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https://github.com/TREX-CoE/Sherman-Morrison.git
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Merge pull request #40 from fmgjcoppens/woodbury
Woodbury 2x2 and 3x3 kernels + Unified Sherman-Morrison-Woodbury kernel (SMWB1).
This commit is contained in:
commit
8dac636c94
4
Makefile
4
Makefile
@ -42,7 +42,9 @@ FFLAGS = $(CXXFLAGS)
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INCLUDE = -I $(INC_DIR)/
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DEPS_CXX = $(OBJ_DIR)/SM_Maponi.o \
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$(OBJ_DIR)/SM_Standard.o \
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$(OBJ_DIR)/SM_Helpers.o
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$(OBJ_DIR)/Woodbury.o \
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$(OBJ_DIR)/SMWB.o \
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$(OBJ_DIR)/Helpers.o
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DEPS_F = $(DEPS_CXX) \
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$(OBJ_DIR)/finterface_mod.o \
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$(OBJ_DIR)/helpers_mod.o
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@ -1,4 +1,4 @@
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// SM_Helpers.hpp
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// Helpers.hpp
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// Some usefull helper functions to support the Maponi algorithm.
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#include <cmath>
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#include <cstring>
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@ -56,6 +56,25 @@ void showMatrix(T *matrix, unsigned int M, std::string name) {
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std::cout << std::endl;
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}
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template <typename T>
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void showMatrix2(T *matrix, unsigned int M, unsigned int N, std::string name) {
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std::cout.precision(17);
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std::cout << name << " = [" << std::endl;
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for (unsigned int i = 0; i < M; i++) {
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std::cout << "[";
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for (unsigned int j = 0; j < N; j++) {
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if (matrix[i * N + j] >= 0) {
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std::cout << " " << matrix[i * N + j] << ",";
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} else {
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std::cout << " " << matrix[i * N + j] << ",";
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}
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}
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std::cout << " ]," << std::endl;
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}
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std::cout << "]" << std::endl;
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std::cout << std::endl;
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}
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template <typename T> T *transpose(T *A, unsigned int M) {
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T *B = new T[M * M];
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for (unsigned int i = 0; i < M; i++) {
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@ -77,6 +96,18 @@ template <typename T> void matMul(T *A, T *B, T *C, unsigned int M) {
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}
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}
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template <typename T1, typename T2, typename T3>
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void matMul2(T1 *A, T2 *B, T3 *C, unsigned int M, unsigned int N, unsigned int P) {
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for(unsigned int i = 0; i < M; i++) {
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for(unsigned int j = 0; j < P; j++) {
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C[i * P + j] = 0;
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for(unsigned int k = 0; k < N; k++) {
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C[i * P + j] += A[i * N + k] * B[k * P + j];
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}
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}
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}
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}
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template <typename T1, typename T2>
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T1 *outProd(T1 *vec1, T2 *vec2, unsigned int M) {
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T1 *C = new T1[M * M];
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4
include/SMWB.hpp
Normal file
4
include/SMWB.hpp
Normal file
@ -0,0 +1,4 @@
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// Sherman-Morrison-Woodbury kernel 1
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// WB2, WB3, SM2 mixing scheme 1
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void SMWB1(double *Slater_inv, unsigned int Dim, unsigned int N_updates,
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double *Updates, unsigned int *Updates_index);
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7
include/Woodbury.hpp
Normal file
7
include/Woodbury.hpp
Normal file
@ -0,0 +1,7 @@
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// Woodbury 2x2 kernel
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bool WB2(double *Slater_inv, unsigned int Dim,
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double *Updates, unsigned int *Updates_index);
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// Woodbury 3x3 kernel
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bool WB3(double *Slater_inv, unsigned int Dim,
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double *Updates, unsigned int *Updates_index);
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@ -3,6 +3,10 @@ unset THRESHOLD
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unset MKL
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ENV=$1
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echo
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echo "Sherman-Morrison-Woodbury parameters"
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echo "------------------------------------"
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## Set Sherman-Morrison root dir
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PWD=$(pwd)
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SRCDIR=$(dirname $BASH_SOURCE)
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@ -1,4 +1,4 @@
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#include "SM_Helpers.hpp"
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#include "Helpers.hpp"
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// Set common break-down threshold
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double threshold() {
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71
src/SMWB.cpp
Normal file
71
src/SMWB.cpp
Normal file
@ -0,0 +1,71 @@
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#include "SMWB.hpp"
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#include "SM_Standard.hpp"
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#include "Woodbury.hpp"
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#include "Helpers.hpp"
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// Sherman-Morrison-Woodbury kernel 1
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// WB2, WB3, SM2 mixing scheme 1
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void SMWB1(double *Slater_inv, unsigned int Dim, unsigned int N_updates, double *Updates, unsigned int *Updates_index) {
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std::cerr << "Called Sherman-Morrison-Woodbury kernel 1 with " << N_updates << " updates" << std::endl;
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unsigned int n_of_3blocks = N_updates / 3;
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unsigned int remainder = N_updates % 3;
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unsigned int length_3block = 3 * Dim;
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unsigned int length_2block = 2 * Dim;
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unsigned int length_1block = 1 * Dim;
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// std::cerr << "Number of blocks: " << n_of_3blocks << ". Remainder: " << remainder << "." << std::endl;
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// Apply first 3*n_of_3blocks updates in n_of_3blocks blocks of 3 updates with Woodbury 3x3 kernel
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if (n_of_3blocks > 0) {
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for (unsigned int i = 0; i < n_of_3blocks; i++) {
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double Updates_3block[length_3block];
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unsigned int Updates_index_3block[3];
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Updates_index_3block[0] = Updates_index[3 * i + 0];
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Updates_index_3block[1] = Updates_index[3 * i + 1];
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Updates_index_3block[2] = Updates_index[3 * i + 2];
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for (unsigned int j = 0; j < length_3block; j++) {
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Updates_3block[j] = Updates[i * length_3block + j];
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}
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bool ok;
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ok = WB3(Slater_inv, Dim, Updates_3block, Updates_index_3block);
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if (!ok) { // Send the entire block to SM2
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std::cerr << "Woodbury 3x3 kernel failed! Sending block to SM2" << std::endl;
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SM2(Slater_inv, Dim, 3, Updates_3block, Updates_index_3block);
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}
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}
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}
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if (remainder == 2) { // Apply last remaining block of 2 updates with Woodbury 2x2 kernel
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double Updates_2block[length_2block];
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unsigned int Updates_index_2block[2];
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Updates_index_2block[0] = Updates_index[3 * n_of_3blocks + 0];
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Updates_index_2block[1] = Updates_index[3 * n_of_3blocks + 1];
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for (unsigned int i = 0; i < length_2block; i++) {
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Updates_2block[i] = Updates[n_of_3blocks * length_3block + i];
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}
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bool ok;
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ok = WB2(Slater_inv, Dim, Updates_2block, Updates_index_2block);
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if (!ok) { // Send the entire block to SM2
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std::cerr << "Woodbury 2x2 kernel failed! Sending block to SM2" << std::endl;
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SM2(Slater_inv, Dim, 2, Updates_2block, Updates_index_2block);
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}
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} else if (remainder == 1) { // Apply last remaining update with SM2
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double Updates_1block[length_1block];
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unsigned int Updates_index_1block[1];
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Updates_index_1block[0] = Updates_index[3 * n_of_3blocks + 0];
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for (unsigned int i = 0; i < length_1block; i++) {
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Updates_1block[i] = Updates[n_of_3blocks * length_3block + i];
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}
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SM2(Slater_inv, Dim, 1, Updates_1block, Updates_index_1block);
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} else { // remainder == 0
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// Nothing left to do.
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}
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}
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extern "C" {
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void SMWB1_f(double **linSlater_inv, unsigned int *Dim, unsigned int *N_updates,
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double **linUpdates, unsigned int **Updates_index) {
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SMWB1(*linSlater_inv, *Dim, *N_updates, *linUpdates, *Updates_index);
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}
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}
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@ -2,7 +2,7 @@
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// Algorithm 3 from P. Maponi,
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// p. 283, doi:10.1016/j.laa.2006.07.007
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#include "SM_Maponi.hpp"
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#include "SM_Helpers.hpp"
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#include "Helpers.hpp"
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// #define DEBUG
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@ -1,7 +1,7 @@
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// SM-Standard.cpp
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// Standard Sherman Morrison with multiple updates
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#include "SM_Standard.hpp"
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#include "SM_Helpers.hpp"
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#include "Helpers.hpp"
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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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219
src/Woodbury.cpp
Normal file
219
src/Woodbury.cpp
Normal file
@ -0,0 +1,219 @@
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/* Woodbury.cpp
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Woodbury 2x2 and 3x3 kernels
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Woodbury matrix identity:
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(S + U V)^{-1} = S^{-1} - C B^{-1} D
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All matrices are stored in row-major order
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*/
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#include "Woodbury.hpp"
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#include "Helpers.hpp"
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// Woodbury 2x2 kernel
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bool WB2(double *Slater_inv, unsigned int Dim, double *Updates,
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unsigned int *Updates_index) {
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/*
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C := S^{-1} * U, dim x 2
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B := 1 + V * C, 2 x 2
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D := V * S^{-1}, 2 x dim
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*/
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std::cerr << "Called Woodbury 2x2 kernel" << std::endl;
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// Construct V from Updates_index
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unsigned int V[2 * Dim]; // 2 x Dim matrix stored in row-major order
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std::memset(V, 0, 2 * Dim * sizeof(unsigned int));
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V[Updates_index[0] - 1] = 1;
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V[Dim + Updates_index[1] - 1] = 1;
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// Compute C = S_inv * U !! NON-STANDARD MATRIX MULTIPLICATION BECAUSE
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// OF LAYOUT OF 'Updates' !!
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double C[2 * Dim];
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for(unsigned int i = 0; i < Dim; i++) {
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for(unsigned int j = 0; j < 2; j++) {
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C[i * 2 + j] = 0;
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for(unsigned int k = 0; k < Dim; k++) {
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C[i * 2 + j] += Slater_inv[i * Dim + k] * Updates[Dim * j + k];
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}
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}
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}
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// Compute D = V * S^{-1}
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double D[2 * Dim];
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matMul2(V, Slater_inv, D, 2, Dim, Dim);
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// Compute B = 1 + V * C
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double B[4];
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matMul2(V, C, B, 2, Dim, 2);
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B[0] += 1;
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B[3] += 1;
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// Compute B^{-1} with explicit formula for 2x2 inversion
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double idet = 1.0 / (B[0] * B[3] - B[1] * B[2]);
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double Binv[4];
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Binv[0] = idet * B[3];
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Binv[1] = -1.0 * idet * B[1];
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Binv[2] = -1.0 * idet * B[2];
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Binv[3] = idet * B[0];
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// Check if determinant of inverted matrix is not zero
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double det = Binv[0] * Binv[3] - Binv[1] * Binv[2];
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if (std::fabs(det) < threshold()) {
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std::cerr << "Determinant approaching 0!" << std::endl;
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return false;
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}
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// Compute B^{-1} x D
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double tmp[2 * Dim];
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matMul2(Binv, D, tmp, 2, 2, Dim);
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// Compute C x B^{-1} x D
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double tmp2[Dim * Dim];
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matMul2(C, tmp, tmp2, Dim, 2, Dim);
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// Compute (S + U V)^{-1} = S^{-1} - C B^{-1} D
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for (unsigned int i = 0; i < Dim * Dim; i++) {
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Slater_inv[i] -= tmp2[i];
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}
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return true;
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}
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// Woodbury 3x3 kernel
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bool WB3(double *Slater_inv, unsigned int Dim, double *Updates,
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unsigned int *Updates_index) {
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/*
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C := S^{-1} * U, dim x 3
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B := 1 + V * C, 3 x 3
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D := V * S^{-1}, 3 x dim
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*/
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std::cerr << "Called Woodbury 3x3 kernel" << std::endl;
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#ifdef DEBUG
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showMatrix2(Slater_inv, Dim, Dim, "Slater_inv BEFORE update");
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showMatrix2(Updates, 3, Dim, "Updates");
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showMatrix2(Updates_index, 1, 3, "Updates_index");
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#endif
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// Construct V from Updates_index
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unsigned int V[3 * Dim]; // 3 x Dim matrix stored in row-major order
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std::memset(V, 0, 3 * Dim * sizeof(unsigned int));
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V[Updates_index[0] - 1] = 1;
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V[Dim + Updates_index[1] - 1] = 1;
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V[2 * Dim + Updates_index[2] - 1] = 1;
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#ifdef DEBUG
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showMatrix2(V, 3, Dim, "V");
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#endif
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// Compute C = S_inv * U !! NON-STANDARD MATRIX MULTIPLICATION BECAUSE
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// OF LAYOUT OF 'Updates' !!
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double C[3 * Dim];
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for(unsigned int i = 0; i < Dim; i++) {
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for(unsigned int j = 0; j < 3; j++) {
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C[i * 3 + j] = 0;
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for(unsigned int k = 0; k < Dim; k++) {
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C[i * 3 + j] += Slater_inv[i * Dim + k] * Updates[Dim * j + k];
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}
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}
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}
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#ifdef DEBUG
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showMatrix2(C, Dim, 3, "C = S_inv * U");
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#endif
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// Compute D = V * S^{-1}
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double D[3 * Dim];
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matMul2(V, Slater_inv, D, 3, Dim, Dim);
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#ifdef DEBUG
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showMatrix2(D, 3, Dim, "D = V * S_inv");
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#endif
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// Compute B = 1 + V * C
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double B[9];
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matMul2(V, C, B, 3, Dim, 3);
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B[0] += 1;
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B[4] += 1;
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B[8] += 1;
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#ifdef DEBUG
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showMatrix2(B, 3, 3, "B = 1 + V * C");
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#endif
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// Compute B^{-1} with explicit formula for 3x3 inversion
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double Binv[9], det, idet;
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det = B[0] * (B[4] * B[8] - B[5] * B[7]) -
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B[1] * (B[3] * B[8] - B[5] * B[6]) +
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B[2] * (B[3] * B[7] - B[4] * B[6]);
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idet = 1.0 / det;
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#ifdef DEBUG
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std::cerr << "Determinant of B = " << det << std::endl;
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#endif
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Binv[0] = ( B[4] * B[8] - B[7] * B[5] ) * idet;
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Binv[1] = - ( B[1] * B[8] - B[7] * B[2] ) * idet;
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Binv[2] = ( B[1] * B[5] - B[4] * B[2] ) * idet;
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Binv[3] = - ( B[3] * B[8] - B[6] * B[5] ) * idet;
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Binv[4] = ( B[0] * B[8] - B[6] * B[2] ) * idet;
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Binv[5] = - ( B[0] * B[5] - B[3] * B[2] ) * idet;
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Binv[6] = ( B[3] * B[7] - B[6] * B[4] ) * idet;
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Binv[7] = - ( B[0] * B[7] - B[6] * B[1] ) * idet;
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Binv[8] = ( B[0] * B[4] - B[3] * B[1] ) * idet;
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#ifdef DEBUG
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showMatrix2(Binv, 3, 3, "Binv");
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#endif
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// Check if determinant of inverted matrix is not zero
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// double det;
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det = Binv[0] * (Binv[4] * Binv[8] - Binv[5] * Binv[7]) -
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Binv[1] * (Binv[3] * Binv[8] - Binv[5] * Binv[6]) +
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Binv[2] * (Binv[3] * Binv[7] - Binv[4] * Binv[6]);
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#ifdef DEBUG
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std::cerr << "Determinant of Binv = " << det << std::endl;
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#endif
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if (std::fabs(det) < threshold()) {
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std::cerr << "Determinant approached 0!" << std::endl;
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return false;
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}
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// Compute B^{-1} x D
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double tmp[3 * Dim];
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matMul2(Binv, D, tmp, 3, 3, Dim);
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#ifdef DEBUG
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showMatrix2(tmp, 3, Dim, "tmp = Binv * D");
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#endif
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// Compute C x B^{-1} x D
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double tmp2[Dim * Dim];
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matMul2(C, tmp, tmp2, Dim, 3, Dim);
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#ifdef DEBUG
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showMatrix2(tmp2, Dim, Dim, "tmp2 = C * tmp");
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#endif
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// Compute (S + U V)^{-1} = S^{-1} - C B^{-1} D
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for (unsigned int i = 0; i < Dim * Dim; i++) {
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Slater_inv[i] -= tmp2[i];
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}
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#ifdef DEBUG
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showMatrix2(Slater_inv, Dim, Dim, "Slater_inv AFTER update");
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#endif
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return true;
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}
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extern "C" {
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bool WB2_f(double **linSlater_inv, unsigned int *Dim, double **linUpdates,
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unsigned int **Updates_index) {
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WB2(*linSlater_inv, *Dim, *linUpdates, *Updates_index);
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}
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bool WB3_f(double **linSlater_inv, unsigned int *Dim, double **linUpdates,
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unsigned int **Updates_index) {
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WB3(*linSlater_inv, *Dim, *linUpdates, *Updates_index);
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}
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}
|
@ -43,5 +43,12 @@ module Sherman_Morrison
|
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real(c_double), dimension(:,:), allocatable, intent(in) :: Updates
|
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real(c_double), dimension(:,:), allocatable, intent(in out) :: Slater_inv
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end subroutine SM4
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end interface
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subroutine SMWB1(Slater_inv, dim, n_updates, Updates, Updates_index) bind(C, name="SMWB1_f")
|
||||
use, intrinsic :: iso_c_binding, only : c_int, c_double
|
||||
integer(c_int), intent(in) :: dim, n_updates
|
||||
integer(c_int), dimension(:), allocatable, intent(in) :: Updates_index
|
||||
real(c_double), dimension(:,:), allocatable, intent(in) :: Updates
|
||||
real(c_double), dimension(:,:), allocatable, intent(in out) :: Slater_inv
|
||||
end subroutine SMWB1
|
||||
end interface
|
||||
end module Sherman_Morrison
|
||||
|
@ -33,15 +33,15 @@ program QMCChem_dataset_test
|
||||
close(2000)
|
||||
close(3000)
|
||||
|
||||
!! Write Updates to file to check
|
||||
open(unit = 2000, file = "Updates.dat")
|
||||
do i=1,dim
|
||||
do j=1,n_updates
|
||||
write(2000,"(E23.15, 1X)", advance="no") Updates(i,j)
|
||||
end do
|
||||
write(2000,*)
|
||||
end do
|
||||
close(2000)
|
||||
! !! Write Updates to file to check
|
||||
! open(unit = 2000, file = "Updates.dat")
|
||||
! do i=1,dim
|
||||
! do j=1,n_updates
|
||||
! write(2000,"(E23.15, 1X)", advance="no") Updates(i,j)
|
||||
! end do
|
||||
! write(2000,*)
|
||||
! end do
|
||||
! close(2000)
|
||||
|
||||
!! Update S & transform replacement updates 'Updates'
|
||||
!! into additive updates 'U' to compute the inverse
|
||||
@ -53,6 +53,16 @@ program QMCChem_dataset_test
|
||||
end do
|
||||
end do
|
||||
|
||||
!! Write Updates to file to check
|
||||
open(unit = 2000, file = "Updates.dat")
|
||||
do i=1,dim
|
||||
do j=1,n_updates
|
||||
write(2000,"(E23.15, 1X)", advance="no") U(i,j)
|
||||
end do
|
||||
write(2000,*)
|
||||
end do
|
||||
close(2000)
|
||||
|
||||
!! Update S_inv
|
||||
!! S_inv needs to be transposed first before it
|
||||
!! goes to MaponiA3
|
||||
|
@ -1,5 +1,5 @@
|
||||
// main.cpp
|
||||
#include "SM_Helpers.hpp"
|
||||
#include "Helpers.hpp"
|
||||
#include "SM_Maponi.hpp"
|
||||
|
||||
int main() {
|
||||
|
@ -1,9 +1,10 @@
|
||||
#include "hdf5/serial/H5Cpp.h"
|
||||
#include "hdf5/serial/hdf5.h"
|
||||
|
||||
#include "SM_Helpers.hpp"
|
||||
#include "Helpers.hpp"
|
||||
#include "SM_Maponi.hpp"
|
||||
#include "SM_Standard.hpp"
|
||||
#include "SMWB.hpp"
|
||||
|
||||
using namespace H5;
|
||||
// #define DEBUG
|
||||
@ -81,6 +82,8 @@ int test_cycle(H5File file, int cycle, std::string version, double tolerance) {
|
||||
SM3(slater_inverse, dim, nupdates, u, col_update_index);
|
||||
} else if (version == "sm4") {
|
||||
SM4(slater_inverse, dim, nupdates, u, col_update_index);
|
||||
} else if (version == "smwb1") {
|
||||
SMWB1(slater_inverse, dim, nupdates, u, col_update_index);
|
||||
#ifdef MKL
|
||||
} else if (version == "lapack") {
|
||||
memcpy(slater_inverse, slater_matrix, dim * dim * sizeof(double));
|
||||
|
@ -10,7 +10,7 @@
|
||||
#include <sstream>
|
||||
#include <vector>
|
||||
|
||||
#include "SM_Helpers.hpp"
|
||||
#include "Helpers.hpp"
|
||||
#include "SM_Maponi.hpp"
|
||||
#include "SM_Standard.hpp"
|
||||
#include "vfc_probe.h"
|
||||
|
10
todo.txt
10
todo.txt
@ -1,10 +0,0 @@
|
||||
-=={TODO}==-
|
||||
|
||||
* Looking at the eigenvalues of the intermediate matrix after a problematic update is
|
||||
* plotting the ratio of the moduli of the maximum and the minimum eigenvalues of
|
||||
|
||||
* Use valgrind to find the problem with MaponiA3S
|
||||
* Contact Claudia if she would be interested in sharing datasets from Champ to test with SM
|
||||
|
||||
* Make a representative selection of update cycles for presentatoin puroses
|
||||
|
@ -9,7 +9,7 @@ then
|
||||
exit 1
|
||||
fi
|
||||
|
||||
for ext in c cpp h hpp
|
||||
for ext in c cc cpp h hpp
|
||||
do
|
||||
find $SMROOT -type f -iname "*.${ext}" -exec echo "$FORMATER $STYLE" {} \;
|
||||
done
|
||||
done
|
||||
|
Loading…
Reference in New Issue
Block a user