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Location: AENC/switchchain/cpp/switchchain_initialtris.cpp

Tom Bannink
Move GCM construction to separate file
#include "exports.hpp"
#include "graph.hpp"
#include "graph_gcm.hpp"
#include "powerlaw.hpp"
#include "switchchain.hpp"
#include <algorithm>
#include <fstream>
#include <iostream>
#include <numeric>
#include <random>
#include <vector>

int main() {
    // Generate a random degree sequence
    std::mt19937 rng(std::random_device{}());

    // Goal:
    // Degrees follow a power-law distribution with some parameter tau
    // Expect:  #tri = const * n^{ something }
    // The goal is to find the 'something' by finding the number of triangles
    // for different values of n and tau
    float tauValues[] = {2.1f, 2.2f, 2.3f, 2.4f, 2.5f, 2.6f, 2.7f, 2.8f, 2.9f};

    Graph g;

    std::ofstream outfile("graphdata_initialtris.m");
    outfile << '{';
    bool outputComma = false;

    for (int numVertices = 200; numVertices <= 2000; numVertices += 400) {
        for (float tau : tauValues) {

            DegreeSequence ds(numVertices);
            powerlaw_distribution degDist(tau, 1, numVertices);
            //std::poisson_distribution<> degDist(12);

            // For a single n,tau take samples over several instances of
            // the degree distribution.
            // 500 samples seems to give reasonable results
            for (int degreeSample = 0; degreeSample < 200; ++degreeSample) {
                // Generate a graph
                // might require multiple tries
                for (int i = 1; ; ++i) {
                    std::generate(ds.begin(), ds.end(),
                                  [&degDist, &rng] { return degDist(rng); });
                    // First make the sum even
                    unsigned int sum = std::accumulate(ds.begin(), ds.end(), 0);
                    if (sum % 2) {
                        continue;
                        // Can we do this: ??
                        ds.back()++;
                    }

                    if (g.createFromDegreeSequence(ds))
                        break;

                    // When 10 tries have not worked, output a warning
                    if (i % 10 == 0) {
                        std::cerr << "Warning: could not create graph from "
                                     "degree sequence. Trying again...\n";
                    }
                }

                std::cout << "Running n = " << numVertices << ", tau = " << tau
                          << "." << std::flush;

                //
                // Test the GCM1 and GCM2 success rate
                //
                long long gcmTris1 = 0;
                long long gcmTris2 = 0;
                int successrate1 = 0;
                int successrate2 = 0;
                for (int i = 0; i < 100; ++i) {
                    Graph gtemp;
                    // Take new highest degree every time
                    if (greedyConfigurationModel(ds, gtemp, rng, false)) {
                        ++successrate1;
                        gcmTris1 += gtemp.countTriangles();
                    }
                    // Finish all pairings of highest degree first
                    if (greedyConfigurationModel(ds, gtemp, rng, true)) {
                        ++successrate2;
                        gcmTris2 += gtemp.countTriangles();
                    }
                }

                SwitchChain chain;
                if (!chain.initialize(g)) {
                    std::cerr << "Could not initialize Markov chain.\n";
                    return 1;
                }

                int mixingTime = (32.0f - 20.0f * (tau - 2.0f)) * numVertices;
                constexpr int measurements = 20;
                constexpr int measureSkip = 200;

                int movesDone = 0;

                long long trianglesTotal = 0;

                std::cout << "  .. \t" << std::flush;

                for (int i = 0; i < mixingTime; ++i) {
                    if (chain.doMove())
                        ++movesDone;
                }
                for (int i = 0; i < measurements; ++i) {
                    for (int j = 0; j < measureSkip; ++j)
                        if (chain.doMove())
                            ++movesDone;
                    trianglesTotal += chain.g.countTriangles();
                }

                std::cout << movesDone << '/' << mixingTime + measurements * measureSkip
                          << " moves succeeded ("
                          << 100.0f * float(movesDone) /
                                 float(mixingTime + measurements * measureSkip)
                          << "%).";
                //std::cout << std::endl;

                if (outputComma)
                    outfile << ',' << '\n';
                outputComma = true;

                float avgTriangles =
                    float(trianglesTotal) / float(measurements);
                outfile << '{';
                outfile << '{' << numVertices << ',' << tau << '}';
                outfile << ',' << avgTriangles;
                outfile << ',' << '{' << gcmTris1 << ',' << successrate1 << '}';
                outfile << ',' << '{' << gcmTris2 << ',' << successrate2 << '}';
                outfile << '}' << std::flush;

                std::cout << std::endl;
            }
        }
    }
    outfile << '}';
    return 0;
}