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Copy pathgenetico.cpp
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301 lines (264 loc) · 8.38 KB
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#include "genetico.h"
double inicio, tempo_maximo, dif, tms;
int atual;
pair<vector<bool>, int> ms;
double dif_t()
{
return ((double)clock() - inicio) / CLOCKS_PER_SEC;
}
pair<int, double> algoritmo_genetico(string entrada)
{
inicio = clock(), tms = 0;
auto mda = (entrada != "cin" ? ler_arquivo(entrada) : ler_entrada_padrao());
switch ((int)mda.size())
{
case 25:
case 45:
case 50:
tempo_maximo = 10;
break;
case 100:
tempo_maximo = 30;
break;
case 200:
tempo_maximo = 60;
break;
case 300:
tempo_maximo = 120;
}
ms = pair<vector<bool>, int>(vector<bool>(mda.size(), 1), mda.size());
auto garras = listar_garras(mda);
auto solucoes = gerar_solucoes(mda.size(), mda, mda.size(), garras);
while (true)
{
if (dif = dif_t(), dif >= tempo_maximo or ms.second == atual)
{
break;
}
reproduzir_populacao(garras, solucoes);
if (dif = dif_t(), dif >= tempo_maximo or ms.second == atual)
break;
selecionar_populacao(mda, garras, solucoes);
if (ms.second > solucoes.front().second)
{
ms = solucoes.front();
tms = dif;
}
}
return pair<int, double>(ms.second, tms);
}
pair<vector<bool>, int> busca_local(vector<vector<tripla>> &garras, pair<vector<bool>, int> &solucao)
{
pair<vector<bool>, int> selecionado = solucao, aux = solucao;
for (int i = 0; i < aux.first.size(); i++)
{
if (!aux.first[i])
{
aux.first[i] = 1;
aux.second = pontuacao(garras, aux.first);
if (selecionado.second > aux.second)
selecionado = aux;
aux.first[i] = 0;
}
}
return selecionado;
}
bool compare(pair<vector<bool>, int> a, pair<vector<bool>, int> b)
{
return a.second < b.second;
}
vector<pair<vector<bool>, int>> gerar_solucoes(int tam, vector<vector<bool>> &mda, int qtd_solucoes, vector<vector<tripla>> garras)
{
vector<pair<vector<bool>, int>> solucoes;
priority_queue<pair<int, int>, vector<pair<int, int>>, greater<pair<int, int>>> fp;
for (int i = 0; i < qtd_solucoes; i++)
{
if (dif = dif_t(), dif >= tempo_maximo or ms.second == atual)
break;
pair<vector<bool>, int> aux(vector<bool>(tam, 0), 0);
for (int j = 0; j < tam; j++)
fp.push(pair<int, int>(rand() % 100, j));
while (!fp.empty())
{
aux.first[fp.top().second] = 1;
if (procurar_garras_ii(fp.top().second, mda, garras, aux.first))
{
aux.first[fp.top().second] = 0;
aux.second++;
}
fp.pop();
}
if (aux.second < ms.second)
{
ms = aux;
tms = dif_t();
}
solucoes.push_back(aux);
}
std::sort(solucoes.begin(), solucoes.end(), compare);
return solucoes;
}
vector<vector<bool>> ler_arquivo(string arquivo)
{
ifstream entrada(arquivo);
vector<vector<bool>> mda;
string str;
int tam, aresta;
getline(entrada, str);
entrada >> tam;
mda = vector<vector<bool>>(tam, vector<bool>(tam));
for (int i = 0; i < tam; i++)
entrada >> aresta;
for (int i = 0; i < tam; i++)
{
for (int j = i + 1; j < tam; j++)
{
entrada >> aresta;
if (aresta > 0)
mda[i][j] = mda[j][i] = 1;
}
}
return mda;
}
vector<vector<bool>> ler_entrada_padrao()
{
string temp;
int tam, aresta;
getline(cin, temp);
cin >> tam;
vector<vector<bool>> mda(tam, vector<bool>(tam, 0));
for (int i = 0; i < tam; i++)
cin >> aresta;
for (int i = 0; i < tam; i++)
{
for (int j = i + 1; j < tam; j++)
{
cin >> aresta;
if (aresta > 0)
mda[i][j] = mda[j][i] = 1;
}
}
return mda;
}
vector<vector<tripla>> listar_garras(vector<vector<bool>> &mda)
{
vector<vector<tripla>> garras(mda.size(), vector<tripla>());
for (int s = 0; s < mda.size(); s++)
for (int v1 = 0; v1 < mda.size(); v1++)
if (v1 != s and mda[s][v1])
for (int v2 = v1 + 1; v2 < mda.size(); v2++)
if (v2 != s and mda[s][v2] and !mda[v1][v2])
for (int v3 = v2 + 1; v3 < mda.size(); v3++)
if (v3 != s and mda[s][v3] and !mda[v1][v3] and !mda[v2][v3])
garras[s].push_back(tripla(v1, v2, v3));
return garras;
}
void path_relinking(int pai, int mae, vector<vector<tripla>> &garras, vector<pair<vector<bool>, int>> &solucoes)
{
int ptc, ptc_min = INT_MAX;
pair<vector<bool>, int> aux, selecionado;
priority_queue<pair<int, int>, vector<pair<int, int>>, greater<pair<int, int>>> fp;
aux = selecionado = solucoes[pai];
for (int i = 0; i < solucoes[pai].first.size(); i++)
if (solucoes[pai].first[i] != solucoes[mae].first[i])
fp.push(pair<int, int>(rand() % 100, i));
for (int i = 0; i < 4 and !fp.empty(); i++)
{
aux.first[fp.top().second] = !aux.first[fp.top().second];
fp.pop();
aux = busca_local(garras, aux);
if (selecionado.second > aux.second)
selecionado = aux;
if (aux.second < ms.second)
{
ms = aux;
tms = dif_t();
}
}
solucoes.push_back(selecionado);
}
int pontuacao(vector<vector<tripla>> &garras, vector<bool> &solucao)
{
int ptc = 0;
for (int i = 0; i < solucao.size(); i++)
ptc += !solucao[i];
ptc += (solucao.size()) * procurar_garras(garras, solucao);
return ptc;
}
bool procurar_garras(vector<vector<tripla>> &garras, vector<bool> &solucao)
{
for (int i = 0; i < garras.size(); i++)
if (solucao[i])
for (auto v_adj : garras[i])
if (solucao[v_adj.a] and solucao[v_adj.b] and solucao[v_adj.c])
return true;
return false;
}
bool procurar_garras_ii(int v, vector<vector<bool>> &mda, vector<vector<tripla>> &garras, vector<bool> &solucao)
{
vector<int> vizinhos = {v};
for (int i = 0; i < solucao.size(); i++)
{
if (mda[v][i] == 1)
{
vizinhos.push_back(i);
}
}
for (auto i : vizinhos)
if (solucao[i])
for (auto v_adj : garras[i])
if (solucao[v_adj.a] and solucao[v_adj.b] and solucao[v_adj.c])
return true;
return false;
}
void reproduzir_populacao(vector<vector<tripla>> &garras, vector<pair<vector<bool>, int>> &solucoes)
{
priority_queue<pair<int, int>, vector<pair<int, int>>, greater<pair<int, int>>> fp;
int qtd_solucoes = solucoes.size();
for (int i = qtd_solucoes * 0.25; i < solucoes.size(); i++)
{
fp.push(pair<int, int>(rand() % 1000, i));
}
int num = qtd_solucoes * ELITE - (int)(qtd_solucoes * ELITE) % 2;
for (int i = 0; i < num; i++)
{
if (dif = dif_t(), dif >= tempo_maximo)
break;
int pai = i;
int mae = fp.top().second;
fp.pop();
path_relinking(pai, mae, garras, solucoes);
path_relinking(mae, pai, garras, solucoes);
}
while (!fp.empty())
{
if (dif = dif_t(), dif >= tempo_maximo)
break;
int pai = fp.top().second;
fp.pop();
int mae = fp.top().second;
fp.pop();
path_relinking(pai, mae, garras, solucoes);
path_relinking(mae, pai, garras, solucoes);
}
std::sort(solucoes.begin(), solucoes.end(), compare);
}
void selecionar_populacao(vector<vector<bool>> mda, vector<vector<tripla>> &garras, vector<pair<vector<bool>, int>> &solucoes)
{
vector<int> aux;
vector<pair<vector<bool>, int>> selecionados;
priority_queue<pair<int, int>, vector<pair<int, int>>, greater<pair<int, int>>> fp;
int tam = solucoes.front().first.size();
for (int i = 0; i < solucoes.size(); i++)
fp.push(pair<int, int>(solucoes[i].second, i));
for (int i = 0; i <= floor(solucoes.size() * 0.40); i++)
{
selecionados.push_back(solucoes[fp.top().second]);
fp.pop();
}
auto novos = gerar_solucoes(tam, mda, solucoes.size() * 0.5 - selecionados.size(), garras);
for (auto x : novos)
selecionados.push_back(x);
std::sort(selecionados.begin(), selecionados.end(), compare);
swap(solucoes, selecionados);
}