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Location: AENC/switchchain/cpp/switchchain_exponent_new.cpp - annotation
32a7f1c13790
3.7 KiB
text/x-c++src
Add cannonical powerlaw ds
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#include "graph.hpp"
#include "graph_powerlaw.hpp"
#include "graph_spectrum.hpp"
#include "switchchain.hpp"
#include <algorithm>
#include <fstream>
#include <iostream>
#include <numeric>
#include <random>
#include <vector>
int main(int argc, char* argv[]) {
// Simulation parameters
const int numVerticesMin = 20000;
const int numVerticesMax = 50000;
const int numVerticesStep = 10000;
//float tauValues[] = {2.1f, 2.2f, 2.3f, 2.4f, 2.5f, 2.6f, 2.7f, 2.8f, 2.9f};
float tauValues[] = {2.1f, 2.3f, 2.5f, 2.7f, 2.9f};
const int totalDegreeSamples = 1000;
auto getMixingTime = [](int n, float tau) {
return int(50.0f * (50.0f - 30.0f * (tau - 2.0f)) * n);
};
constexpr int measurements = 10;
constexpr int measureSkip = 1000; // Take a sample every ... steps
// Output file
std::ofstream outfile;
if (argc >= 2)
outfile.open(argv[1]);
else
outfile.open("graphdata_exponent_new.m");
if (!outfile.is_open()) {
std::cout << "ERROR: Could not open output file.\n";
return 1;
}
// Output Mathematica-style comment to indicate file contents
outfile << "(*\n";
outfile << "n from " << numVerticesMin << " to " << numVerticesMax
<< " step " << numVerticesStep << std::endl;
outfile << "tauValues: " << tauValues << std::endl;
outfile << "degreeSamples: " << totalDegreeSamples << std::endl;
outfile << "mixingTime: 50 * (50 - 30 (tau - 2)) n\n";
outfile << "data:\n";
outfile << "1: {n,tau}\n";
outfile << "2: avgTriangles\n";
outfile << "*)" << std::endl;
// Mathematica does not accept normal scientific notation
outfile << std::fixed;
outfile << '{';
bool outputComma = false;
std::mt19937 rng(std::random_device{}());
Graph g;
for (int numVertices = numVerticesMin; numVertices <= numVerticesMax;
numVertices += numVerticesStep) {
for (float tau : tauValues) {
// For a single n,tau take samples over several instances of
// the degree distribution.
for (int degreeSample = 0; degreeSample < totalDegreeSamples;
++degreeSample) {
DegreeSequence ds;
generatePowerlawGraph(numVertices, tau, g, ds, rng);
SwitchChain chain;
if (!chain.initialize(g)) {
std::cerr << "Could not initialize Markov chain.\n";
return 1;
}
std::cout << "Running (n,tau) = (" << numVertices << ','
<< tau << "). " << std::flush;
// Mix
int mixingTime = getMixingTime(numVertices, tau);
for (int i = 0; i < mixingTime; ++i) {
chain.doMove();
}
std::cout << "Mixing done. " << std::flush;
long long trianglesTotal = 0;
for (int i = 0; i < measurements; ++i) {
for (int j = 0; j < measureSkip; ++j)
chain.doMove();
trianglesTotal += chain.g.countTriangles();
}
float avgTriangles =
float(trianglesTotal) / float(measurements);
std::cout << "Measuring done." << std::flush;
if (outputComma)
outfile << ',' << '\n';
outputComma = true;
outfile << '{' << '{' << numVertices << ',' << tau << '}';
outfile << ',' << avgTriangles;
outfile << '}' << std::flush;
std::cout << "Output done." << std::endl;
}
}
}
outfile << '}';
return 0;
}
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