--- /dev/null
--- /dev/null
++From: Tamas Nepusz <ntamas@gmail.com>
++Date: Wed, 1 Aug 2018 19:18:20 +0200
++Origin: https://github.com/szhorvat/igraph/commit/6391d0c.patch
++Bug-Debian: https://bugs.debian.org/902760
++Subject: [PATCH] fixing issues with ARPACK 3.6, related to #1107
++
++Remark: This does not solve the build issue
++
++---
++ examples/simple/igraph_arpack_rnsolve.c | 161 +++++++++++----
++ examples/simple/igraph_arpack_rnsolve.out | 72 ++-----
++ src/arpack.c | 230 ++++++++++++++--------
++ 3 files changed, 277 insertions(+), 186 deletions(-)
++
++--- a/examples/simple/igraph_arpack_rnsolve.c
+++++ b/examples/simple/igraph_arpack_rnsolve.c
++@@ -1,22 +1,22 @@
++ /* -*- mode: C -*- */
++-/*
+++/*
++ IGraph library.
++ Copyright (C) 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
+++ Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA
++ 02110-1301 USA
++
++ */
++@@ -29,18 +29,112 @@ typedef struct cb2_data_t {
++
++ int cb2(igraph_real_t *to, const igraph_real_t *from, int n, void *extra) {
++ cb2_data_t *data=(cb2_data_t*) extra;
++- igraph_blas_dgemv_array(/*transpose=*/ 0, /*alpha=*/ 1.0,
+++ igraph_blas_dgemv_array(/*transpose=*/ 0, /*alpha=*/ 1.0,
++ data->A, from, /*beta=*/ 0.0, to);
++ return 0;
++ }
++
+++int check_eigenvector(
+++ const char* test_name,
+++ igraph_matrix_t* A, igraph_matrix_t* values, igraph_matrix_t* vectors,
+++ int eval_idx, int evec_col_idx
+++) {
+++ igraph_complex_t eval, prod;
+++ igraph_complex_t *evec;
+++ int i, j, n = igraph_matrix_nrow(A);
+++
+++ eval = igraph_complex(MATRIX(*values, eval_idx, 0), MATRIX(*values, eval_idx, 1));
+++ evec = (igraph_complex_t*) calloc(n, sizeof(igraph_complex_t));
+++ if (IGRAPH_IMAG(eval) == 0) {
+++ /* Real eigenvalue, so we have a real eigenvector */
+++ for (i = 0; i < n; i++) {
+++ evec[i] = igraph_complex(MATRIX(*vectors, i, evec_col_idx), 0);
+++ }
+++ } else {
+++ /* Complex eigenvalue pair, so we have a complex eigenvector pair */
+++ /* ARPACK always stores the eigenvector corresponding to the eigenvalue
+++ * with a positive imaginary part. If the imaginary part is negative, we
+++ * need to multiply the imaginary part of the eigenvector by -1 */
+++ for (i = 0; i < n; i++) {
+++ evec[i] = igraph_complex(
+++ MATRIX(*vectors, i, evec_col_idx),
+++ MATRIX(*vectors, i, evec_col_idx+1) * (
+++ IGRAPH_IMAG(eval) < 0 ? -1 : 1
+++ )
+++ );
+++ }
+++ }
+++
+++ /* Multiply matrix with eigenvector */
+++ for (i = 0; i < n; i++) {
+++ prod = igraph_complex(0, 0);
+++ for (j = 0; j < n; j++) {
+++ prod = igraph_complex_add(
+++ igraph_complex_mul_real(evec[j], MATRIX(*A, i, j)),
+++ prod
+++ );
+++ }
+++ prod = igraph_complex_div(prod, eval);
+++ if (!igraph_complex_eq_tol(prod, evec[i], 1e-6)) {
+++ prod = igraph_complex_sub(prod, evec[i]);
+++ printf("%s: vector corresponding to eigenvalue (%.4f + %.4f*i) is not an "
+++ "eigenvector, coordinate %d differs by %.4f + %.4f*i\n",
+++ test_name, IGRAPH_REAL(eval), IGRAPH_IMAG(eval),
+++ i, IGRAPH_REAL(prod), IGRAPH_IMAG(prod));
+++ return 1;
+++ }
+++ }
+++
+++ /* Free stuff */
+++ free(evec);
+++
+++ return 0;
+++}
+++
+++int check_eigenvectors(
+++ const char* test_name,
+++ igraph_matrix_t* A, igraph_matrix_t* values, igraph_matrix_t* vectors
+++) {
+++ int i, j;
+++ int nev = igraph_matrix_nrow(values);
+++ int errors = 0;
+++ igraph_bool_t conjugate_pair_will_come = 0;
+++
+++ for (i = 0, j = 0; i < nev; i++) {
+++ errors += check_eigenvector(test_name, A, values, vectors, i, j);
+++ if (MATRIX(*values, i, 1) != 0) {
+++ /* Complex eigenvalue */
+++ if (conjugate_pair_will_come) {
+++ j += 2;
+++ conjugate_pair_will_come = 0;
+++ } else {
+++ conjugate_pair_will_come = 1;
+++ }
+++ } else {
+++ /* Real eigenvalue */
+++ j++;
+++ }
+++ }
+++ return (errors > 0) ? 1 : 0;
+++}
+++
+++void print_debug_output(
+++ igraph_matrix_t* values, igraph_matrix_t* vectors
+++) {
+++ printf("---\n");
+++ igraph_matrix_print(values);
+++ printf("---\n");
+++ igraph_matrix_print(vectors);
+++ printf("---\n");
+++}
+++
++ #define DIM 10
++
++ int main() {
++ igraph_matrix_t A;
++ igraph_matrix_t values, vectors;
++ igraph_arpack_options_t options;
++- cb2_data_t data = { &A };
+++ cb2_data_t data = { &A };
++ int i, j;
++
++ igraph_rng_seed(igraph_rng_default(), 42 * 42);
++@@ -52,7 +146,10 @@ int main() {
++ MATRIX(A, i, j) = igraph_rng_get_integer(igraph_rng_default(), -10, 10);
++ }
++ }
++-
+++
+++ igraph_matrix_print(&A);
+++ printf("===\n");
+++
++ igraph_arpack_options_init(&options);
++ options.n=DIM;
++ options.start=0;
++@@ -66,13 +163,8 @@ int main() {
++ igraph_arpack_rnsolve(cb2, /*extra=*/ &data, &options, /*storage=*/ 0,
++ &values, &vectors);
++
++- while (options.nev < igraph_matrix_nrow(&values)) {
++- igraph_matrix_remove_row(&values, igraph_matrix_nrow(&values)-1);
++- }
++-
++- if (MATRIX(values, 2, 1) > 0) {
++- MATRIX(values, 2, 1) = -MATRIX(values, 2, 1);
++- MATRIX(values, 3, 1) = -MATRIX(values, 3, 1);
+++ if (check_eigenvectors("LM #1", &A, &values, &vectors)) {
+++ print_debug_output(&values, &vectors);
++ }
++
++ igraph_matrix_print(&values);
++@@ -88,19 +180,10 @@ int main() {
++ igraph_arpack_rnsolve(cb2, /*extra=*/ &data, &options, /*storage=*/ 0,
++ &values, &vectors);
++
++- while (options.nev < igraph_matrix_nrow(&values)) {
++- igraph_matrix_remove_row(&values, igraph_matrix_nrow(&values)-1);
++- }
++-
++- if (MATRIX(values, 2, 1) > 0) {
++- MATRIX(values, 2, 1) = -MATRIX(values, 2, 1);
+++ if (check_eigenvectors("LM #1", &A, &values, &vectors)) {
+++ print_debug_output(&values, &vectors);
++ }
++
++- igraph_matrix_print(&values);
++- printf("---\n");
++- igraph_matrix_print(&vectors);
++- printf("---\n");
++-
++ /* -------------- */
++
++ options.nev=3;
++@@ -109,14 +192,9 @@ int main() {
++ igraph_arpack_rnsolve(cb2, /*extra=*/ &data, &options, /*storage=*/ 0,
++ &values, &vectors);
++
++- while (options.nev < igraph_matrix_nrow(&values)) {
++- igraph_matrix_remove_row(&values, igraph_matrix_nrow(&values)-1);
+++ if (check_eigenvectors("SR", &A, &values, &vectors)) {
+++ print_debug_output(&values, &vectors);
++ }
++-
++- igraph_matrix_print(&values);
++- printf("---\n");
++- igraph_matrix_print(&vectors);
++- printf("---\n");
++
++ /* -------------- */
++
++@@ -126,14 +204,9 @@ int main() {
++ igraph_arpack_rnsolve(cb2, /*extra=*/ &data, &options, /*storage=*/ 0,
++ &values, &vectors);
++
++- while (options.nev < igraph_matrix_nrow(&values)) {
++- igraph_matrix_remove_row(&values, igraph_matrix_nrow(&values)-1);
+++ if (check_eigenvectors("LI", &A, &values, &vectors)) {
+++ print_debug_output(&values, &vectors);
++ }
++-
++- igraph_matrix_print(&values);
++- printf("---\n");
++- igraph_matrix_print(&vectors);
++- printf("---\n");
++
++ /* -------------- */
++
++--- a/examples/simple/igraph_arpack_rnsolve.out
+++++ b/examples/simple/igraph_arpack_rnsolve.out
++@@ -1,61 +1,11 @@
++-22.0483 0
++--21.3281 0
++--3.00735 -19.2957
++--3.00735 19.2957
++----
++--0.373224 0.226696 0.0473383 -0.204213
++-0.289145 -0.296079 0.156365 0.0479785
++--0.539167 -0.046114 0.189081 0.152399
++--0.155332 0.358022 -0.364566 0.0248164
++--0.217492 -0.618375 -0.30221 -0.084056
++-0.395358 0.276259 -0.0368916 -0.429673
++--0.323702 0.196714 0.132731 -0.336104
++--0.177548 0.177994 0.382879 -0.0409697
++-0.348174 0.0512606 -0.305212 0.141094
++-0.0335622 0.446014 0.239725 0.0551197
++----
++-22.0483 0
++--21.3281 0
++--3.00735 -19.2957
++----
++-0.373224 0.226696 0.204213 0.0473383
++--0.289145 -0.296079 -0.0479785 0.156365
++-0.539167 -0.046114 -0.152399 0.189081
++-0.155332 0.358022 -0.0248164 -0.364566
++-0.217492 -0.618375 0.084056 -0.30221
++--0.395358 0.276259 0.429673 -0.0368916
++-0.323702 0.196714 0.336104 0.132731
++-0.177548 0.177994 0.0409697 0.382879
++--0.348174 0.0512606 -0.141094 -0.305212
++--0.0335622 0.446014 -0.0551197 0.239725
++----
++--21.3281 0
++--12.4527 0
++--3.00735 -19.2957
++----
++--0.226696 0.695866 -0.204213 -0.0473383
++-0.296079 0.120213 0.0479785 -0.156365
++-0.046114 0.0628274 0.152399 -0.189081
++--0.358022 -0.0817567 0.0248164 0.364566
++-0.618375 -0.354011 -0.084056 0.30221
++--0.276259 0.33649 -0.429673 0.0368916
++--0.196714 0.284155 -0.336104 -0.132731
++--0.177994 0.0164834 -0.0409697 -0.382879
++--0.0512606 0.175732 0.141094 0.305212
++--0.446014 0.374487 0.0551197 -0.239725
++----
++--3.00735 19.2957
++--3.00735 -19.2957
++-12.1099 6.27293
++----
++-0.0768616 -0.195028 -0.152389 0.21912
++-0.147607 0.0704569 0.346547 0.125122
++-0.164607 0.178554 -0.153007 -0.188931
++--0.364251 -0.0290787 0.0368355 0.21496
++--0.286559 -0.127595 -0.277981 0.264759
++-0.0267116 -0.430426 0.246402 0.129704
++-0.180726 -0.312925 -0.262001 -0.40777
++-0.384741 0.0157948 -0.296988 0.134903
++--0.322646 0.0946649 -0.148076 0.121394
++-0.229009 0.089782 -0.271714 0.0980886
++----
+++-6 0 10 3 8 1 -4 10 -8 0
+++-6 1 0 8 -4 4 -7 1 1 6
+++7 -7 8 6 -4 -8 -1 -7 -3 -7
+++6 8 -4 -1 10 3 7 7 -3 -8
+++1 -7 -4 9 0 5 5 6 -8 10
+++-9 10 -5 -9 5 3 -5 7 -7 10
+++-3 0 8 -6 -2 -7 1 -3 -8 1
+++2 0 9 -3 0 -9 -4 0 10 0
+++-9 1 -6 -1 7 10 9 9 8 -2
+++-7 1 9 -7 10 -1 -2 -5 7 6
+++===
++--- a/src/arpack.c
+++++ b/src/arpack.c
++@@ -1,23 +1,23 @@
++ /* -*- mode: C -*- */
++-/* vim:set sw=2 ts=2 sts=2 et: */
++-/*
+++/* vim:set sw=2 ts=8 sts=2 noet: */
+++/*
++ IGraph library.
++ Copyright (C) 2007-2012 Gabor Csardi <csardi.gabor@gmail.com>
++ 334 Harvard street, 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
+++ Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA
++ 02110-1301 USA
++
++ */
++@@ -73,7 +73,7 @@ int igraph_i_arpack_err_dseupd(int error
++ case -17: return IGRAPH_ARPACK_EVDIFF;
++ default: return IGRAPH_ARPACK_UNKNOWN;
++ }
++-
+++
++ }
++
++ int igraph_i_arpack_err_dnaupd(int error) {
++@@ -155,7 +155,7 @@ void igraph_arpack_options_init(igraph_a
++ o->sigma=0;
++ o->sigmai=0;
++ o->info=o->start;
++-
+++
++ o->iparam[0]=o->ishift; o->iparam[1]=0; o->iparam[2]=o->mxiter; o->iparam[3]=o->nb;
++ o->iparam[4]=0; o->iparam[5]=0; o->iparam[6]=o->mode; o->iparam[7]=0;
++ o->iparam[8]=0; o->iparam[9]=0; o->iparam[10]=0;
++@@ -190,7 +190,7 @@ void igraph_arpack_options_init(igraph_a
++ int igraph_arpack_storage_init(igraph_arpack_storage_t *s, long int maxn,
++ long int maxncv, long int maxldv,
++ igraph_bool_t symm) {
++-
+++
++ /* TODO: check arguments */
++ s->maxn=(int) maxn;
++ s->maxncv=(int) maxncv;
++@@ -221,7 +221,7 @@ int igraph_arpack_storage_init(igraph_ar
++ }
++
++ #undef CHECKMEM
++-
+++
++ IGRAPH_FINALLY_CLEAN(7);
++ return 0;
++ }
++@@ -237,14 +237,14 @@ int igraph_arpack_storage_init(igraph_ar
++ */
++
++ void igraph_arpack_storage_destroy(igraph_arpack_storage_t *s) {
++-
+++
++ if (s->di) {
++ igraph_Free(s->di);
++ }
++ if (s->workev) {
++ igraph_Free(s->workev);
++ }
++-
+++
++ igraph_Free(s->workl);
++ igraph_Free(s->select);
++ igraph_Free(s->ax);
++@@ -320,7 +320,7 @@ int igraph_i_arpack_rnsolve_1x1(igraph_a
++
++ if (vectors != 0) {
++ IGRAPH_CHECK(igraph_matrix_resize(vectors, 1, 1));
++- MATRIX(*vectors, 0, 0) = 1;
+++ MATRIX(*vectors, 0, 0) = 1;
++ }
++
++ return IGRAPH_SUCCESS;
++@@ -574,7 +574,7 @@ int igraph_i_arpack_rssolve_2x2(igraph_a
++ }
++
++ int igraph_arpack_rssort(igraph_vector_t *values, igraph_matrix_t *vectors,
++- const igraph_arpack_options_t *options,
+++ const igraph_arpack_options_t *options,
++ igraph_real_t *d, const igraph_real_t *v) {
++
++ igraph_vector_t order;
++@@ -614,12 +614,12 @@ int igraph_arpack_rssort(igraph_vector_t
++ IGRAPH_VECTOR_INIT_FINALLY(&order2, nev);
++ IGRAPH_VECTOR_INIT_FINALLY(&d2, nev);
++ while (l1 <= l2) {
++- VECTOR(order2)[w] = VECTOR(order)[l1];
++- VECTOR(d2)[w]=d[l1];
+++ VECTOR(order2)[w] = VECTOR(order)[l1];
+++ VECTOR(d2)[w]=d[l1];
++ w++; l1++;
++ if (l1 <= l2) {
++- VECTOR(order2)[w] = VECTOR(order)[l2];
++- VECTOR(d2)[w]=d[l2];
+++ VECTOR(order2)[w] = VECTOR(order)[l2];
+++ VECTOR(d2)[w]=d[l2];
++ w++; l2--;
++ }
++ }
++@@ -627,13 +627,13 @@ int igraph_arpack_rssort(igraph_vector_t
++ igraph_vector_copy_to(&d2, d);
++ igraph_vector_destroy(&order2);
++ igraph_vector_destroy(&d2);
++- IGRAPH_FINALLY_CLEAN(2);
+++ IGRAPH_FINALLY_CLEAN(2);
++ }
++
++ #undef which
++
++ /* Copy values */
++- if (values) {
+++ if (values) {
++ IGRAPH_CHECK(igraph_vector_resize(values, nans));
++ memcpy(VECTOR(*values), d, sizeof(igraph_real_t) * nans);
++ }
++@@ -642,13 +642,13 @@ int igraph_arpack_rssort(igraph_vector_t
++ if (vectors) {
++ int i;
++ IGRAPH_CHECK(igraph_matrix_resize(vectors, n, nans));
++- for (i=0; i<nans; i++) {
+++ for (i=0; i<nans; i++) {
++ unsigned int idx=(unsigned int) VECTOR(order)[i];
++ const igraph_real_t *ptr=v + n * idx;
++ memcpy(&MATRIX(*vectors, 0, i), ptr, sizeof(igraph_real_t) * n);
++ }
++ }
++-
+++
++ igraph_vector_destroy(&order);
++ IGRAPH_FINALLY_CLEAN(1);
++
++@@ -656,13 +656,13 @@ int igraph_arpack_rssort(igraph_vector_t
++ }
++
++ int igraph_arpack_rnsort(igraph_matrix_t *values, igraph_matrix_t *vectors,
++- const igraph_arpack_options_t *options,
++- igraph_real_t *dr, igraph_real_t *di,
+++ const igraph_arpack_options_t *options,
+++ igraph_real_t *dr, igraph_real_t *di,
++ igraph_real_t *v) {
++
++ igraph_vector_t order;
++ char sort[2];
++- int apply=1;
+++ int apply=1, i;
++ unsigned int n=(unsigned int) options->n;
++ int nconv=options->nconv;
++ int nev=options->nev;
++@@ -685,7 +685,7 @@ int igraph_arpack_rnsort(igraph_matrix_t
++ }
++
++ #undef which
++-
+++
++ IGRAPH_CHECK(igraph_vector_init_seq(&order, 0, nconv-1));
++ IGRAPH_FINALLY(igraph_vector_destroy, &order);
++ #ifdef HAVE_GFORTRAN
++@@ -701,25 +701,39 @@ int igraph_arpack_rnsort(igraph_matrix_t
++ }
++
++ if (vectors) {
++- int i, nc=0, nr=0, ncol, wh=0, vx=0;
+++ int nc=0, nr=0, ncol, vx=0;
++ for (i=0; i<nans; i++) {
++ if (di[i] == 0) { nr++; } else { nc++; }
++ }
++ ncol=(nc/2)*2 + (nc%2)*2 + nr;
++ IGRAPH_CHECK(igraph_matrix_resize(vectors, n, ncol));
+++
++ for (i=0; i<nans; i++) {
++- unsigned int idx=(unsigned int) VECTOR(order)[i];
++- igraph_real_t *ptr=v + n * idx;
++- if (di[i]==0) {
++- memcpy(&MATRIX(*vectors, 0, vx), ptr, sizeof(igraph_real_t) * n);
+++ unsigned int idx;
+++
+++ idx = (unsigned int) VECTOR(order)[i];
+++
+++ if (di[i] == 0) {
+++ /* real eigenvalue, single eigenvector */
+++ memcpy(&MATRIX(*vectors, 0, vx), v + n * idx, sizeof(igraph_real_t) * n);
++ vx++;
++- } else if (wh==0) {
++- if (di[i] < 0) { ptr -= n; }
++- memcpy(&MATRIX(*vectors, 0, vx), ptr, sizeof(igraph_real_t) * n * 2);
++- wh=1-wh;
++- vx+=2;
+++ } else if (di[i] > 0) {
+++ /* complex eigenvalue, positive imaginary part encountered first.
+++ * ARPACK stores its eigenvector directly in two consecutive columns.
+++ * The complex conjugate pair of the eigenvalue (if any) will be in
+++ * the next column and we will skip it because we advance 'i' below */
+++ memcpy(&MATRIX(*vectors, 0, vx), v + n * idx, sizeof(igraph_real_t) * 2 * n);
+++ vx += 2;
+++ i++;
++ } else {
++- wh=1-wh;
+++ /* complex eigenvalue, negative imaginary part encountered first.
+++ * The positive one will be the next one, but we need to copy the
+++ * eigenvector corresponding to the eigenvalue with the positive
+++ * imaginary part. */
+++ idx = (unsigned int) VECTOR(order)[i+1];
+++ memcpy(&MATRIX(*vectors, 0, vx), v + n * idx, sizeof(igraph_real_t) * 2 * n);
+++ vx += 2;
+++ i++;
++ }
++ }
++ }
++@@ -727,6 +741,29 @@ int igraph_arpack_rnsort(igraph_matrix_t
++ igraph_vector_destroy(&order);
++ IGRAPH_FINALLY_CLEAN(1);
++
+++ if (values) {
+++ /* Strive to include complex conjugate eigenvalue pairs in a way that the
+++ * positive imaginary part comes first */
+++ for (i = 0; i < nans; i++) {
+++ if (MATRIX(*values, i, 1) == 0) {
+++ /* Real eigenvalue, nothing to do */
+++ } else if (MATRIX(*values, i, 1) < 0) {
+++ /* Negative imaginary part came first; negate the imaginary part for
+++ * this eigenvalue and the next one (which is the complex conjugate
+++ * pair), and skip it */
+++ MATRIX(*values, i, 1) *= -1;
+++ i++;
+++ if (i < nans) {
+++ MATRIX(*values, i, 1) *= -1;
+++ }
+++ } else {
+++ /* Positive imaginary part; skip the next eigenvalue, which is the
+++ * complex conjugate pair */
+++ i++;
+++ }
+++ }
+++ }
+++
++ return 0;
++ }
++
++@@ -758,8 +795,8 @@ void igraph_i_arpack_auto_ncv(igraph_arp
++ options->ncv = min_ncv;
++ }
++ /* ...but at most n-1 */
++- if (options->ncv > options->n) {
++- options->ncv = options->n;
+++ if (options->ncv > options->n - 1) {
+++ options->ncv = options->n - 1;
++ }
++ }
++
++@@ -788,9 +825,9 @@ void igraph_i_arpack_report_no_convergen
++ * \param options An \ref igraph_arpack_options_t object.
++ * \param storage An \ref igraph_arpack_storage_t object, or a null
++ * pointer. In the latter case memory allocation and deallocation
++- * is performed automatically. Either this or the \p vectors argument
++- * must be non-null if the ARPACK iteration is started from a
++- * given starting vector. If both are given \p vectors take
+++ * is performed automatically. Either this or the \p vectors argument
+++ * must be non-null if the ARPACK iteration is started from a
+++ * given starting vector. If both are given \p vectors take
++ * precedence.
++ * \param values If not a null pointer, then it should be a pointer to an
++ * initialized vector. The eigenvalues will be stored here. The
++@@ -814,7 +851,7 @@ int igraph_arpack_rssolve(igraph_arpack_
++ igraph_arpack_options_t *options,
++ igraph_arpack_storage_t *storage,
++ igraph_vector_t *values, igraph_matrix_t *vectors) {
++-
+++
++ igraph_real_t *v, *workl, *workd, *d, *resid, *ax;
++ igraph_bool_t free_them=0;
++ int *select, i;
++@@ -828,10 +865,10 @@ int igraph_arpack_rssolve(igraph_arpack_
++ char origwhich[2]={ options->which[0], options->which[1] };
++ igraph_real_t origtol=options->tol;
++
++- /* Special case for 1x1 and 2x2 matrices */
++- if (options->n == 1) {
+++ /* Special case for 1x1 and 2x2 matrices in mode 1 */
+++ if (options->mode == 1 && options->n == 1) {
++ return igraph_i_arpack_rssolve_1x1(fun, extra, options, values, vectors);
++- } else if (options->n == 2) {
+++ } else if (options->mode == 1 && options->n == 2) {
++ return igraph_i_arpack_rssolve_2x2(fun, extra, options, values, vectors);
++ }
++
++@@ -842,7 +879,7 @@ int igraph_arpack_rssolve(igraph_arpack_
++ }
++ if (options->lworkl == 0) { options->lworkl=options->ncv*(options->ncv+8); }
++ if (options->which[0] == 'X') { options->which[0]='L'; options->which[1]='M'; }
++-
+++
++ if (storage) {
++ /* Storage provided */
++ if (storage->maxn < options->n) {
++@@ -862,11 +899,11 @@ int igraph_arpack_rssolve(igraph_arpack_
++ resid = storage->resid;
++ ax = storage->ax;
++ select = storage->select;
++-
+++
++ } else {
++ /* Storage not provided */
++ free_them=1;
++-
+++
++ #define CHECKMEM(x) \
++ if (!x) { \
++ IGRAPH_ERROR("Cannot allocate memory for ARPACK", IGRAPH_ENOMEM); \
++@@ -886,17 +923,24 @@ int igraph_arpack_rssolve(igraph_arpack_
++ }
++
++ /* Set final bits */
+++ options->bmat[0]='I';
++ options->iparam[0]=options->ishift;
+++ options->iparam[1]=0; // not referenced
++ options->iparam[2]=options->mxiter;
++- options->iparam[3]=options->nb;
+++ options->iparam[3]=1; // currently dsaupd() works only for nb=1
++ options->iparam[4]=0;
+++ options->iparam[5]=0; // not referenced
++ options->iparam[6]=options->mode;
+++ options->iparam[7]=0; // return value
+++ options->iparam[8]=0; // return value
+++ options->iparam[9]=0; // return value
+++ options->iparam[10]=0; // return value
++ options->info=options->start;
++ if (options->start) {
++ if (!storage && !vectors) {
++ IGRAPH_ERROR("Starting vector not given", IGRAPH_EINVAL);
++ }
++- if (vectors && (igraph_matrix_nrow(vectors) != options->n ||
+++ if (vectors && (igraph_matrix_nrow(vectors) != options->n ||
++ igraph_matrix_ncol(vectors) != 1)) {
++ IGRAPH_ERROR("Invalid starting vector size", IGRAPH_EINVAL);
++ }
++@@ -931,19 +975,19 @@ int igraph_arpack_rssolve(igraph_arpack_
++ IGRAPH_ERROR("ARPACK error while evaluating matrix-vector product",
++ IGRAPH_ARPACK_PROD);
++ }
++-
+++
++ } else {
++ break;
++ }
++ }
++-
+++
++ if (options->info == 1) {
++ igraph_i_arpack_report_no_convergence(options);
++ }
++ if (options->info != 0) {
++ IGRAPH_ERROR("ARPACK error", igraph_i_arpack_err_dsaupd(options->info));
++ }
++-
+++
++ options->ierr=0;
++ #ifdef HAVE_GFORTRAN
++ igraphdseupd_(&rvec, all, select, d, v, &options->ldv,
++@@ -965,9 +1009,9 @@ int igraph_arpack_rssolve(igraph_arpack_
++ if (options->ierr != 0) {
++ IGRAPH_ERROR("ARPACK error", igraph_i_arpack_err_dseupd(options->ierr));
++ }
++-
+++
++ /* Save the result */
++-
+++
++ options->noiter=options->iparam[2];
++ options->nconv=options->iparam[4];
++ options->numop=options->iparam[8];
++@@ -979,17 +1023,17 @@ int igraph_arpack_rssolve(igraph_arpack_
++ "solver");
++ }
++
++- if (values || vectors) {
+++ if (values || vectors) {
++ IGRAPH_CHECK(igraph_arpack_rssort(values, vectors, options, d, v));
++ }
++-
+++
++ options->ldv=origldv;
++ options->ncv=origncv;
++ options->lworkl=origlworkl;
++ options->which[0] = origwhich[0]; options->which[1] = origwhich[1];
++ options->tol=origtol;
++ options->nev=orignev;
++-
+++
++ /* Clean up if needed */
++ if (free_them) {
++ igraph_Free(select);
++@@ -1031,6 +1075,17 @@ int igraph_arpack_rssolve(igraph_arpack_
++ * \param vectors If not a null pointer, then it must be a pointer to
++ * an initialized matrix. The eigenvectors will be stored in the
++ * columns of the matrix. The matrix will be resized as needed.
+++ * Note that real eigenvalues will have real eigenvectors in a single
+++ * column in this matrix; however, complex eigenvalues come in conjugate
+++ * pairs and the result matrix will store the eigenvector corresponding to
+++ * the eigenvalue with \em positive imaginary part only. Since in this case
+++ * the eigenvector is also complex, it will occupy \em two columns in the
+++ * eigenvector matrix (the real and the imaginary parts, in this order).
+++ * Caveat: if the eigenvalue vector returns only the eigenvalue with the
+++ * \em negative imaginary part for a complex conjugate eigenvalue pair, the
+++ * result vector will \em still store the eigenvector corresponding to the
+++ * eigenvalue with the positive imaginary part (since this is how ARPACK
+++ * works).
++ * \return Error code.
++ *
++ * Time complexity: depends on the matrix-vector
++@@ -1048,21 +1103,21 @@ int igraph_arpack_rnsolve(igraph_arpack_
++ igraph_real_t *v, *workl, *workd, *dr, *di, *resid, *workev;
++ igraph_bool_t free_them=0;
++ int *select, i;
++-
+++
++ int ido=0;
++ int rvec= vectors || storage ? 1 : 0;
++ char *all="All";
++-
+++
++ int origldv=options->ldv, origlworkl=options->lworkl,
++ orignev=options->nev, origncv=options->ncv;
++ char origwhich[2]={ options->which[0], options->which[1] };
++ igraph_real_t origtol=options->tol;
++ int d_size;
++
++- /* Special case for 1x1 and 2x2 matrices */
++- if (options->n == 1) {
+++ /* Special case for 1x1 and 2x2 matrices in mode 1 */
+++ if (options->mode == 1 && options->n == 1) {
++ return igraph_i_arpack_rnsolve_1x1(fun, extra, options, values, vectors);
++- } else if (options->n == 2) {
+++ } else if (options->mode == 1 && options->n == 2) {
++ return igraph_i_arpack_rnsolve_2x2(fun, extra, options, values, vectors);
++ }
++
++@@ -1073,7 +1128,7 @@ int igraph_arpack_rnsolve(igraph_arpack_
++ }
++ if (options->lworkl == 0) { options->lworkl=3*options->ncv*(options->ncv+2); }
++ if (options->which[0] == 'X') { options->which[0]='L'; options->which[1]='M'; }
++-
+++
++ if (storage) {
++ /* Storage provided */
++ if (storage->maxn < options->n) {
++@@ -1095,11 +1150,11 @@ int igraph_arpack_rnsolve(igraph_arpack_
++ d_size = options->n;
++ resid = storage->resid;
++ select = storage->select;
++-
+++
++ } else {
++ /* Storage not provided */
++ free_them=1;
++-
+++
++ #define CHECKMEM(x) \
++ if (!x) { \
++ IGRAPH_ERROR("Cannot allocate memory for ARPACK", IGRAPH_ENOMEM); \
++@@ -1115,17 +1170,24 @@ int igraph_arpack_rnsolve(igraph_arpack_
++ resid=igraph_Calloc(options->n, igraph_real_t); CHECKMEM(resid);
++ select=igraph_Calloc(options->ncv, int); CHECKMEM(select);
++ workev=igraph_Calloc(3*options->ncv, igraph_real_t); CHECKMEM(workev);
++-
+++
++ #undef CHECKMEM
++
++ }
++-
+++
++ /* Set final bits */
+++ options->bmat[0]='I';
++ options->iparam[0]=options->ishift;
+++ options->iparam[1]=0; // not referenced
++ options->iparam[2]=options->mxiter;
++- options->iparam[3]=options->nb;
+++ options->iparam[3]=1; // currently dnaupd() works only for nb=1
++ options->iparam[4]=0;
+++ options->iparam[5]=0; // not referenced
++ options->iparam[6]=options->mode;
+++ options->iparam[7]=0; // return value
+++ options->iparam[8]=0; // return value
+++ options->iparam[9]=0; // return value
+++ options->iparam[10]=0; // return value
++ options->info=options->start;
++ if (options->start) {
++ if (igraph_matrix_nrow(vectors) != options->n || igraph_matrix_ncol(vectors) != 1) {
++@@ -1135,7 +1197,7 @@ int igraph_arpack_rnsolve(igraph_arpack_
++ resid[i]=MATRIX(*vectors, i, 0);
++ }
++ }
++-
+++
++ /* Ok, we have everything */
++ while (1) {
++ #ifdef HAVE_GFORTRAN
++@@ -1145,7 +1207,6 @@ int igraph_arpack_rnsolve(igraph_arpack_
++ options->iparam, options->ipntr,
++ workd, workl, &options->lworkl, &options->info,
++ /*bmat_len=*/ 1, /*which_len=*/ 2);
++-
++ #else
++ igraphdnaupd_(&ido, options->bmat, &options->n, options->which,
++ &options->nev, &options->tol,
++@@ -1153,7 +1214,7 @@ int igraph_arpack_rnsolve(igraph_arpack_
++ options->iparam, options->ipntr,
++ workd, workl, &options->lworkl, &options->info);
++ #endif
++-
+++
++ if (ido==-1 || ido==1) {
++ igraph_real_t *from=workd+options->ipntr[0]-1;
++ igraph_real_t *to=workd+options->ipntr[1]-1;
++@@ -1161,7 +1222,6 @@ int igraph_arpack_rnsolve(igraph_arpack_
++ IGRAPH_ERROR("ARPACK error while evaluating matrix-vector product",
++ IGRAPH_ARPACK_PROD);
++ }
++-
++ } else {
++ break;
++ }
++@@ -1170,7 +1230,7 @@ int igraph_arpack_rnsolve(igraph_arpack_
++ if (options->info == 1) {
++ igraph_i_arpack_report_no_convergence(options);
++ }
++- if (options->info != 0) {
+++ if (options->info != 0 && options->info != -9999) {
++ IGRAPH_ERROR("ARPACK error", igraph_i_arpack_err_dnaupd(options->info));
++ }
++
++@@ -1197,7 +1257,7 @@ int igraph_arpack_rnsolve(igraph_arpack_
++ }
++
++ /* Save the result */
++-
+++
++ options->noiter=options->iparam[2];
++ options->nconv=options->iparam[4];
++ options->numop=options->iparam[8];
++@@ -1209,18 +1269,20 @@ int igraph_arpack_rnsolve(igraph_arpack_
++ "solver");
++ }
++
++- if (values || vectors) {
++- IGRAPH_CHECK(igraph_arpack_rnsort(values, vectors, options,
++- dr, di, v));
++- }
++-
+++ /* ARPACK might modify stuff in 'options' so reset everything that could
+++ * potentially get modified */
++ options->ldv=origldv;
++ options->ncv=origncv;
++ options->lworkl=origlworkl;
++ options->which[0] = origwhich[0]; options->which[1] = origwhich[1];
++ options->tol=origtol;
++ options->nev=orignev;
++-
+++
+++ if (values || vectors) {
+++ IGRAPH_CHECK(igraph_arpack_rnsort(values, vectors, options,
+++ dr, di, v));
+++ }
+++
++ /* Clean up if needed */
++ if (free_them) {
++ igraph_Free(workev);
++@@ -1288,7 +1350,7 @@ int igraph_arpack_unpack_complex(igraph_
++ for (i=nev; i<igraph_matrix_nrow(values); i++) {
++ IGRAPH_CHECK(igraph_matrix_remove_row(values, i));
++ }
++-
+++
++ /* Calculate where to start copying */
++ for (i=0, j=0, wh=0; i<nev; i++) {
++ if (MATRIX(*values,i,1) == 0) { /* TODO: == 0.0 ???? */
++@@ -1333,7 +1395,7 @@ int igraph_arpack_unpack_complex(igraph_
++ /* Conjugate */
++ int l;
++ for (l=0; l<nodes; l++) {
++- MATRIX(*vectors,l,k) = - MATRIX(*vectors,l,k);
+++ MATRIX(*vectors,l,k) = - MATRIX(*vectors,l,k);
++ }
++ }
++ k-=2;