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betweenness_centrality.cpp
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#include "network.h"
int main(int argc, char* argv[]) {
char q[512];
MYSQL_ROW row;
MYSQL_RES* res;
int err = init_network();
if (err) {
return err;
}
for (int year = 1990; year <= 2011; year++) {
std::cout << "Querying " << year << "\n";
snprintf(q, 512, "select count(value) from entries where year=%d and inserted>(select updated from visualizations where name='Betweenness' and year=%d)", year, year);
if (mysql_query(mysql, q)) {
std::cerr << mysql_error(mysql) << "\n";
return -2;
}
res = mysql_use_result(mysql);
if((row = mysql_fetch_row(res)) == 0 || atoi(row[0]) == 0) {
mysql_free_result(res);
continue;
}
mysql_free_result(res);
err = read_network(year);
if (err) {
return err;
}
std::cout << "Calculating " << year << "\n";
err = disconnect();
if (err) {
return err;
}
Basetype* betweenness = create_array(0);
Basetype* in_flow = create_array(0);
Basetype* out_flow = create_array(0);
for (int v = 0; v < network_size; v++) {
for (int w = 0; w < network_size; w++) {
in_flow[v] += flows[w][v];
out_flow[v] += flows[v][w];
}
}
// Algorithm according to "A space-efficient parallel algorithm for computing betweenness centrality in distributed memory", p. 2
int s;
#pragma omp parallel default(none) shared(betweenness, flows, network_size, in_flow, std::cerr)
{
#pragma omp for schedule(guided) nowait
for (s = 0; s < network_size; s++) {
std::vector<int> S;
std::queue<int> PQ;
BasetypeInt* sigma;
Basetype* delta;
Basetype* dist;
BasetypeInt** P;
BasetypeInt* P_size;
sigma = create_array_int(0);
sigma[s] = 1;
delta = create_array(0);
P = create_double_int_array(0);
P_size = create_array_int(0);
dist = create_array(-1);
dist[s] = 0;
PQ.push(s);
while (!PQ.empty()) {
int v = PQ.front();
PQ.pop();
S.push_back(v);
for (int w = 0; w < network_size; w++) {
if (w != v && w != s && flows[v][w] > 0) {
Basetype c_v_w = flows[v][w];
if (c_v_w > 0) {
if (dist[w] < 0) {
PQ.push(w);
dist[w] = dist[v] + 1;
}
if (dist[w] == dist[v] + 1) {
sigma[w] += sigma[v];
P[w][P_size[w]] = v;
P_size[w]++;
}
}
}
}
}
while (!S.empty()) {
int w = S.back();
S.pop_back();
for (int v_index = 0; v_index < P_size[w]; v_index++) {
int v = P[w][v_index];
delta[v] += ((1 + delta[w]) * (Basetype) sigma[v]) / (Basetype) sigma[w];
}
if (w != s) {
#pragma omp atomic
betweenness[w] += delta[w];
}
}
delete[] delta;
delete[] sigma;
delete[] dist;
delete[] P_size;
free_double_int_array(P);
}
}
err = connect();
if (err) {
return err;
}
snprintf(q, 512, "delete from visualization_data where visualization in (select id from visualizations where name='Betweenness' and year=%d)", year);
if (mysql_query(mysql, q)) {
std::cerr << mysql_error(mysql) << "\n";
return -2;
}
snprintf(q, 512, "select id from visualizations where name='Betweenness' and year=%d", year);
if (mysql_query(mysql, q)) {
std::cerr << mysql_error(mysql) << "\n";
return -2;
}
res = mysql_use_result(mysql);
row = mysql_fetch_row(res);
int id = atoi(row[0]);
mysql_free_result(res);
std::stringstream query("insert into visualization_data (visualization, sector_from, region_from, value) values ", std::ios_base::app | std::ios_base::out);
for (int js = 0; js < network_size; js++) {
if (js > 0) {
query << ",";
}
query << "(" << id << ",'" << sectors[get_sector(js)] << "','" << regions[get_region(js)] << "'," << betweenness[js] << ")";
}
if (mysql_query(mysql, query.str().c_str())) {
std::cerr << mysql_error(mysql) << "\n";
return -2;
}
snprintf(q, 512, "update visualizations set updated=now() where name='Betweenness' and year=%d", year);
if (mysql_query(mysql, q)) {
std::cerr << mysql_error(mysql) << "\n";
return -2;
}
delete[] betweenness;
free_double_array(flows);
}
return 0;
}