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celfpp.h
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//
// Created by sbian on 2019/9/9.
//
#ifndef BIM_CELFPP_H
#define BIM_CELFPP_H
#include "graphBase.h"
#include <ctime>
class CELFPP {
public:
static double sum_budget(const std::vector<double> & budget_list, const std::vector<size_t> & vecSeed) {
double sum = 0;
for (size_t i = 0; i < vecSeed.size(); i++) {
sum += budget_list[vecSeed[i]];
}
return sum;
}
static std::vector<size_t> celfppalgo (const Graph & graph, const double budget,
const std::vector<double> & budget_list, const CascadeModel model) {
std::vector<size_t> S_UC;
std::vector<size_t> S_CB;
// u u.mg1 u.prev_best u.mg2 u.flag u.cost
std::deque<std::tuple<size_t, double, int, double, size_t, double>> Q_UC;
// u u.mg1/u.cost u.prev_best u.mg2/(u.cost + u.prev_best.cost) u.flag u.cost
std::deque<std::tuple<size_t, double, int, double, size_t, double>> Q_CB;
int last_seed = -1;
int cur_best_UC = -1;
double cur_best_UC_mg1 = 0;
int cur_best_CB = -1;
double cur_best_CB_mg1 = 0;
double mg1_UC = 0;
double mg1_CB = 0;
double mg2_UC = 0;
double mg2_CB = 0;
std::cout << "Initial deque start" << std::endl;
std::vector<size_t> vecSeed;
for (size_t i = 0; i < graph.size(); i++) {
vecSeed.push_back(i);
// initial UC
mg1_UC = GraphBase::inf_eval(graph, vecSeed, model);
for (size_t j = 0; j < vecSeed.size(); j++) {
std::cout << vecSeed[j] << " ";
}
std::cout << std::endl;
if (cur_best_UC != -1) {
vecSeed.push_back(cur_best_UC);
mg2_UC = GraphBase::inf_eval(graph, vecSeed, model);
for (size_t j = 0; j < vecSeed.size(); j++) {
std::cout << vecSeed[j] << " ";
}
std::cout << std::endl;
vecSeed.pop_back();
}
else {
mg2_UC = mg1_UC;
}
// u u.mg1 u.prev_best u.mg2 u.flag u.cost
Q_UC.push_back(std::make_tuple(i, mg1_UC, cur_best_UC, mg2_UC, 0, budget_list[i]));
if (cur_best_UC == -1) {
cur_best_UC = i;
cur_best_UC_mg1 = mg1_UC;
}
else {
if(cur_best_UC_mg1 < mg1_UC) {
cur_best_UC = i;
cur_best_UC_mg1 = mg1_UC;
}
}
// initial CB
mg1_CB = mg1_UC / budget_list[i];
if (cur_best_CB != -1) {
vecSeed.push_back(cur_best_CB);
mg2_CB = GraphBase::inf_eval(graph, vecSeed, model) / (budget_list[i] + budget_list[cur_best_CB]);
for (size_t j = 0; j < vecSeed.size(); j++) {
std::cout << vecSeed[j] << " ";
}
std::cout << std::endl;
vecSeed.pop_back();
}
else {
mg2_CB = mg1_CB;
}
// u u.mg1/u.cost u.prev_best u.mg2/(u.cost + u.prev_best.cost) u.flag u.cost
Q_CB.push_back(std::make_tuple(i, mg1_CB, cur_best_CB, mg2_CB, 0, budget_list[i]));
if (cur_best_CB == -1) {
cur_best_CB = i;
cur_best_CB_mg1 = mg1_CB;
}
else {
if (cur_best_CB_mg1 < mg1_CB) {
cur_best_CB = i;
cur_best_CB_mg1 = mg1_CB;
}
}
vecSeed.pop_back();
}
std::cout << "Initial deque end" << std::endl;
// u u.mg1 u.prev_best u.mg2 u.flag u.cost
std::sort(Q_UC.begin(), Q_UC.end(), [](auto & left, auto & right) {
if (std::get<1>(left) == std::get<1>(right)) {
return std::get<5>(left) < std::get<5>(right);
}
else {
return std::get<1>(left) > std::get<1>(right);
}
});
// u u.mg1/u.cost u.prev_best u.mg2/(u.cost + u.prev_best.cost) u.flag u.cost
std::sort(Q_CB.begin(), Q_CB.end(), [](auto & left, auto & right) {
if (std::get<1>(left) == std::get<1>(right)) {
return std::get<5>(left) < std::get<5>(right);
}
else {
return std::get<1>(left) > std::get<1>(right);
}
});
// u u.mg1 u.prev_best u.mg2 u.flag u.cost
std::cout << "Start UC" << std::endl;
size_t budget_UC = 0;
double S_UC_inf = 0;
while (budget_UC < budget) {
while (std::get<5>(Q_UC.front()) + budget_UC > budget) {
Q_UC.pop_front();
if (Q_UC.empty()) {
break;
}
}
if (Q_UC.empty()) {
break;
}
// u u.mg1 u.prev_best u.mg2 u.flag u.cost
std::tuple<size_t, double, int, double, size_t, double> u = Q_UC.front();
if (std::get<4>(u) == S_UC.size()) {
S_UC.push_back(std::get<0>(u));
Q_UC.pop_front();
budget_UC = budget_UC + std::get<5>(u);
S_UC_inf = GraphBase::inf_eval(graph, S_UC, model);
last_seed = std::get<0>(u);
std::cout << "UC push new seed: " << std::get<0>(u) << " " << S_UC.size() << " " <<
sum_budget(budget_list, S_UC) << " " << S_UC_inf << std::endl;
continue;
}
else if (std::get<2>(u) == last_seed) {
std::get<1>(Q_UC.front()) = std::get<3>(Q_UC.front()); // u u.mg1 u.prev_best u.mg2 u.flag u.cost
std::cout << "last seed" << std::endl;
}
else {
S_UC.push_back(std::get<0>(u));
std::get<1>(Q_UC.front()) = GraphBase::inf_eval(graph, S_UC, model) - S_UC_inf;
S_UC.pop_back();
std::get<2>(Q_UC.front()) = cur_best_UC;
S_UC.push_back(cur_best_UC);
S_UC.push_back(std::get<0>(u));
std::get<3>(Q_UC.front()) = GraphBase::inf_eval(graph, S_UC, model) - S_UC_inf;
S_UC.pop_back();
S_UC.pop_back();
}
if (cur_best_UC != -1){
if (cur_best_UC_mg1 < std::get<1>(Q_UC.front())) {
cur_best_UC = std::get<0>(Q_UC.front());
}
}
else {
throw "cur_best_UC should not be -1";
}
std::get<4>(Q_UC.front()) = S_UC.size();
std::sort(Q_UC.begin(), Q_UC.end(), [](auto & left, auto & right) {
if (std::get<1>(left) == std::get<1>(right)) {
return std::get<5>(left) < std::get<5>(right);
}
else {
return std::get<1>(left) > std::get<1>(right);
}
});
}
std::cout << "End UC" << std::endl;
// u u.mg1/u.cost u.prev_best u.mg2/(u.cost + u.prev_best.cost) u.flag u.cost
std::cout << "Start CB" << std::endl;
size_t budget_CB = 0;
double S_CB_inf = 0;
while (budget_CB < budget) {
while (std::get<5>(Q_CB.front()) + budget_CB > budget) {
Q_CB.pop_front();
if (Q_CB.empty()) {
break;
}
}
if (Q_CB.empty()) {
break;
}
// u u.mg1/u.cost u.prev_best u.mg2/(u.cost + u.prev_best.cost) u.flag u.cost
std::tuple<size_t, double, int, double, size_t, double> u = Q_CB.front();
if (std::get<4>(u) == S_CB.size()) {
S_CB.push_back(std::get<0>(u));
Q_CB.pop_front();
budget_CB = budget_CB + std::get<5>(u);
S_CB_inf = GraphBase::inf_eval(graph, S_CB, model);
last_seed = std::get<0>(u);
std::cout << "UC push new seed: " << std::get<0>(u) << " " << S_CB.size() << " " <<
sum_budget(budget_list, S_CB) << " " << S_CB_inf << std::endl;
continue;
}
else if (std::get<2>(u) == last_seed) {
// u u.mg1/u.cost u.prev_best u.mg2/(u.cost + u.prev_best.cost) u.flag u.cost
std::get<1>(Q_CB.front()) = std::get<3>(Q_CB.front());
}
else {
S_CB.push_back(std::get<0>(u));
std::get<1>(Q_CB.front()) = (GraphBase::inf_eval(graph, S_CB, model) - S_CB_inf) / std::get<5>(u);
S_CB.pop_back();
std::get<2>(Q_CB.front()) = cur_best_CB;
S_CB.push_back(cur_best_CB);
S_CB.push_back(std::get<0>(u));
std::get<3>(Q_CB.front()) = (GraphBase::inf_eval(graph, S_CB, model) - S_CB_inf) /
(std::get<5>(u) + budget_list[cur_best_CB]);
S_CB.pop_back();
S_CB.pop_back();
}
if (cur_best_CB != -1){
if(cur_best_CB_mg1 < std::get<1>(Q_CB.front())){
cur_best_CB = std::get<0>(Q_CB.front());
}
}
else {
throw "cur_best_CB should not be -1";
}
std::get<4>(Q_CB.front()) = S_CB.size();
std::sort(Q_CB.begin(), Q_CB.end(), [](auto & left, auto & right) {
if (std::get<1>(left) == std::get<1>(right)) {
return std::get<5>(left) < std::get<5>(right);
}
else {
return std::get<1>(left) > std::get<1>(right);
}
});
}
std::cout << "End CB" << std::endl;
if (S_CB_inf > S_UC_inf) {
std::cout << "CB_inf: " << S_CB_inf << std::endl;
return S_CB;
}
else {
std::cout << "UC_inf: " << S_UC_inf << std::endl;
return S_UC;
}
}
};
#endif //BIM_CELFPP_H