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infomod.cc
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#include "infomod.h"
using namespace std;
using std::cout;
using std::cin;
using std::endl;
unsigned stou(char *s){
return strtoul(s,(char **)NULL,10);
}
void partition(MTRand *R,Node ***node, GreedyBase *greedy, bool silent);
void repeated_partition(MTRand *R, Node ***node, GreedyBase *greedy, bool silent,int Ntrials);
void printTree(string s,multimap<int,treeNode>::reverse_iterator it_tM,string *nodeNames,int *degree,int totalDegree,ofstream *outfile);
// Call: trade <seed> <Ntries>
int main(int argc,char *argv[]){
if( argc !=4 ){
cout << "Call: ./infomap <seed> <network.net> <# attempts>" << endl;
exit(-1);
}
int Ntrials = atoi(argv[3]); // Set number of partition attempts
string infile = string(argv[2]);
string networkName(infile.begin(),infile.begin() + infile.find("."));
string line;
string buf;
MTRand *R = new MTRand(stou(argv[1]));
/* Read network in Pajek format with nodes ordered 1, 2, 3, ..., N, */
/* each undirected link occurring only once, and integer link weights > 0. */
/* For more information, see http://vlado.fmf.uni-lj.si/pub/networks/pajek/. */
/* Example network with three nodes and */
/* three undirected and integer weighted links: */
/* *Vertices 3 */
/* 1 "Name of first node" */
/* 2 "Name of second node" */
/* 3 "Name of third node" */
/* *Arcs 3 */
/* 1 2 1 */
/* 1 3 3 */
/* 2 3 2 */
cout << "Reading network " << argv[2] << "..." << flush;
ifstream net(argv[2]);
int Nnode = 0;
istringstream ss;
while(Nnode == 0){
if(getline(net,line) == NULL){
cout << "the network file is not in Pajek format...exiting" << endl;
exit(-1);
}
else{
ss.clear();
ss.str(line);
ss >> buf;
if(buf == "*Vertices" || buf == "*vertices" || buf == "*VERTICES"){
ss >> buf;
Nnode = atoi(buf.c_str());
}
else{
cout << "the network file is not in Pajek format...exiting" << endl;
exit(-1);
}
}
}
string *nodeNames = new string[Nnode];
// Read node names, assuming order 1, 2, 3, ...
for(int i=0;i<Nnode;i++){
getline(net,line);
int nameStart = line.find_first_of("\"");
int nameEnd = line.find_last_of("\"");
if(nameStart < nameEnd){
nodeNames[i] = string(line.begin() + nameStart + 1,line.begin() + nameEnd);
}
else{
ss.clear();
ss.str(line);
ss >> buf;
ss >> nodeNames[i];
}
}
// Read the number of links in the network
getline(net,line);
ss.clear();
ss.str(line);
ss >> buf;
if(buf != "*Edges" && buf != "*edges" && buf != "*Arcs" && buf != "*arcs"){
cout << endl << "Number of nodes not matching, exiting" << endl;
exit(-1);
}
int Nlinks = 0;
int NdoubleLinks = 0;
map<int,set<int> > Links;
// Read links in format "from to", for example "1 3" (all integers) and each undirected link only ones.
while(getline(net,line) != NULL){
ss.clear();
ss.str(line);
ss >> buf;
int linkEnd1 = atoi(buf.c_str());
ss >> buf;
int linkEnd2 = atoi(buf.c_str());
linkEnd1--; // Nodes start at 1, but C++ arrays at 0.
linkEnd2--;
if(linkEnd2 < linkEnd1){
int tmp = linkEnd1;
linkEnd1 = linkEnd2;
linkEnd2 = tmp;
}
// Only include multiply definied links once
map<int,set<int> >::iterator fromLink_it = Links.find(linkEnd1);
if(fromLink_it == Links.end()){ // new link
set<int> toLink;
toLink.insert(linkEnd2);
Links.insert(make_pair(linkEnd1,toLink));
Nlinks++;
}
else{
set<int>::iterator toLink_it = fromLink_it->second.find(linkEnd2);
if(toLink_it == fromLink_it->second.end()){ // new link
fromLink_it->second.insert(linkEnd2);
Nlinks++;
}
else{
NdoubleLinks++;
}
}
}
net.close();
cout << "done! (found " << Nnode << " nodes and " << Nlinks << " links";
if(NdoubleLinks > 0)
cout << ", ignoring " << NdoubleLinks << " link(s) defined more than once";
/////////// Partition network /////////////////////
Node **node = new Node*[Nnode];
for(int i=0;i<Nnode;i++){
node[i] = new Node(i);
}
int NselfLinks = 0;
for(map<int,set<int> >::iterator fromLink_it = Links.begin(); fromLink_it != Links.end(); fromLink_it++){
for(set<int>::iterator toLink_it = fromLink_it->second.begin(); toLink_it != fromLink_it->second.end(); toLink_it++){
int from = fromLink_it->first;
int to = *toLink_it;
if(from == to){
NselfLinks++;
}
else{
node[from]->links.push_back(make_pair(to,1));
node[to]->links.push_back(make_pair(from,1));
}
}
}
cout << ", ignoring " << NselfLinks << " self link(s)." << endl;
Nlinks -= NselfLinks;
//Swap maps to free memory
for(map<int,set<int> >::iterator it = Links.begin(); it != Links.end(); it++)
set<int>().swap(it->second);
map<int,set<int> >().swap(Links);
// Initiation
GreedyBase* greedy;
greedy = new Greedy(R,Nnode,Nlinks,node);
greedy->initiate();
cout << "Now partition the network:" << endl;
repeated_partition(R,&node,greedy,false,Ntrials);
int Nmod = greedy->Nnode;
cout << "Done! Code length " << greedy->codeLength << " in " << Nmod << " modules." << endl;
// Print partitions in Pajek's .clu format
vector<int> clusterVec = vector<int>(Nnode);
vector<set<int> > sortedMembers = vector<set<int> >(Nmod);
for(int i=0;i<Nmod;i++){
int Nmem = node[i]->members.size();
for(int j=0;j<Nmem;j++){
clusterVec[node[i]->members[j]] = i;
sortedMembers[i].insert(node[i]->members[j]);
}
}
ostringstream oss;
oss << networkName << ".clu";
ofstream outfile;
outfile.open(oss.str().c_str());
outfile << "*Vertices " << Nnode << "\x0D\x0A";
for(int i=0;i<Nnode;i++)
outfile << clusterVec[i]+1 << "\x0D\x0A";
outfile.close();
oss.str("");
oss << networkName << ".mod";
outfile.open(oss.str().c_str());
outfile << "# " << Nnode << " nodes in " << Nmod << " modules.\x0D\x0A";
for(int i=0;i<Nmod;i++)
for(set<int>::iterator it = sortedMembers[i].begin();it != sortedMembers[i].end();it++)
outfile << i+1 << " \"" << nodeNames[(*it)] << "\"\x0D\x0A";
outfile.close();
delete [] nodeNames;
for(int i=0;i<greedy->Nnode;i++){
delete node[i];
}
delete [] node;
delete greedy;
delete R;
}
void partition(MTRand *R,Node ***node, GreedyBase *greedy, bool silent){
int Nnode = greedy->Nnode;
int Nmem = greedy->Nmem;
int Nlinks = greedy->Nlinks;
Node **cpy_node = new Node*[Nnode];
for(int i=0;i<Nnode;i++){
cpy_node[i] = new Node();
cpyNode(cpy_node[i],(*node)[i]);
}
int iteration = 0;
double outer_oldCodeLength;
do{
outer_oldCodeLength = greedy->codeLength;
if((iteration > 0) && (iteration % 2 == 0) && (greedy->Nnode > 1)){ // Partition the partition
if(!silent)
cout << "Iteration " << iteration+1 << ", moving " << flush;
Node **rpt_node = new Node*[Nnode];
for(int i=0;i<Nnode;i++){
rpt_node[i] = new Node();
cpyNode(rpt_node[i],cpy_node[i]);
}
int *subMoveTo = new int[Nnode];
int *moveTo = new int[Nnode];
int subModIndex = 0;
for(int i=0;i<greedy->Nnode;i++){
int sub_Nnode = (*node)[i]->members.size();
if(sub_Nnode > 1){
Node **sub_node = new Node*[sub_Nnode];
set<int> sub_mem;
for(int j=0;j<sub_Nnode;j++)
sub_mem.insert((*node)[i]->members[j]);
set<int>::iterator it_mem = sub_mem.begin();
int *sub_renumber = new int[Nnode];
int *sub_rev_renumber = new int[sub_Nnode];
int sub_Nlinks = 0;
for(int j=0;j<sub_Nnode;j++){
int orig_nr = (*it_mem);
int orig_Nlinks = cpy_node[orig_nr]->links.size();
sub_renumber[orig_nr] = j;
sub_rev_renumber[j] = orig_nr;
sub_node[j] = new Node(j);
for(int k=0;k<orig_Nlinks;k++){
int orig_link = cpy_node[orig_nr]->links[k].first;
int orig_link_newnr = sub_renumber[orig_link];
int orig_weight = cpy_node[orig_nr]->links[k].second;
if(orig_link < orig_nr){
if(sub_mem.find(orig_link) != sub_mem.end()){
sub_node[j]->links.push_back(make_pair(orig_link_newnr,orig_weight));
sub_node[orig_link_newnr]->links.push_back(make_pair(j,orig_weight));
sub_Nlinks += orig_weight;
}
}
}
it_mem++;
}
GreedyBase* sub_greedy;
sub_greedy = new Greedy(R,sub_Nnode,sub_Nlinks,sub_node);
sub_greedy->initiate();
partition(R,&sub_node,sub_greedy,true);
for(int j=0;j<sub_greedy->Nnode;j++){
int Nmembers = sub_node[j]->members.size();
for(int k=0;k<Nmembers;k++){
subMoveTo[sub_rev_renumber[sub_node[j]->members[k]]] = subModIndex;
}
moveTo[subModIndex] = i;
subModIndex++;
delete sub_node[j];
}
delete [] sub_node;
delete sub_greedy;
delete [] sub_renumber;
delete [] sub_rev_renumber;
}
else{
subMoveTo[(*node)[i]->members[0]] = subModIndex;
moveTo[subModIndex] = i;
subModIndex++;
}
}
for(int i=0;i<greedy->Nnode;i++)
delete (*node)[i];
delete [] (*node);
greedy->Nnode = Nnode;
greedy->Nmod = Nnode;
greedy->Nmem = Nmem;
greedy->Nlinks = Nlinks;
greedy->node = rpt_node;
greedy->initiate();
greedy->determMove(subMoveTo);
greedy->level(node,false);
greedy->determMove(moveTo);
delete [] subMoveTo;
(*node) = rpt_node;
delete [] moveTo;
outer_oldCodeLength = greedy->codeLength;
if(!silent)
cout << greedy->Nnode << " modules, looping ";
}
else if(iteration > 0){
if(!silent)
cout << "Iteration " << iteration+1 << ", moving " << Nnode << " nodes, looping ";
Node **rpt_node = new Node*[Nnode];
for(int i=0;i<Nnode;i++){
rpt_node[i] = new Node();
cpyNode(rpt_node[i],cpy_node[i]);
}
int *moveTo = new int[Nnode];
for(int i=0;i<greedy->Nnode;i++){
int Nmembers = (*node)[i]->members.size();
for(int j=0;j<Nmembers;j++){
moveTo[(*node)[i]->members[j]] = i;
}
}
for(int i=0;i<greedy->Nnode;i++)
delete (*node)[i];
delete [] (*node);
greedy->Nnode = Nnode;
greedy->Nmod = Nnode;
greedy->Nmem = Nmem;
greedy->Nlinks = Nlinks;
greedy->node = rpt_node;
greedy->initiate();
greedy->determMove(moveTo);
delete [] moveTo;
(*node) = rpt_node;
}
else{
if(!silent)
cout << "Iteration " << iteration+1 << ", moving " << Nnode << " nodes, looping ";
}
double oldCodeLength;
do{
oldCodeLength = greedy->codeLength;
bool moved = true;
int Nloops = 0;
while(moved){
moved = false;
double inner_oldCodeLength = greedy->codeLength;
greedy->move(moved);
Nloops++;
if(inner_oldCodeLength-greedy->codeLength < 1.0e-10)
moved = false;
}
greedy->level(node,true);
if(!silent)
cout << Nloops << " ";
} while(oldCodeLength - greedy->codeLength > 1.0e-10);
iteration++;
if(!silent)
cout << "times between mergings to code length " << greedy->codeLength << " in " << greedy->Nmod << " modules." << " Link penalty is " << greedy->penalty << " with penalty factor " << greedy->pF << "." << endl;
} while(outer_oldCodeLength - greedy->codeLength > 1.0e-10);
for(int i=0;i<Nnode;i++)
delete cpy_node[i];
delete [] cpy_node;
}
void repeated_partition(MTRand *R, Node ***node, GreedyBase *greedy, bool silent,int Ntrials){
double shortestCodeLength = 1.0e10;
int Nnode = greedy->Nnode;
int *cluster = new int[Nnode];
for(int trial = 0; trial<Ntrials;trial++){
if(!silent && greedy->pF < 0.5)
cout << "Attempt " << trial+1 << "/" << Ntrials << endl;
Node **cpy_node = new Node*[Nnode];
for(int i=0;i<Nnode;i++){
cpy_node[i] = new Node();
cpyNode(cpy_node[i],(*node)[i]);
}
greedy->Nnode = Nnode;
greedy->Nmod = Nnode;
greedy->node = cpy_node;
greedy->initiate();
partition(R,&cpy_node,greedy,silent);
if(!silent && greedy->penalty == 0){
if(greedy->codeLength < shortestCodeLength){
shortestCodeLength = greedy->codeLength;
// Store best partition
for(int i=0;i<greedy->Nnode;i++){
for(vector<int>::iterator mem = cpy_node[i]->members.begin(); mem != cpy_node[i]->members.end(); mem++){
cluster[(*mem)] = i;
}
}
}
greedy->pF = 0.0;
}
else{
if(greedy->pF < 5){
trial--;
greedy->pF += 0.5;
cout << "One or more modules have more links across boundary than within, increasing the penalty factor and trying again..." << endl;
}
else{
cout << "One or more modules still have more links across boundary than within, giving up..." << endl;
// Store partition
for(int i=0;i<greedy->Nnode;i++){
for(vector<int>::iterator mem = cpy_node[i]->members.begin(); mem != cpy_node[i]->members.end(); mem++){
cluster[(*mem)] = i;
}
}
}
}
for(int i=0;i<greedy->Nnode;i++){
delete cpy_node[i];
}
delete [] cpy_node;
}
// Commit best partition
greedy->Nnode = Nnode;
greedy->Nmod = Nnode;
greedy->node = (*node);
greedy->initiate();
greedy->determMove(cluster);
greedy->level(node,true);
delete [] cluster;
}
void printTree(string s,multimap<int,treeNode>::reverse_iterator it_tM,string *nodeNames,int *degree,int totalDegree,ofstream *outfile){
multimap<int,treeNode>::reverse_iterator it;
if(it_tM->second.nextLevel.size() > 0){
int i=1;
for(it = it_tM->second.nextLevel.rbegin(); it != it_tM->second.nextLevel.rend(); it++){
string cpy_s(s + to_string(i) + ":");
printTree(cpy_s,it,nodeNames,degree,totalDegree,outfile);
i++;
}
}
else{
multimap<int,int> sortedMem;
for(set<int>::iterator mem = it_tM->second.members.begin(); mem != it_tM->second.members.end(); mem++){
sortedMem.insert(make_pair(degree[(*mem)],(*mem)));
}
int i = 1;
for(multimap<int,int>::reverse_iterator mem = sortedMem.rbegin(); mem != sortedMem.rend(); mem++){
string cpy_s(s + to_string(i) + " " + to_string(1.0*mem->first/totalDegree) + " \"" + nodeNames[mem->second] + "\"");
(*outfile) << cpy_s << endl;
i++;
}
}
}