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Grid/lib/qcd/hmc/HMC.h

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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
* Time-stamp: <2015-07-30 16:58:26 neo>
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*/
//--------------------------------------------------------------------
#ifndef HMC_INCLUDED
#define HMC_INCLUDED
#include <string>
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namespace Grid{
namespace QCD{
struct HMCparameters{
Integer Nsweeps; /* @brief Number of sweeps in this run */
Integer TotalSweeps; /* @brief If provided, the total number of sweeps */
Integer ThermalizationSteps;
Integer StartingConfig;
Integer SaveInterval; //Setting to 0 does not save configurations
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std::string Filename_prefix; // To save configurations and rng seed
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HMCparameters();
};
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template <class Algorithm>
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class HybridMonteCarlo{
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const HMCparameters Params;
GridSerialRNG sRNG; // Fixme: need a RNG management strategy.
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Integrator<Algorithm>& MD;
/////////////////////////////////////////////////////////
// Metropolis step
/////////////////////////////////////////////////////////
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bool metropolis_test(const RealD DeltaH){
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RealD rn_test;
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RealD prob = std::exp(-DeltaH);
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random(sRNG,rn_test);
std::cout<<GridLogMessage<< "--------------------------------------------\n";
std::cout<<GridLogMessage<< "dH = "<<DeltaH << " Random = "<< rn_test <<"\n";
std::cout<<GridLogMessage<< "Acc. Probability = " << ((prob<1.0)? prob: 1.0)<< " ";
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if((prob >1.0) || (rn_test <= prob)){ // accepted
std::cout<<GridLogMessage <<"-- ACCEPTED\n";
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return true;
} else { // rejected
std::cout<<GridLogMessage <<"-- REJECTED\n";
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return false;
}
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}
/////////////////////////////////////////////////////////
// Evolution
/////////////////////////////////////////////////////////
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RealD evolve_step(LatticeGaugeField& U){
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MD.init(U); // set U and initialize P and phi's
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RealD H0 = MD.S(U); // initial state action
std::cout<<GridLogMessage<<"Total H before = "<< H0 << "\n";
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MD.integrate(U);
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RealD H1 = MD.S(U); // updated state action
std::cout<<GridLogMessage<<"Total H after = "<< H1 << "\n";
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return (H1-H0);
}
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public:
/////////////////////////////////////////
// Constructor
/////////////////////////////////////////
HybridMonteCarlo(HMCparameters Pms, Integrator<Algorithm>& MolDyn): Params(Pms),MD(MolDyn) {
//FIXME... initialize RNGs also with seed ; RNG management strategy
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sRNG.SeedRandomDevice();
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}
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~HybridMonteCarlo(){};
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void evolve(LatticeGaugeField& Uin){
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Real DeltaH;
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// Thermalizations
for(int iter=1; iter <= Params.ThermalizationSteps; ++iter){
std::cout<<GridLogMessage << "-- # Thermalization step = "<< iter << "\n";
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DeltaH = evolve_step(Uin);
std::cout<<GridLogMessage<< "dH = "<< DeltaH << "\n";
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}
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// Actual updates (evolve a copy Ucopy then copy back eventually)
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LatticeGaugeField Ucopy(Uin._grid);
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for(int iter=Params.StartingConfig;
iter < Params.Nsweeps+Params.StartingConfig; ++iter){
std::cout<<GridLogMessage << "-- # Sweep = "<< iter << "\n";
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Ucopy = Uin;
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DeltaH = evolve_step(Ucopy);
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if(metropolis_test(DeltaH)) Uin = Ucopy;
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}
}
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};
}// QCD
}// Grid
#endif