// g++ -Wall -pedantic -std=c++17 -Ofast -pthread movie_graph.cpp -o movie_graph
# include <iostream>
# include <iomanip>
# include <vector>
# include <map>
# include <string>
# include <queue>
# include <list>
# include <thread>
# include <mutex>
# include <stack>
# include <set>
# include <fstream> // getline
# include <algorithm> // find
# include <math.h> // ceil
# include <sys/time.h>
using namespace std ;
struct Film {
string name ;
vector < int > actor_indicies ;
} ;
struct Actor {
string name ;
vector < int > film_indices ;
} ;
map < int , Actor > A ; // Dictionary {actor_id (key): Actor (value)}
map < int , Film > F ; // Dictionary {film_id (key): Film (value)}
int MAX_MOVIE_ID = - 1 ; // Here DataRead() puts the larges actor_id loaded from Attori.txt
const int N_THREADS = 12 ; // Number of threads to use for some functions
void DataRead ( )
{
ifstream actors ( " ../data/data_movie_graph/Attori.txt " ) ; // read the file
ifstream movies ( " ../data/data_movie_graph/FilmFiltrati.txt " ) ; // read the file
string s , t ;
const string space /* the final frontier */ = " \t " ;
for ( int i = 1 ; getline ( actors , s ) ; i + + )
{
if ( s . empty ( ) ) // jumps empty lines, sometimes can happen
continue ;
try {
Actor TmpObj ; // Temporary object for the actor class
int id = stoi ( s . substr ( 0 , s . find ( space ) ) ) ;
TmpObj . name = s . substr ( s . find ( space ) + 1 ) ;
A [ id ] = TmpObj ; // Matlab/Python notation, works since C++17
} catch ( . . . ) {
cout < < " Could not read the line " < < i < < " of Actors file " < < endl ;
}
}
for ( int i = 1 ; getline ( movies , t ) ; i + + )
{
if ( t . empty ( ) )
continue ;
try {
Film TmpObj ;
int id = stoi ( t . substr ( 0 , t . find ( space ) ) ) ;
TmpObj . name = t . substr ( t . find ( space ) + 1 ) ;
F [ id ] = TmpObj ;
if ( id > MAX_MOVIE_ID )
MAX_MOVIE_ID = id ;
} catch ( . . . ) {
cout < < " Could not read the line " < < i < < " of Film file " < < endl ;
}
}
}
void BuildGraph ( )
{
ifstream relations ( " ../data/data_movie_graph/Relazioni.txt " ) ;
string s ;
const string space = " \t " ;
for ( int i = 1 ; getline ( relations , s ) ; i + + ) { // Scorro relations
if ( s . empty ( ) )
continue ;
try {
int id_film = stoi ( s . substr ( 0 , s . find ( space ) ) ) ; // Index of the movie
int id_attore = stoi ( s . substr ( s . find ( space ) + 1 ) ) ; // Index of the actor
if ( A . count ( id_attore ) & & F . count ( id_film ) ) { // Do not consider the filtered ones
A [ id_attore ] . film_indices . push_back ( id_film ) ;
F [ id_film ] . actor_indicies . push_back ( id_attore ) ;
}
} catch ( . . . ) {
cout < < " Could not read the line " < < i < < " of Releations file " < < endl ;
}
}
}
void PrintGraph ( size_t max_n_movie = 200 )
{
const size_t n = min ( max_n_movie , F . size ( ) ) ; // There could be less film than max actors!
size_t i = 0 ;
for ( const auto & [ id_film , film ] : F ) {
cout < < id_film < < " ( " < < film . name < < " ) " ;
if ( ! film . actor_indicies . empty ( ) ) {
cout < < " : \n " ;
for ( int id_attore : film . actor_indicies ) {
cout < < " \t - " < < id_attore < < " ( " < < A [ id_attore ] . name < < " ) \n " ;
}
}
cout < < endl ;
i + + ; // Taking count of how many are getting printed
if ( i > = n ) // Stop when I arrive ad n
break ;
}
}
// Find a movie by the title. Gives -1 if there is no match
int FindFilm ( string title )
{
for ( const auto & [ id , film ] : F )
if ( film . name = = title )
return id ;
return - 1 ;
}
// Find an actor by the name. Gives -1 if there is no match
int FindActor ( string name )
{
for ( const auto & [ id , actor ] : A )
if ( actor . name = = name )
return id ;
return - 1 ;
}
vector < pair < int , double > > closeness ( const size_t k ) {
vector < pair < int , double > > top_movies ; // Each pair is (movie_index, farness).
top_movies . reserve ( k + 1 ) ; // We need exactly k items, no more and no less.
vector < thread > threads ;
mutex top_movies_mutex ; // The threads write to top_movies, so another thread reading top_movies at the same time may find it in an invalid state (if the read happens while the other thread is still writing)
threads . reserve ( N_THREADS ) ;
for ( int i = 0 ; i < N_THREADS ; i + + ) {
// Launching the threads
threads . push_back ( thread ( [ & top_movies , & top_movies_mutex , & k ] ( int start ) {
vector < bool > enqueued ( MAX_MOVIE_ID , false ) ; // Vector to see which vertices with put in the queue during the BSF
// We loop over each vertex
for ( int film_id = start ; film_id < = MAX_MOVIE_ID ; film_id + = N_THREADS ) {
if ( ! F . count ( film_id ) ) // The movie must exist, otherwise F[film_id] would attempt to write F, and this may produce a race condition if multiple threads do it at the same time
continue ;
// We just compute the farness of our vertex using a BFS
queue < pair < int , int > > q ; // FIFO of pairs (film_index, distance from our vertex).
for ( size_t i = 0 ; i < enqueued . size ( ) ; i + + )
enqueued [ i ] = false ;
int r = 0 ; // |R|, where R is the set of vertices reachable from our vertex
long long int sum_distances = 0 ; // Sum of the distances to other nodes
int prev_distance = 0 ; // Previous distance, to see when we get to a deeper level of the BFS
q . push ( make_pair ( film_id , 0 ) ) ; // This vertex, which is at distance 0
enqueued [ film_id ] = true ;
bool skip = false ;
while ( ! q . empty ( ) ) {
auto [ bfs_film_id , distance ] = q . front ( ) ; // Prendo l'elemento in cima alla coda
q . pop ( ) ;
// Try to set a lower bound on the farness
if ( distance > prev_distance ) {
top_movies_mutex . lock ( ) ; // Acquire ownership of the mutex, wait if another thread already owns it
if ( top_movies . size ( ) = = k ) { // We are in the first item of the next exploration level
// We assume r = A.size(), the maximum possible value
double farness_lower_bound = 1.0 / ( ( double ) F . size ( ) - 1 ) * ( sum_distances + q . size ( ) * distance ) ;
//cout << "LB: \x1b[36m" << farness_lower_bound << "\x1b[0m" << endl;
if ( top_movies [ k - 1 ] . second < = farness_lower_bound ) { // Stop the BFS
skip = true ;
top_movies_mutex . unlock ( ) ; // Release the ownership
break ;
}
}
top_movies_mutex . unlock ( ) ; // Release the ownership
}
// We compute the farness of our vertex actor_id
r + + ;
sum_distances + = distance ;
// We loop on each actor on each film that bfs_actor_id played in, and add them to the queue
for ( int bfs_actor_id : F [ bfs_film_id ] . actor_indicies ) {
for ( int adj_film_id : A [ bfs_actor_id ] . film_indices ) {
if ( ! enqueued [ adj_film_id ] ) {
// The adjacent vertices have distance +1 with respect to the current vertex
q . push ( make_pair ( adj_film_id , distance + 1 ) ) ;
enqueued [ adj_film_id ] = true ;
}
}
}
}
if ( skip ) {
cout < < film_id < < " " < < F [ film_id ] . name < < " SKIPPED " < < endl ;
continue ;
}
// BFS is over, we compute the farness
double farness ;
if ( r < = 1 ) // Avoid computing something/0
farness = numeric_limits < double > : : infinity ( ) ;
else
farness = ( double ) ( F . size ( ) - 1 ) / pow ( ( double ) r - 1 , 2 ) * ( double ) sum_distances ;
top_movies_mutex . lock ( ) ; // Acquire ownership of the mutex, wait if another thread already owns it
// Insert the actor in top_movies, before the first element with farness >= than our actor's (i.e. sorted insertion)
auto index = find_if ( top_movies . begin ( ) , top_movies . end ( ) ,
[ & farness ] ( const pair < int , double > & p ) { return p . second > farness ; } ) ;
top_movies . insert ( index , make_pair ( film_id , farness ) ) ;
if ( top_movies . size ( ) > k )
top_movies . pop_back ( ) ;
top_movies_mutex . unlock ( ) ; // Release the ownerhsip (we are done with top_movies)
cout < < film_id < < " " < < F [ film_id ] . name < < " \n \t CC: " < < 1.0 / farness < < endl ;
// top_actors_lock gets destroyed after this line, releasing the mutex
}
} , i ) ) ;
}
for ( auto & thread : threads )
// Waiting for all threads to finish
thread . join ( ) ;
ofstream output_file ( " ../visualization/movie_graph/data/top_movies_c.txt " ) ;
for ( const auto & [ film_id , farness ] : top_movies ) {
output_file < < film_id < < " \t " < < F [ film_id ] . name < < " \t " < < 1.0 / farness < < endl ;
}
return top_movies ;
}
vector < pair < int , double > > harmonic ( const size_t k ) { //
vector < pair < int , double > > top_movies ; // Each pair is (actor_index, harmonic centrality).
top_movies . reserve ( k + 1 ) ; // We need exactly k items, no more and no less.
vector < thread > threads ;
mutex top_movies_mutex ; // To prevent simultaneous accesses to top_movies
threads . reserve ( N_THREADS ) ;
for ( int i = 0 ; i < N_THREADS ; i + + ) {
threads . push_back ( thread ( [ & top_movies , & top_movies_mutex , & k ] ( int start ) {
vector < bool > enqueued ( MAX_MOVIE_ID , false ) ; // Vector to see which vertices with put in the queue during the BSF
// We loop over each vertex
for ( int film_id = start ; film_id < = MAX_MOVIE_ID ; film_id + = N_THREADS ) {
if ( ! F . count ( film_id ) ) // The actor must exist, otherwise A[actor_id] would attempt to write A, and this may produce a race condition if multiple threads do it at the same time
continue ;
// if |Top| ≥ k and L[v] > Farn[Top[k]] then return Top; => We can not exploit the lower bound of our vertex to stop the loop, as we are not updating lower bounds L.
// We just compute the farness of our vertex using a BFS
queue < pair < int , int > > q ; // FIFO of pairs (actor_index, distance from our vertex).
for ( size_t i = 0 ; i < enqueued . size ( ) ; i + + )
enqueued [ i ] = false ;
int r = 0 ; // |R|, where R is the set of vertices reachable from our vertex
double sum_reverse_distances = 0 ; // Sum of the distances to other nodes
int prev_distance = 0 ; // Previous distance, to see when we get to a deeper level of the BFS
q . push ( make_pair ( film_id , 0 ) ) ;
enqueued [ film_id ] = true ;
bool skip = false ;
while ( ! q . empty ( ) ) {
auto [ bfs_film_id , distance ] = q . front ( ) ;
q . pop ( ) ;
// Try to set an upper bound on the centrality
if ( distance > prev_distance ) {
top_movies_mutex . lock ( ) ; // Acquire ownership of the mutex, wait if another thread already owns it
if ( top_movies . size ( ) = = k ) { // We are in the first item of the next exploration level
double harmonic_centrality_upper_bound = sum_reverse_distances + q . size ( ) / ( double ) distance + ( F . size ( ) - r - q . size ( ) ) / ( double ) ( distance + 1 ) ;
if ( top_movies [ k - 1 ] . second > = harmonic_centrality_upper_bound ) { // Stop the BFS
skip = true ;
top_movies_mutex . unlock ( ) ; // Release the ownership
break ;
}
}
top_movies_mutex . unlock ( ) ; // Release the ownership
}
// We compute the farness of our vertex actor_id
r + + ;
if ( distance ! = 0 )
sum_reverse_distances + = 1.0 / distance ;
// We loop on the adjacencies of bfs_actor_id and add them to the queue
for ( int bfs_actor_id : F [ bfs_film_id ] . actor_indicies ) {
for ( int adj_film_id : A [ bfs_actor_id ] . film_indices ) {
if ( ! enqueued [ adj_film_id ] ) {
// The adjacent vertices have distance +1 with respect to the current vertex
q . push ( make_pair ( adj_film_id , distance + 1 ) ) ;
enqueued [ adj_film_id ] = true ;
}
}
}
}
if ( skip ) {
cout < < film_id < < " " < < F [ film_id ] . name < < " SKIPPED " < < endl ;
continue ;
}
// BFS is over, we compute the centrality
double harmonic_centrality = sum_reverse_distances ;
if ( ! isfinite ( harmonic_centrality ) )
continue ;
top_movies_mutex . lock ( ) ; // Acquire ownership of the mutex, wait if another thread already owns it
// Insert the actor in top_movies, before the first element with farness >= than our actor's (i.e. sorted insertion)
auto index = find_if ( top_movies . begin ( ) , top_movies . end ( ) ,
[ & harmonic_centrality ] ( const pair < int , double > & p ) { return p . second < harmonic_centrality ; } ) ;
top_movies . insert ( index , make_pair ( film_id , harmonic_centrality ) ) ;
if ( top_movies . size ( ) > k )
top_movies . pop_back ( ) ;
cout < < film_id < < " " < < F [ film_id ] . name < < " \n \t HC: " < < harmonic_centrality < < endl ;
top_movies_mutex . unlock ( ) ; // Release the ownership
}
} , i ) ) ;
}
for ( auto & thread : threads )
thread . join ( ) ;
ofstream output_file ( " ../visualization/movie_graph/data/top_movies_h.txt " ) ;
for ( const auto & [ film_id , harmonic ] : top_movies ) {
output_file < < film_id < < " \t " < < F [ film_id ] . name < < " \t " < < harmonic < < endl ;
}
return top_movies ;
}
int main ( )
{
srand ( time ( NULL ) ) ;
DataRead ( ) ;
BuildGraph ( ) ;
cout < < " Numero film: " < < F . size ( ) < < endl ;
cout < < " Numero attori: " < < A . size ( ) < < endl ;
PrintGraph ( ) ;
// ------------------------------------------------------------- //
// FUNZIONE CERCA FILM
// cout << "Cerca film: ";
// string titolo;
// getline(cin, titolo);
// int id_film = FindFilm(titolo);
// cout << id_film << "(" << F[id_film].name << ")";
// if (!F[id_film].actor_indicies.empty()) {
// cout << ":";
// for (int id_attore : F[id_film].actor_indicies)
// cout << " " << id_attore << "(" << A[id_attore].name << ")";
// }
// cout << endl;
// // FUNZIONE CERCA ATTORE
// cout << "Cerca attore: ";
// string attore;
// getline(cin, attore);
// int id_attore = FindActor(attore);
// cout << id_attore << "(" << A[id_attore].name << ")";
// if (!A[id_attore].film_indices.empty()) {
// cout << ":";
// for (int id_attore : A[id_attore].film_indices)
// cout << " " << id_attore << "(" << F[id_film].name << ")"; // Non worka ancora
// }
// cout << endl;
// ------------------------------------------------------------- //
cout < < " Grafo, grafo delle mie brame... chi è il più centrale del reame? \n " < < endl ;
const size_t k = 100 ;
auto top_by_closeness = closeness ( k ) ;
auto top_by_harmonic = harmonic ( k ) ;
printf ( " \n %36s %36s \n " , " CLOSENESS CENTRALITY " , " HARMONIC CENTRALITY " ) ;
for ( size_t i = 0 ; i < k ; i + + ) {
const auto & [ closeness_film_id , farness ] = top_by_closeness [ i ] ;
const auto & [ centrality_film_id , centrality ] = top_by_harmonic [ i ] ;
printf ( " %25s : %8lg %25s : %8lg \n " ,
F [ closeness_film_id ] . name . c_str ( ) , 1.0 / farness ,
F [ centrality_film_id ] . name . c_str ( ) , centrality ) ;
}
// for (const auto& [actor_id, farness] : top_by_closeness) {
// cout << A[actor_id].name << "\n\tCloseness Centrality: " << 1.0/farness << endl;
// }
// for (const auto& [actor_id, centrality] : top_by_harmonic) {
// cout << A[actor_id].name << "\n\tHarmonic Centrality: " << centrality << endl;
// }
}