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pre_process.cpp
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pre_process.cpp
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// preprocesses the edge list to ensure that it's rehashed and weighted using Jaccard coefficient
// the rehashed weighted edgelist and the inverse maps are stored in the same directory
#include <iostream>
#include <fstream>
#include <unordered_map>
#include <unordered_set>
#include <boost/graph/adjacency_list.hpp>
using namespace std;
using namespace boost;
typedef adjacency_list< listS,vecS, undirectedS > Graph;
typedef graph_traits < Graph> :: vertex_descriptor vertex_descriptor;
typedef graph_traits < Graph> :: edge_descriptor edge_descriptor;
typedef Graph :: vertex_iterator vertex_iterator;
typedef Graph :: edge_iterator edge_iterator;
typedef std::pair <int ,int> Edge;
typedef graph_traits < Graph> :: adjacency_iterator my_adjacency_iterator;
void print_set(std::unordered_set<int> uset)
{
cout << endl;
for (auto item: uset)
cout << item << " ";
cout << endl;
}
std::unordered_set<int> union_(std::unordered_set<int> uset1, std::unordered_set<int> uset2)
{
std::unordered_set<int> new_uset;
if (uset1.size() > uset2.size())
{
new_uset = uset1;
for (auto thing: uset2)
new_uset.insert(thing);
}
else
{
new_uset = uset2;
for (auto thing: uset1)
new_uset.insert(thing);
}
return new_uset;
}
std::unordered_set<int> intersection(std::unordered_set<int> uset1, std::unordered_set<int> uset2)
{
std::unordered_set<int> new_uset;
if (uset1.size() > uset2.size())
{
for (auto node: uset2)
{
if (uset1.find(node) != uset1.end())
new_uset.insert(node);
}
}
else
{
for (auto node: uset1)
{
if (uset2.find(node) != uset2.end())
new_uset.insert(node);
}
}
return new_uset;
}
void preprocesses(string input_filename)
{
// rehashes the edge list at input_filename
Graph G;
my_adjacency_iterator start, end;
edge_iterator e_start, e_end;
edge_descriptor e;
std::unordered_map<int,int> ordered_labels;
int u, v;
int count = 0;
float w;
ifstream fin(input_filename);
while (fin >> u >> v)
{
add_edge(u, v, G);
if (ordered_labels.find(u) == ordered_labels.end())
{
ordered_labels[u] = count;
count += 1;
}
if (ordered_labels.find(v) == ordered_labels.end())
{
ordered_labels[v] = count;
count += 1;
}
}
fin.close();
string out_filename1 = "rehashed_weighted_" + input_filename;
string out_filename2 = "rehashed_" + input_filename;
ofstream fout1;
fout1.open(out_filename1);
ofstream fout2;
fout2.open(out_filename2);
for (tie(e_start, e_end) = edges(G); e_start != e_end; ++ e_start)
{
std::unordered_set<int> u_neighbors, v_neighbors;
e = *e_start;
u = source(e, G);
v = target(e, G);
for (tie(start, end) = adjacent_vertices(u, G); start != end; ++ start)
{
int neighbor = *start;
u_neighbors.insert(neighbor);
}
for (tie(start, end) = adjacent_vertices(v, G); start != end; ++ start)
{
int neighbor = *start;
v_neighbors.insert(neighbor);
}
float num = intersection(u_neighbors, v_neighbors).size();
float denom = union_(u_neighbors, v_neighbors).size() - 2;
if (denom == 0)
w = 0;
else
w = num / denom;
fout1 << ordered_labels[u] << " " << ordered_labels[v] << " " << w << endl;
fout2 << ordered_labels[u] << " " << ordered_labels[v] << endl;
}
fout1.close();
fout2.close();
cout << "\nWeighted edgelist is at " << out_filename1 << endl;
cout << "\nRehashed unweighted edgelist is at " << out_filename2 << endl;
out_filename2 = input_filename + "_inv_maps";
fout2.open(out_filename2);
for (auto item: ordered_labels)
fout2 << item.first << " " << item.second << endl;
fout2.close();
cout << "\nThe inverse mapping is at " << out_filename2 << endl;
}
int main(int argc, char const *argv[])
{
if (argc < 2)
{
cout << "\nEnter filename of the unweighted edge list to preprocesses\n";
return 0;
}
preprocesses(argv[1]);
return 0;
}