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Reproducibility checks for inner product
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.gitignore
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vendored
@ -49,6 +49,7 @@ config.status
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.deps
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Make.inc
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eigen.inc
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Eigen.inc
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# http://www.gnu.org/software/autoconf #
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########################################
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@ -44,8 +44,9 @@ Author: paboyle <paboyle@ph.ed.ac.uk>
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#define PARALLEL_FOR_LOOP _Pragma("omp parallel for schedule(runtime)")
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#define PARALLEL_FOR_LOOP_INTERN _Pragma("omp for schedule(runtime)")
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#endif
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#define PARALLEL_NESTED_LOOP2 _Pragma("omp parallel for collapse(2)")
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#define PARALLEL_REGION _Pragma("omp parallel")
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#define PARALLEL_NESTED_LOOP2 _Pragma("omp parallel for collapse(2)")
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#define PARALLEL_REGION _Pragma("omp parallel")
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#define PARALLEL_FOR_LOOP_STATIC _Pragma("omp parallel for schedule(static)")
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#else
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#define PARALLEL_FOR_LOOP
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#define PARALLEL_FOR_LOOP_INTERN
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@ -62,9 +62,10 @@ class ConjugateGradient : public OperatorFunction<Field> {
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Integer MaxIterations;
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bool ReproTest;
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CG_state CGState;//to check reproducibility by repeating the CG
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ReproducibilityState<typename Field::vector_object> ReprTest;
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ConjugateGradient(RealD tol, Integer maxit, bool err_on_no_conv = true,
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bool ReproducibilityTest = false)
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bool ReproducibilityTest = false)
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: Tolerance(tol),
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MaxIterations(maxit),
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ErrorOnNoConverge(err_on_no_conv),
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@ -84,7 +85,7 @@ class ConjugateGradient : public OperatorFunction<Field> {
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Field psi_start(psi);// save for the repro test
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if (CGState.do_repro)
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std::cout << GridLogMessage << "Starting reproducibility test" << std::endl;
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std::cout << GridLogMessage << "Starting reproducibility test" << std::endl;
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// Initial residual computation & set up
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RealD guess = norm2(psi);
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@ -93,6 +94,10 @@ class ConjugateGradient : public OperatorFunction<Field> {
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Linop.HermOpAndNorm(psi, mmp, d, b);
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if(!ReprTest.do_check)
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ReprTest.reset();
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ReprTest.enable_reprocheck=ReproTest;
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r = src - mmp;
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p = r;
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@ -146,21 +151,22 @@ class ConjugateGradient : public OperatorFunction<Field> {
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b_pred = a * (a * qq - d) / c;// a check
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cp = axpy_norm(r, -a, mmp, r);// new residual r = r_old - a * Ap
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axpy(r, -a, mmp, r);// new residual r = r_old - a * Ap
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cp = norm2(r, ReprTest);//
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if (ReproTest && !CGState.do_repro) {
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CGState.residuals.push_back(cp); // save residuals state
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std::cout << GridLogIterative << "ReproTest: Saving state" << std::endl;
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}
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CGState.residuals.push_back(cp); // save residuals state
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std::cout << GridLogIterative << "ReproTest: Saving state" << std::endl;
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}
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if (ReproTest && CGState.do_repro){
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// check that the residual agrees with the previous run
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std::cout << GridLogIterative << "ReproTest: Checking state k=" << k << std::endl;
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if (cp != CGState.residuals[k-1]){
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std::cout << GridLogMessage << "Failing reproducibility test";
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std::cout << GridLogMessage << " at k=" << k << std::endl;
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std::cout << GridLogMessage << "saved residual = " << CGState.residuals[k-1]
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<< " cp = " << cp << std::endl;
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exit(-1);
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}
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// check that the residual agrees with the previous run
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std::cout << GridLogIterative << "ReproTest: Checking state k=" << k << std::endl;
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if (cp != CGState.residuals[k-1]){
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std::cout << GridLogMessage << "Failing reproducibility test";
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std::cout << GridLogMessage << " at k=" << k << std::endl;
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std::cout << GridLogMessage << "saved residual = " << CGState.residuals[k-1]
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<< " cp = " << cp << std::endl;
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exit(-1);
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}
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}
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b = cp / c;
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@ -197,13 +203,16 @@ class ConjugateGradient : public OperatorFunction<Field> {
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if (ErrorOnNoConverge) assert(true_residual / Tolerance < 10000.0);
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if (!CGState.do_repro && ReproTest){
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CGState.do_repro = true;
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this->operator()(Linop, src, psi_start);// run the repro test
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}
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if (!CGState.do_repro && ReproTest){
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CGState.do_repro = true;
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ReprTest.do_check = true;
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ReprTest.reset_counter();
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this->operator()(Linop, src, psi_start);// run the repro test
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}
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// Clear state
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CGState.reset();
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// Clear state
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CGState.reset();
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ReprTest.reset();
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return;
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}
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}
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@ -34,21 +34,24 @@ namespace Grid {
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template <class T>
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struct ReproducibilityState {
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int n_call;
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typedef typename T::vector_type vector_type;
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unsigned int n_call;
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bool do_check;
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std::vector<std::vector<T, alignedAllocator<T> > > th_states;
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bool enable_reprocheck;
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std::vector<std::vector<vector_type, alignedAllocator<vector_type> > >
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th_states;
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void reset(){
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void reset() {
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th_states.clear();
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do_check = false;
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enable_reprocheck = false;
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n_call = 0;
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}
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ReproducibilityState(){
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reset();
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}
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};
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void reset_counter() { n_call = 0; }
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ReproducibilityState() { reset(); }
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};
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#ifdef GRID_WARN_SUBOPTIMAL
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#warning "Optimisation alert all these reduction loops are NOT threaded "
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@ -58,15 +61,27 @@ struct ReproducibilityState {
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// Deterministic Reduction operations
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////////////////////////////////////////////////////////////////////////////////////////////////////
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template<class vobj> inline RealD norm2(const Lattice<vobj> &arg){
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ComplexD nrm = innerProduct(arg,arg);
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return std::real(nrm);
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ReproducibilityState<vobj> repr;
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ComplexD nrm = innerProduct(arg, arg, repr);
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return std::real(nrm);
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}
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template <class vobj>
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inline RealD norm2(const Lattice<vobj> &arg, ReproducibilityState<vobj>& rep) {
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ComplexD nrm = innerProduct(arg, arg, rep);
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return std::real(nrm);
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}
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template<class vobj>
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inline ComplexD innerProduct(const Lattice<vobj> &left,const Lattice<vobj> &right)
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inline ComplexD innerProduct(const Lattice<vobj> &left,const Lattice<vobj> &right){
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ReproducibilityState<vobj> repr;
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return innerProduct(left, right, repr);
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}
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template<class vobj>
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inline ComplexD innerProduct(const Lattice<vobj> &left,const Lattice<vobj> &right, ReproducibilityState<vobj>& repr)
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{
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typedef typename vobj::scalar_type scalar_type;
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typedef typename vobj::vector_type vector_type;
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@ -81,30 +96,45 @@ struct ReproducibilityState {
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// accumulation done in the same precision ad vobj...
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// may need to froce higher precision
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PARALLEL_FOR_LOOP
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PARALLEL_FOR_LOOP_STATIC //request statically scheduled threads for reproducibility
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for(int thr=0;thr<grid->SumArraySize();thr++){
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int nwork, mywork, myoff;
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GridThread::GetWork(left._grid->oSites(),thr,mywork,myoff);
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decltype(innerProduct(left._odata[0],right._odata[0])) vnrm=zero; // private to thread; sub summation
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GridThread::GetWork(left._grid->oSites(),thr,mywork,myoff);
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decltype(innerProduct(left._odata[0],right._odata[0])) vnrm = zero; // private to thread; sub summation
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for(int ss=myoff;ss<mywork+myoff; ss++){
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vnrm = vnrm + innerProduct(left._odata[ss],right._odata[ss]);
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}
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sumarray[thr]=TensorRemove(vnrm) ;
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vnrm = vnrm + innerProduct(left._odata[ss],right._odata[ss]);// accumulate here in higher precision
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}
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sumarray[thr]=TensorRemove(vnrm) ;
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}
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/*
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if (repr.do_check){
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if (sumarray!=repr.th_states[n_call]){
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std::cout << GridLogMessage << "Reproducibility failure on node " << grid->ThisRank() << std::endl;
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exit(1);
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/////////////////////// Reproducibility section
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if (repr.enable_reprocheck) {
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if (repr.do_check) {
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//std::cout << GridLogMessage << "Checking thread state for inner product. Call n. " << repr.n_call << std::endl;
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for (int thread = 0; thread < sumarray.size(); thread++) {
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if (sumarray[thread] != repr.th_states[repr.n_call][thread]) {
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std::cout << GridLogMessage << "Reproducibility failure on node " << grid->ThisRank() << std::endl;
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std::cout << GridLogMessage << "Call: "<< repr.n_call << " Thread: " << thread << std::endl;
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std::cout << GridLogMessage << "Size of states: " << repr.th_states.size() << std::endl;
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std::cout << GridLogMessage << sumarray[thread] << std::endl;
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std::cout << GridLogMessage << repr.th_states[repr.n_call][thread] << std::endl;
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//exit(1);
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}
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}
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repr.n_call++;
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} else
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{
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//std::cout << GridLogMessage << "Saving thread state for inner product. Call n. " << repr.n_call << std::endl;
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repr.th_states.resize(repr.n_call+1);
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repr.th_states[repr.n_call].resize(grid->SumArraySize());
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repr.th_states[repr.n_call] = sumarray; // save threads state
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repr.n_call++;
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}
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}
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} else {
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repr.th_states.push_back(sumarray);//save threads state
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repr.n_call +=1;
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}
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*/
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////////////////////////////////////////////////////////
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vector_type vvnrm; vvnrm=zero; // sum across threads
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for(int i=0;i<grid->SumArraySize();i++){
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@ -154,13 +184,13 @@ struct ReproducibilityState {
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PARALLEL_FOR_LOOP
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for(int thr=0;thr<grid->SumArraySize();thr++){
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int nwork, mywork, myoff;
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GridThread::GetWork(grid->oSites(),thr,mywork,myoff);
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GridThread::GetWork(grid->oSites(),thr,mywork,myoff);
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vobj vvsum=zero;
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vobj vvsum=zero;
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for(int ss=myoff;ss<mywork+myoff; ss++){
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vvsum = vvsum + arg._odata[ss];
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}
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sumarray[thr]=vvsum;
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}
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sumarray[thr]=vvsum;
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}
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vobj vsum=zero; // sum across threads
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@ -66,6 +66,9 @@ namespace Optimization {
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double f[4];
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};
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struct Vsplat{
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//Complex float
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inline __m256 operator()(float a, float b){
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@ -146,6 +146,23 @@ class Grid_simd {
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Grid_simd(const Grid_simd &rhs) : v(rhs.v){}; // compiles in movaps
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Grid_simd(const Grid_simd &&rhs) : v(rhs.v){};
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/////////////////////////////
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// Comparisons
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/////////////////////////////
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inline bool operator==(const Grid_simd& lhs){
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Grid_simd::conv_t conv1;
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Grid_simd::conv_t conv2;
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conv1.v = v;
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conv2.v = lhs.v;
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return std::equal(std::begin(conv1.s), std::end(conv1.s), std::begin(conv2.s));
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}
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inline bool operator!=(const Grid_simd& lhs){
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return !(*this == lhs);
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}
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/////////////////////////////
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// Constructors
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/////////////////////////////
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