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Add driver based on external LBFGS implementation
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// 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 | ||
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// This driver uses the header-only LBFGS++ library | ||
// https://github.com/yixuan/LBFGSpp | ||
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#include <Eigen/Core> | ||
#include <LBFGS.h> | ||
#include <iostream> | ||
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#include "Control.h" | ||
#include "ExtendedGridOrbitals.h" | ||
#include "LocGridOrbitals.h" | ||
#include "MGmol.h" | ||
#include "MGmol_MPI.h" | ||
#include "MPIdata.h" | ||
#include "mgmol_run.h" | ||
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#include <cassert> | ||
#include <iostream> | ||
#include <time.h> | ||
#include <vector> | ||
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#include <boost/program_options.hpp> | ||
namespace po = boost::program_options; | ||
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using Eigen::VectorXd; | ||
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class MGmolEnergyAndForces | ||
{ | ||
private: | ||
MGmolInterface* mgmol_; | ||
int n_; | ||
std::vector<short>& anumbers_; | ||
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public: | ||
MGmolEnergyAndForces( | ||
MGmolInterface* mgmol, const int n, std::vector<short>& anumbers) | ||
: mgmol_(mgmol), n_(n), anumbers_(anumbers) | ||
{ | ||
} | ||
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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; | ||
} | ||
} | ||
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// 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; | ||
} | ||
} | ||
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// set gradient to negative forces | ||
for (int i = 0; i < n_; i++) | ||
{ | ||
grad[i] = -1. * forces[i]; | ||
} | ||
return fx; | ||
} | ||
}; | ||
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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); | ||
} | ||
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MPI_Comm comm = MPI_COMM_WORLD; | ||
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/* | ||
* Initialize general things, like magma, openmp, IO, ... | ||
*/ | ||
mgmol_init(comm); | ||
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/* | ||
* read runtime parameters | ||
*/ | ||
std::string input_filename(""); | ||
std::string lrs_filename; | ||
std::string constraints_filename(""); | ||
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float total_spin = 0.; | ||
bool with_spin = false; | ||
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po::variables_map vm; | ||
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// read from PE0 only | ||
if (MPIdata::onpe0) | ||
{ | ||
read_config(argc, argv, vm, input_filename, lrs_filename, | ||
constraints_filename, total_spin, with_spin); | ||
} | ||
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MGmol_MPI::setup(comm, std::cout, with_spin); | ||
MGmol_MPI& mmpi = *(MGmol_MPI::instance()); | ||
MPI_Comm global_comm = mmpi.commGlobal(); | ||
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/* | ||
* Setup control struct with run time parameters | ||
*/ | ||
Control::setup(global_comm, with_spin, total_spin); | ||
Control& ct = *(Control::instance()); | ||
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ct.setOptions(vm); | ||
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int ret = ct.checkOptions(); | ||
if (ret < 0) return ret; | ||
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mmpi.bcastGlobal(input_filename); | ||
mmpi.bcastGlobal(lrs_filename); | ||
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// Enter main scope | ||
{ | ||
if (MPIdata::onpe0) | ||
{ | ||
std::cout << "-------------------------" << std::endl; | ||
std::cout << "Construct MGmol object..." << std::endl; | ||
std::cout << "-------------------------" << std::endl; | ||
} | ||
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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); | ||
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if (MPIdata::onpe0) | ||
{ | ||
std::cout << "-------------------------" << std::endl; | ||
std::cout << "MGmol setup..." << std::endl; | ||
std::cout << "-------------------------" << std::endl; | ||
} | ||
mgmol->setup(); | ||
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if (MPIdata::onpe0) | ||
{ | ||
std::cout << "-------------------------" << std::endl; | ||
std::cout << "Setup done..." << std::endl; | ||
std::cout << "-------------------------" << std::endl; | ||
} | ||
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// 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++; | ||
} | ||
} | ||
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// Set up parameters | ||
LBFGSpp::LBFGSParam<double> param; | ||
param.epsilon = 4e-4; | ||
param.max_iterations = 100; | ||
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// 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); | ||
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// initial guess | ||
VectorXd x = VectorXd::Zero(n); | ||
int i = 0; | ||
for (auto& pos : positions) | ||
{ | ||
x[i++] = pos; | ||
} | ||
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double eks; | ||
int niter = solver.minimize(fun, x, eks); | ||
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std::cout << niter << " iterations" << std::endl; | ||
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delete mgmol; | ||
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} // close main scope | ||
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mgmol_finalize(); | ||
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mpirc = MPI_Finalize(); | ||
if (mpirc != MPI_SUCCESS) | ||
{ | ||
std::cerr << "MPI Finalize failed!!!" << std::endl; | ||
} | ||
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time_t tt; | ||
time(&tt); | ||
if (onpe0) std::cout << " Run ended at " << ctime(&tt) << std::endl; | ||
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return 0; | ||
} |
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