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Simulator.cpp
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336 lines (279 loc) · 10.4 KB
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#include <numeric>
#include <random>
#include "Simulator.h"
#include "helper.h"
#include "storage.h"
//------------------
namespace
{
//compile time for max performance
static int8_t state[N]; //actual system state, spins +-1
static uint32_t nnList[N * 4]; //nn list
static PRECISION pFlips[9]; //precalculated monte carlo values
}
//------------------
std::string Simulator::parameter_string()
{
std::string tj = std::format("T/J: {}, (LX, LY): ({}, {}), ", m_TJ, LX, LY);
return tj + m_para.to_string();
}
void Simulator::init_simulation(PRECISION T, PRECISION J)
{
m_TJ = T / J;
m_J = J;
m_T = T;
//calc expensive values before
precalc_monte_carlo(pFlips, T, J);
//--- HAMILTON USED!! ---
m_pAccept = 1.0 - exp(-2.0 * J / T); //NOTE: only static if no external fields, else create array!!
//set random spins +-1
randomize_state(state, N);
//gen the next neighbor list
generate_2D_NNList(LX, LY, nnList);
}
void Simulator::run_monte_carlo()
{
//resize to requested bins count
m_states.resize(m_para.nBins);
m_energy.resize(m_para.nBins);
m_m.resize(m_para.nBins);
m_mAbs.resize(m_para.nBins);
m_m2.resize(m_para.nBins);
m_mAbs3.resize(m_para.nBins);
m_m4.resize(m_para.nBins);
//termalization
for (int i = 0; i < m_para.nTherm; i++)
update_monte_carlo(state, nnList, pFlips, N);
//simulation
#if PREBINNING_OBSERVABLES
PRECISION scale_N = 1.0 / (m_para.nSweeps * N);
PRECISION scale_N2 = 1.0 / (m_para.nSweeps * N * N);
PRECISION scale_N3 = (1.0 / (m_para.nSweeps * N * N)) * (1.0 / (N));
PRECISION scale_N4 = (1.0 / (m_para.nSweeps * N * N)) * (1.0 / (N * N));
#else
PRECISION scale_N = 1.0 / (N);
PRECISION scale_N2 = 1.0 / (N * N);
PRECISION scale_N3 = (1.0 / (N * N)) * (1.0 / (N));
PRECISION scale_N4 = (1.0 / (N * N)) * (1.0 / (N * N));
#endif // PREBINNING_OBSERVABLES
size_t state_size = sizeof(int8_t) * N;
for (int bin = 0; bin < m_para.nBins; bin++)
{
#if PREBINNING_OBSERVABLES
PRECISION energy = 0;
PRECISION mAbs = 0;
PRECISION m2 = 0;
PRECISION mAbs3 = 0;
PRECISION m4 = 0;
#endif // PREBINNING_OBSERVABLES
//sweeps per bin (prebinning)
for (int sweep = 0; sweep < m_para.nSweeps; sweep++)
{
//if (bin == 0) continue;
update_monte_carlo(state, nnList, pFlips, N);
#if PREBINNING_OBSERVABLES
//take measurements
PRECISION mag_sweep = std::reduce(std::begin(state), std::end(state), 0);
PRECISION energy_sweep = calcStateEnergy(state, nnList, m_J);
//prebinning
energy += energy_sweep;
mAbs += abs(mag_sweep);
m2 += (mag_sweep * mag_sweep);
mAbs3 += (mAbs * mAbs * mAbs);
m4 += (mag_sweep * mag_sweep * mag_sweep * mag_sweep);
#endif // PREBINNING_OBSERVABLES
}
#if PREBINNING_OBSERVABLES
//evaluate prebinning
energy *= scale_N;
mAbs *= scale_N;
m2 *= scale_N2;
mAbs3 *= scale_N3;
m4 *= scale_N4;
m_energy[bin] = energy;
m_m[bin] = std::reduce(std::begin(state), std::end(state), 0) / PRECISION(N);
m_mAbs[bin] = mAbs;
m_m2[bin] = m2;
m_mAbs3[bin] = mAbs3;
m_m4[bin] = m4;
#else
PRECISION m = std::reduce(std::begin(state), std::end(state), 0);
m_energy[bin] = scale_N * calcStateEnergy(state, nnList, m_J);
m_m[bin] = scale_N * m;
m_mAbs[bin] = scale_N * abs(m);
m_m2[bin] = scale_N2 * m * m;
m_mAbs3[bin] = scale_N3 * abs(m * m * m);
m_m4[bin] = scale_N4 * m * m * m * m;
#endif // PREBINNING_OBSERVABLES
//store bin
memcpy(m_states[bin].data(), state, state_size);
}
}
void Simulator::run_wolff_cluster()
{
//resize to requested bins count
m_states.resize(m_para.nBins);
m_energy.resize(m_para.nBins);
m_m.resize(m_para.nBins);
m_mAbs.resize(m_para.nBins);
m_m2.resize(m_para.nBins);
m_mAbs3.resize(m_para.nBins);
m_m4.resize(m_para.nBins);
//modify updates respecting m_TJ in [1, 3.4], this is bcs the clusters will get smaller with m_TJ
int nTherm = m_para.nTherm * m_TJ;
int nSweeps = m_para.nSweeps * m_TJ * m_TJ;
//termalization
for (int i = 0; i < nTherm; i++)
update_wolff_cluster(state, nnList, N);
//simulation
#if PREBINNING_OBSERVABLES
PRECISION scale_N = 1.0 / (m_para.nSweeps * N);
PRECISION scale_N2 = 1.0 / (m_para.nSweeps * N * N);
PRECISION scale_N3 = (1.0 / (m_para.nSweeps * N * N)) * (1.0 / (N));
PRECISION scale_N4 = (1.0 / (m_para.nSweeps * N * N)) * (1.0 / (N * N));
#else
PRECISION scale_N = 1.0 / (N);
PRECISION scale_N2 = 1.0 / (N * N);
PRECISION scale_N3 = (1.0 / (N * N)) * (1.0 / (N));
PRECISION scale_N4 = (1.0 / (N * N)) * (1.0 / (N * N));
#endif // PREBINNING_OBSERVABLES
size_t state_size = sizeof(int8_t) * N;
for (int bin = 0; bin < m_para.nBins; bin++)
{
if (bin % (2<<9) == 0)
std::cout << int((float(bin) / m_para.nBins) * 100.f) << " %" << std::endl;
#if PREBINNING_OBSERVABLES
PRECISION energy = 0;
PRECISION mAbs = 0;
PRECISION m2 = 0;
PRECISION mAbs3 = 0;
PRECISION m4 = 0;
#endif // PREBINNING_OBSERVABLES
//sweeps per bin (prebinning)
for (int sweep = 0; sweep < nSweeps; sweep++)
{
update_wolff_cluster(state, nnList, N);
#if PREBINNING_OBSERVABLES
//take measurements
PRECISION mag_sweep = std::reduce(std::begin(state), std::end(state), 0);
PRECISION energy_sweep = calcStateEnergy(state, nnList, m_J);
//prebinning
energy += energy_sweep;
mAbs += abs(mag_sweep);
m2 += (mag_sweep * mag_sweep);
mAbs3 += (mAbs * mAbs * mAbs);
m4 += (mag_sweep * mag_sweep * mag_sweep * mag_sweep);
#endif // PREBINNING_OBSERVABLES
}
#if PREBINNING_OBSERVABLES
//evaluate prebinning
energy *= scale_N;
mAbs *= scale_N;
m2 *= scale_N2;
mAbs3 *= scale_N3;
m4 *= scale_N4;
m_energy[bin] = energy;
m_m[bin] = std::reduce(std::begin(state), std::end(state), 0) / PRECISION(N);
m_mAbs[bin] = mAbs;
m_m2[bin] = m2;
m_mAbs3[bin] = mAbs3;
m_m4[bin] = m4;
#else
PRECISION m = std::reduce(std::begin(state), std::end(state), 0);
m_energy[bin] = scale_N * calcStateEnergy(state, nnList, m_J);
m_m[bin] = scale_N * m;
m_mAbs[bin] = scale_N * abs(m);
m_m2[bin] = scale_N2 * m * m;
m_mAbs3[bin] = scale_N3 * abs(m * m * m);
m_m4[bin] = scale_N4 * m * m * m * m;
#endif // PREBINNING_OBSERVABLES
//store bin
memcpy(m_states[bin].data(), state, state_size);
}
}
void Simulator::store_data()
{
std::vector<std::vector<PRECISION>> data;
for (int i = 0; i < m_para.nBins; i++)
data.push_back({ m_energy.at(i), m_m.at(i), m_mAbs.at(i), m_m2.at(i), m_mAbs3.at(i), m_m4.at(i) });
std::string tj = std::format("TJ_{}", m_TJ); //:.1f
std::string sPara = parameter_string();
#if PREBINNING_OBSERVABLES
std::string header = "[Prebinned Observables: energy, m (not prebinned), mAbs, m2, mAbs3, m4] ";
#else
std::string header = "[(not prebinned) Observables: energy, m , mAbs, m2, mAbs3, m4] ";
#endif // PREBINNING_OBSERVABLES
storeFloatData(data , "simulation_observ_" + tj + ".txt", header + sPara);
storeStateData(m_states, "simulation_states_" + tj + ".txt", "[Spin states] " + sPara);
}
PRECISION Simulator::calcStateEnergy(const int8_t* state, const uint32_t* nnList, PRECISION J)
{
PRECISION energy = 0;
for (int i = 0; i < N; i++)
{
int8_t local = 0;
local += state[nnList[i * 4]];
local += state[nnList[i * 4 + 1]];
local += state[nnList[i * 4 + 2]];
local += state[nnList[i * 4 + 3]];
energy += local * state[i];
}
return -0.5 * J * energy;
}
void Simulator::precalc_monte_carlo(PRECISION* pFlips, PRECISION T, PRECISION J)
{
PRECISION preFactor = -2.0 * (J / T);
for (int8_t m = -4; m < 5; m += 2)
pFlips[m + 4] = exp(preFactor * m);
}
void Simulator::update_monte_carlo(int8_t* state, const uint32_t* nnList, const PRECISION* pFlips, int n)
{
for (int i = 0; i < n; i++)
{
int pos = rand() % n;
//--------
int nn_index = pos * 4;
uint8_t m = 0;
m += state[nnList[nn_index]];
m += state[nnList[nn_index + 1]];
m += state[nnList[nn_index + 2]];
m += state[nnList[nn_index + 3]];
uint8_t index = 4 + m * state[pos];
PRECISION pAccept = pFlips[index];
//-----
PRECISION rnd = PRECISION(rand()) / RAND_MAX;
if (rnd < pAccept)
state[pos] = -state[pos];
}
}
void Simulator::update_wolff_cluster(int8_t* state, const uint32_t* nnList, int n)
{
//starting position
int init_pos = rand() % n;
int8_t init_spin = state[init_pos];
state[init_pos] = -init_spin;
//add init pos
std::vector<uint16_t> cluster;
cluster.push_back(init_pos);
//loop over cluster
while (cluster.size())
{
uint16_t pos = cluster.back();
cluster.pop_back();
//check the nn of pos
for (uint16_t i = 0; i < 4; i++)
{
uint16_t n_pos = nnList[pos * 4 + i];
//check spin alignment
if (state[n_pos] != init_spin)
continue;
//m_pAccept probability for n_pos!!
PRECISION rnd = PRECISION(rand()) / RAND_MAX;
if (rnd < m_pAccept)
{
cluster.push_back(n_pos);
state[n_pos] = -init_spin;
}
}
}
}