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Grid/lib/qcd/hmc/HMC.h

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/*************************************************************************************
Grid physics library, www.github.com/paboyle/Grid
Source file: ./lib/qcd/hmc/HMC.h
Copyright (C) 2015
Author: Azusa Yamaguchi <ayamaguc@staffmail.ed.ac.uk>
Author: Peter Boyle <paboyle@ph.ed.ac.uk>
Author: neo <cossu@post.kek.jp>
Author: paboyle <paboyle@ph.ed.ac.uk>
This program is free software; you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation; either version 2 of the License, or
(at your option) any later version.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License along
with this program; if not, write to the Free Software Foundation, Inc.,
51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA.
See the full license in the file "LICENSE" in the top level distribution
directory
*************************************************************************************/
/* END LEGAL */
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//--------------------------------------------------------------------
/*! @file HMC.h
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* @brief Classes for Hybrid Monte Carlo update
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*
* @author Guido Cossu
*/
//--------------------------------------------------------------------
#ifndef HMC_INCLUDED
#define HMC_INCLUDED
#include <string>
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#include <list>
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#include <Grid/qcd/hmc/integrators/Integrator.h>
#include <Grid/qcd/hmc/integrators/Integrator_algorithm.h>
namespace Grid {
namespace QCD {
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struct HMCparameters: Serializable {
GRID_SERIALIZABLE_CLASS_MEMBERS(HMCparameters,
Integer, StartTrajectory,
Integer, Trajectories, /* @brief Number of sweeps in this run */
bool, MetropolisTest,
Integer, NoMetropolisUntil,
std::string, StartingType,
IntegratorParameters, MD)
HMCparameters() {
////////////////////////////// Default values
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MetropolisTest = true;
NoMetropolisUntil = 10;
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StartTrajectory = 0;
Trajectories = 10;
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StartingType = "HotStart";
/////////////////////////////////
}
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template <class ReaderClass >
HMCparameters(Reader<ReaderClass> & TheReader){
initialize(TheReader);
}
template < class ReaderClass >
void initialize(Reader<ReaderClass> &TheReader){
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std::cout << GridLogMessage << "Reading HMC\n";
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read(TheReader, "HMC", *this);
}
void print_parameters() const {
std::cout << GridLogMessage << "[HMC parameters] Trajectories : " << Trajectories << "\n";
std::cout << GridLogMessage << "[HMC parameters] Start trajectory : " << StartTrajectory << "\n";
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std::cout << GridLogMessage << "[HMC parameters] Metropolis test (on/off): " << std::boolalpha << MetropolisTest << "\n";
std::cout << GridLogMessage << "[HMC parameters] Thermalization trajs : " << NoMetropolisUntil << "\n";
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std::cout << GridLogMessage << "[HMC parameters] Starting type : " << StartingType << "\n";
MD.print_parameters();
}
};
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template <class IntegratorType>
class HybridMonteCarlo {
private:
const HMCparameters Params;
typedef typename IntegratorType::Field Field;
typedef std::vector< HmcObservable<Field> * > ObsListType;
//pass these from the resource manager
GridSerialRNG &sRNG;
GridParallelRNG &pRNG;
Field &Ucur;
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IntegratorType &TheIntegrator;
ObsListType Observables;
/////////////////////////////////////////////////////////
// Metropolis step
/////////////////////////////////////////////////////////
bool metropolis_test(const RealD DeltaH) {
RealD rn_test;
RealD prob = std::exp(-DeltaH);
random(sRNG, rn_test);
std::cout << GridLogMessage
<< "--------------------------------------------------\n";
std::cout << GridLogMessage << "exp(-dH) = " << prob
<< " Random = " << rn_test << "\n";
std::cout << GridLogMessage
<< "Acc. Probability = " << ((prob < 1.0) ? prob : 1.0) << "\n";
if ((prob > 1.0) || (rn_test <= prob)) { // accepted
std::cout << GridLogMessage << "Metropolis_test -- ACCEPTED\n";
std::cout << GridLogMessage
<< "--------------------------------------------------\n";
return true;
} else { // rejected
std::cout << GridLogMessage << "Metropolis_test -- REJECTED\n";
std::cout << GridLogMessage
<< "--------------------------------------------------\n";
return false;
}
}
/////////////////////////////////////////////////////////
// Evolution
/////////////////////////////////////////////////////////
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RealD evolve_hmc_step(Field &U) {
TheIntegrator.refresh(U, pRNG); // set U and initialize P and phi's
RealD H0 = TheIntegrator.S(U); // initial state action
std::streamsize current_precision = std::cout.precision();
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std::cout.precision(15);
std::cout << GridLogMessage << "Total H before trajectory = " << H0 << "\n";
std::cout.precision(current_precision);
TheIntegrator.integrate(U);
RealD H1 = TheIntegrator.S(U); // updated state action
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///////////////////////////////////////////////////////////
if(0){
std::cout << "------------------------- Reversibility test" << std::endl;
TheIntegrator.reverse_momenta();
TheIntegrator.integrate(U);
H1 = TheIntegrator.S(U); // updated state action
std::cout << "--------------------------------------------" << std::endl;
}
///////////////////////////////////////////////////////////
std::cout.precision(15);
std::cout << GridLogMessage << "Total H after trajectory = " << H1
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<< " dH = " << H1 - H0 << "\n";
std::cout.precision(current_precision);
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return (H1 - H0);
}
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public:
/////////////////////////////////////////
// Constructor
/////////////////////////////////////////
HybridMonteCarlo(HMCparameters _Pams, IntegratorType &_Int,
GridSerialRNG &_sRNG, GridParallelRNG &_pRNG,
ObsListType _Obs, Field &_U)
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: Params(_Pams), TheIntegrator(_Int), sRNG(_sRNG), pRNG(_pRNG), Observables(_Obs), Ucur(_U) {}
~HybridMonteCarlo(){};
void evolve(void) {
Real DeltaH;
Field Ucopy(Ucur._grid);
Params.print_parameters();
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TheIntegrator.print_actions();
// Actual updates (evolve a copy Ucopy then copy back eventually)
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unsigned int FinalTrajectory = Params.Trajectories + Params.NoMetropolisUntil + Params.StartTrajectory;
for (int traj = Params.StartTrajectory; traj < FinalTrajectory; ++traj) {
std::cout << GridLogMessage << "-- # Trajectory = " << traj << "\n";
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if (traj < Params.StartTrajectory + Params.NoMetropolisUntil) {
std::cout << GridLogMessage << "-- Thermalization" << std::endl;
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}
double t0=usecond();
Ucopy = Ucur;
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DeltaH = evolve_hmc_step(Ucopy);
// Metropolis-Hastings test
bool accept = true;
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if (traj >= Params.StartTrajectory + Params.NoMetropolisUntil) {
accept = metropolis_test(DeltaH);
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} else {
std::cout << GridLogMessage << "Skipping Metropolis test" << std::endl;
}
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if (accept)
Ucur = Ucopy;
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double t1=usecond();
std::cout << GridLogMessage << "Total time for trajectory (s): " << (t1-t0)/1e6 << std::endl;
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for (int obs = 0; obs < Observables.size(); obs++) {
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std::cout << GridLogDebug << "Observables # " << obs << std::endl;
std::cout << GridLogDebug << "Observables total " << Observables.size() << std::endl;
std::cout << GridLogDebug << "Observables pointer " << Observables[obs] << std::endl;
Observables[obs]->TrajectoryComplete(traj + 1, Ucur, sRNG, pRNG);
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}
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std::cout << GridLogMessage << ":::::::::::::::::::::::::::::::::::::::::::" << std::endl;
}
}
};
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} // QCD
} // Grid
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// april 11 2017 merge, Guido, commenting out
//#include <Grid/parallelIO/NerscIO.h>
//#include <Grid/qcd/hmc/NerscCheckpointer.h>
//#include <Grid/qcd/hmc/HmcRunner.h>
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#endif