 1, 1, -2, 2, 0, -1, -1, 2, -1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -2, 2, 0, -1, 1, 0, 0, 0, 0, 1, -1, 0, 2, -2, 1, -2, 1, 1, -1, 0, 1, 0, -1, 1, 1, -2, 2, -2, 0, 2, -1, -1, 2, 0, -2], ctildes: [0.10690449676496976, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, 0.05345224838248488, -0.10690449676496976, 0.05345224838248488, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.10690449676496976]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 19, mus: [0, 0, 2], ns: [1, 1, 1], ls: [2, 2, 2], ms_combs: [-2, 0, 2, -2, 1, 1, -2, 2, 0, -1, -1, 2, -1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -2, 2, 0, -1, 1, 0, 0, 0, 0, 1, -1, 0, 2, -2, 1, -2, 1, 1, -1, 0, 1, 0, -1, 1, 1, -2, 2, -2, 0, 2, -1, -1, 2, 0, -2], ctildes: [0.10690449676496976, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, 0.05345224838248488, -0.10690449676496976, 0.05345224838248488, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.10690449676496976]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 19, mus: [1, 1, 1], ns: [1, 1, 1], ls: [2, 2, 2], ms_combs: [-2, 0, 2, -2, 1, 1, -2, 2, 0, -1, -1, 2, -1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -2, 2, 0, -1, 1, 0, 0, 0, 0, 1, -1, 0, 2, -2, 1, -2, 1, 1, -1, 0, 1, 0, -1, 1, 1, -2, 2, -2, 0, 2, -1, -1, 2, 0, -2], ctildes: [0.10690449676496976, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, 0.05345224838248488, -0.10690449676496976, 0.05345224838248488, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.10690449676496976]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 0, 2], ns: [1, 1, 1], ls: [1, 2, 1], ms_combs: [-1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -2, 1, 1, -1, 0, 1, 0, -1], ctildes: [0.10540925533894599, -0.18257418583505536, 0.25819888974716115, -0.18257418583505536, 0.21081851067789198, -0.18257418583505536, 0.25819888974716115, -0.18257418583505536, 0.10540925533894599]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 1, 1], ns: [1, 1, 1], ls: [2, 1, 1], ms_combs: [-2, 1, 1, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 2, -1, -1], ctildes: [0.25819888974716115, -0.18257418583505536, -0.18257418583505536, 0.10540925533894599, 0.21081851067789198, 0.10540925533894599, -0.18257418583505536, -0.18257418583505536, 0.25819888974716115]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 1, 2], ns: [1, 1, 1], ls: [2, 1, 1], ms_combs: [-2, 1, 1, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 2, -1, -1], ctildes: [0.25819888974716115, -0.18257418583505536, -0.18257418583505536, 0.10540925533894599, 0.21081851067789198, 0.10540925533894599, -0.18257418583505536, -0.18257418583505536, 0.25819888974716115]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 0, 1], ns: [1, 1, 1], ls: [1, 1, 2], ms_combs: [-1, -1, 2, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 1, 1, -2], ctildes: [0.19999999999999998, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.16329931618554522, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.19999999999999998]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 2, 2], ns: [1, 1, 1], ls: [1, 1, 2], ms_combs: [-1, -1, 2, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 1, 1, -2], ctildes: [0.19999999999999998, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.16329931618554522, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.19999999999999998]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 0, 2], ns: [1, 1, 1], ls: [1, 1, 2], ms_combs: [-1, -1, 2, -1, 0, 1, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -1, 0, 1, 0, -1, 1, 1, -2], ctildes: [0.19999999999999998, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.16329931618554522, -0.1414213562373095, 0.08164965809277261, -0.1414213562373095, 0.19999999999999998]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 0, 1], ns: [1, 1, 1], ls: [1, 2, 1], ms_combs: [-1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -2, 1, 1, -1, 0, 1, 0, -1], ctildes: [0.10540925533894599, -0.18257418583505536, 0.25819888974716115, -0.18257418583505536, 0.21081851067789198, -0.18257418583505536, 0.25819888974716115, -0.18257418583505536, 0.10540925533894599]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 9, mus: [0, 1, 2], ns: [1, 1, 1], ls: [1, 2, 1], ms_combs: [-1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -1, 1, 0, 0, 0, 0, 1, -1, 1, -2, 1, 1, -1, 0, 1, 0, -1], ctildes: [0.10540925533894599, -0.18257418583505536, 0.25819888974716115, -0.18257418583505536, 0.21081851067789198, -0.18257418583505536, 0.25819888974716115, -0.18257418583505536, 0.10540925533894599]} + - {mu0: 2, rank: 3, ndensity: 1, num_ms_combs: 19, mus: [0, 0, 1], ns: [1, 1, 1], ls: [2, 2, 2], ms_combs: [-2, 0, 2, -2, 1, 1, -2, 2, 0, -1, -1, 2, -1, 0, 1, -1, 1, 0, -1, 2, -1, 0, -2, 2, 0, -1, 1, 0, 0, 0, 0, 1, -1, 0, 2, -2, 1, -2, 1, 1, -1, 0, 1, 0, -1, 1, 1, -2, 2, -2, 0, 2, -1, -1, 2, 0, -2], ctildes: [0.10690449676496976, -0.1309307341415954, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, -0.1309307341415954, 0.10690449676496976, 0.05345224838248488, -0.10690449676496976, 0.05345224838248488, 0.10690449676496976, -0.1309307341415954, 0.05345224838248488, 0.05345224838248488, 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zZ$2-BFNFF7y#R?DD+u{LJNLPR1kN2lB6VU?18>h3QSRO0!&Vu*Lx(Re66$ms8u9Jy zxMh3W+2t|9tKN@jO=-pnh8Ir<{=H?!`OF>X`4Jy}#7rN_wathf)q4{fHpoDt_oCY> zwkVM1!_nid~OX57x0E}TF;4?H|}3e<6qF#nwxGgkOP zyBtN=U;z?>=wc1MGq`0)SgK2sVv8&EMM3QR&}A2WnZc3?8|CbK$E>`JUIrJp9ZHr3 z$#9YjuX8!DT8TB*ksyO=Yu_NtpY%A?<+V6R;vA}?TDa+ByNwhL#!vT`s6uD#_g66% zE?DqfnBUjarr4CeNW)uE4)^Ibx_k8L<4dm8CSsc^;3~v6JO0@U(gj|`TsD=)_+C|r zyCg3Jsk|s=s^*8#qgv5F&x%8Kdha(X8wKpr$2G6@NC>*_9pouA{) Date: Thu, 29 Sep 2022 10:07:22 -0600 Subject: [PATCH 13/28] Working multi-element example --- examples/pace/multi-elem/README.md | 5 ++++ examples/pace/multi-elem/loop.sh | 1 + examples/pace/multi-elem/test_en.py | 6 ++-- src/ML-PACE/compute_pace.cpp | 45 ++++++++++++++++++++--------- 4 files changed, 41 insertions(+), 16 deletions(-) create mode 100644 examples/pace/multi-elem/README.md diff --git a/examples/pace/multi-elem/README.md b/examples/pace/multi-elem/README.md new file mode 100644 index 0000000000..e2ab583d10 --- /dev/null +++ b/examples/pace/multi-elem/README.md @@ -0,0 +1,5 @@ +Check that seg fault doesn't occur by doing: + + ./loop.sh + +which will loop through many runs of `python test_en.py`. diff --git a/examples/pace/multi-elem/loop.sh b/examples/pace/multi-elem/loop.sh index cd9f6da895..613636a30e 100755 --- a/examples/pace/multi-elem/loop.sh +++ b/examples/pace/multi-elem/loop.sh @@ -1,6 +1,7 @@ for (( ; ; )) do python test_en.py + # terminate loop if seg fault if [[ $? -eq 139 ]]; then break fi diff --git a/examples/pace/multi-elem/test_en.py b/examples/pace/multi-elem/test_en.py index b9dc064189..17c1924080 100644 --- a/examples/pace/multi-elem/test_en.py +++ b/examples/pace/multi-elem/test_en.py @@ -19,6 +19,8 @@ def run_struct(f): cmds = ["-screen", "none", "-log", "none"] lmp = lammps(cmdargs = cmds) + print("Made LAMMPS instance") + def run_lammps(dgradflag): # simulation settings @@ -68,8 +70,9 @@ def run_struct(f): nd = 91 dgradflag = 0 + run_lammps(dgradflag) - + lmp_pace = lmp.numpy.extract_compute("pace", LMP_STYLE_GLOBAL, LMP_TYPE_ARRAY) print ('global shape',np.shape(lmp_pace)) np.save('%s_chi_i.npy' % file_prefix,lmp_pace) @@ -77,7 +80,6 @@ def run_struct(f): del lmp return None - import glob for f in sorted(glob.glob('*.xyz')): print ('running %s' % f) diff --git a/src/ML-PACE/compute_pace.cpp b/src/ML-PACE/compute_pace.cpp index 8c2b0b1afa..74f00f9b52 100644 --- a/src/ML-PACE/compute_pace.cpp +++ b/src/ML-PACE/compute_pace.cpp @@ -38,7 +38,6 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : paceall(nullptr), pace_peratom(nullptr), basis_set(nullptr), ace(nullptr), map(nullptr), cg(nullptr) { - array_flag = 1; extarray = 0; bikflag = 0; @@ -54,40 +53,53 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : if (dgradflag && !bikflag) error->all(FLERR,"Illegal compute pace command: dgradflag=1 requires bikflag=1"); - + // map[i] = which element the Ith atom type is, -1 if not mapped + // map[0] is not used memory->create(map,ntypes+1,"pace:map"); + for (int i=0; icutoffmax; - double cutmax = basis_set->cutoffmax; + cutmax = basis_set->cutoffmax; double cuti; double radelemall = 0.5; + /* memory->create(cutsq,ntypes+1,ntypes+1,"pace:cutsq"); + printf("----- looping over ntypes\n"); for (int i = 1; i <= ntypes; i++) { + printf("----- map[%d]: %d\n", i, map[i]); cuti = basis_set->radial_functions->cut(map[i], map[i]); if (cuti > cutmax) cutmax = cuti; cutsq[i][i] = cuti*cuti; for (int j = i+1; j <= ntypes; j++) { + //printf("----- j: %d\n", j); + printf("----- map[%d]: %d\n", j, map[j]); cuti = basis_set->radial_functions->cut(map[i], map[j]); cutsq[i][j] = cutsq[j][i] = cuti*cuti; } } + printf("----- looped over ntypes\n"); + */ //# of rank 1, rank > 1 functions int n_r1, n_rp = 0; n_r1 = basis_set->total_basis_size_rank1[0]; n_rp = basis_set->total_basis_size[0]; int ncoeff = n_r1 + n_rp; - int nvalues = ncoeff; + //int nvalues = ncoeff; + nvalues = ncoeff; //----------------------------------------------------------- - nperdim = ncoeff; + //nperdim = ncoeff; + ndims_force = 3; ndims_virial = 6; bik_rows = 1; - yoffset = nperdim; - zoffset = 2*nperdim; + yoffset = nvalues; //nperdim; + zoffset = 2*nvalues; //nperdim; natoms = atom->natoms; if (bikflag) bik_rows = natoms; dgrad_rows = ndims_force*natoms; @@ -101,7 +113,7 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : lastcol = size_array_cols-1; ndims_peratom = ndims_force; - size_peratom = ndims_peratom*nperdim*atom->ntypes; + size_peratom = ndims_peratom*nvalues*atom->ntypes; nmax = 0; } @@ -123,9 +135,14 @@ void ComputePACE::init() { if (force->pair == nullptr) error->all(FLERR,"Compute pace requires a pair style be defined"); + + printf("----- cutoffmax: %f\n", cutmax); if (cutmax > force->pair->cutforce) error->all(FLERR,"Compute pace cutoff is longer than pairwise cutoff"); + //if (basis_set->cutoffmax > force->pair->cutforce) + // error->all(FLERR,"Compute pace cutoff is longer than pairwise cutoff"); + // need an occasional full neighbor list neighbor->add_request(this, NeighConst::REQ_FULL | NeighConst::REQ_OCCASIONAL); @@ -249,8 +266,8 @@ void ComputePACE::compute_array() const int itype = type[i]; const int* const jlist = firstneigh[i]; const int jnum = numneigh[i]; - const int typeoffset_local = ndims_peratom*nperdim*(itype-1); - const int typeoffset_global = nperdim*(itype-1); + const int typeoffset_local = ndims_peratom*nvalues*(itype-1); + const int typeoffset_global = nvalues*(itype-1); ace = new ACECTildeEvaluator(*basis_set); int n_r1, n_rp = 0; @@ -369,9 +386,9 @@ void ComputePACE::compute_array() // accumulate force contributions to global array if (!dgradflag){ for (int itype = 0; itype < atom->ntypes; itype++) { - const int typeoffset_local = ndims_peratom*nperdim*itype; - const int typeoffset_global = nperdim*itype; - for (int icoeff = 0; icoeff < nperdim; icoeff++) { + const int typeoffset_local = ndims_peratom*nvalues*itype; + const int typeoffset_global = nvalues*itype; + for (int icoeff = 0; icoeff < nvalues; icoeff++) { for (int i = 0; i < ntotal; i++) { double *pacedi = pace_peratom[i]+typeoffset_local; int iglobal = atom->tag[i]; @@ -462,7 +479,7 @@ void ComputePACE::dbdotr_compute() const int typeoffset_local = ndims_peratom*nvalues*itype; const int typeoffset_global = nvalues*itype; double *pacedi = pace_peratom[i]+typeoffset_local; - for (int icoeff = 0; icoeff < nperdim; icoeff++) { + for (int icoeff = 0; icoeff < nvalues; icoeff++) { double dbdx = pacedi[icoeff]; double dbdy = pacedi[icoeff+yoffset]; double dbdz = pacedi[icoeff+zoffset]; From e74b6769a9011945c92d2033e5082c5fc078846c Mon Sep 17 00:00:00 2001 From: rohskopf Date: Thu, 29 Sep 2022 10:53:28 -0600 Subject: [PATCH 14/28] No need to populate map in constructor --- src/ML-PACE/compute_pace.cpp | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/ML-PACE/compute_pace.cpp b/src/ML-PACE/compute_pace.cpp index 74f00f9b52..e9899d1962 100644 --- a/src/ML-PACE/compute_pace.cpp +++ b/src/ML-PACE/compute_pace.cpp @@ -56,9 +56,11 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : // map[i] = which element the Ith atom type is, -1 if not mapped // map[0] is not used memory->create(map,ntypes+1,"pace:map"); + /* for (int i=0; i Date: Tue, 18 Oct 2022 17:29:56 -0600 Subject: [PATCH 15/28] fixed bug for bikflag 1 dgradflag 0 --- src/ML-PACE/compute_pace.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/ML-PACE/compute_pace.cpp b/src/ML-PACE/compute_pace.cpp index e9899d1962..c931d2aff5 100644 --- a/src/ML-PACE/compute_pace.cpp +++ b/src/ML-PACE/compute_pace.cpp @@ -373,7 +373,7 @@ void ComputePACE::compute_array() int k = typeoffset_global; for (int icoeff = 0; icoeff < ncoeff; icoeff++){ - pace[0][k++] += Bs(icoeff); + pace[irow][k++] += Bs(icoeff); } } else { int k = 3; From 02370fa25ebe55efba6ace6a1547e77d22c9e405 Mon Sep 17 00:00:00 2001 From: rohskopf Date: Wed, 2 Nov 2022 14:51:00 -0600 Subject: [PATCH 16/28] Include headers in ace-evaluator directory --- src/ML-PACE/compute_pace.cpp | 8 ++++---- src/ML-PACE/compute_pace.h | 6 +++--- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/src/ML-PACE/compute_pace.cpp b/src/ML-PACE/compute_pace.cpp index c931d2aff5..23e0a14776 100644 --- a/src/ML-PACE/compute_pace.cpp +++ b/src/ML-PACE/compute_pace.cpp @@ -11,10 +11,10 @@ ------------------------------------------------------------------------- */ #include "compute_pace.h" -#include "ace_evaluator.h" -#include "ace_c_basis.h" -#include "ace_abstract_basis.h" -#include "ace_types.h" +#include "ace-evaluator/ace_evaluator.h" +#include "ace-evaluator/ace_c_basis.h" +#include "ace-evaluator/ace_abstract_basis.h" +#include "ace-evaluator/ace_types.h" #include #include diff --git a/src/ML-PACE/compute_pace.h b/src/ML-PACE/compute_pace.h index e806c65c16..44d92ca280 100644 --- a/src/ML-PACE/compute_pace.h +++ b/src/ML-PACE/compute_pace.h @@ -21,9 +21,9 @@ ComputeStyle(pace,ComputePACE); #define LMP_COMPUTE_PACE_H #include "compute.h" -#include "ace_c_basis.h" -#include "ace_evaluator.h" -#include "ace_abstract_basis.h" +#include "ace-evaluator/ace_c_basis.h" +#include "ace-evaluator/ace_evaluator.h" +#include "ace-evaluator/ace_abstract_basis.h" namespace LAMMPS_NS { From 48a957f333178a45472833f0c37d2b1b90def7d9 Mon Sep 17 00:00:00 2001 From: rohskopf Date: Thu, 3 Nov 2022 09:04:50 -0600 Subject: [PATCH 17/28] Remove screen print --- src/ML-PACE/compute_pace.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/ML-PACE/compute_pace.cpp b/src/ML-PACE/compute_pace.cpp index 23e0a14776..223b8b4b19 100644 --- a/src/ML-PACE/compute_pace.cpp +++ b/src/ML-PACE/compute_pace.cpp @@ -138,7 +138,7 @@ void ComputePACE::init() if (force->pair == nullptr) error->all(FLERR,"Compute pace requires a pair style be defined"); - printf("----- cutoffmax: %f\n", cutmax); + //printf("----- cutoffmax: %f\n", cutmax); if (cutmax > force->pair->cutforce) error->all(FLERR,"Compute pace cutoff is longer than pairwise cutoff"); From 1b86d647deb2c9082c9fb79dcff98bbf7b395e4d Mon Sep 17 00:00:00 2001 From: James Michael Goff Date: Thu, 24 Aug 2023 17:08:31 -0600 Subject: [PATCH 18/28] cleaned up headers and used PIMPL namespace instead, fixed whitespace, fixed homepage --- src/ML-PACE/compute_pace.cpp | 58 ++++++++++++++++++++++-------------- src/ML-PACE/compute_pace.h | 8 ++--- 2 files changed, 38 insertions(+), 28 deletions(-) diff --git a/src/ML-PACE/compute_pace.cpp b/src/ML-PACE/compute_pace.cpp index 223b8b4b19..f9e5ff8a30 100644 --- a/src/ML-PACE/compute_pace.cpp +++ b/src/ML-PACE/compute_pace.cpp @@ -2,7 +2,7 @@ /* ---------------------------------------------------------------------- LAMMPS - Large-scale Atomic/Molecular Massively Parallel Simulator https://www.lammps.org/, Sandia National Laboratories - Steve Plimpton, sjplimp@sandia.gov + LAMMPS Development team: developers@lammps.org Copyright (2003) Sandia Corporation. Under the terms of Contract DE-AC04-94AL85000 with Sandia Corporation, the U.S. Government retains certain rights in this software. This software is distributed under @@ -30,13 +30,25 @@ #include "memory.h" #include "error.h" +namespace LAMMPS_NS { +struct ACECimpl { + ACECimpl() : basis_set(nullptr), ace(nullptr) {} + ~ACECimpl() + { + delete basis_set; + delete ace; + } + ACECTildeBasisSet *basis_set; + ACECTildeEvaluator *ace; +}; +} + using namespace LAMMPS_NS; enum{SCALAR,VECTOR,ARRAY}; ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : Compute(lmp, narg, arg), cutsq(nullptr), list(nullptr), pace(nullptr), - paceall(nullptr), pace_peratom(nullptr), - basis_set(nullptr), ace(nullptr), map(nullptr), cg(nullptr) + paceall(nullptr), pace_peratom(nullptr), map(nullptr), cg(nullptr) { array_flag = 1; extarray = 0; @@ -46,6 +58,7 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : int ntypes = atom->ntypes; int nargmin = 4; + acecimpl = new ACECimpl; if (narg < nargmin) error->all(FLERR,"Illegal compute pace command"); bikflag = utils::inumeric(FLERR, arg[4], false, lmp); @@ -63,9 +76,10 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : */ //read in file with CG coefficients or c_tilde coefficients - basis_set = new ACECTildeBasisSet(arg[3]); - double cut = basis_set->cutoffmax; - cutmax = basis_set->cutoffmax; + auto potential_file_name = utils::get_potential_file_path(arg[3]); + acecimpl -> basis_set = new ACECTildeBasisSet(potential_file_name); + double cut = acecimpl -> basis_set->cutoffmax; + cutmax = acecimpl -> basis_set->cutoffmax; double cuti; double radelemall = 0.5; /* @@ -87,8 +101,8 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : */ //# of rank 1, rank > 1 functions int n_r1, n_rp = 0; - n_r1 = basis_set->total_basis_size_rank1[0]; - n_rp = basis_set->total_basis_size[0]; + n_r1 = acecimpl -> basis_set->total_basis_size_rank1[0]; + n_rp = acecimpl -> basis_set->total_basis_size[0]; int ncoeff = n_r1 + n_rp; //int nvalues = ncoeff; @@ -229,10 +243,10 @@ void ComputePACE::compute_array() SPECIES_TYPE *mus; NS_TYPE *ns; LS_TYPE *ls; - + int n_r1, n_rp = 0; - n_r1 = basis_set->total_basis_size_rank1[0]; - n_rp = basis_set->total_basis_size[0]; + n_r1 = acecimpl -> basis_set->total_basis_size_rank1[0]; + n_rp = acecimpl -> basis_set->total_basis_size[0]; const int inum = list->inum; const int* const ilist = list->ilist; @@ -271,21 +285,21 @@ void ComputePACE::compute_array() const int typeoffset_local = ndims_peratom*nvalues*(itype-1); const int typeoffset_global = nvalues*(itype-1); - ace = new ACECTildeEvaluator(*basis_set); + acecimpl -> ace = new ACECTildeEvaluator(*acecimpl -> basis_set); int n_r1, n_rp = 0; n_r1 = basis_set->total_basis_size_rank1[0]; n_rp = basis_set->total_basis_size[0]; int ncoeff = n_r1 + n_rp; - ace->element_type_mapping.init(ntypes+1); + acecimpl -> ace->element_type_mapping.init(ntypes+1); for (int ik = 1; ik <= ntypes; ik++) { for(int mu = 0; mu < basis_set->nelements; mu++){ if (mu != -1) { if (mu == ik - 1) { map[ik] = mu; - ace->element_type_mapping(ik) = mu; + acecimpl -> ace->element_type_mapping(ik) = mu; } - } + } } } @@ -320,18 +334,18 @@ void ComputePACE::compute_array() } // resize the neighbor cache after setting the basis - ace->resize_neighbours_cache(max_jnum); - ace->compute_atom(i, atom->x, atom->type, list->numneigh[i], list->firstneigh[i]); + acecimpl -> ace->resize_neighbours_cache(max_jnum); + acecimpl -> ace->compute_atom(i, atom->x, atom->type, list->numneigh[i], list->firstneigh[i]); Array1D Bs =ace->B_all; for (int jj = 0; jj < jnum; jj++) { const int j = jlist[jj]; //replace mapping of jj to j - if (!dgradflag) { + if (!dgradflag) { double *pacedi = pace_peratom[i]+typeoffset_local; double *pacedj = pace_peratom[j]+typeoffset_local; - Array3D fs = ace->neighbours_dB; + Array3D fs = acecimpl -> ace->neighbours_dB; //force array in (func_ind,neighbour_ind,xyz_ind) format // dimension: (n_descriptors,max_jnum,3) //example to access entries for neighbour jj after running compute_atom for atom i: @@ -348,7 +362,7 @@ void ComputePACE::compute_array() } } else { //printf("inside dBi/dRj logical : ncoeff = %d \n", ncoeff); - Array3D fs = ace->neighbours_dB; + Array3D fs = acecimpl -> ace->neighbours_dB; for (int iicoeff = 0; iicoeff < ncoeff; iicoeff++) { // add to pace array for this proc @@ -381,10 +395,10 @@ void ComputePACE::compute_array() pace[irow][k++] += Bs(icoeff); } } - delete ace; + delete acecimpl -> ace; } //group bit } // for ii loop - delete basis_set; + delete acecimpl -> basis_set; // accumulate force contributions to global array if (!dgradflag){ for (int itype = 0; itype < atom->ntypes; itype++) { diff --git a/src/ML-PACE/compute_pace.h b/src/ML-PACE/compute_pace.h index 44d92ca280..266b16c615 100644 --- a/src/ML-PACE/compute_pace.h +++ b/src/ML-PACE/compute_pace.h @@ -1,7 +1,7 @@ /* -*- c++ -*- ---------------------------------------------------------- LAMMPS - Large-scale Atomic/Molecular Massively Parallel Simulator https://www.lammps.org/, Sandia National Laboratories - Steve Plimpton, sjplimp@sandia.gov + LAMMPS Development team: developers@lammps.org Copyright (2003) Sandia Corporation. Under the terms of Contract DE-AC04-94AL85000 with Sandia Corporation, the U.S. Government retains @@ -21,9 +21,6 @@ ComputeStyle(pace,ComputePACE); #define LMP_COMPUTE_PACE_H #include "compute.h" -#include "ace-evaluator/ace_c_basis.h" -#include "ace-evaluator/ace_evaluator.h" -#include "ace-evaluator/ace_abstract_basis.h" namespace LAMMPS_NS { @@ -49,13 +46,12 @@ class ComputePACE : public Compute { int nelements, chemflag; int bikflag, bik_rows, dgradflag, dgrad_rows; double *cg; - class ACECTildeEvaluator *ace; - class ACECTildeBasisSet *basis_set; double cutmax; Compute *c_pe; Compute *c_virial; void dbdotr_compute(); + struct ACECimpl *acecimpl; }; } // namespace LAMMPS_NS From db4f55b76fcc6bfb6049e1ba2751eb7994ff73a8 Mon Sep 17 00:00:00 2001 From: James Michael Goff Date: Tue, 19 Sep 2023 17:24:15 -0600 Subject: [PATCH 19/28] compatibility with new lammps-user-pace library and cleanup --- examples/PACKAGES/pace/README.md | 9 ++ examples/PACKAGES/pace/compute/README.md | 0 .../pace/compute}/coupling_coefficients.yace | 0 examples/PACKAGES/pace/compute/in.lammps | 22 +++++ .../pace/compute}/latte_cell_0.data | 0 .../pace/compute}/latte_cell_0.xyz | 0 examples/pace/multi-elem/README.md | 5 - .../pace/multi-elem/latte_cell_0_chi_i.npy | Bin 1424928 -> 0 bytes examples/pace/multi-elem/loop.sh | 8 -- examples/pace/multi-elem/test_en.py | 86 ------------------ src/ML-PACE/compute_pace.cpp | 33 +++---- 11 files changed, 46 insertions(+), 117 deletions(-) create mode 100644 examples/PACKAGES/pace/README.md create mode 100644 examples/PACKAGES/pace/compute/README.md rename examples/{pace/multi-elem => PACKAGES/pace/compute}/coupling_coefficients.yace (100%) create mode 100644 examples/PACKAGES/pace/compute/in.lammps rename examples/{pace/multi-elem => PACKAGES/pace/compute}/latte_cell_0.data (100%) rename examples/{pace/multi-elem => PACKAGES/pace/compute}/latte_cell_0.xyz (100%) delete mode 100644 examples/pace/multi-elem/README.md delete mode 100644 examples/pace/multi-elem/latte_cell_0_chi_i.npy delete mode 100755 examples/pace/multi-elem/loop.sh delete mode 100644 examples/pace/multi-elem/test_en.py diff --git a/examples/PACKAGES/pace/README.md b/examples/PACKAGES/pace/README.md new file mode 100644 index 0000000000..ab2d3a54f5 --- /dev/null +++ b/examples/PACKAGES/pace/README.md @@ -0,0 +1,9 @@ +# This folder contains examples for pace in LAMMPS + + +## Compute pace usage +compute/latte_cell_0.data # lammps data file with C-H-O structure +compute/latte_cell_0.xyz # xyz file with C-H-O structure +compute/coupling_coefficients.yace # .yace file containing coupling coefficients (or ACE potential parameters) +compute/in.lammps # input file for calling `compute pace` + diff --git a/examples/PACKAGES/pace/compute/README.md b/examples/PACKAGES/pace/compute/README.md new file mode 100644 index 0000000000..e69de29bb2 diff --git a/examples/pace/multi-elem/coupling_coefficients.yace b/examples/PACKAGES/pace/compute/coupling_coefficients.yace similarity index 100% rename from examples/pace/multi-elem/coupling_coefficients.yace rename to examples/PACKAGES/pace/compute/coupling_coefficients.yace diff --git a/examples/PACKAGES/pace/compute/in.lammps b/examples/PACKAGES/pace/compute/in.lammps new file mode 100644 index 0000000000..a0ef25f606 --- /dev/null +++ b/examples/PACKAGES/pace/compute/in.lammps @@ -0,0 +1,22 @@ +#info all out log +units metal +atom_style atomic +boundary p p p +atom_modify map hash +boundary p p p +read_data latte_cell_0.data +mass 1 1.00 +mass 2 14.00 +mass 3 15.999 + + # potential settings + +pair_style zero 5.7 +pair_coeff * * + +compute pace all pace coupling_coefficients.yace 1 0 + +thermo 1 +thermo_style custom step temp c_pace[1][183] + +run 0 diff --git a/examples/pace/multi-elem/latte_cell_0.data b/examples/PACKAGES/pace/compute/latte_cell_0.data similarity index 100% rename from examples/pace/multi-elem/latte_cell_0.data rename to examples/PACKAGES/pace/compute/latte_cell_0.data diff --git a/examples/pace/multi-elem/latte_cell_0.xyz b/examples/PACKAGES/pace/compute/latte_cell_0.xyz similarity index 100% rename from examples/pace/multi-elem/latte_cell_0.xyz rename to examples/PACKAGES/pace/compute/latte_cell_0.xyz diff --git a/examples/pace/multi-elem/README.md b/examples/pace/multi-elem/README.md deleted file mode 100644 index e2ab583d10..0000000000 --- a/examples/pace/multi-elem/README.md +++ /dev/null @@ -1,5 +0,0 @@ -Check that seg fault doesn't occur by doing: - - ./loop.sh - -which will loop through many runs of `python test_en.py`. diff --git a/examples/pace/multi-elem/latte_cell_0_chi_i.npy b/examples/pace/multi-elem/latte_cell_0_chi_i.npy deleted file mode 100644 index 27f08781454251ec44961a1f4a90ba6fb86797b0..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1424928 zcmbUIX*5uA*FKJ$QszQJX3;2xR4V(VGDIpFib9fRWDcQ7hLj=+WzIa44B5v#&$G<4 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zZ$2-BFNFF7y#R?DD+u{LJNLPR1kN2lB6VU?18>h3QSRO0!&Vu*Lx(Re66$ms8u9Jy zxMh3W+2t|9tKN@jO=-pnh8Ir<{=H?!`OF>X`4Jy}#7rN_wathf)q4{fHpoDt_oCY> zwkVM1!_nid~OX57x0E}TF;4?H|}3e<6qF#nwxGgkOP zyBtN=U;z?>=wc1MGq`0)SgK2sVv8&EMM3QR&}A2WnZc3?8|CbK$E>`JUIrJp9ZHr3 z$#9YjuX8!DT8TB*ksyO=Yu_NtpY%A?<+V6R;vA}?TDa+ByNwhL#!vT`s6uD#_g66% zE?DqfnBUjarr4CeNW)uE4)^Ibx_k8L<4dm8CSsc^;3~v6JO0@U(gj|`TsD=)_+C|r zyCg3Jsk|s=s^*8#qgv5F&x%8Kdha(X8wKpr$2G6@NC>*_9pouA{) basis_set; acecimpl -> basis_set = new ACECTildeBasisSet(potential_file_name); double cut = acecimpl -> basis_set->cutoffmax; cutmax = acecimpl -> basis_set->cutoffmax; @@ -138,6 +139,7 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : ComputePACE::~ComputePACE() { + delete acecimpl; memory->destroy(pace); memory->destroy(paceall); memory->destroy(cutsq); @@ -244,10 +246,6 @@ void ComputePACE::compute_array() NS_TYPE *ns; LS_TYPE *ls; - int n_r1, n_rp = 0; - n_r1 = acecimpl -> basis_set->total_basis_size_rank1[0]; - n_rp = acecimpl -> basis_set->total_basis_size[0]; - const int inum = list->inum; const int* const ilist = list->ilist; const int* const numneigh = list->numneigh; @@ -285,15 +283,18 @@ void ComputePACE::compute_array() const int typeoffset_local = ndims_peratom*nvalues*(itype-1); const int typeoffset_global = nvalues*(itype-1); + delete acecimpl -> ace; acecimpl -> ace = new ACECTildeEvaluator(*acecimpl -> basis_set); + acecimpl -> ace->compute_projections = 1; + acecimpl -> ace->compute_b_grad = 1; int n_r1, n_rp = 0; - n_r1 = basis_set->total_basis_size_rank1[0]; - n_rp = basis_set->total_basis_size[0]; + n_r1 = acecimpl -> basis_set->total_basis_size_rank1[0]; + n_rp = acecimpl -> basis_set->total_basis_size[0]; int ncoeff = n_r1 + n_rp; acecimpl -> ace->element_type_mapping.init(ntypes+1); for (int ik = 1; ik <= ntypes; ik++) { - for(int mu = 0; mu < basis_set->nelements; mu++){ + for(int mu = 0; mu < acecimpl -> basis_set ->nelements; mu++){ if (mu != -1) { if (mu == ik - 1) { map[ik] = mu; @@ -336,7 +337,7 @@ void ComputePACE::compute_array() // resize the neighbor cache after setting the basis acecimpl -> ace->resize_neighbours_cache(max_jnum); acecimpl -> ace->compute_atom(i, atom->x, atom->type, list->numneigh[i], list->firstneigh[i]); - Array1D Bs =ace->B_all; + Array1D Bs = acecimpl -> ace -> projections; for (int jj = 0; jj < jnum; jj++) { const int j = jlist[jj]; @@ -345,14 +346,13 @@ void ComputePACE::compute_array() double *pacedi = pace_peratom[i]+typeoffset_local; double *pacedj = pace_peratom[j]+typeoffset_local; - Array3D fs = acecimpl -> ace->neighbours_dB; //force array in (func_ind,neighbour_ind,xyz_ind) format // dimension: (n_descriptors,max_jnum,3) //example to access entries for neighbour jj after running compute_atom for atom i: for (int func_ind =0; func_ind < n_r1 + n_rp; func_ind++){ - DOUBLE_TYPE fx_dB = fs(func_ind,jj,0); - DOUBLE_TYPE fy_dB = fs(func_ind,jj,1); - DOUBLE_TYPE fz_dB = fs(func_ind,jj,2); + DOUBLE_TYPE fx_dB = acecimpl -> ace -> neighbours_dB(func_ind,jj,0); + DOUBLE_TYPE fy_dB = acecimpl -> ace -> neighbours_dB(func_ind,jj,1); + DOUBLE_TYPE fz_dB = acecimpl -> ace -> neighbours_dB(func_ind,jj,2); pacedi[func_ind] += fx_dB; pacedi[func_ind+yoffset] += fy_dB; pacedi[func_ind+zoffset] += fz_dB; @@ -362,15 +362,14 @@ void ComputePACE::compute_array() } } else { //printf("inside dBi/dRj logical : ncoeff = %d \n", ncoeff); - Array3D fs = acecimpl -> ace->neighbours_dB; for (int iicoeff = 0; iicoeff < ncoeff; iicoeff++) { // add to pace array for this proc //printf("inside dBi/dRj loop\n"); // dBi/dRj - DOUBLE_TYPE fx_dB = fs(iicoeff,jj,0); - DOUBLE_TYPE fy_dB = fs(iicoeff,jj,1); - DOUBLE_TYPE fz_dB = fs(iicoeff,jj,2); + DOUBLE_TYPE fx_dB = acecimpl -> ace -> neighbours_dB(iicoeff,jj,0); + DOUBLE_TYPE fy_dB = acecimpl -> ace -> neighbours_dB(iicoeff,jj,1); + DOUBLE_TYPE fz_dB = acecimpl -> ace -> neighbours_dB(iicoeff,jj,2); pace[bik_rows + ((atom->tag[j]-1)*3*natoms) + 3*(atom->tag[i]-1) + 0][iicoeff+3] -= fx_dB; pace[bik_rows + ((atom->tag[j]-1)*3*natoms) + 3*(atom->tag[i]-1) + 1][iicoeff+3] -= fy_dB; pace[bik_rows + ((atom->tag[j]-1)*3*natoms) + 3*(atom->tag[i]-1) + 2][iicoeff+3] -= fz_dB; @@ -395,10 +394,8 @@ void ComputePACE::compute_array() pace[irow][k++] += Bs(icoeff); } } - delete acecimpl -> ace; } //group bit } // for ii loop - delete acecimpl -> basis_set; // accumulate force contributions to global array if (!dgradflag){ for (int itype = 0; itype < atom->ntypes; itype++) { From fc12f86ea92ec1aeeb6fa8cbf2971d6ebf134698 Mon Sep 17 00:00:00 2001 From: jmgoff <34103038+jmgoff@users.noreply.github.com> Date: Wed, 11 Oct 2023 16:47:35 -0600 Subject: [PATCH 20/28] Update compute_pace.h Header style fix --- src/ML-PACE/compute_pace.h | 22 ---------------------- 1 file changed, 22 deletions(-) diff --git a/src/ML-PACE/compute_pace.h b/src/ML-PACE/compute_pace.h index 266b16c615..2f2f8d7f21 100644 --- a/src/ML-PACE/compute_pace.h +++ b/src/ML-PACE/compute_pace.h @@ -58,25 +58,3 @@ class ComputePACE : public Compute { #endif #endif - -/* ERROR/WARNING messages: - -E: Illegal ... command - -Self-explanatory. Check the input script syntax and compare to the -documentation for the command. You can use -echo screen as a -command-line option when running LAMMPS to see the offending line. - -E: Compute pace requires a pair style be defined - -Self-explanatory. - -E: Compute pace cutoff is longer than pairwise cutoff - -UNDOCUMENTED - -W: More than one compute pace/atom - -Self-explanatory. - -*/ From 2ac32872e2f960d1c47fe7eab3b6eb741065e3e8 Mon Sep 17 00:00:00 2001 From: James Michael Goff Date: Thu, 19 Oct 2023 12:18:07 -0600 Subject: [PATCH 21/28] compute pace docs --- doc/src/Commands_compute.rst | 1 + doc/src/compute.rst | 1 + doc/src/compute_pace.rst | 249 +++++++++++++++++++++++++++++++++++ 3 files changed, 251 insertions(+) create mode 100644 doc/src/compute_pace.rst diff --git a/doc/src/Commands_compute.rst b/doc/src/Commands_compute.rst index dbd6b58ce7..52a29b422c 100644 --- a/doc/src/Commands_compute.rst +++ b/doc/src/Commands_compute.rst @@ -100,6 +100,7 @@ KOKKOS, o = OPENMP, t = OPT. * :doc:`nbond/atom ` * :doc:`omega/chunk ` * :doc:`orientorder/atom (k) ` + * :doc:`pace ` * :doc:`pair ` * :doc:`pair/local ` * :doc:`pe ` diff --git a/doc/src/compute.rst b/doc/src/compute.rst index abc89fb663..363dbdbdaa 100644 --- a/doc/src/compute.rst +++ b/doc/src/compute.rst @@ -254,6 +254,7 @@ The individual style names on the :doc:`Commands compute ` pag * :doc:`nbond/atom ` - calculates number of bonds per atom * :doc:`omega/chunk ` - angular velocity for each chunk * :doc:`orientorder/atom ` - Steinhardt bond orientational order parameters Ql +* :doc:`pace ` - atomic cluster expansion descriptors and related quantities * :doc:`pair ` - values computed by a pair style * :doc:`pair/local ` - distance/energy/force of each pairwise interaction * :doc:`pe ` - potential energy diff --git a/doc/src/compute_pace.rst b/doc/src/compute_pace.rst new file mode 100644 index 0000000000..89c46c4717 --- /dev/null +++ b/doc/src/compute_pace.rst @@ -0,0 +1,249 @@ +.. index:: compute pace + +compute pace command +======================== + +Syntax +"""""" + +.. code-block:: LAMMPS + + compute ID group-ID pace ace_potential_filename ... keyword values ... + +* ID, group-ID are documented in :doc:`compute ` command +* pace = style name of this compute command +* ace_potential_filename = file name (in the .yace or .ace format from :doc:`pace pair_style `) including ACE hyperparameters, bonds, and generalized coupling coefficients +* keyword = *bikflag* or *dgradflag* + + .. parsed-literal:: + + *bikflag* value = *0* or *1* + *0* = descriptors are summed over atoms of each type + *1* = descriptors are listed separately for each atom + *dgradflag* value = *0* or *1* + *0* = descriptor gradients are summed over atoms of each type + *1* = descriptor gradients are listed separately for each atom pair + +Examples +"""""""" + +.. code-block:: LAMMPS + + compute pace all pace coupling_coefficients.yace + compute pace all pace coupling_coefficients.yace 0 1 + compute pace all pace coupling_coefficients.yace 1 1 + +Description +""""""""""" + +This compute calculates a set of quantities related to the atomic cluster +expansion (ACE) descriptors of the atoms in a group. ACE descriptors are +a highly generalizable atomic descriptor, encoding the radial and angular +distribution of neighbor atoms, up to arbitrary bond order (rank). The +detailed mathematical definition is given in the paper by +:ref:`(Drautz) `. These descriptors are used in the +:doc:`pace pair_style `. Quantities obtained from `compute pace` +are related to those used in :doc:`pace pair_style ` to +evaluate atomic energies, forces, and stresses for linear ACE models. +For example, the energy for a linear ACE model is calculated as: +:math:`E=\sum_i^{N\_atoms} \sum_{\boldsymbol{\nu}} c_{\boldsymbol{\nu}} B_{i,\boldsymbol{\boldsymbol{\nu}}}`. +The ACE descriptors for atom `i` :math:`B_{i,\boldsymbol{\nu}}`, and +:math:`c_{\nu}` are linear model parameters. The detailed definition +and indexing convention for ACE descriptors is given in :ref:`(Drautz) `. +In short, body order :math:`N`, angular character, radial character, +and chemical elements in the *N-body* descriptor are encoded by :math:`\nu`. +In the :doc:`pace pair_style `, the linear model parameters +and the ACE descriptors are combined for efficient evaluation of energies +and forces. The details and benefits of this efficient implementation are +given in :ref:`(Lysogorskiy) `. et. al, but the combined +descriptors and linear model parameters for the purposes of `compute pace` +may be expressed in terms of the ACE descriptors mentioned above. + +:math:`c_{\boldsymbol{\nu}} B_{i,\boldsymbol{\nu}}= \sum_{\boldsymbol{\nu}' \in \boldsymbol{\nu} } \big[ c_{\boldsymbol{\nu}} C(\boldsymbol{\nu}') \big] A_{i,\boldsymbol{\nu}'}` + +where the bracketed terms on the right-hand side are the combined functions +with linear model parameters typically provided in the `.yace` potential +file for `pace pair_style`. When these bracketed terms are multiplied by the +products of the atomic base from :ref:`(Drautz) `, +:math:`A_{i,\boldsymbol{\nu'}`, the ACE descriptors are recovered but they +are also scaled by linear model parameters. The generalized coupling coefficients, +written in short-hand here as :math:`C(\boldsymbol{\nu}')`, are the generalized +Clebsch-Gordan or generalized Wigner symbols. It may be desirable to reverse the +combination of these descriptors and the linear model parameters so that the +ACE descriptors themselves may be used. The ACE descriptors and their gradients +are often used when training ACE models, performing custom data analysis, +generalizing ACE model forms, and other tasks that involve direct computation of +descriptors. The key utility of `compute pace` is that it can compute the ACE +descriptors and gradients so that these tasks can be performed during a LAMMPS +simulation or so that LAMMPS can be used as a driver for tasks like ACE model +parameterization. To see how this command can be used within a Python workflow +to train ACE potentials, see the examples in +`FitSNAP `_. Examples on using outputs from +this compute to construct general ACE potential forms are demonstrated in +:ref:`(Goff) `. The various keywords and inputs to `compute pace` +determine what ACE descriptors and related quantities are returned in a compute +array. + +The coefficient file, `.yace`, ultimately defines the number of ACE +descriptors to be computed, their maximum body-order, the degree of angular +character they have, the degree of radial character they have, the chemical +character (which element-element interactions are encoded by descriptors), +and other hyperparameters defined in :ref:`(Drautz) `. These may +be modeled after the potential files in :doc:`pace pair_style `, +and have the same format. Details on how to generate the coefficient files +to train ACE models may be found in `FitSNAP `_. + +The keyword *bikflag* determines whether or not to list the descriptors of +each atom separately, or sum them together and list in a single row. If +*bikflag* is set to *0* then a single descriptor row is used, which contains +the per-atom ACE descriptors :math:`B_{i,\boldsymbol{\nu}}` summed over all +atoms *i* to produce :math:`B_{\boldsymbol{\nu}}`. If *bikflag* is set to +*1* this is replaced by a separate per-atom ACE descriptor row for each atom. +In this case, the entries in the final column for these rows are set to zero. + +The keyword *dgradflag* determines whether to sum atom gradients or list +them separately. If *dgradflag* is set to 0, the ACE +descriptor gradients w.r.t. atom *j* are summed over all atoms *i'* +of, which may be useful when training linear ACE models on atomic forces. +If *dgradflag* is set to 1, gradients are listed separately for each pair of atoms. +Each row corresponds +to a single term :math:`\frac{\partial {B_{i,\boldsymbol{\nu}}}}{\partial {r}^a_j}` +where :math:`{r}^a_j` is the *a-th* position coordinate of the atom with global +index *j*. This also changes the number of columns to be equal to the number of +ACE descriptors, with 3 additional columns representing the indices :math:`i`, +:math:`j`, and :math:`a`, as explained more in the Output info section below. +The option *dgradflag=1* requires that *bikflag=1*. + +.. note:: + + It is noted here that in contrast to :doc:`pace pair_style `, + the *.yace* file for `compute pace` typically should not contain linear + parameters for an ACE potential. If :math:`c_{\nu}` are included, + the value of the descriptor will not be returned in the `compute` array, + but instead, the energy contribution from that descriptor will be returned. + Do not do this unless it is the desired behavior. + *In short, you should not plug in a '.yace' for a pace potential into this + compute to evaluate descriptors.* + +.. note:: + + *Generalized Clebsch-Gordan or Generalized Wigner symbols (with appropriate + factors) must be used to evaluate ACE descriptors with this compute.* There + are multiple ways to define the generalized coupling coefficients. Because + of this, this compute will not revert your potential file to a coupling + coefficient file. Instead this compute allows the user to supply coupling + coefficients that follow any convention. + +.. note:: + + Using *dgradflag* = 1 produces a global array with :math:`N + 3N^2 + 1` rows + which becomes expensive for systems with more than 1000 atoms. + +.. note:: + + If you have a bonded system, then the settings of :doc:`special_bonds + ` command can remove pairwise interactions between + atoms in the same bond, angle, or dihedral. This is the default + setting for the :doc:`special_bonds ` command, and + means those pairwise interactions do not appear in the neighbor list. + Because this fix uses the neighbor list, it also means those pairs + will not be included in the calculation. One way to get around this, + is to write a dump file, and use the :doc:`rerun ` command to + compute the ACE descriptors for snapshots in the dump file. + The rerun script can use a :doc:`special_bonds ` + command that includes all pairs in the neighbor list. + +---------- + +Output info +""""""""""" + +Compute *pace* evaluates a global array. The columns are arranged into +*ntypes* blocks, listed in order of atom type *I*\ . Each block contains +one column for each ACE descriptor, the same as for compute +*sna/atom*\ in :doc:`compute snap `. A final column contains the corresponding energy, force +component on an atom, or virial stress component. The rows of the array +appear in the following order: + +* 1 row: *pace* average descriptor values for all atoms of type *I* +* 3\*\ *n* force rows: quantities, with derivatives w.r.t. x, y, and z coordinate of atom *i* appearing in consecutive rows. The atoms are sorted based on atom ID and run up to the total number of atoms, *n*. +* 6 rows: *virial* quantities summed for all atoms of type *I* + +For example, if :math:`\# \; B_{i, \boldsymbol{\nu}}` =30 and ntypes=1, the number of columns in the +The number of columns in the global array generated by *pace* are 31, and +931, respectively, while the number of rows is 1+3\*\ *n*\ +6, where *n* +is the total number of atoms. + +If the *bik* keyword is set to 1, the structure of the pace array is expanded. +The first :math:`N` rows of the pace array +correspond to :math:`\# \; B_{i,\boldsymbol{\nu}}` instead of a single row summed over atoms :math:`i`. +In this case, the entries in the final column for these rows +are set to zero. Also, each row contains only non-zero entries for the +columns corresponding to the type of that atom. This is not true in the case +of *dgradflag* keyword = 1 (see below). + +If the *dgradflag* keyword is set to 1, this changes the structure of the +global array completely. +Here the per-atom quantities are replaced with rows corresponding to +descriptor gradient components on single atoms: + +.. math:: + + \frac{\partial {B_{i,\boldsymbol{\nu}} }}{\partial {r}^a_j} + +where :math:`{r}^a_j` is the *a-th* position coordinate of the atom with global +index *j*. The rows are +organized in chunks, where each chunk corresponds to an atom with global index +:math:`j`. The rows in an atom :math:`j` chunk correspond to +atoms with global index :math:`i`. The total number of rows for +these descriptor gradients is therefore :math:`3N^2`. +The number of columns is equal to the number of ACE descriptors, +plus 3 additional left-most columns representing the global atom indices +:math:`i`, :math:`j`, +and Cartesian direction :math:`a` (0, 1, 2, for x, y, z). +The first 3 columns of the first :math:`N` rows belong to the reference +potential force components. The remaining K columns contain the +:math:`B_{i,\boldsymbol{\nu}}` per-atom descriptors corresponding to the non-zero entries +obtained when *bikflag* = 1. +The first column of the last row, after the first +:math:`N + 3N^2` rows, contains the reference potential +energy. The virial components are not used with this option. The total number of +rows is therefore :math:`N + 3N^2 + 1` and the number of columns is :math:`K + 3`. + +These values can be accessed by any command that uses global values +from a compute as input. See the :doc:`Howto output ` doc +page for an overview of LAMMPS output options. + +Restrictions +"""""""""""" + +These computes are part of the ML-PACE package. They are only enabled +if LAMMPS was built with that package. See the :doc:`Build package +` page for more info. + +Related commands +"""""""""""""""" + +:doc:`pair_style pace ` +:doc:`pair_style snap ` +:doc:`compute snap ` + +Default +""""""" + +The optional keyword defaults are *bikflag* = 0, +*dgradflag* = 0 + +---------- + +.. _Drautz19: + +**(Drautz)** Drautz, Phys Rev B, 99, 014104 (2019). + +.. _Lysogorskiy21: + +**(Lysogorskiy)** Lysogorskiy, van der Oord, Bochkarev, Menon, Rinaldi, Hammerschmidt, Mrovec, Thompson, Csanyi, Ortner, Drautz, npj Comp Mat, 7, 97 (2021). + +.. _Goff23: + +**(Goff)** Goff, Zhang, Negre, Rohskopf, Niklasson, Journal of Chemical Theory and Computation 19, no. 13 (2023). From 83186a50b02c610e2242f96fc8f82cbb1f297470 Mon Sep 17 00:00:00 2001 From: jmgoff <34103038+jmgoff@users.noreply.github.com> Date: Thu, 19 Oct 2023 16:37:45 -0600 Subject: [PATCH 22/28] Update compute_pace.rst typo fix --- doc/src/compute_pace.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/doc/src/compute_pace.rst b/doc/src/compute_pace.rst index 89c46c4717..5169c33673 100644 --- a/doc/src/compute_pace.rst +++ b/doc/src/compute_pace.rst @@ -65,7 +65,7 @@ where the bracketed terms on the right-hand side are the combined functions with linear model parameters typically provided in the `.yace` potential file for `pace pair_style`. When these bracketed terms are multiplied by the products of the atomic base from :ref:`(Drautz) `, -:math:`A_{i,\boldsymbol{\nu'}`, the ACE descriptors are recovered but they +:math:`A_{i,\boldsymbol{\nu'}}`, the ACE descriptors are recovered but they are also scaled by linear model parameters. The generalized coupling coefficients, written in short-hand here as :math:`C(\boldsymbol{\nu}')`, are the generalized Clebsch-Gordan or generalized Wigner symbols. It may be desirable to reverse the From 5ed10f9127fad992bca73ac5f8980576de3b5a95 Mon Sep 17 00:00:00 2001 From: James Michael Goff Date: Thu, 19 Oct 2023 18:19:55 -0600 Subject: [PATCH 23/28] doc fix --- doc/src/compute_pace.rst | 100 +++++++++++++++++++-------------------- 1 file changed, 50 insertions(+), 50 deletions(-) diff --git a/doc/src/compute_pace.rst b/doc/src/compute_pace.rst index 5169c33673..97f63c6420 100644 --- a/doc/src/compute_pace.rst +++ b/doc/src/compute_pace.rst @@ -12,15 +12,15 @@ Syntax * ID, group-ID are documented in :doc:`compute ` command * pace = style name of this compute command -* ace_potential_filename = file name (in the .yace or .ace format from :doc:`pace pair_style `) including ACE hyperparameters, bonds, and generalized coupling coefficients +* ace_potential_filename = file name (in the .yace or .ace format from :doc:`pace pair_style `) including ACE hyperparameters, bonds, and generalized coupling coefficients * keyword = *bikflag* or *dgradflag* .. parsed-literal:: - *bikflag* value = *0* or *1* + *bikflag* value = *0* or *1* *0* = descriptors are summed over atoms of each type *1* = descriptors are listed separately for each atom - *dgradflag* value = *0* or *1* + *dgradflag* value = *0* or *1* *0* = descriptor gradients are summed over atoms of each type *1* = descriptor gradients are listed separately for each atom pair @@ -36,55 +36,55 @@ Examples Description """"""""""" -This compute calculates a set of quantities related to the atomic cluster -expansion (ACE) descriptors of the atoms in a group. ACE descriptors are -a highly generalizable atomic descriptor, encoding the radial and angular -distribution of neighbor atoms, up to arbitrary bond order (rank). The -detailed mathematical definition is given in the paper by -:ref:`(Drautz) `. These descriptors are used in the -:doc:`pace pair_style `. Quantities obtained from `compute pace` -are related to those used in :doc:`pace pair_style ` to -evaluate atomic energies, forces, and stresses for linear ACE models. +This compute calculates a set of quantities related to the atomic cluster +expansion (ACE) descriptors of the atoms in a group. ACE descriptors are +a highly generalizable atomic descriptor, encoding the radial and angular +distribution of neighbor atoms, up to arbitrary bond order (rank). The +detailed mathematical definition is given in the paper by +:ref:`(Drautz) `. These descriptors are used in the +:doc:`pace pair_style `. Quantities obtained from `compute pace` +are related to those used in :doc:`pace pair_style ` to +evaluate atomic energies, forces, and stresses for linear ACE models. For example, the energy for a linear ACE model is calculated as: :math:`E=\sum_i^{N\_atoms} \sum_{\boldsymbol{\nu}} c_{\boldsymbol{\nu}} B_{i,\boldsymbol{\boldsymbol{\nu}}}`. -The ACE descriptors for atom `i` :math:`B_{i,\boldsymbol{\nu}}`, and +The ACE descriptors for atom `i` :math:`B_{i,\boldsymbol{\nu}}`, and :math:`c_{\nu}` are linear model parameters. The detailed definition and indexing convention for ACE descriptors is given in :ref:`(Drautz) `. -In short, body order :math:`N`, angular character, radial character, +In short, body order :math:`N`, angular character, radial character, and chemical elements in the *N-body* descriptor are encoded by :math:`\nu`. -In the :doc:`pace pair_style `, the linear model parameters +In the :doc:`pace pair_style `, the linear model parameters and the ACE descriptors are combined for efficient evaluation of energies -and forces. The details and benefits of this efficient implementation are +and forces. The details and benefits of this efficient implementation are given in :ref:`(Lysogorskiy) `. et. al, but the combined -descriptors and linear model parameters for the purposes of `compute pace` -may be expressed in terms of the ACE descriptors mentioned above. +descriptors and linear model parameters for the purposes of `compute pace` +may be expressed in terms of the ACE descriptors mentioned above. :math:`c_{\boldsymbol{\nu}} B_{i,\boldsymbol{\nu}}= \sum_{\boldsymbol{\nu}' \in \boldsymbol{\nu} } \big[ c_{\boldsymbol{\nu}} C(\boldsymbol{\nu}') \big] A_{i,\boldsymbol{\nu}'}` where the bracketed terms on the right-hand side are the combined functions with linear model parameters typically provided in the `.yace` potential -file for `pace pair_style`. When these bracketed terms are multiplied by the -products of the atomic base from :ref:`(Drautz) `, -:math:`A_{i,\boldsymbol{\nu'}}`, the ACE descriptors are recovered but they +file for `pace pair_style`. When these bracketed terms are multiplied by the +products of the atomic base from :ref:`(Drautz) `, +:math:`A_{i,\boldsymbol{\nu'}}`, the ACE descriptors are recovered but they are also scaled by linear model parameters. The generalized coupling coefficients, -written in short-hand here as :math:`C(\boldsymbol{\nu}')`, are the generalized +written in short-hand here as :math:`C(\boldsymbol{\nu}')`, are the generalized Clebsch-Gordan or generalized Wigner symbols. It may be desirable to reverse the combination of these descriptors and the linear model parameters so that the -ACE descriptors themselves may be used. The ACE descriptors and their gradients -are often used when training ACE models, performing custom data analysis, +ACE descriptors themselves may be used. The ACE descriptors and their gradients +are often used when training ACE models, performing custom data analysis, generalizing ACE model forms, and other tasks that involve direct computation of -descriptors. The key utility of `compute pace` is that it can compute the ACE -descriptors and gradients so that these tasks can be performed during a LAMMPS -simulation or so that LAMMPS can be used as a driver for tasks like ACE model -parameterization. To see how this command can be used within a Python workflow -to train ACE potentials, see the examples in -`FitSNAP `_. Examples on using outputs from +descriptors. The key utility of `compute pace` is that it can compute the ACE +descriptors and gradients so that these tasks can be performed during a LAMMPS +simulation or so that LAMMPS can be used as a driver for tasks like ACE model +parameterization. To see how this command can be used within a Python workflow +to train ACE potentials, see the examples in +`FitSNAP `_. Examples on using outputs from this compute to construct general ACE potential forms are demonstrated in -:ref:`(Goff) `. The various keywords and inputs to `compute pace` -determine what ACE descriptors and related quantities are returned in a compute -array. +:ref:`(Goff) `. The various keywords and inputs to `compute pace` +determine what ACE descriptors and related quantities are returned in a compute +array. -The coefficient file, `.yace`, ultimately defines the number of ACE +The coefficient file, `.yace`, ultimately defines the number of ACE descriptors to be computed, their maximum body-order, the degree of angular character they have, the degree of radial character they have, the chemical character (which element-element interactions are encoded by descriptors), @@ -93,25 +93,25 @@ be modeled after the potential files in :doc:`pace pair_style `, and have the same format. Details on how to generate the coefficient files to train ACE models may be found in `FitSNAP `_. -The keyword *bikflag* determines whether or not to list the descriptors of -each atom separately, or sum them together and list in a single row. If -*bikflag* is set to *0* then a single descriptor row is used, which contains -the per-atom ACE descriptors :math:`B_{i,\boldsymbol{\nu}}` summed over all -atoms *i* to produce :math:`B_{\boldsymbol{\nu}}`. If *bikflag* is set to -*1* this is replaced by a separate per-atom ACE descriptor row for each atom. +The keyword *bikflag* determines whether or not to list the descriptors of +each atom separately, or sum them together and list in a single row. If +*bikflag* is set to *0* then a single descriptor row is used, which contains +the per-atom ACE descriptors :math:`B_{i,\boldsymbol{\nu}}` summed over all +atoms *i* to produce :math:`B_{\boldsymbol{\nu}}`. If *bikflag* is set to +*1* this is replaced by a separate per-atom ACE descriptor row for each atom. In this case, the entries in the final column for these rows are set to zero. The keyword *dgradflag* determines whether to sum atom gradients or list -them separately. If *dgradflag* is set to 0, the ACE +them separately. If *dgradflag* is set to 0, the ACE descriptor gradients w.r.t. atom *j* are summed over all atoms *i'* of, which may be useful when training linear ACE models on atomic forces. If *dgradflag* is set to 1, gradients are listed separately for each pair of atoms. Each row corresponds to a single term :math:`\frac{\partial {B_{i,\boldsymbol{\nu}}}}{\partial {r}^a_j}` where :math:`{r}^a_j` is the *a-th* position coordinate of the atom with global -index *j*. This also changes the number of columns to be equal to the number of -ACE descriptors, with 3 additional columns representing the indices :math:`i`, -:math:`j`, and :math:`a`, as explained more in the Output info section below. +index *j*. This also changes the number of columns to be equal to the number of +ACE descriptors, with 3 additional columns representing the indices :math:`i`, +:math:`j`, and :math:`a`, as explained more in the Output info section below. The option *dgradflag=1* requires that *bikflag=1*. .. note:: @@ -122,17 +122,17 @@ The option *dgradflag=1* requires that *bikflag=1*. the value of the descriptor will not be returned in the `compute` array, but instead, the energy contribution from that descriptor will be returned. Do not do this unless it is the desired behavior. - *In short, you should not plug in a '.yace' for a pace potential into this - compute to evaluate descriptors.* + *In short, you should not plug in a '.yace' for a pace potential into this + compute to evaluate descriptors.* .. note:: - *Generalized Clebsch-Gordan or Generalized Wigner symbols (with appropriate - factors) must be used to evaluate ACE descriptors with this compute.* There + *Generalized Clebsch-Gordan or Generalized Wigner symbols (with appropriate + factors) must be used to evaluate ACE descriptors with this compute.* There are multiple ways to define the generalized coupling coefficients. Because - of this, this compute will not revert your potential file to a coupling + of this, this compute will not revert your potential file to a coupling coefficient file. Instead this compute allows the user to supply coupling - coefficients that follow any convention. + coefficients that follow any convention. .. note:: From e39a52879cbfe67b19ce535feaca03a70dceaf95 Mon Sep 17 00:00:00 2001 From: Axel Kohlmeyer Date: Wed, 15 Nov 2023 10:44:05 -0500 Subject: [PATCH 24/28] update .gitignore --- src/.gitignore | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/.gitignore b/src/.gitignore index 60cfe7eea3..0e3ba40625 100644 --- a/src/.gitignore +++ b/src/.gitignore @@ -73,6 +73,8 @@ /lepton_utils.cpp /lepton_utils.h +/compute_pace.cpp +/compute_pace.h /pair_pace.cpp /pair_pace.h /pair_pace_extrapolation.cpp From f512a37173dcc6386849b0ad6ca4932b89ee3bd4 Mon Sep 17 00:00:00 2001 From: Axel Kohlmeyer Date: Wed, 15 Nov 2023 10:45:37 -0500 Subject: [PATCH 25/28] add versionadded tag --- doc/src/compute_pace.rst | 2 ++ 1 file changed, 2 insertions(+) diff --git a/doc/src/compute_pace.rst b/doc/src/compute_pace.rst index 97f63c6420..0c4a295f1b 100644 --- a/doc/src/compute_pace.rst +++ b/doc/src/compute_pace.rst @@ -36,6 +36,8 @@ Examples Description """"""""""" +.. versionadded:: TBD + This compute calculates a set of quantities related to the atomic cluster expansion (ACE) descriptors of the atoms in a group. ACE descriptors are a highly generalizable atomic descriptor, encoding the radial and angular From 73f1bac8276e89bcb94a78c1eb1e42ec7b66f8fa Mon Sep 17 00:00:00 2001 From: Axel Kohlmeyer Date: Tue, 5 Dec 2023 06:09:34 -0500 Subject: [PATCH 26/28] remove commented out code. print warnings only on mpi rank 0 --- src/ML-PACE/compute_pace.cpp | 58 +++++++++--------------------------- 1 file changed, 14 insertions(+), 44 deletions(-) diff --git a/src/ML-PACE/compute_pace.cpp b/src/ML-PACE/compute_pace.cpp index 4d9e761d26..cf3be8f47f 100644 --- a/src/ML-PACE/compute_pace.cpp +++ b/src/ML-PACE/compute_pace.cpp @@ -66,16 +66,10 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : if (dgradflag && !bikflag) error->all(FLERR,"Illegal compute pace command: dgradflag=1 requires bikflag=1"); - // map[i] = which element the Ith atom type is, -1 if not mapped - // map[0] is not used memory->create(map,ntypes+1,"pace:map"); - /* - for (int i=0; i basis_set; acecimpl -> basis_set = new ACECTildeBasisSet(potential_file_name); @@ -83,30 +77,17 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : cutmax = acecimpl -> basis_set->cutoffmax; double cuti; double radelemall = 0.5; - /* - memory->create(cutsq,ntypes+1,ntypes+1,"pace:cutsq"); - printf("----- looping over ntypes\n"); - for (int i = 1; i <= ntypes; i++) { - printf("----- map[%d]: %d\n", i, map[i]); - cuti = basis_set->radial_functions->cut(map[i], map[i]); - if (cuti > cutmax) cutmax = cuti; - cutsq[i][i] = cuti*cuti; - for (int j = i+1; j <= ntypes; j++) { - //printf("----- j: %d\n", j); - printf("----- map[%d]: %d\n", j, map[j]); - cuti = basis_set->radial_functions->cut(map[i], map[j]); - cutsq[i][j] = cutsq[j][i] = cuti*cuti; - } - } - printf("----- looped over ntypes\n"); - */ + //# of rank 1, rank > 1 functions + int n_r1, n_rp = 0; n_r1 = acecimpl -> basis_set->total_basis_size_rank1[0]; n_rp = acecimpl -> basis_set->total_basis_size[0]; int ncoeff = n_r1 + n_rp; + //int nvalues = ncoeff; + nvalues = ncoeff; //----------------------------------------------------------- @@ -124,9 +105,9 @@ ComputePACE::ComputePACE(LAMMPS *lmp, int narg, char **arg) : if (dgradflag) { size_array_rows = bik_rows + 3*natoms*natoms + 1; size_array_cols = nvalues + 3; - error->warning(FLERR,"dgradflag=1 creates a N^2 array, beware of large systems."); - } - else size_array_cols = nvalues*atom->ntypes + 1; + if (comm->me == 0) + error->warning(FLERR,"dgradflag=1 creates a N^2 array, beware of large systems."); + } else size_array_cols = nvalues*atom->ntypes + 1; lastcol = size_array_cols-1; ndims_peratom = ndims_force; @@ -154,13 +135,9 @@ void ComputePACE::init() if (force->pair == nullptr) error->all(FLERR,"Compute pace requires a pair style be defined"); - //printf("----- cutoffmax: %f\n", cutmax); if (cutmax > force->pair->cutforce) error->all(FLERR,"Compute pace cutoff is longer than pairwise cutoff"); - //if (basis_set->cutoffmax > force->pair->cutforce) - // error->all(FLERR,"Compute pace cutoff is longer than pairwise cutoff"); - // need an occasional full neighbor list neighbor->add_request(this, NeighConst::REQ_FULL | NeighConst::REQ_OCCASIONAL); @@ -171,10 +148,8 @@ void ComputePACE::init() error->warning(FLERR,"More than one compute pace"); // allocate memory for global array - memory->create(pace,size_array_rows,size_array_cols, - "pace:pace"); - memory->create(paceall,size_array_rows,size_array_cols, - "pace:paceall"); + memory->create(pace,size_array_rows,size_array_cols, "pace:pace"); + memory->create(paceall,size_array_rows,size_array_cols, "pace:paceall"); array = paceall; // find compute for reference energy @@ -195,10 +170,8 @@ void ComputePACE::init() if (ivirial == -1) error->all(FLERR,"compute pace_press does not exist."); c_virial = modify->compute[ivirial]; - } - /* ---------------------------------------------------------------------- */ void ComputePACE::init_list(int /*id*/, NeighList *ptr) @@ -219,8 +192,7 @@ void ComputePACE::compute_array() if (atom->nmax > nmax) { memory->destroy(pace_peratom); nmax = atom->nmax; - memory->create(pace_peratom,nmax,size_peratom, - "pace:pace_peratom"); + memory->create(pace_peratom,nmax,size_peratom,"pace:pace_peratom"); } // clear global array @@ -514,11 +486,9 @@ void ComputePACE::dbdotr_compute() double ComputePACE::memory_usage() { - double bytes = (double)size_array_rows*size_array_cols * - sizeof(double); // pace - bytes += (double)size_array_rows*size_array_cols * - sizeof(double); // paceall - bytes += (double)nmax*size_peratom * sizeof(double); // pace_peratom + double bytes = (double)size_array_rows*size_array_cols*sizeof(double); // pace + bytes += (double)size_array_rows*size_array_cols*sizeof(double); // paceall + bytes += (double)nmax*size_peratom * sizeof(double); // pace_peratom int n = atom->ntypes+1; bytes += (double)n*sizeof(int); // map From e5ae46a01a0f55a67ab413c8fe67a2515984db8f Mon Sep 17 00:00:00 2001 From: Axel Kohlmeyer Date: Tue, 5 Dec 2023 06:15:40 -0500 Subject: [PATCH 27/28] update compute pace example to follow usual conventions --- examples/PACKAGES/pace/README.md | 2 +- examples/PACKAGES/pace/compute/README.md | 0 .../pace/compute/{in.lammps => in.compute} | 0 .../pace/compute/log.5Dec23.compute.g++.1 | 81 +++++++++++++++++++ .../pace/compute/log.5Dec23.compute.g++.4 | 81 +++++++++++++++++++ 5 files changed, 163 insertions(+), 1 deletion(-) delete mode 100644 examples/PACKAGES/pace/compute/README.md rename examples/PACKAGES/pace/compute/{in.lammps => in.compute} (100%) create mode 100644 examples/PACKAGES/pace/compute/log.5Dec23.compute.g++.1 create mode 100644 examples/PACKAGES/pace/compute/log.5Dec23.compute.g++.4 diff --git a/examples/PACKAGES/pace/README.md b/examples/PACKAGES/pace/README.md index ab2d3a54f5..66254b5241 100644 --- a/examples/PACKAGES/pace/README.md +++ b/examples/PACKAGES/pace/README.md @@ -5,5 +5,5 @@ compute/latte_cell_0.data # lammps data file with C-H-O structure compute/latte_cell_0.xyz # xyz file with C-H-O structure compute/coupling_coefficients.yace # .yace file containing coupling coefficients (or ACE potential parameters) -compute/in.lammps # input file for calling `compute pace` +compute/in.compute # input file for calling `compute pace` diff --git a/examples/PACKAGES/pace/compute/README.md b/examples/PACKAGES/pace/compute/README.md deleted file mode 100644 index e69de29bb2..0000000000 diff --git a/examples/PACKAGES/pace/compute/in.lammps b/examples/PACKAGES/pace/compute/in.compute similarity index 100% rename from examples/PACKAGES/pace/compute/in.lammps rename to examples/PACKAGES/pace/compute/in.compute diff --git a/examples/PACKAGES/pace/compute/log.5Dec23.compute.g++.1 b/examples/PACKAGES/pace/compute/log.5Dec23.compute.g++.1 new file mode 100644 index 0000000000..e5036cfe5b --- /dev/null +++ b/examples/PACKAGES/pace/compute/log.5Dec23.compute.g++.1 @@ -0,0 +1,81 @@ +LAMMPS (21 Nov 2023) +OMP_NUM_THREADS environment is not set. Defaulting to 1 thread. (src/comm.cpp:98) + using 1 OpenMP thread(s) per MPI task +#info all out log +units metal +atom_style atomic +boundary p p p +atom_modify map hash +boundary p p p +read_data latte_cell_0.data +Reading data file ... + orthogonal box = (0 0 0) to (12 12 12) + 1 by 1 by 1 MPI processor grid + reading atoms ... + 161 atoms + read_data CPU = 0.001 seconds +mass 1 1.00 +mass 2 14.00 +mass 3 15.999 + + # potential settings + +pair_style zero 5.7 +pair_coeff * * + +compute pace all pace coupling_coefficients.yace 1 0 + +thermo 1 +thermo_style custom step temp c_pace[1][183] + +run 0 +WARNING: No fixes with time integration, atoms won't move (src/verlet.cpp:60) +Generated 0 of 3 mixed pair_coeff terms from geometric mixing rule +Neighbor list info ... + update: every = 1 steps, delay = 0 steps, check = yes + max neighbors/atom: 2000, page size: 100000 + master list distance cutoff = 7.7 + ghost atom cutoff = 7.7 + binsize = 3.85, bins = 4 4 4 + 2 neighbor lists, perpetual/occasional/extra = 1 1 0 + (1) pair zero, perpetual + attributes: half, newton on + pair build: half/bin/atomonly/newton + stencil: half/bin/3d + bin: standard + (2) compute pace, occasional + attributes: full, newton on + pair build: full/bin/atomonly + stencil: full/bin/3d + bin: standard +Per MPI rank memory allocation (min/avg/max) = 6.993 | 6.993 | 6.993 Mbytes + Step Temp c_pace[1][183] + 0 0 8.6885642 +Loop time of 1.217e-06 on 1 procs for 0 steps with 161 atoms + +164.3% CPU use with 1 MPI tasks x 1 OpenMP threads + +MPI task timing breakdown: +Section | min time | avg time | max time |%varavg| %total +--------------------------------------------------------------- +Pair | 0 | 0 | 0 | 0.0 | 0.00 +Neigh | 0 | 0 | 0 | 0.0 | 0.00 +Comm | 0 | 0 | 0 | 0.0 | 0.00 +Output | 0 | 0 | 0 | 0.0 | 0.00 +Modify | 0 | 0 | 0 | 0.0 | 0.00 +Other | | 1.217e-06 | | |100.00 + +Nlocal: 161 ave 161 max 161 min +Histogram: 1 0 0 0 0 0 0 0 0 0 +Nghost: 1754 ave 1754 max 1754 min +Histogram: 1 0 0 0 0 0 0 0 0 0 +Neighs: 14230 ave 14230 max 14230 min +Histogram: 1 0 0 0 0 0 0 0 0 0 +FullNghs: 28460 ave 28460 max 28460 min +Histogram: 1 0 0 0 0 0 0 0 0 0 + +Total # of neighbors = 28460 +Ave neighs/atom = 176.77019 +Neighbor list builds = 0 +Dangerous builds = 0 +Total wall time: 0:00:00 diff --git a/examples/PACKAGES/pace/compute/log.5Dec23.compute.g++.4 b/examples/PACKAGES/pace/compute/log.5Dec23.compute.g++.4 new file mode 100644 index 0000000000..49ca6129b6 --- /dev/null +++ b/examples/PACKAGES/pace/compute/log.5Dec23.compute.g++.4 @@ -0,0 +1,81 @@ +LAMMPS (21 Nov 2023) +OMP_NUM_THREADS environment is not set. Defaulting to 1 thread. (src/comm.cpp:98) + using 1 OpenMP thread(s) per MPI task +#info all out log +units metal +atom_style atomic +boundary p p p +atom_modify map hash +boundary p p p +read_data latte_cell_0.data +Reading data file ... + orthogonal box = (0 0 0) to (12 12 12) + 1 by 2 by 2 MPI processor grid + reading atoms ... + 161 atoms + read_data CPU = 0.001 seconds +mass 1 1.00 +mass 2 14.00 +mass 3 15.999 + + # potential settings + +pair_style zero 5.7 +pair_coeff * * + +compute pace all pace coupling_coefficients.yace 1 0 + +thermo 1 +thermo_style custom step temp c_pace[1][183] + +run 0 +WARNING: No fixes with time integration, atoms won't move (src/verlet.cpp:60) +Generated 0 of 3 mixed pair_coeff terms from geometric mixing rule +Neighbor list info ... + update: every = 1 steps, delay = 0 steps, check = yes + max neighbors/atom: 2000, page size: 100000 + master list distance cutoff = 7.7 + ghost atom cutoff = 7.7 + binsize = 3.85, bins = 4 4 4 + 2 neighbor lists, perpetual/occasional/extra = 1 1 0 + (1) pair zero, perpetual + attributes: half, newton on + pair build: half/bin/atomonly/newton + stencil: half/bin/3d + bin: standard + (2) compute pace, occasional + attributes: full, newton on + pair build: full/bin/atomonly + stencil: full/bin/3d + bin: standard +Per MPI rank memory allocation (min/avg/max) = 6.97 | 6.97 | 6.971 Mbytes + Step Temp c_pace[1][183] + 0 0 8.6885642 +Loop time of 1.979e-06 on 4 procs for 0 steps with 161 atoms + +164.2% CPU use with 4 MPI tasks x 1 OpenMP threads + +MPI task timing breakdown: +Section | min time | avg time | max time |%varavg| %total +--------------------------------------------------------------- +Pair | 0 | 0 | 0 | 0.0 | 0.00 +Neigh | 0 | 0 | 0 | 0.0 | 0.00 +Comm | 0 | 0 | 0 | 0.0 | 0.00 +Output | 0 | 0 | 0 | 0.0 | 0.00 +Modify | 0 | 0 | 0 | 0.0 | 0.00 +Other | | 1.979e-06 | | |100.00 + +Nlocal: 40.25 ave 44 max 35 min +Histogram: 1 0 0 0 1 0 0 0 1 1 +Nghost: 1134.5 ave 1159 max 1117 min +Histogram: 1 1 0 0 1 0 0 0 0 1 +Neighs: 3557.5 ave 4115 max 3189 min +Histogram: 2 0 0 0 0 1 0 0 0 1 +FullNghs: 7115 ave 7755 max 6158 min +Histogram: 1 0 0 0 1 0 0 0 0 2 + +Total # of neighbors = 28460 +Ave neighs/atom = 176.77019 +Neighbor list builds = 0 +Dangerous builds = 0 +Total wall time: 0:00:00 From 17ffd5c228aa640913deec22de78062be0e94632 Mon Sep 17 00:00:00 2001 From: Axel Kohlmeyer Date: Tue, 5 Dec 2023 06:16:48 -0500 Subject: [PATCH 28/28] remove misplaced file --- examples/test.txt | 2 -- 1 file changed, 2 deletions(-) delete mode 100644 examples/test.txt diff --git a/examples/test.txt b/examples/test.txt deleted file mode 100644 index 58e2592d61..0000000000 --- a/examples/test.txt +++ /dev/null @@ -1,2 +0,0 @@ -this is a test -