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New implementations for Sherman Morisson
- SM2: Slagel splitting implementation (http://hdl.handle.net/10919/52966) - SM3: Keep close to zero denominators for later - Update tests to show the squared residual
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8
Makefile
8
Makefile
@ -1,11 +1,11 @@
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## Compilers
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ARCH =
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CXX = icpc
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FC = ifort
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ARCH =
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CXX = clang++
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FC = flang-7
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H5CXX = h5c++
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## Compiler flags
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CXXFLAGS = -O0 -debug full -traceback
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CXXFLAGS = -O0
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FFLAGS = $(CXXFLAGS)
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H5CXXFLAGS = $(CXXFLAGS) -fPIC
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FLIBS = -lstdc++
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@ -4,15 +4,18 @@
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#include "Helpers.hpp"
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#include <iostream>
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void SM(double *Slater_inv, unsigned int Dim, unsigned int N_updates,
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// Naïve Sherman Morrison
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void SM1(double *Slater_inv, unsigned int Dim, unsigned int N_updates,
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double *Updates, unsigned int *Updates_index) {
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std::cerr << "Called SM1 with " << N_updates << " updates" << std::endl;
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double C[Dim];
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double D[Dim];
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unsigned int l = 0;
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// For each update
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for (unsigned int l = 0; l < N_updates; l++) {
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while (l < N_updates) {
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// C = A^{-1} x U_l
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for (unsigned int i = 0; i < Dim; i++) {
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C[i] = 0;
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@ -23,8 +26,8 @@ void SM(double *Slater_inv, unsigned int Dim, unsigned int N_updates,
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// Denominator
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double den = 1 + C[Updates_index[l] - 1];
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if (den < 1e-6) {
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std::cerr << "Breakdown condition triggered" << std::endl;
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if (fabs(den) < 1e-6) {
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std::cerr << "Breakdown condition triggered at " << l << std::endl;
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}
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double iden = 1 / den;
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@ -40,5 +43,133 @@ void SM(double *Slater_inv, unsigned int Dim, unsigned int N_updates,
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Slater_inv[i * Dim + j] -= update;
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}
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}
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l += 1;
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}
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}
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// Sherman Morrison, with J. Slagel splitting
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// http://hdl.handle.net/10919/52966
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void SM2(double *Slater_inv, unsigned int Dim, unsigned int N_updates,
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double *Updates, unsigned int *Updates_index) {
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std::cerr << "Called SM2 with updates " << N_updates << std::endl;
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double C[Dim];
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double D[Dim];
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double later_updates[Dim*N_updates];
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unsigned int later_index[N_updates];
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unsigned int later = 0;
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unsigned int l = 0;
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// For each update
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while (l < N_updates) {
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// C = A^{-1} x U_l
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for (unsigned int i = 0; i < Dim; i++) {
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C[i] = 0;
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for (unsigned int j = 0; j < Dim; j++) {
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C[i] += Slater_inv[i * Dim + j] * Updates[l * Dim + j];
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}
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}
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// Denominator
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double den = 1 + C[Updates_index[l] - 1];
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if (fabs(den) < 1e-6) {
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std::cerr << "Breakdown condition triggered at " << l << std::endl;
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// U_l = U_l / 2 (do the split)
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for (unsigned int j = 0; j < Dim; j++) {
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later_updates[later*Dim+j] = Updates[l*Dim+j]/2.0;
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C[j] /= 2.0;
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}
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later_index[later] = Updates_index[l];
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later++;
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den = 1+C[Updates_index[l]-1];
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}
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double iden = 1 / den;
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// D = v^T x A^{-1}
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for (unsigned int j = 0; j < Dim; j++) {
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D[j] = Slater_inv[(Updates_index[l] - 1) * Dim + j];
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}
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// A^{-1} = A^{-1} - C x D / den
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for (unsigned int i = 0; i < Dim; i++) {
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for (unsigned int j = 0; j < Dim; j++) {
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double update = C[i] * D[j] * iden;
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Slater_inv[i * Dim + j] -= update;
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}
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}
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l += 1;
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}
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if (later > 0) {
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SM2(Slater_inv, Dim, later, later_updates, later_index);
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}
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}
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// Sherman Morrison, leaving zero denominators for later
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void SM3(double *Slater_inv, unsigned int Dim, unsigned int N_updates,
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double *Updates, unsigned int *Updates_index) {
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std::cerr << "Called SM2 with updates " << N_updates << std::endl;
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double C[Dim];
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double D[Dim];
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double later_updates[Dim*N_updates];
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unsigned int later_index[N_updates];
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unsigned int later = 0;
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unsigned int l = 0;
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// For each update
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while (l < N_updates) {
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// C = A^{-1} x U_l
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for (unsigned int i = 0; i < Dim; i++) {
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C[i] = 0;
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for (unsigned int j = 0; j < Dim; j++) {
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C[i] += Slater_inv[i * Dim + j] * Updates[l * Dim + j];
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}
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}
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// Denominator
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double den = 1 + C[Updates_index[l] - 1];
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if (fabs(den) < 1e-6) {
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std::cerr << "Breakdown condition triggered at " << l << std::endl;
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for (unsigned int j = 0; j < Dim; j++) {
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later_updates[later*Dim+j] = Updates[l*Dim+j];
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}
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later_index[later] = Updates_index[l];
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later++;
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l += 1;
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continue;
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}
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double iden = 1 / den;
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// D = v^T x A^{-1}
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for (unsigned int j = 0; j < Dim; j++) {
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D[j] = Slater_inv[(Updates_index[l] - 1) * Dim + j];
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}
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// A^{-1} = A^{-1} - C x D / den
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for (unsigned int i = 0; i < Dim; i++) {
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for (unsigned int j = 0; j < Dim; j++) {
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double update = C[i] * D[j] * iden;
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Slater_inv[i * Dim + j] -= update;
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}
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}
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l += 1;
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}
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if (later > 0) {
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SM3(Slater_inv, Dim, later, later_updates, later_index);
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}
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}
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void SM(double *Slater_inv, unsigned int Dim, unsigned int N_updates,
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double *Updates, unsigned int *Updates_index) {
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SM2(Slater_inv, Dim, N_updates, Updates, Updates_index);
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}
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@ -1,116 +0,0 @@
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#include <iostream>
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#include <string>
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#include "hdf5/serial/hdf5.h"
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#include "hdf5/serial/H5Cpp.h"
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#include "SM_MaponiA3.hpp"
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#include "SM_Standard.hpp"
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#include "Helpers.hpp"
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using namespace H5;
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//#define DEBUG
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const H5std_string FILE_NAME( "datasets.hdf5" );
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void read_int(H5File file, std::string key, unsigned int * data) {
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DataSet ds = file.openDataSet(key);
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ds.read(data, PredType::STD_U32LE);
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ds.close();
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}
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void read_double(H5File file, std::string key, double * data) {
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DataSet ds = file.openDataSet(key);
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ds.read(data, PredType::IEEE_F64LE);
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ds.close();
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}
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int test_cycle(H5File file, int cycle) {
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/* Read the data */
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std::string group = "cycle_" + std::to_string(cycle);
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unsigned int dim, nupdates, col, i, j;
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read_int(file, group + "/slater_matrix_dim", &dim);
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read_int(file, group + "/nupdates", &nupdates);
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double * slater_matrix = new double[dim*dim];
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read_double(file, group + "/slater_matrix", slater_matrix);
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double * slater_inverse = new double[dim*dim];
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read_double(file, group + "/slater_inverse", slater_inverse);
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slater_inverse = transpose(slater_inverse, dim);
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unsigned int * col_update_index = new unsigned int[nupdates];
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read_int(file, group + "/col_update_index", col_update_index);
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double * updates = new double[nupdates*dim];
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read_double(file, group + "/updates", updates);
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double * u = new double[nupdates*dim];
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/* Test */
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#ifdef DEBUG
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showMatrix(slater_matrix, dim, "OLD Slater");
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#endif
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#ifdef DEBUG
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showMatrix(slater_inverse, dim, "OLD Inverse");
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#endif
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for (j = 0; j < nupdates; j++) {
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for (i = 0; i < dim; i++) {
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col = col_update_index[j];
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u[i + j*dim] = updates[i + j*dim] - slater_matrix[i*dim + (col - 1)];
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slater_matrix[i*dim + (col - 1)] = updates[i + j*dim];
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}
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}
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//MaponiA3(slater_inverse, dim, nupdates, updates, col_update_index);
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SM(slater_inverse, dim, nupdates, u, col_update_index);
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#ifdef DEBUG
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showMatrix(slater_matrix, dim, "NEW Slater");
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#endif
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#ifdef DEBUG
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showMatrix(slater_inverse, dim, "NEW Inverse");
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#endif
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double * res = new double[dim*dim] {0};
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matMul(slater_matrix, slater_inverse, res, dim);
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bool ok = is_identity(res, dim, 0.5e-4);
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#ifdef DEBUG
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showMatrix(res, dim, "Result");
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#endif
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delete [] res, updates, u, col_update_index,
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slater_matrix, slater_inverse;
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return ok;
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}
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int main(int argc, char **argv) {
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if (argc != 2) {
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std::cerr << "Execute from within 'datasets/'" << std::endl;
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std::cerr << "usage: test_external_h5 <cycle>" << std::endl;
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return 1;
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}
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int cycle = std::stoi(argv[1]);
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H5File file(FILE_NAME, H5F_ACC_RDONLY);
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bool ok = test_cycle(file, cycle);
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if (ok) {
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std::cerr << "ok -- cycle " << std::to_string(cycle)
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<< std::endl;
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}
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else {
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std::cerr << "failed -- cycle " << std::to_string(cycle)
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<< std::endl;
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}
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return ok;
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}
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const H5std_string FILE_NAME( "datasets.hdf5" );
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double residual2(double * A, unsigned int Dim) {
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double res = 0.0;
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for (unsigned int i = 0; i < Dim; i++) {
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for (unsigned int j = 0; j < Dim; j++) {
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double delta = (A[i * Dim + j] - (i == j));
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res += delta*delta;
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}
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}
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return res;
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}
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void read_int(H5File file, std::string key, unsigned int * data) {
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DataSet ds = file.openDataSet(key);
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ds.read(data, PredType::STD_U32LE);
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@ -66,8 +78,8 @@ int test_cycle(H5File file, int cycle) {
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}
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}
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MaponiA3(slater_inverse, dim, nupdates, u, col_update_index);
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//SM(slater_inverse, dim, nupdates, updates, col_update_index);
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//MaponiA3(slater_inverse, dim, nupdates, updates, col_update_index);
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SM(slater_inverse, dim, nupdates, u, col_update_index);
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#ifdef DEBUG
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showMatrix(slater_matrix, dim, "NEW Slater");
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@ -79,7 +91,10 @@ int test_cycle(H5File file, int cycle) {
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double * res = new double[dim*dim] {0};
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matMul(slater_matrix, slater_inverse, res, dim);
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bool ok = is_identity(res, dim, 0.5e-4);
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bool ok = is_identity(res, dim, 1e-4);
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double res2 = residual2(res, dim);
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std::cerr << "Residual = " << res2 << std::endl;
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#ifdef DEBUG
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showMatrix(res, dim, "Result");
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