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function empiricaldescriptors(x, q, t, a, b, c, pbc, rcutmax, eta, kappa, potential) | ||
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# compute full neighbor list | ||
y, alist, neighlist, neighnum = fullneighborlist(x, a, b, c, pbc, rcutmax); | ||
if !isempty(q) | ||
q = q[:,alist]; | ||
end | ||
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dim, N = size(x); | ||
d = []; | ||
dd = []; | ||
for i = 1:length(potential) | ||
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style, bondtype, bondedatomtypes, potentialfunc, mu, rcut = getpotential(potential[i]); | ||
potentialfunc = getfield(Main, Symbol(potentialfunc)); | ||
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# single potentials | ||
if (style == "single") & (bondtype == "nonbonded") | ||
ilist = Array(1:N); | ||
elseif (style == "single") & (bondtype == "bonded") | ||
typei = bondedatomtypes[1]; | ||
ilist = findatomtype(Array(1:N), t, typei); | ||
end | ||
if (style == "single") | ||
xi, qi, ai, ti = neighsingles(x, q, t, ilist); | ||
ei, fi = potentialfunc(xi, qi, ti, mu, eta, kappa); | ||
ea, fa = tallysingle(ei, fi, ai); | ||
d = [d; sum(ea)]; | ||
if length(dd)==0 | ||
dd = fa; | ||
else | ||
dd = cat(dd, fa, dims=3) | ||
end | ||
end | ||
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# pair potentials | ||
if (style == "pair") & (bondtype == "nonbonded") | ||
ilist = Int64.(Array(1:N)); | ||
pairlist, pairnum = neighpairlist(y, ilist, neighlist, neighnum, rcut*rcut); | ||
elseif (style == "pair") & (bondtype == "bonded") | ||
typei = bondedatomtypes[1]; | ||
typej = bondedatomtypes[2]; | ||
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ilist = findatomtype(Array(1:N), t, typei); | ||
pairlist, pairnum = neighpairlisttypej(y, ilist, alist, t, typej, neighlist, neighnum, rcut*rcut); | ||
end | ||
if (style == "pair") | ||
xij, ai, aj, ti, tj, qi, qj = neighpairs(y, q, pairlist, pairnum, t, ilist, alist); | ||
eij, fij = potentialfunc(xij, qi, qj, ti, tj, mu, eta, kappa); | ||
for m = 1:size(eij,2) | ||
ea, fa = tallypair(eij[:,m], fij[:,:,m], ai, aj); | ||
d = [d; sum(ea)]; | ||
if length(dd)==0 | ||
dd = fa; | ||
else | ||
dd = cat(dd, fa, dims=3) | ||
end | ||
end | ||
end | ||
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# triplet potentials | ||
if (style == "triplet") & (bondtype == "nonbonded") | ||
ilist = Array(1:N); | ||
pairlist, pairnum = neighpairlist(y, ilist, neighlist, neighnum, rcut*rcut); | ||
elseif (style == "triplet") & (bondtype == "bonded") | ||
typei = bondedatomtypes[1]; | ||
typej = bondedatomtypes[2]; | ||
typek = bondedatomtypes[3]; | ||
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ilist = findatomtype(Array(1:N), t, typei); | ||
pairlist, pairnum = neighpairlisttypej(y, ilist, alist, t, [typej; typek], neighlist, neighnum, rcut*rcut); | ||
end | ||
if (style == "triplet") | ||
tripletlist, tripletnum = neightripletlist(pairlist, pairnum, ilist); | ||
xij, xik, ai, aj, ak, ti, tj, tk, qi, qj, qk = neightriplets(y, q, tripletlist, tripletnum, atomtype, ilist, alist); | ||
eij, fij, fik = potentialfunc(xij, xik, qi, qj, qk, ti, tj, tk, mu, eta, kappa); | ||
for m = 1:size(eij,2) | ||
ea, fa = tallytriplet(eij[:,m], fij[:,:,m], fik[:,:,m], ai, aj, ak); | ||
d = [d; sum(ea)]; | ||
if length(dd)==0 | ||
dd = fa; | ||
else | ||
dd = cat(dd, fa, dims=3) | ||
end | ||
end | ||
end | ||
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# quadlet potentials | ||
if (style == "quadlet") & (bondtype == "nonbonded") | ||
ilist = Array(1:N); | ||
pairlist, pairnum = neighpairlist(y, ilist, neighlist, neighnum, rcut*rcut); | ||
elseif (style == "quadlet") & (bondtype == "bonded") | ||
typei = bondedatomtypes[1]; | ||
typej = bondedatomtypes[2]; | ||
typek = bondedatomtypes[3]; | ||
typel = bondedatomtypes[4]; | ||
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ilist = findatomtype(Array(1:N), t, typei); | ||
pairlist, pairnum = neighpairlisttypej(y, ilist, alist, t, [typej typek typel], neighlist, neighnum, rcut*rcut); | ||
end | ||
if (style == "quadlet") | ||
quadletlist, quadletnum = neighquadletlist(pairlist, pairnumsum, ilist); | ||
xij, xik, xil, ai, aj, ak, al, ti, tj, tk, tl, qi, qj, qk, ql = | ||
neighquadlets(x, q, quadletlist, quadletnum, atomtype, ilist, alist); | ||
eij, fij, fik, fil = potentialfunc(xij, xik, xil, qi, qj, qk, ql, ti, tj, tk, tl, mu, eta, kappa); | ||
for m = 1:size(eij,2) | ||
ea, fa = tallyquadlet(eij[:,m], fij[:,:,m], fik[:,:,m], fil[:,:,m], ai, aj, ak, al); | ||
d = [d; sum(ea)]; | ||
if length(dd)==0 | ||
dd = fa; | ||
else | ||
dd = cat(dd, fa, dims=3) | ||
end | ||
end | ||
end | ||
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end | ||
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return d, dd | ||
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end | ||
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using LAMMPS | ||
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function lammpspotential(x, t, a, b, c, pbc, unitstyle, pair_style, pair_coeff) | ||
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lmp = LMP() | ||
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# handle boundary conditions | ||
bcs = "" | ||
for i = 1:3 | ||
if pbc[i] == 1 | ||
bcs = bcs * " p" | ||
else | ||
bcs = bcs * " f" | ||
end | ||
end | ||
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command(lmp, "units " * unitstyle) | ||
command(lmp, "boundary " * bcs) | ||
command(lmp, "atom_style atomic") | ||
command(lmp, "atom_modify map array") | ||
command(lmp, "box tilt large") | ||
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# create simulation box | ||
xlo = 0.0; ylo = 0.0; zlo = 0.0; | ||
xhi = a[1]; yhi = b[2]; zhi = c[3]; | ||
xy = b[1]; xz = c[1]; yz = c[2]; | ||
if (abs(xy) + abs(xz) + abs(yz)) <= 1e-10 | ||
command(lmp, "region simbox block $xlo $xhi $ylo $yhi $zlo $zhi units box") | ||
else | ||
command(lmp, "region simbox prism $xlo $xhi $ylo $yhi $zlo $zhi $xy $xz $yz units box") | ||
end | ||
command(lmp, "create_box 1 simbox") | ||
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# pair potential | ||
command(lmp, "pair_style " * pair_style) | ||
for i = 1:length(pair_coeff) | ||
command(lmp, "pair_coeff " * pair_coeff[i]) | ||
end | ||
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# set mass | ||
ntypes = length(unique(t)) | ||
for i = 1:ntypes | ||
itype = Int32(i) | ||
command(lmp, "mass $itype 1.0") | ||
end | ||
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# create atom types and atom positions | ||
n = size(x,2) | ||
id = Int32.(Array(1:(n))) | ||
v = 0.0*x | ||
image = zeros(Int32, n) | ||
bexpand = 0 | ||
LAMMPS.API.lammps_create_atoms(lmp, n, id, Int32.(t), x, v, image, bexpand) | ||
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# run lammps | ||
command(lmp, "run 0") | ||
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# potential energy | ||
etot = LAMMPS.API.lammps_get_thermo(lmp, "pe") | ||
pe = Float64(etot)*n | ||
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# extract forces | ||
forces = extract_atom(lmp, "f") | ||
id = extract_atom(lmp, "id") | ||
pos = extract_atom(lmp, "x") | ||
type = extract_atom(lmp, "type") | ||
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return pe, forces, id, pos, type | ||
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# pos = extract_atom(lmp, "x") | ||
# t = extract_atom(lmp, "type") | ||
# i = extract_atom(lmp, "id") | ||
# nlocal = extract_global(lmp, "nlocal") | ||
# ntypes = extract_global(lmp, "ntypes") | ||
end | ||
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using LAMMPS | ||
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function lammpssnapdescriptors(x, t, a, b, c, pbc, unitstyle, pair_style, pair_coeff, snapparam, elemradius, elemweight) | ||
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lmp = LMP() | ||
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# handle boundary conditions | ||
bcs = "" | ||
for i = 1:3 | ||
if pbc[i] == 1 | ||
bcs = bcs * " p" | ||
else | ||
bcs = bcs * " f" | ||
end | ||
end | ||
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command(lmp, "units " * unitstyle) | ||
command(lmp, "boundary " * bcs) | ||
command(lmp, "atom_style atomic") | ||
command(lmp, "atom_modify map array") | ||
command(lmp, "box tilt large") | ||
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# create simulation box | ||
xlo = 0.0; ylo = 0.0; zlo = 0.0; | ||
xhi = a[1]; yhi = b[2]; zhi = c[3]; | ||
xy = b[1]; xz = c[1]; yz = c[2]; | ||
if (abs(xy) + abs(xz) + abs(yz)) <= 1e-10 | ||
command(lmp, "region simbox block $xlo $xhi $ylo $yhi $zlo $zhi units box") | ||
else | ||
command(lmp, "region simbox prism $xlo $xhi $ylo $yhi $zlo $zhi $xy $xz $yz units box") | ||
end | ||
command(lmp, "create_box 1 simbox") | ||
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# pair potential | ||
command(lmp, "pair_style " * pair_style) | ||
for i = 1:length(pair_coeff) | ||
command(lmp, "pair_coeff " * pair_coeff[i]) | ||
end | ||
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# set mass | ||
ntypes = length(unique(t)) | ||
for i = 1:ntypes | ||
itype = Int32(i) | ||
command(lmp, "mass $itype 1.0") | ||
end | ||
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# create atom types and atom positions | ||
natom = size(x,2) | ||
id = Int32.(Array(1:(natom))) | ||
v = 0.0*x | ||
image = zeros(Int32, natom) | ||
bexpand = 0 | ||
LAMMPS.API.lammps_create_atoms(lmp, natom, id, Int32.(t), x, v, image, bexpand) | ||
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command(lmp, "compute PE all pe") | ||
command(lmp, "compute S all pressure thermo_temp") | ||
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# snap parammeters | ||
ntypes = Int32(snapparam[1]); | ||
twojmax = Int32(snapparam[2]); | ||
rcutfac = snapparam[3]; | ||
rfac0 = snapparam[4]; | ||
rmin0 = snapparam[5]; | ||
bzeroflag = Int32(snapparam[6]); | ||
switchflag = Int32(snapparam[7]); | ||
quadraticflag = Int32(snapparam[8]); | ||
chemflag = Int32(snapparam[9]); | ||
bnormflag = Int32(snapparam[10]); | ||
wselfallflag = Int32(snapparam[11]); | ||
flags = " bzeroflag $bzeroflag quadraticflag $quadraticflag switchflag $switchflag bnormflag $bnormflag wselfallflag $wselfallflag" | ||
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radius = "" | ||
weight = "" | ||
nelements = length(elemradius) | ||
for i = 1:nelements | ||
elemr = elemradius[i] | ||
elemw = elemweight[i] | ||
radius = radius * " $elemr" | ||
weight = weight * " $elemw" | ||
end | ||
keys = " rmin0 $rmin0" | ||
if (nelements > 1) & (chemflag==1) | ||
keys = keys * " chem $nelements" | ||
for i = 1:nelements | ||
itype = Int32(i) | ||
keys = keys * " $itype" | ||
end | ||
end | ||
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# compute snap descriptors | ||
command(lmp, "compute snap all snap $rcutfac $rfac0 $twojmax" * radius * weight * flags * keys) | ||
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# run lammps | ||
command(lmp, "thermo_style custom pe") | ||
command(lmp, "run 0") | ||
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# all : [num_bispectrum + num_reference] x [num_energy + num_forces + num_virials] | ||
all = extract_compute(lmp, "snap", LAMMPS.API.LMP_STYLE_GLOBAL, | ||
LAMMPS.API.LMP_TYPE_ARRAY) | ||
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# extract bispectrum, derivatives, and virials | ||
bi = all[1:end-1,1] | ||
bd = all[1:end-1,2:(1+3*natom)] | ||
bv = all[1:end-1,(2+3*natom):end]; | ||
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num_bispectrum = length(bi) | ||
bd = reshape(bd, (num_bispectrum, 3, natom)) | ||
bd = permutedims(bd, (2,3,1)) | ||
bv = permutedims(bv, (2,1)) | ||
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# extract reference energy, forces, and stresses | ||
energy = all[end,1] | ||
forces = reshape(all[end,2:(1+3*natom)], (3, natom)) | ||
stresses = all[end,(2+3*natom):end]; | ||
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return bi, bd, bv, energy, forces, stresses | ||
end | ||
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