Skip to content

Commit

Permalink
Add driver based on external LBFGS implementation
Browse files Browse the repository at this point in the history
  • Loading branch information
jeanlucf22 committed Aug 9, 2024
1 parent e0ad1a9 commit 0fa2bc8
Show file tree
Hide file tree
Showing 10 changed files with 292 additions and 25 deletions.
10 changes: 9 additions & 1 deletion CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -4,7 +4,7 @@ cmake_policy(SET CMP0074 NEW)

project (MGmol C CXX Fortran)

set (CMAKE_CXX_STANDARD 11)
set (CMAKE_CXX_STANDARD 14)

# Specify the location of additional CMAKE modules
SET(CMAKE_MODULE_PATH ${PROJECT_SOURCE_DIR}/cmake_modules)
Expand Down Expand Up @@ -156,6 +156,14 @@ if(${MGMOL_WITH_TRICUBIC} OR DEFINED TRICUBIC_ROOT)
endif(${TRICUBIC_FOUND})
endif(${MGMOL_WITH_TRICUBIC} OR DEFINED TRICUBIC_ROOT)

# LBFGS++ (optional)
if(DEFINED LBFGSPP_INCLUDE)
message(STATUS "LBFGSpp at ${LBFGSPP_INCLUDE}")
if(DEFINED EIGEN_INCLUDE)
message(STATUS "EIGEN at ${EIGEN_INCLUDE}")
endif(DEFINED EIGEN_INCLUDE)
endif(DEFINED LBFGSPP_INCLUDE)

# clang-format (optional)
set(MGMOL_WITH_CLANG_FORMAT FALSE CACHE BOOL "Indent code with clang-format")
if(${MGMOL_WITH_CLANG_FORMAT})
Expand Down
8 changes: 8 additions & 0 deletions drivers/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -6,6 +6,14 @@ add_executable(example1 example1.cc)

target_include_directories(check_input PRIVATE ${Boost_INCLUDE_DIRS})
target_include_directories(example1 PRIVATE ${Boost_INCLUDE_DIRS})
if(DEFINED LBFGSPP_INCLUDE)
add_executable(lbfgspp lbfgspp.cc)

target_include_directories(lbfgspp PRIVATE ${Boost_INCLUDE_DIRS})
target_include_directories(lbfgspp PRIVATE ${EIGEN_INCLUDE})
target_include_directories(lbfgspp PRIVATE ${LBFGSPP_INCLUDE})
endif(DEFINED LBFGSPP_INCLUDE)

target_link_libraries(check_input mgmol_src)
target_link_libraries(example1 mgmol_src)
target_link_libraries(lbfgspp mgmol_src)
249 changes: 249 additions & 0 deletions drivers/lbfgspp.cc
Original file line number Diff line number Diff line change
@@ -0,0 +1,249 @@
// Copyright (c) 2017, Lawrence Livermore National Security, LLC and
// UT-Battelle, LLC.
// Produced at the Lawrence Livermore National Laboratory and the Oak Ridge
// National Laboratory.
// LLNL-CODE-743438
// All rights reserved.
// This file is part of MGmol. For details, see https://github.com/llnl/mgmol.
// Please also read this link https://github.com/llnl/mgmol/LICENSE

// This driver uses the header-only LBFGS++ library
// https://github.com/yixuan/LBFGSpp

#include <Eigen/Core>
#include <LBFGS.h>
#include <iostream>

#include "Control.h"
#include "ExtendedGridOrbitals.h"
#include "LocGridOrbitals.h"
#include "MGmol.h"
#include "MGmol_MPI.h"
#include "MPIdata.h"
#include "mgmol_run.h"

#include <cassert>
#include <iostream>
#include <time.h>
#include <vector>

#include <boost/program_options.hpp>
namespace po = boost::program_options;

using Eigen::VectorXd;

class MGmolEnergyAndForces
{
private:
MGmolInterface* mgmol_;
int n_;
std::vector<short>& anumbers_;

public:
MGmolEnergyAndForces(
MGmolInterface* mgmol, const int n, std::vector<short>& anumbers)
: mgmol_(mgmol), n_(n), anumbers_(anumbers)
{
}

double operator()(const VectorXd& x, VectorXd& grad)
{
std::vector<double> positions(n_);
for (int i = 0; i < n_; i++)
{
positions[i] = x[i];
}
if (MPIdata::onpe0)
{
std::cout << "Positions:" << std::endl;
for (std::vector<double>::iterator it = positions.begin();
it != positions.end(); it += 3)
{
for (int i = 0; i < 3; i++)
std::cout << " " << *(it + i);
std::cout << std::endl;
}
}

// compute energy and forces using all MPI tasks
// expect positions to be replicated on all MPI tasks
std::vector<double> forces(n_);
double fx
= mgmol_->evaluateEnergyAndForces(positions, anumbers_, forces);
// print out results
if (MPIdata::onpe0)
{
std::cout << "Energy: " << fx << std::endl;
std::cout << "Forces:" << std::endl;
for (std::vector<double>::iterator it = forces.begin();
it != forces.end(); it += 3)
{
double norm = 0.;
for (int i = 0; i < 3; i++)
{
double val = *(it + i);
std::cout << " " << val;
norm += val * val;
}
std::cout << " norm: " << std::sqrt(norm);
std::cout << std::endl;
}
}

// set gradient to negative forces
for (int i = 0; i < n_; i++)
{
grad[i] = -1. * forces[i];
}
return fx;
}
};

int main(int argc, char** argv)
{
int mpirc = MPI_Init(&argc, &argv);
if (mpirc != MPI_SUCCESS)
{
std::cerr << "MPI Initialization failed!!!" << std::endl;
MPI_Abort(MPI_COMM_WORLD, 0);
}

MPI_Comm comm = MPI_COMM_WORLD;

/*
* Initialize general things, like magma, openmp, IO, ...
*/
mgmol_init(comm);

/*
* read runtime parameters
*/
std::string input_filename("");
std::string lrs_filename;
std::string constraints_filename("");

float total_spin = 0.;
bool with_spin = false;

po::variables_map vm;

// read from PE0 only
if (MPIdata::onpe0)
{
read_config(argc, argv, vm, input_filename, lrs_filename,
constraints_filename, total_spin, with_spin);
}

MGmol_MPI::setup(comm, std::cout, with_spin);
MGmol_MPI& mmpi = *(MGmol_MPI::instance());
MPI_Comm global_comm = mmpi.commGlobal();

/*
* Setup control struct with run time parameters
*/
Control::setup(global_comm, with_spin, total_spin);
Control& ct = *(Control::instance());

ct.setOptions(vm);

int ret = ct.checkOptions();
if (ret < 0) return ret;

mmpi.bcastGlobal(input_filename);
mmpi.bcastGlobal(lrs_filename);

// Enter main scope
{
if (MPIdata::onpe0)
{
std::cout << "-------------------------" << std::endl;
std::cout << "Construct MGmol object..." << std::endl;
std::cout << "-------------------------" << std::endl;
}

MGmolInterface* mgmol;
if (ct.isLocMode())
mgmol = new MGmol<LocGridOrbitals>(global_comm, *MPIdata::sout,
input_filename, lrs_filename, constraints_filename);
else
mgmol = new MGmol<ExtendedGridOrbitals>(global_comm, *MPIdata::sout,
input_filename, lrs_filename, constraints_filename);

if (MPIdata::onpe0)
{
std::cout << "-------------------------" << std::endl;
std::cout << "MGmol setup..." << std::endl;
std::cout << "-------------------------" << std::endl;
}
mgmol->setup();

if (MPIdata::onpe0)
{
std::cout << "-------------------------" << std::endl;
std::cout << "Setup done..." << std::endl;
std::cout << "-------------------------" << std::endl;
}

// here we just use the atomic positions read in and used
// to initialize MGmol
std::vector<double> positions;
mgmol->getAtomicPositions(positions);
std::vector<short> anumbers;
mgmol->getAtomicNumbers(anumbers);
if (MPIdata::onpe0)
{
std::cout << "Positions:" << std::endl;
std::vector<short>::iterator ita = anumbers.begin();
for (std::vector<double>::iterator it = positions.begin();
it != positions.end(); it += 3)
{
std::cout << *ita;
for (int i = 0; i < 3; i++)
std::cout << " " << *(it + i);
std::cout << std::endl;
ita++;
}
}

// Set up parameters
LBFGSpp::LBFGSParam<double> param;
param.epsilon = 4e-4;
param.max_iterations = 100;

// Create solver and function object
LBFGSpp::LBFGSSolver<double> solver(param);
const int n = positions.size();
if (MPIdata::onpe0) std::cout << "n = " << n << std::endl;
MGmolEnergyAndForces fun(mgmol, n, anumbers);

// initial guess
VectorXd x = VectorXd::Zero(n);
int i = 0;
for (auto& pos : positions)
{
x[i++] = pos;
}

double eks;
int niter = solver.minimize(fun, x, eks);

std::cout << niter << " iterations" << std::endl;

delete mgmol;

} // close main scope

mgmol_finalize();

mpirc = MPI_Finalize();
if (mpirc != MPI_SUCCESS)
{
std::cerr << "MPI Finalize failed!!!" << std::endl;
}

time_t tt;
time(&tt);
if (onpe0) std::cout << " Run ended at " << ctime(&tt) << std::endl;

return 0;
}
2 changes: 2 additions & 0 deletions scripts/build_ubuntu22_openmpi.sh
Original file line number Diff line number Diff line change
Expand Up @@ -26,6 +26,8 @@ cmake -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR} \
-DMGMOL_WITH_CLANG_FORMAT=ON \
-DCMAKE_PREFIX_PATH=${HOME}/bin \
-D CMAKE_CXX_FLAGS="-Wall -pedantic -Wextra" \
-DLBFGSPP_INCLUDE=/home/q8j/GIT/LBFGSpp/include \
-DEIGEN_INCLUDE=/home/q8j/GIT/eigen \
..

# call make install
Expand Down
2 changes: 1 addition & 1 deletion src/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -68,7 +68,7 @@ set(SOURCES
GrassmanLineMinimization.cc
GrassmanCG.cc
GrassmanCGSparse.cc
LBFGS.cc
MGmolLBFGS.cc
IonicStepper.cc
Energy.cc
GramMatrix.cc
Expand Down
2 changes: 1 addition & 1 deletion src/MGmol.cc
Original file line number Diff line number Diff line change
Expand Up @@ -37,12 +37,12 @@
#include "Hamiltonian.h"
#include "Ions.h"
#include "KBPsiMatrixSparse.h"
#include "LBFGS.h"
#include "LocGridOrbitals.h"
#include "LocalizationRegions.h"
#include "MDfiles.h"
#include "MGkernels.h"
#include "MGmol.h"
#include "MGmolLBFGS.h"
#include "MLWFTransform.h"
#include "MPIdata.h"
#include "MasksSet.h"
Expand Down
Loading

0 comments on commit 0fa2bc8

Please sign in to comment.