File: igraph_similarity.c

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/* -*- mode: C -*-  */
/* vim:set ts=2 sw=2 sts=2 et: */
/* 
   IGraph library.
   Copyright (C) 2006-2012  Gabor Csardi <csardi.gabor@gmail.com>
   334 Harvard st, Cambridge MA, 02139 USA
   
   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 2 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, write to the Free Software
   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
   02110-1301 USA

*/

#include <igraph.h>

void print_matrix(igraph_matrix_t *m, FILE *f) {
  long int i, j;
  for (i=0; i<igraph_matrix_nrow(m); i++) {
    for (j=0; j<igraph_matrix_ncol(m); j++) {
      fprintf(f, " %.2f", MATRIX(*m, i, j));
    }
    fprintf(f, "\n");
  }
  fprintf(f, "==========\n");
}

int check_jaccard_all(const igraph_t* g, igraph_matrix_t* m,
		igraph_neimode_t mode, igraph_bool_t loops) {
  igraph_vector_t pairs, res;
  long int i, j, k, n;
  igraph_eit_t eit;

  igraph_vector_init(&res, 0);

  /* First, query the similarities for all the vertices to a matrix */
  igraph_similarity_jaccard(g, m, igraph_vss_all(), mode, loops);

  /* Second, query the similarities for all pairs using a pair vector */
  n = igraph_vcount(g);
  igraph_vector_init(&pairs, 0);
  for (i = 0; i < n; i++) {
    for (j = n-1; j >= 0; j--) {
      igraph_vector_push_back(&pairs, i);
      igraph_vector_push_back(&pairs, j);
    }
  }
  igraph_similarity_jaccard_pairs(g, &res, &pairs, mode, loops);
  for (i = 0, k = 0; i < n; i++) {
    for (j = n-1; j >= 0; j--, k++) {
      if (fabs(VECTOR(res)[k] - MATRIX(*m, i, j)) > 1e-6) {
        fprintf(stderr, "Jaccard similarity calculation for vertex pair %ld-%ld "
            "does not match the value in the full matrix (%.6f vs %.6f)\n",
            i, j, VECTOR(res)[k], MATRIX(*m, i, j));
        return 1;
      }
    }
  }
  igraph_vector_destroy(&pairs);

  /* Third, query the similarities for all edges */
  igraph_similarity_jaccard_es(g, &res, igraph_ess_all(IGRAPH_EDGEORDER_FROM), mode, loops);
  igraph_eit_create(g, igraph_ess_all(IGRAPH_EDGEORDER_FROM), &eit);
  k = 0;
  while (!IGRAPH_EIT_END(eit)) {
    long int eid = IGRAPH_EIT_GET(eit);
    i = IGRAPH_FROM(g, eid); j = IGRAPH_TO(g, eid);
    if (fabs(VECTOR(res)[k] - MATRIX(*m, i, j)) > 1e-6) {
      fprintf(stderr, "Jaccard similarity calculation for edge %ld-%ld (ID=%ld) "
          "does not match the value in the full matrix (%.6f vs %.6f)\n",
          i, j, eid, VECTOR(res)[k], MATRIX(*m, i, j));
      return 1;
    }
    IGRAPH_EIT_NEXT(eit);
    k++;
  }

  igraph_eit_destroy(&eit);

  igraph_vector_destroy(&res);

  return 0;
}

int check_dice_all(const igraph_t* g, igraph_matrix_t* m,
		igraph_neimode_t mode, igraph_bool_t loops) {
  igraph_vector_t pairs, res;
  long int i, j, k, n;
  igraph_eit_t eit;

  igraph_vector_init(&res, 0);

  /* First, query the similarities for all the vertices to a matrix */
  igraph_similarity_dice(g, m, igraph_vss_all(), mode, loops);

  /* Second, query the similarities for all pairs using a pair vector */
  n = igraph_vcount(g);
  igraph_vector_init(&pairs, 0);
  for (i = 0; i < n; i++) {
    for (j = n-1; j >= 0; j--) {
      igraph_vector_push_back(&pairs, i);
      igraph_vector_push_back(&pairs, j);
    }
  }
  igraph_similarity_dice_pairs(g, &res, &pairs, mode, loops);
  for (i = 0, k = 0; i < n; i++) {
    for (j = n-1; j >= 0; j--, k++) {
      if (fabs(VECTOR(res)[k] - MATRIX(*m, i, j)) > 1e-6) {
        fprintf(stderr, "Dice similarity calculation for vertex pair %ld-%ld "
            "does not match the value in the full matrix (%.6f vs %.6f)\n",
            i, j, VECTOR(res)[k], MATRIX(*m, i, j));
        return 1;
      }
    }
  }
  igraph_vector_destroy(&pairs);

  /* Third, query the similarities for all edges */
  igraph_similarity_dice_es(g, &res, igraph_ess_all(IGRAPH_EDGEORDER_FROM), mode, loops);
  igraph_eit_create(g, igraph_ess_all(IGRAPH_EDGEORDER_FROM), &eit);
  k = 0;
  while (!IGRAPH_EIT_END(eit)) {
    long int eid = IGRAPH_EIT_GET(eit);
    i = IGRAPH_FROM(g, eid); j = IGRAPH_TO(g, eid);
    if (fabs(VECTOR(res)[k] - MATRIX(*m, i, j)) > 1e-6) {
      fprintf(stderr, "Dice similarity calculation for edge %ld-%ld (ID=%ld) "
          "does not match the value in the full matrix (%.6f vs %.6f)\n",
          i, j, eid, VECTOR(res)[k], MATRIX(*m, i, j));
      return 1;
    }
    IGRAPH_EIT_NEXT(eit);
    k++;
  }

  igraph_eit_destroy(&eit);

  igraph_vector_destroy(&res);

  return 0;
}

int main() {
  
  igraph_t g;
  igraph_matrix_t m;
  int ret;

  igraph_small(&g, 0, IGRAPH_DIRECTED, 
	       0,1, 2,1, 2,0, 3,0, 
	       -1);
  
  igraph_matrix_init(&m, 0, 0);

  ret = check_jaccard_all(&g, &m, IGRAPH_ALL, 1);
  print_matrix(&m, stdout);
  if (ret)
    return 1;
  
  igraph_similarity_jaccard(&g, &m, igraph_vss_seq(1, 2), IGRAPH_ALL, 0);
  print_matrix(&m, stdout);
  
  ret = check_jaccard_all(&g, &m, IGRAPH_OUT, 1);
  print_matrix(&m, stdout);
  if (ret)
    return 3;
  
  ret = check_jaccard_all(&g, &m, IGRAPH_IN, 0);
  print_matrix(&m, stdout);
  if (ret)
    return 4;
  
  ret = check_dice_all(&g, &m, IGRAPH_ALL, 1);
  print_matrix(&m, stdout);
  if (ret)
    return 5;
  
  ret = check_dice_all(&g, &m, IGRAPH_OUT, 1);
  print_matrix(&m, stdout);
  if (ret)
    return 6;

  ret = check_dice_all(&g, &m, IGRAPH_IN, 0);
  print_matrix(&m, stdout);
  if (ret)
    return 7;

  igraph_similarity_inverse_log_weighted(&g, &m, igraph_vss_all(), IGRAPH_ALL);
  print_matrix(&m, stdout);
  
  igraph_similarity_inverse_log_weighted(&g, &m, igraph_vss_all(), IGRAPH_OUT);
  print_matrix(&m, stdout);
  
  igraph_similarity_inverse_log_weighted(&g, &m, igraph_vss_all(), IGRAPH_IN);
  print_matrix(&m, stdout);
  
  igraph_matrix_destroy(&m);
  igraph_destroy(&g);
  
  return 0;
}