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Merge pull request #414 from fjosw/feat/eCloverGPU

Compact Exponential Cloverterm on GPU
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Peter Boyle 2022-11-01 09:15:44 -04:00 committed by GitHub
commit 62e52de06d
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3 changed files with 94 additions and 192 deletions

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@ -204,15 +204,18 @@ public:
typedef WilsonCloverHelpers<Impl> Helpers; typedef WilsonCloverHelpers<Impl> Helpers;
typedef CompactWilsonCloverHelpers<Impl> CompactHelpers; typedef CompactWilsonCloverHelpers<Impl> CompactHelpers;
static void MassTerm(CloverField& Clover, RealD diag_mass) { static void InstantiateClover(CloverField& Clover, CloverField& CloverInv, RealD csw_t, RealD diag_mass) {
Clover += diag_mass; Clover += diag_mass;
} }
static void Exponentiate_Clover(CloverDiagonalField& Diagonal, static void InvertClover(CloverField& InvClover,
CloverTriangleField& Triangle, const CloverDiagonalField& diagonal,
RealD csw_t, RealD diag_mass) { const CloverTriangleField& triangle,
CloverDiagonalField& diagonalInv,
CloverTriangleField& triangleInv,
bool fixedBoundaries) {
// Do nothing CompactHelpers::Invert(diagonal, triangle, diagonalInv, triangleInv);
} }
// TODO: implement Cmunu for better performances with compact layout, but don't do it // TODO: implement Cmunu for better performances with compact layout, but don't do it
@ -237,9 +240,17 @@ public:
template <typename vtype> using iImplClover = iScalar<iMatrix<iMatrix<vtype, Impl::Dimension>, Ns>>; template <typename vtype> using iImplClover = iScalar<iMatrix<iMatrix<vtype, Impl::Dimension>, Ns>>;
typedef CompactWilsonCloverHelpers<Impl> CompactHelpers; typedef CompactWilsonCloverHelpers<Impl> CompactHelpers;
static void MassTerm(CloverField& Clover, RealD diag_mass) { // Can this be avoided?
// do nothing! static void IdentityTimesC(const CloverField& in, RealD c) {
// mass term is multiplied to exp(Clover) below int DimRep = Impl::Dimension;
autoView(in_v, in, AcceleratorWrite);
accelerator_for(ss, in.Grid()->oSites(), 1, {
for (int sa=0; sa<Ns; sa++)
for (int ca=0; ca<DimRep; ca++)
in_v[ss]()(sa,sa)(ca,ca) = c;
});
} }
static int getNMAX(RealD prec, RealD R) { static int getNMAX(RealD prec, RealD R) {
@ -254,175 +265,62 @@ public:
return NMAX; return NMAX;
} }
static int getNMAX(Lattice<iImplCloverDiagonal<vComplexD>> &t, RealD R) {return getNMAX(1e-12,R);} static int getNMAX(Lattice<iImplClover<vComplexD>> &t, RealD R) {return getNMAX(1e-12,R);}
static int getNMAX(Lattice<iImplCloverDiagonal<vComplexF>> &t, RealD R) {return getNMAX(1e-6,R);} static int getNMAX(Lattice<iImplClover<vComplexF>> &t, RealD R) {return getNMAX(1e-6,R);}
static void ExponentiateHermitean6by6(const iMatrix<ComplexD,6> &arg, const RealD& alpha, const std::vector<RealD>& cN, const int Niter, iMatrix<ComplexD,6>& dest){ static void InstantiateClover(CloverField& Clover, CloverField& CloverInv, RealD csw_t, RealD diag_mass) {
typedef iMatrix<ComplexD,6> mat; GridBase* grid = Clover.Grid();
CloverField ExpClover(grid);
RealD qn[6]; int NMAX = getNMAX(Clover, 3.*csw_t/diag_mass);
RealD qnold[6];
RealD p[5];
RealD trA2, trA3, trA4;
mat A2, A3, A4, A5; Clover *= (1.0/diag_mass);
A2 = alpha * alpha * arg * arg;
A3 = alpha * arg * A2;
A4 = A2 * A2;
A5 = A2 * A3;
trA2 = toReal( trace(A2) ); // Taylor expansion, slow but generic
trA3 = toReal( trace(A3) ); // Horner scheme: a0 + a1 x + a2 x^2 + .. = a0 + x (a1 + x(...))
trA4 = toReal( trace(A4)); // qN = cN
// qn = cn + qn+1 X
p[0] = toReal( trace(A3 * A3)) / 6.0 - 0.125 * trA4 * trA2 - trA3 * trA3 / 18.0 + trA2 * trA2 * trA2/ 48.0;
p[1] = toReal( trace(A5)) / 5.0 - trA3 * trA2 / 6.0;
p[2] = toReal( trace(A4)) / 4.0 - 0.125 * trA2 * trA2;
p[3] = trA3 / 3.0;
p[4] = 0.5 * trA2;
qnold[0] = cN[Niter];
qnold[1] = 0.0;
qnold[2] = 0.0;
qnold[3] = 0.0;
qnold[4] = 0.0;
qnold[5] = 0.0;
for(int i = Niter-1; i >= 0; i--)
{
qn[0] = p[0] * qnold[5] + cN[i];
qn[1] = p[1] * qnold[5] + qnold[0];
qn[2] = p[2] * qnold[5] + qnold[1];
qn[3] = p[3] * qnold[5] + qnold[2];
qn[4] = p[4] * qnold[5] + qnold[3];
qn[5] = qnold[4];
qnold[0] = qn[0];
qnold[1] = qn[1];
qnold[2] = qn[2];
qnold[3] = qn[3];
qnold[4] = qn[4];
qnold[5] = qn[5];
}
mat unit(1.0);
dest = (qn[0] * unit + qn[1] * alpha * arg + qn[2] * A2 + qn[3] * A3 + qn[4] * A4 + qn[5] * A5);
}
static void Exponentiate_Clover(CloverDiagonalField& Diagonal, CloverTriangleField& Triangle, RealD csw_t, RealD diag_mass) {
GridBase* grid = Diagonal.Grid();
int NMAX = getNMAX(Diagonal, 3.*csw_t/diag_mass);
//
// Implementation completely in Daniel's layout
//
// Taylor expansion with Cayley-Hamilton recursion
// underlying Horner scheme as above
std::vector<RealD> cn(NMAX+1); std::vector<RealD> cn(NMAX+1);
cn[0] = 1.0; cn[0] = 1.0;
for (int i=1; i<=NMAX; i++){ for (int i=1; i<=NMAX; i++)
cn[i] = cn[i-1] / RealD(i); cn[i] = cn[i-1] / RealD(i);
}
// Taken over from Daniel's implementation ExpClover = Zero();
conformable(Diagonal, Triangle); IdentityTimesC(ExpClover, cn[NMAX]);
for (int i=NMAX-1; i>=0; i--)
ExpClover = ExpClover * Clover + cn[i];
long lsites = grid->lSites(); // prepare inverse
{ CloverInv = (-1.0)*Clover;
typedef typename SiteCloverDiagonal::scalar_object scalar_object_diagonal;
typedef typename SiteCloverTriangle::scalar_object scalar_object_triangle;
typedef iMatrix<ComplexD,6> mat;
autoView(diagonal_v, Diagonal, CpuRead); Clover = ExpClover * diag_mass;
autoView(triangle_v, Triangle, CpuRead);
autoView(diagonalExp_v, Diagonal, CpuWrite);
autoView(triangleExp_v, Triangle, CpuWrite);
thread_for(site, lsites, { // NOTE: Not on GPU because of (peek/poke)LocalSite ExpClover = Zero();
IdentityTimesC(ExpClover, cn[NMAX]);
for (int i=NMAX-1; i>=0; i--)
ExpClover = ExpClover * CloverInv + cn[i];
mat srcCloverOpUL(0.0); // upper left block CloverInv = ExpClover * (1.0/diag_mass);
mat srcCloverOpLR(0.0); // lower right block
mat ExpCloverOp;
scalar_object_diagonal diagonal_tmp = Zero();
scalar_object_diagonal diagonal_exp_tmp = Zero();
scalar_object_triangle triangle_tmp = Zero();
scalar_object_triangle triangle_exp_tmp = Zero();
Coordinate lcoor;
grid->LocalIndexToLocalCoor(site, lcoor);
peekLocalSite(diagonal_tmp, diagonal_v, lcoor);
peekLocalSite(triangle_tmp, triangle_v, lcoor);
int block;
block = 0;
for(int i = 0; i < 6; i++){
for(int j = 0; j < 6; j++){
if (i == j){
srcCloverOpUL(i,j) = static_cast<ComplexD>(TensorRemove(diagonal_tmp()(block)(i)));
}
else{
srcCloverOpUL(i,j) = static_cast<ComplexD>(TensorRemove(CompactHelpers::triangle_elem(triangle_tmp, block, i, j)));
}
}
}
block = 1;
for(int i = 0; i < 6; i++){
for(int j = 0; j < 6; j++){
if (i == j){
srcCloverOpLR(i,j) = static_cast<ComplexD>(TensorRemove(diagonal_tmp()(block)(i)));
}
else{
srcCloverOpLR(i,j) = static_cast<ComplexD>(TensorRemove(CompactHelpers::triangle_elem(triangle_tmp, block, i, j)));
}
}
}
// exp(Clover)
ExponentiateHermitean6by6(srcCloverOpUL,1.0/diag_mass,cn,NMAX,ExpCloverOp);
block = 0;
for(int i = 0; i < 6; i++){
for(int j = 0; j < 6; j++){
if (i == j){
diagonal_exp_tmp()(block)(i) = ExpCloverOp(i,j);
}
else if(i < j){
triangle_exp_tmp()(block)(CompactHelpers::triangle_index(i, j)) = ExpCloverOp(i,j);
}
}
}
ExponentiateHermitean6by6(srcCloverOpLR,1.0/diag_mass,cn,NMAX,ExpCloverOp);
block = 1;
for(int i = 0; i < 6; i++){
for(int j = 0; j < 6; j++){
if (i == j){
diagonal_exp_tmp()(block)(i) = ExpCloverOp(i,j);
}
else if(i < j){
triangle_exp_tmp()(block)(CompactHelpers::triangle_index(i, j)) = ExpCloverOp(i,j);
}
}
}
pokeLocalSite(diagonal_exp_tmp, diagonalExp_v, lcoor);
pokeLocalSite(triangle_exp_tmp, triangleExp_v, lcoor);
});
}
Diagonal *= diag_mass;
Triangle *= diag_mass;
} }
static void InvertClover(CloverField& InvClover,
const CloverDiagonalField& diagonal,
const CloverTriangleField& triangle,
CloverDiagonalField& diagonalInv,
CloverTriangleField& triangleInv,
bool fixedBoundaries) {
if (fixedBoundaries)
{
CompactHelpers::Invert(diagonal, triangle, diagonalInv, triangleInv);
}
else
{
CompactHelpers::ConvertLayout(InvClover, diagonalInv, triangleInv);
}
}
static GaugeLinkField Cmunu(std::vector<GaugeLinkField> &U, GaugeLinkField &lambda, int mu, int nu) { static GaugeLinkField Cmunu(std::vector<GaugeLinkField> &U, GaugeLinkField &lambda, int mu, int nu) {
assert(0); assert(0);

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@ -225,7 +225,7 @@ public:
RealD csw_t; RealD csw_t;
RealD cF; RealD cF;
bool open_boundaries; bool fixedBoundaries;
CloverDiagonalField Diagonal, DiagonalEven, DiagonalOdd; CloverDiagonalField Diagonal, DiagonalEven, DiagonalOdd;
CloverDiagonalField DiagonalInv, DiagonalInvEven, DiagonalInvOdd; CloverDiagonalField DiagonalInv, DiagonalInvEven, DiagonalInvOdd;

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@ -48,7 +48,7 @@ CompactWilsonCloverFermion<Impl, CloverHelpers>::CompactWilsonCloverFermion(Gaug
, csw_r(_csw_r) , csw_r(_csw_r)
, csw_t(_csw_t) , csw_t(_csw_t)
, cF(_cF) , cF(_cF)
, open_boundaries(impl_p.boundary_phases[Nd-1] == 0.0) , fixedBoundaries(impl_p.boundary_phases[Nd-1] == 0.0)
, Diagonal(&Fgrid), Triangle(&Fgrid) , Diagonal(&Fgrid), Triangle(&Fgrid)
, DiagonalEven(&Hgrid), TriangleEven(&Hgrid) , DiagonalEven(&Hgrid), TriangleEven(&Hgrid)
, DiagonalOdd(&Hgrid), TriangleOdd(&Hgrid) , DiagonalOdd(&Hgrid), TriangleOdd(&Hgrid)
@ -67,7 +67,7 @@ CompactWilsonCloverFermion<Impl, CloverHelpers>::CompactWilsonCloverFermion(Gaug
csw_r /= clover_anisotropy.xi_0; csw_r /= clover_anisotropy.xi_0;
ImportGauge(_Umu); ImportGauge(_Umu);
if (open_boundaries) { if (fixedBoundaries) {
this->BoundaryMaskEven.Checkerboard() = Even; this->BoundaryMaskEven.Checkerboard() = Even;
this->BoundaryMaskOdd.Checkerboard() = Odd; this->BoundaryMaskOdd.Checkerboard() = Odd;
CompactHelpers::SetupMasks(this->BoundaryMask, this->BoundaryMaskEven, this->BoundaryMaskOdd); CompactHelpers::SetupMasks(this->BoundaryMask, this->BoundaryMaskEven, this->BoundaryMaskOdd);
@ -77,31 +77,31 @@ CompactWilsonCloverFermion<Impl, CloverHelpers>::CompactWilsonCloverFermion(Gaug
template<class Impl, class CloverHelpers> template<class Impl, class CloverHelpers>
void CompactWilsonCloverFermion<Impl, CloverHelpers>::Dhop(const FermionField& in, FermionField& out, int dag) { void CompactWilsonCloverFermion<Impl, CloverHelpers>::Dhop(const FermionField& in, FermionField& out, int dag) {
WilsonBase::Dhop(in, out, dag); WilsonBase::Dhop(in, out, dag);
if(open_boundaries) ApplyBoundaryMask(out); if(fixedBoundaries) ApplyBoundaryMask(out);
} }
template<class Impl, class CloverHelpers> template<class Impl, class CloverHelpers>
void CompactWilsonCloverFermion<Impl, CloverHelpers>::DhopOE(const FermionField& in, FermionField& out, int dag) { void CompactWilsonCloverFermion<Impl, CloverHelpers>::DhopOE(const FermionField& in, FermionField& out, int dag) {
WilsonBase::DhopOE(in, out, dag); WilsonBase::DhopOE(in, out, dag);
if(open_boundaries) ApplyBoundaryMask(out); if(fixedBoundaries) ApplyBoundaryMask(out);
} }
template<class Impl, class CloverHelpers> template<class Impl, class CloverHelpers>
void CompactWilsonCloverFermion<Impl, CloverHelpers>::DhopEO(const FermionField& in, FermionField& out, int dag) { void CompactWilsonCloverFermion<Impl, CloverHelpers>::DhopEO(const FermionField& in, FermionField& out, int dag) {
WilsonBase::DhopEO(in, out, dag); WilsonBase::DhopEO(in, out, dag);
if(open_boundaries) ApplyBoundaryMask(out); if(fixedBoundaries) ApplyBoundaryMask(out);
} }
template<class Impl, class CloverHelpers> template<class Impl, class CloverHelpers>
void CompactWilsonCloverFermion<Impl, CloverHelpers>::DhopDir(const FermionField& in, FermionField& out, int dir, int disp) { void CompactWilsonCloverFermion<Impl, CloverHelpers>::DhopDir(const FermionField& in, FermionField& out, int dir, int disp) {
WilsonBase::DhopDir(in, out, dir, disp); WilsonBase::DhopDir(in, out, dir, disp);
if(this->open_boundaries) ApplyBoundaryMask(out); if(this->fixedBoundaries) ApplyBoundaryMask(out);
} }
template<class Impl, class CloverHelpers> template<class Impl, class CloverHelpers>
void CompactWilsonCloverFermion<Impl, CloverHelpers>::DhopDirAll(const FermionField& in, std::vector<FermionField>& out) { void CompactWilsonCloverFermion<Impl, CloverHelpers>::DhopDirAll(const FermionField& in, std::vector<FermionField>& out) {
WilsonBase::DhopDirAll(in, out); WilsonBase::DhopDirAll(in, out);
if(this->open_boundaries) { if(this->fixedBoundaries) {
for(auto& o : out) ApplyBoundaryMask(o); for(auto& o : out) ApplyBoundaryMask(o);
} }
} }
@ -112,7 +112,7 @@ void CompactWilsonCloverFermion<Impl, CloverHelpers>::M(const FermionField& in,
WilsonBase::Dhop(in, out, DaggerNo); // call base to save applying bc WilsonBase::Dhop(in, out, DaggerNo); // call base to save applying bc
Mooee(in, Tmp); Mooee(in, Tmp);
axpy(out, 1.0, out, Tmp); axpy(out, 1.0, out, Tmp);
if(open_boundaries) ApplyBoundaryMask(out); if(fixedBoundaries) ApplyBoundaryMask(out);
} }
template<class Impl, class CloverHelpers> template<class Impl, class CloverHelpers>
@ -121,19 +121,19 @@ void CompactWilsonCloverFermion<Impl, CloverHelpers>::Mdag(const FermionField& i
WilsonBase::Dhop(in, out, DaggerYes); // call base to save applying bc WilsonBase::Dhop(in, out, DaggerYes); // call base to save applying bc
MooeeDag(in, Tmp); MooeeDag(in, Tmp);
axpy(out, 1.0, out, Tmp); axpy(out, 1.0, out, Tmp);
if(open_boundaries) ApplyBoundaryMask(out); if(fixedBoundaries) ApplyBoundaryMask(out);
} }
template<class Impl, class CloverHelpers> template<class Impl, class CloverHelpers>
void CompactWilsonCloverFermion<Impl, CloverHelpers>::Meooe(const FermionField& in, FermionField& out) { void CompactWilsonCloverFermion<Impl, CloverHelpers>::Meooe(const FermionField& in, FermionField& out) {
WilsonBase::Meooe(in, out); WilsonBase::Meooe(in, out);
if(open_boundaries) ApplyBoundaryMask(out); if(fixedBoundaries) ApplyBoundaryMask(out);
} }
template<class Impl, class CloverHelpers> template<class Impl, class CloverHelpers>
void CompactWilsonCloverFermion<Impl, CloverHelpers>::MeooeDag(const FermionField& in, FermionField& out) { void CompactWilsonCloverFermion<Impl, CloverHelpers>::MeooeDag(const FermionField& in, FermionField& out) {
WilsonBase::MeooeDag(in, out); WilsonBase::MeooeDag(in, out);
if(open_boundaries) ApplyBoundaryMask(out); if(fixedBoundaries) ApplyBoundaryMask(out);
} }
template<class Impl, class CloverHelpers> template<class Impl, class CloverHelpers>
@ -147,7 +147,7 @@ void CompactWilsonCloverFermion<Impl, CloverHelpers>::Mooee(const FermionField&
} else { } else {
MooeeInternal(in, out, Diagonal, Triangle); MooeeInternal(in, out, Diagonal, Triangle);
} }
if(open_boundaries) ApplyBoundaryMask(out); if(fixedBoundaries) ApplyBoundaryMask(out);
} }
template<class Impl, class CloverHelpers> template<class Impl, class CloverHelpers>
@ -166,7 +166,7 @@ void CompactWilsonCloverFermion<Impl, CloverHelpers>::MooeeInv(const FermionFiel
} else { } else {
MooeeInternal(in, out, DiagonalInv, TriangleInv); MooeeInternal(in, out, DiagonalInv, TriangleInv);
} }
if(open_boundaries) ApplyBoundaryMask(out); if(fixedBoundaries) ApplyBoundaryMask(out);
} }
template<class Impl, class CloverHelpers> template<class Impl, class CloverHelpers>
@ -186,7 +186,7 @@ void CompactWilsonCloverFermion<Impl, CloverHelpers>::MdirAll(const FermionField
template<class Impl, class CloverHelpers> template<class Impl, class CloverHelpers>
void CompactWilsonCloverFermion<Impl, CloverHelpers>::MDeriv(GaugeField& force, const FermionField& X, const FermionField& Y, int dag) { void CompactWilsonCloverFermion<Impl, CloverHelpers>::MDeriv(GaugeField& force, const FermionField& X, const FermionField& Y, int dag) {
assert(!open_boundaries); // TODO check for changes required for open bc assert(!fixedBoundaries); // TODO check for changes required for open bc
// NOTE: code copied from original clover term // NOTE: code copied from original clover term
conformable(X.Grid(), Y.Grid()); conformable(X.Grid(), Y.Grid());
@ -305,6 +305,7 @@ void CompactWilsonCloverFermion<Impl, CloverHelpers>::ImportGauge(const GaugeFie
GridBase* grid = _Umu.Grid(); GridBase* grid = _Umu.Grid();
typename Impl::GaugeLinkField Bx(grid), By(grid), Bz(grid), Ex(grid), Ey(grid), Ez(grid); typename Impl::GaugeLinkField Bx(grid), By(grid), Bz(grid), Ex(grid), Ey(grid), Ez(grid);
CloverField TmpOriginal(grid); CloverField TmpOriginal(grid);
CloverField TmpInverse(grid);
// Compute the field strength terms mu>nu // Compute the field strength terms mu>nu
double t2 = usecond(); double t2 = usecond();
@ -324,24 +325,27 @@ void CompactWilsonCloverFermion<Impl, CloverHelpers>::ImportGauge(const GaugeFie
TmpOriginal += Helpers::fillCloverXT(Ex) * csw_t; TmpOriginal += Helpers::fillCloverXT(Ex) * csw_t;
TmpOriginal += Helpers::fillCloverYT(Ey) * csw_t; TmpOriginal += Helpers::fillCloverYT(Ey) * csw_t;
TmpOriginal += Helpers::fillCloverZT(Ez) * csw_t; TmpOriginal += Helpers::fillCloverZT(Ez) * csw_t;
// Handle mass term based on clover policy
CloverHelpers::MassTerm(TmpOriginal, this->diag_mass); // Instantiate the clover term
// - In case of the standard clover the mass term is added
// Convert the data layout of the clover term // - In case of the exponential clover the clover term is exponentiated
double t4 = usecond(); double t4 = usecond();
CloverHelpers::InstantiateClover(TmpOriginal, TmpInverse, csw_t, this->diag_mass);
// Convert the data layout of the clover term
double t5 = usecond();
CompactHelpers::ConvertLayout(TmpOriginal, Diagonal, Triangle); CompactHelpers::ConvertLayout(TmpOriginal, Diagonal, Triangle);
// Exponentiate the clover (nothing happens in case of the standard clover) // Modify the clover term at the temporal boundaries in case of open boundary conditions
double t5 = usecond();
CloverHelpers::Exponentiate_Clover(Diagonal, Triangle, csw_t, this->diag_mass);
// Possible modify the boundary values
double t6 = usecond(); double t6 = usecond();
if(open_boundaries) CompactHelpers::ModifyBoundaries(Diagonal, Triangle, csw_t, cF, this->diag_mass); if(fixedBoundaries) CompactHelpers::ModifyBoundaries(Diagonal, Triangle, csw_t, cF, this->diag_mass);
// Invert the Clover term (explicit inversion needed for the improvement in case of open boundary conditions) // Invert the Clover term
// In case of the exponential clover with (anti-)periodic boundary conditions exp(-Clover) saved
// in TmpInverse can be used. In all other cases the clover term has to be explictly inverted.
// TODO: For now this inversion is explictly done on the CPU
double t7 = usecond(); double t7 = usecond();
CompactHelpers::Invert(Diagonal, Triangle, DiagonalInv, TriangleInv); CloverHelpers::InvertClover(TmpInverse, Diagonal, Triangle, DiagonalInv, TriangleInv, fixedBoundaries);
// Fill the remaining clover fields // Fill the remaining clover fields
double t8 = usecond(); double t8 = usecond();
@ -362,10 +366,10 @@ void CompactWilsonCloverFermion<Impl, CloverHelpers>::ImportGauge(const GaugeFie
std::cout << GridLogDebug << "allocations = " << (t2 - t1) / 1e6 << std::endl; std::cout << GridLogDebug << "allocations = " << (t2 - t1) / 1e6 << std::endl;
std::cout << GridLogDebug << "field strength = " << (t3 - t2) / 1e6 << std::endl; std::cout << GridLogDebug << "field strength = " << (t3 - t2) / 1e6 << std::endl;
std::cout << GridLogDebug << "fill clover = " << (t4 - t3) / 1e6 << std::endl; std::cout << GridLogDebug << "fill clover = " << (t4 - t3) / 1e6 << std::endl;
std::cout << GridLogDebug << "convert = " << (t5 - t4) / 1e6 << std::endl; std::cout << GridLogDebug << "instantiate clover = " << (t5 - t4) / 1e6 << std::endl;
std::cout << GridLogDebug << "exponentiation = " << (t6 - t5) / 1e6 << std::endl; std::cout << GridLogDebug << "convert layout = " << (t6 - t5) / 1e6 << std::endl;
std::cout << GridLogDebug << "boundaries = " << (t7 - t6) / 1e6 << std::endl; std::cout << GridLogDebug << "modify boundaries = " << (t7 - t6) / 1e6 << std::endl;
std::cout << GridLogDebug << "inversions = " << (t8 - t7) / 1e6 << std::endl; std::cout << GridLogDebug << "invert clover = " << (t8 - t7) / 1e6 << std::endl;
std::cout << GridLogDebug << "pick cbs = " << (t9 - t8) / 1e6 << std::endl; std::cout << GridLogDebug << "pick cbs = " << (t9 - t8) / 1e6 << std::endl;
std::cout << GridLogDebug << "total = " << (t9 - t0) / 1e6 << std::endl; std::cout << GridLogDebug << "total = " << (t9 - t0) / 1e6 << std::endl;
} }