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author | KatolaZ <katolaz@freaknet.org> | 2017-09-27 15:06:31 +0100 |
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committer | KatolaZ <katolaz@freaknet.org> | 2017-09-27 15:06:31 +0100 |
commit | 3aee2fd43e3059a699af2b63c6f2395e5a55e515 (patch) | |
tree | 58c95505a0906ed9cfa694f9dbd319403fd8f01d /src/cnm/cnm.c |
First commit on github -- NetBunch 1.0
Diffstat (limited to 'src/cnm/cnm.c')
-rw-r--r-- | src/cnm/cnm.c | 480 |
1 files changed, 480 insertions, 0 deletions
diff --git a/src/cnm/cnm.c b/src/cnm/cnm.c new file mode 100644 index 0000000..d1afb3f --- /dev/null +++ b/src/cnm/cnm.c @@ -0,0 +1,480 @@ +/** + * This program is free software: you can redistribute it and/or + * modify it under the terms of the GNU General Public License as + * published by the Free Software Foundation, either version 3 of the + * License, or (at your option) any later version. + * + * This program is distributed in the hope that it will be useful, + * but WITHOUT ANY WARRANTY; without even the implied warranty of + * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU + * General Public License for more details. + * + * You should have received a copy of the GNU General Public License + * along with this program. If not, see + * <http://www.gnu.org/licenses/>. + * + * (c) Vincenzo Nicosia 2009-2017 -- <v.nicosia@qmul.ac.uk> + * + * This file is part of NetBunch, a package for complex network + * analysis and modelling. For more information please visit: + * + * http://www.complex-networks.net/ + * + * If you use this software, please add a reference to + * + * V. Latora, V. Nicosia, G. Russo + * "Complex Networks: Principles, Methods and Applications" + * Cambridge University Press (2017) + * ISBN: 9781107103184 + * + *********************************************************************** + * + * This program finds the communities in a graph using the greedy + * modularity optimisation algorithm proposed by Clauset, Newman, and + * Moore. + * + * References: + * + * [1] A. Clauset, M. E. J. Newman, and C. Moore. "Finding community + * structure in very large networks". Phys. Rev. E 70 (2004), + * 066111. + * + */ + +#include <stdio.h> +#include <stdlib.h> +#include <string.h> +#include <time.h> +#include <math.h> + +#include "utils.h" +#include "cnm_bst_pq.h" +#include "dset.h" + + +void usage(char *argv[]){ + + printf("********************************************************************\n" + "** **\n" + "** -*- cnm -*- **\n" + "** **\n" + "** Find the communities of the input graph 'graph_in' using **\n" + "** the greedy modularity optimisation algorithm proposed by **\n" + "** Clauset, Newman, and Moore. **\n" + "** **\n" + "** The input file 'graph_in' is an edge-list. **\n" + "** If 'graph_in' is equal to '-' (dash), read the file from **\n" + "** the standard input (STDIN). **\n" + "** **\n" + "** The program prints on STDOUT the partition corresponding **\n" + "** to the largest value of modularity, in the format: **\n" + "** **\n" + "** node_1 comm_1 **\n" + "** node_2 comm_2 **\n" + "** node_3 comm_3 **\n" + "** ..... **\n" + "** **\n" + "** where 'comm_1' is the community to which 'node_1' belongs. **\n" + "** **\n" + "** The program prints on STDERR the number of communities and **\n" + "** the value of modularity obtained at each step, in the **\n" + "** format: **\n" + "** **\n" + "** ## nc: NUM_COMM Q_max: Q_MAX **\n" + "** nc_1 Q_1 **\n" + "** nc_2 Q_2 **\n" + "** nc_3 Q_3 **\n" + "** ... **\n" + "** **\n" + "** where 'nc_1', 'nc_2', 'nc_3', etc. is the number of **\n" + "** communities at the 1st, 2nd, 3rd step etc., and 'Q_1', **\n" + "** 'Q_2', 'Q_3', etc. are the value of the modularity **\n" + "** function of the corresponding node partition. The first **\n" + "** output line reports the number of communities NUM_COMM **\n" + "** and corresponding value of modularity Q_MAX of the best **\n" + "** partition found. **\n" + "** **\n" + "********************************************************************\n" + " This is Free Software - You can use and distribute it under \n" + " the terms of the GNU General Public License, version 3 or later\n\n" + " Please visit http://www.complex-networks.net for more information\n\n" + " (c) Vincenzo Nicosia 2009-2017 (v.nicosia@qmul.ac.uk)\n" + "********************************************************************\n\n" + ); + printf("Usage: %s <graph_in>\n", argv[0]); + exit(1); +} + + +/* shuffle a vector in-place */ +void shuffle_vector_ptr(unsigned int **v, unsigned int N){ + + int i, pos; + void *tmp; + + for(i=N-1; i>=0; i--){ + pos = rand() % N; + if (pos != i){ + tmp = v[i]; + v[i] = v[pos]; + v[pos] = tmp; + } + } +} + + + + +/* initialise BST-related functions */ +void set_bst_funs(ilfunc_t *f){ + + f->alloc = cnm_bst_alloc; + f->dealloc = cnm_bst_dealloc; + f->compare = cnm_bst_compare; + f->print = cnm_bst_print; + +} + +/* Initialise priority-queue-related functions */ +void set_pq_funs(gen_pqueue_func_t *f){ + + f->compare = cnm_pq_compare; + f->alloc_vector = cnm_pq_alloc_vector; + f->dealloc_vector = cnm_pq_dealloc_vector; + f->alloc_key = cnm_pq_alloc_key; + f->copy_key = cnm_pq_copy_key; + f->print_elem = cnm_pq_print_elem; + f->set_key = cnm_pq_set_key; + f->compare_to_key = cnm_pq_compare_to_key; +} + + + +void init_bsts(unsigned int *J_slap, unsigned int *r_slap, unsigned int N, + bst_pq_t *b, bst_pq_t *H, gen_stack_t *node_cache){ + + unsigned int i, j, n, m, deg_i, deg_j; + //struct_key_t dQ; + double dQ; + //struct_neigh_t ith, jth; + unsigned int K; + node_t *node_ptr; + + ilfunc_t bst_funs; + gen_pqueue_func_t pq_funs; + unsigned int *nodes; + + set_bst_funs(&bst_funs); + set_pq_funs(&pq_funs); + + K = r_slap[N]/2; + *H = bst_pq_create(&bst_funs, &pq_funs, MAX_QUEUE, N, node_cache); + nodes = malloc(N * sizeof(unsigned int)); + for (i=0; i<N; i++){ + nodes[i] = i; + } + shuffle_vector(nodes, N); + + for(n=0; n<N; n++){ + i = nodes[n]; + //ith.neigh = i; + deg_i = r_slap[i+1] - r_slap[i]; + if (deg_i == 0){ + b[i] = NULL; + continue; + } + /* create the BST_PQ for the current node i */ + b[i] = bst_pq_create(&bst_funs, &pq_funs, MAX_QUEUE, deg_i, node_cache); + /* Let's shuffle the ids of the neighbours of i, to have a somehow + balanced BST on average */ + shuffle_vector(J_slap + r_slap[i], deg_i); + /* Now we insert all the neighbours of i into b[i] */ + for(m = r_slap[i]; m<r_slap[i+1]; m++){ + j = J_slap[m]; + if(i == j) + continue; + deg_j = r_slap[j + 1] - r_slap[j]; + dQ = 2.0 * (1.0 / (2.0*K) - 1.0 * (deg_i * deg_j)/ (4.0 * K * K)); + bst_pq_insert(b[i], j, dQ); + } + /* then we get the maximum value of modularity in the neighbourhood of i */ + node_ptr = bst_pq_peek(b[i]); + if (node_ptr){ + dQ = cnm_get_Q(node_ptr); + /* and insert it into H */ + bst_pq_insert(*H, i, dQ); + } + } + free(nodes); +} + + +dset_t* cnm(unsigned int *J_slap, unsigned int *r_slap, unsigned int N, + bst_pq_t *b, bst_pq_t H){ + + double *a; + double Q; + double dQ_ik, dQ_jk, corr; + double dQ; + //struct_neigh_t ith, jth, kth; + int i, j, k; + node_t *best, *merge, *tmp; + unsigned int K; + node_t **neighs; /* pointers to the neighbours of a node */ + int num_neighs; + double Q_max; + int l, m, N_max; + double Q_step; + char found_max; + + dset_t *comms; + + Q = 0; + K = r_slap[N]/2; + + + a = malloc(N * sizeof(double)); + neighs = malloc(N * sizeof(node_t*)); + + comms = malloc(N * sizeof(dset_t)); + + for (l=0; l<N; l++){ + a[l] = 1.0 * (r_slap[l+1] - r_slap[l]) / (2.0 * K); + Q -= a[l] * a[l]; + comms[l] = NULL; + dset_makeset_id(comms + l, l); + } + + Q_max = Q; + N_max = N; + found_max = 0; + + for(l=0; l<N; l++){ + fprintf(stderr, "%d %g\n", N-l, Q); + /* Get the maximum from H and remove the element */ + best = bst_pq_peek(H); + if (!best) + break; + j = cnm_get_id(best); + + //Q_step = cnm_get_Q(best); + merge = bst_pq_peek(b[j]); + if (!merge){ + /* the node j does not have any neighbour, indeed... discard it + and continue */ + bst_pq_delete(H, j); + continue; + } + + i = cnm_get_id(merge); + /* So, we will merge community i into community j */ + if (i == j){ + /* This should never happen */ + fprintf(stderr, "Error!!!! i and j are the same node!!!!\n"); + exit(1); + } + + Q_step = cnm_get_Q(best); + if (Q_step < 0){ + found_max = 1; + } + Q += Q_step; + + + /* Let's go to the neighbours of i */ + memcpy(neighs, b[i]->v, (b[i]->last + 1) * sizeof(node_t *)); + num_neighs = b[i]->last + 1; + shuffle_vector_ptr((void*)neighs, num_neighs); + + for(m=0; m<num_neighs; m++){ + /* let's call this neighbour k */ + k = cnm_get_id(neighs[m]); + + if (k == j) + continue; + /* let's check whether k is also a neighbour of j already */ + tmp = bst_pq_lookup_active(b[j], k); + if (tmp){ /* this is a closed triangle k-i-j */ + dQ_ik = cnm_get_Q(neighs[m]); /* this is i-k*/ + dQ_jk = cnm_get_Q(tmp); /* this is j-k */ + + dQ = dQ_ik + dQ_jk; + + /* now we update Q_jk and Q_kj */ + if (bst_pq_change_key(b[j], k, dQ)){ + fprintf(stderr, "error changing key %d into %d-th tree!!! (%s: %d)\n", + k, j, __FILE__, __LINE__); + exit(1); + } + if (bst_pq_change_key(b[k], j, dQ)){ + fprintf(stderr, "error changing key %d into %d-th tree!!! (%s: %d)\n", + j, k, __FILE__, __LINE__); + exit(1); + } + bst_pq_delete(b[k], i); + } + else{ /* this is a chain k-i-j */ + dQ_ik = cnm_get_Q(neighs[m]); + corr = -2.0 * a[j] * a[k]; + dQ = dQ_ik + corr; + + /* we add Q_{jk} which did not exist before */ + bst_pq_insert(b[j], k, dQ); + /* we add Q_{kj} which did not exist before */ + bst_pq_insert(b[k], j, dQ); + bst_pq_delete(b[k], i); + } + + /* now we update the maximum value associated to k in H */ + tmp = bst_pq_peek(b[k]); + if (tmp){ + dQ = cnm_get_Q(tmp); + bst_pq_change_key(H, k, dQ); + } + } + + /* We delete the value associated to i in j */ + bst_pq_delete(b[j], i); + + + /* Let's start with the neighbours of j */ + memcpy(neighs, b[j]->v, (b[j]->last + 1) * sizeof(node_t *)); + num_neighs = b[j]->last + 1; + shuffle_vector_ptr((void*)neighs, num_neighs); + + for(m=0; m<num_neighs; m++){ + k = cnm_get_id(neighs[m]); + if (k == i) + continue; + /* let's check whether k is also a neighbour of i */ + tmp = bst_pq_lookup_active(b[i], k); + if(! tmp){ /* this is a chain i-j-k */ + dQ_jk = cnm_get_Q(neighs[m]); + corr = -2.0 * a[i] * a[k]; + dQ = dQ_jk + corr; + + /* update Q_jk and Q_kj */ + if (bst_pq_change_key(b[j], k, dQ)){ + fprintf(stderr, "error changing key %d into %d-th tree!!! (%s: %d)\n", + k, j, __FILE__, __LINE__); + exit(1); + + } + if (bst_pq_change_key(b[k], j, dQ)){ + fprintf(stderr, "error changing key %d into %d-th tree!!! (%s: %d)\n", + j, k, __FILE__, __LINE__); + exit(1); + } + } + + /* now we update the value associated to k in H */ + tmp = bst_pq_peek(b[k]); + if (tmp){ + dQ = cnm_get_Q(tmp); + bst_pq_change_key(H, k, dQ); + } + } + + /* We can now free the BST_PQ associated to node i, since it will + not be used ever again...*/ + bst_pq_destroy(b[i], 0); + b[i] = NULL; + + /* We can now remove the value associated to i in H */ + bst_pq_delete(H, i); + + /* OK, now we should update the value associated to j in H */ + tmp = bst_pq_peek(b[j]); + if (tmp){ + dQ = cnm_get_Q(tmp); + bst_pq_change_key(H, j, dQ); + } + a[j]+= a[i]; + a[i] = 0; + if (! found_max) + dset_union_opt(comms[j], comms[i]); + + if (Q>Q_max){ + Q_max = Q; + N_max = N-l-1; + } + } + fprintf(stdout, "### nc: %d Q_max: %g\n", N_max, Q_max); + free(a); + free(neighs); + + return comms; +} + + +void dump_communities(dset_t *comms, unsigned int N){ + + int i; + + for(i=0; i<N; i++){ + fprintf(stdout, "%d %d\n", i, dset_find_id_opt(comms[i])); + } +} + + +int main(int argc, char *argv[]){ + + unsigned int *J_slap = NULL, *r_slap = NULL; + unsigned int N, K; + bst_pq_t *b = NULL; + bst_pq_t H = NULL; + dset_t *comms; + int i; + + gen_stack_t *node_cache = NULL; + + FILE *filein; + + if(argc < 2){ + usage(argv); + exit(1); + } + + srand(time(NULL)); + + if (!strcmp(argv[1], "-")){ + /* take the input from STDIN */ + filein = stdin; + } + else { + filein = openfile_or_exit(argv[1], "r", 2); + } + + + read_slap(filein, &K, &N, &J_slap, &r_slap); + + b = malloc(N * sizeof(bst_pq_t)); + + node_cache = malloc(sizeof(gen_stack_t)); + gen_stack_create(node_cache); + + + init_bsts(J_slap, r_slap, N, b, &H, node_cache); + + + comms = cnm(J_slap, r_slap, N, b, H); + dump_communities(comms, N); + + free(J_slap); + free(r_slap); + for(i=0; i<N; i++){ + if(b[i]){ + bst_pq_destroy(b[i], 0); + } + if (comms[i]) + free(comms[i]); + } + free(b); + bst_pq_destroy(H, 1); + free(comms); + fclose(filein); + return 0; +} + + + |