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Grid/lib/qcd/hmc/HMC.h

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//--------------------------------------------------------------------
/*! @file HMC.h
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* @brief Declaration of classes for Hybrid Monte Carlo update
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*
* @author Guido Cossu
*/
//--------------------------------------------------------------------
#ifndef HMC_INCLUDED
#define HMC_INCLUDED
#include <string>
#include <memory>
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
std::string Filename_prefix; // To save configurations
HMCparameters();
};
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template <class IntegType>
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class HybridMonteCarlo{
const HMCparameters Params;
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GridSerialRNG sRNG;
GridParallelRNG pRNG;
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Integrator<IntegType>& MD;
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bool metropolis_test(const RealD DeltaH){
RealD rn_test;
RealD prob = std::exp(-DeltaH);
random(sRNG,rn_test);
std::cout<< "--------------------------------------------\n";
std::cout<< "dH = "<<DeltaH << " Random = "<< rn_test
<< "\nAcc. Probability = " << ((prob<1.0)? prob: 1.0)<< " ";
if((prob >1.0) || (rn_test <= prob)){ // accepted
std::cout <<"-- ACCEPTED\n";
return true;
} else { // rejected
std::cout <<"-- REJECTED\n";
return false;
}
}
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RealD evolve_step(LatticeLorentzColourMatrix& U){
MD.init(U,pRNG); // set U and initialize P and phi's
RealD H0 = MD.S(U); // current state
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std::cout<<"Total H_before = "<< H0 << "\n";
MD.integrate(U,0);
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RealD H1 = MD.S(U); // updated state
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std::cout<<"Total H_after = "<< H1 << "\n";
return (H1-H0);
}
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public:
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HybridMonteCarlo(HMCparameters Pms,
Integrator<IntegType>& MolDyn,
GridBase* grid):
Params(Pms),MD(MolDyn),pRNG(grid){
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//FIXME
// initialize RNGs
sRNG.SeedRandomDevice();
pRNG.SeedRandomDevice();
}
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~HybridMonteCarlo(){};
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void evolve(LatticeLorentzColourMatrix& Uin){
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Real DeltaH;
Real timer;
// Thermalizations
for(int iter=1; iter <= Params.ThermalizationSteps; ++iter){
std::cout << "-- # Thermalization step = "<< iter << "\n";
DeltaH = evolve_step(Uin);
std::cout<< "[Timing] Trajectory time (s) : "<< timer/1000.0 << "\n";
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std::cout<< " dH = "<< DeltaH << "\n";
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// Update matrix
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//Uin = MD->get_U(); //accept every time
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}
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// Actual updates (evolve a copy Ucopy then copy back eventually)
LatticeLorentzColourMatrix Ucopy(Uin._grid);
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for(int iter=Params.StartingConfig;
iter < Params.Nsweeps+Params.StartingConfig; ++iter){
std::cout << "-- # Sweep = "<< iter << "\n";
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Ucopy = Uin;
DeltaH = evolve_step(Ucopy);
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if(metropolis_test(DeltaH)) Uin = Ucopy;
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// need sync?
}
}
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};
}// QCD
}// Grid
#endif