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| // This file is part of Eigen, a lightweight C++ template library | |
| // for linear algebra. | |
| // | |
| // Copyright (C) 2010 Gael Guennebaud <gael.guennebaud@inria.fr> | |
| // | |
| // This Source Code Form is subject to the terms of the Mozilla | |
| // Public License v. 2.0. If a copy of the MPL was not distributed | |
| // with this file, You can obtain one at http://mozilla.org/MPL/2.0/. | |
| /* | |
| NOTE: this routine has been adapted from the CSparse library: | |
| Copyright (c) 2006, Timothy A. Davis. | |
| http://www.suitesparse.com | |
| The author of CSparse, Timothy A. Davis., has executed a license with Google LLC | |
| to permit distribution of this code and derivative works as part of Eigen under | |
| the Mozilla Public License v. 2.0, as stated at the top of this file. | |
| */ | |
| namespace Eigen { | |
| namespace internal { | |
| template<typename T> inline T amd_flip(const T& i) { return -i-2; } | |
| template<typename T> inline T amd_unflip(const T& i) { return i<0 ? amd_flip(i) : i; } | |
| template<typename T0, typename T1> inline bool amd_marked(const T0* w, const T1& j) { return w[j]<0; } | |
| template<typename T0, typename T1> inline void amd_mark(const T0* w, const T1& j) { return w[j] = amd_flip(w[j]); } | |
| /* clear w */ | |
| template<typename StorageIndex> | |
| static StorageIndex cs_wclear (StorageIndex mark, StorageIndex lemax, StorageIndex *w, StorageIndex n) | |
| { | |
| StorageIndex k; | |
| if(mark < 2 || (mark + lemax < 0)) | |
| { | |
| for(k = 0; k < n; k++) | |
| if(w[k] != 0) | |
| w[k] = 1; | |
| mark = 2; | |
| } | |
| return (mark); /* at this point, w[0..n-1] < mark holds */ | |
| } | |
| /* depth-first search and postorder of a tree rooted at node j */ | |
| template<typename StorageIndex> | |
| StorageIndex cs_tdfs(StorageIndex j, StorageIndex k, StorageIndex *head, const StorageIndex *next, StorageIndex *post, StorageIndex *stack) | |
| { | |
| StorageIndex i, p, top = 0; | |
| if(!head || !next || !post || !stack) return (-1); /* check inputs */ | |
| stack[0] = j; /* place j on the stack */ | |
| while (top >= 0) /* while (stack is not empty) */ | |
| { | |
| p = stack[top]; /* p = top of stack */ | |
| i = head[p]; /* i = youngest child of p */ | |
| if(i == -1) | |
| { | |
| top--; /* p has no unordered children left */ | |
| post[k++] = p; /* node p is the kth postordered node */ | |
| } | |
| else | |
| { | |
| head[p] = next[i]; /* remove i from children of p */ | |
| stack[++top] = i; /* start dfs on child node i */ | |
| } | |
| } | |
| return k; | |
| } | |
| /** \internal | |
| * \ingroup OrderingMethods_Module | |
| * Approximate minimum degree ordering algorithm. | |
| * | |
| * \param[in] C the input selfadjoint matrix stored in compressed column major format. | |
| * \param[out] perm the permutation P reducing the fill-in of the input matrix \a C | |
| * | |
| * Note that the input matrix \a C must be complete, that is both the upper and lower parts have to be stored, as well as the diagonal entries. | |
| * On exit the values of C are destroyed */ | |
| template<typename Scalar, typename StorageIndex> | |
| void minimum_degree_ordering(SparseMatrix<Scalar,ColMajor,StorageIndex>& C, PermutationMatrix<Dynamic,Dynamic,StorageIndex>& perm) | |
| { | |
| using std::sqrt; | |
| StorageIndex d, dk, dext, lemax = 0, e, elenk, eln, i, j, k, k1, | |
| k2, k3, jlast, ln, dense, nzmax, mindeg = 0, nvi, nvj, nvk, mark, wnvi, | |
| ok, nel = 0, p, p1, p2, p3, p4, pj, pk, pk1, pk2, pn, q, t, h; | |
| StorageIndex n = StorageIndex(C.cols()); | |
| dense = std::max<StorageIndex> (16, StorageIndex(10 * sqrt(double(n)))); /* find dense threshold */ | |
| dense = (std::min)(n-2, dense); | |
| StorageIndex cnz = StorageIndex(C.nonZeros()); | |
| perm.resize(n+1); | |
| t = cnz + cnz/5 + 2*n; /* add elbow room to C */ | |
| C.resizeNonZeros(t); | |
| // get workspace | |
| ei_declare_aligned_stack_constructed_variable(StorageIndex,W,8*(n+1),0); | |
| StorageIndex* len = W; | |
| StorageIndex* nv = W + (n+1); | |
| StorageIndex* next = W + 2*(n+1); | |
| StorageIndex* head = W + 3*(n+1); | |
| StorageIndex* elen = W + 4*(n+1); | |
| StorageIndex* degree = W + 5*(n+1); | |
| StorageIndex* w = W + 6*(n+1); | |
| StorageIndex* hhead = W + 7*(n+1); | |
| StorageIndex* last = perm.indices().data(); /* use P as workspace for last */ | |
| /* --- Initialize quotient graph ---------------------------------------- */ | |
| StorageIndex* Cp = C.outerIndexPtr(); | |
| StorageIndex* Ci = C.innerIndexPtr(); | |
| for(k = 0; k < n; k++) | |
| len[k] = Cp[k+1] - Cp[k]; | |
| len[n] = 0; | |
| nzmax = t; | |
| for(i = 0; i <= n; i++) | |
| { | |
| head[i] = -1; // degree list i is empty | |
| last[i] = -1; | |
| next[i] = -1; | |
| hhead[i] = -1; // hash list i is empty | |
| nv[i] = 1; // node i is just one node | |
| w[i] = 1; // node i is alive | |
| elen[i] = 0; // Ek of node i is empty | |
| degree[i] = len[i]; // degree of node i | |
| } | |
| mark = internal::cs_wclear<StorageIndex>(0, 0, w, n); /* clear w */ | |
| /* --- Initialize degree lists ------------------------------------------ */ | |
| for(i = 0; i < n; i++) | |
| { | |
| bool has_diag = false; | |
| for(p = Cp[i]; p<Cp[i+1]; ++p) | |
| if(Ci[p]==i) | |
| { | |
| has_diag = true; | |
| break; | |
| } | |
| d = degree[i]; | |
| if(d == 1 && has_diag) /* node i is empty */ | |
| { | |
| elen[i] = -2; /* element i is dead */ | |
| nel++; | |
| Cp[i] = -1; /* i is a root of assembly tree */ | |
| w[i] = 0; | |
| } | |
| else if(d > dense || !has_diag) /* node i is dense or has no structural diagonal element */ | |
| { | |
| nv[i] = 0; /* absorb i into element n */ | |
| elen[i] = -1; /* node i is dead */ | |
| nel++; | |
| Cp[i] = amd_flip (n); | |
| nv[n]++; | |
| } | |
| else | |
| { | |
| if(head[d] != -1) last[head[d]] = i; | |
| next[i] = head[d]; /* put node i in degree list d */ | |
| head[d] = i; | |
| } | |
| } | |
| elen[n] = -2; /* n is a dead element */ | |
| Cp[n] = -1; /* n is a root of assembly tree */ | |
| w[n] = 0; /* n is a dead element */ | |
| while (nel < n) /* while (selecting pivots) do */ | |
| { | |
| /* --- Select node of minimum approximate degree -------------------- */ | |
| for(k = -1; mindeg < n && (k = head[mindeg]) == -1; mindeg++) {} | |
| if(next[k] != -1) last[next[k]] = -1; | |
| head[mindeg] = next[k]; /* remove k from degree list */ | |
| elenk = elen[k]; /* elenk = |Ek| */ | |
| nvk = nv[k]; /* # of nodes k represents */ | |
| nel += nvk; /* nv[k] nodes of A eliminated */ | |
| /* --- Garbage collection ------------------------------------------- */ | |
| if(elenk > 0 && cnz + mindeg >= nzmax) | |
| { | |
| for(j = 0; j < n; j++) | |
| { | |
| if((p = Cp[j]) >= 0) /* j is a live node or element */ | |
| { | |
| Cp[j] = Ci[p]; /* save first entry of object */ | |
| Ci[p] = amd_flip (j); /* first entry is now amd_flip(j) */ | |
| } | |
| } | |
| for(q = 0, p = 0; p < cnz; ) /* scan all of memory */ | |
| { | |
| if((j = amd_flip (Ci[p++])) >= 0) /* found object j */ | |
| { | |
| Ci[q] = Cp[j]; /* restore first entry of object */ | |
| Cp[j] = q++; /* new pointer to object j */ | |
| for(k3 = 0; k3 < len[j]-1; k3++) Ci[q++] = Ci[p++]; | |
| } | |
| } | |
| cnz = q; /* Ci[cnz...nzmax-1] now free */ | |
| } | |
| /* --- Construct new element ---------------------------------------- */ | |
| dk = 0; | |
| nv[k] = -nvk; /* flag k as in Lk */ | |
| p = Cp[k]; | |
| pk1 = (elenk == 0) ? p : cnz; /* do in place if elen[k] == 0 */ | |
| pk2 = pk1; | |
| for(k1 = 1; k1 <= elenk + 1; k1++) | |
| { | |
| if(k1 > elenk) | |
| { | |
| e = k; /* search the nodes in k */ | |
| pj = p; /* list of nodes starts at Ci[pj]*/ | |
| ln = len[k] - elenk; /* length of list of nodes in k */ | |
| } | |
| else | |
| { | |
| e = Ci[p++]; /* search the nodes in e */ | |
| pj = Cp[e]; | |
| ln = len[e]; /* length of list of nodes in e */ | |
| } | |
| for(k2 = 1; k2 <= ln; k2++) | |
| { | |
| i = Ci[pj++]; | |
| if((nvi = nv[i]) <= 0) continue; /* node i dead, or seen */ | |
| dk += nvi; /* degree[Lk] += size of node i */ | |
| nv[i] = -nvi; /* negate nv[i] to denote i in Lk*/ | |
| Ci[pk2++] = i; /* place i in Lk */ | |
| if(next[i] != -1) last[next[i]] = last[i]; | |
| if(last[i] != -1) /* remove i from degree list */ | |
| { | |
| next[last[i]] = next[i]; | |
| } | |
| else | |
| { | |
| head[degree[i]] = next[i]; | |
| } | |
| } | |
| if(e != k) | |
| { | |
| Cp[e] = amd_flip (k); /* absorb e into k */ | |
| w[e] = 0; /* e is now a dead element */ | |
| } | |
| } | |
| if(elenk != 0) cnz = pk2; /* Ci[cnz...nzmax] is free */ | |
| degree[k] = dk; /* external degree of k - |Lk\i| */ | |
| Cp[k] = pk1; /* element k is in Ci[pk1..pk2-1] */ | |
| len[k] = pk2 - pk1; | |
| elen[k] = -2; /* k is now an element */ | |
| /* --- Find set differences ----------------------------------------- */ | |
| mark = internal::cs_wclear<StorageIndex>(mark, lemax, w, n); /* clear w if necessary */ | |
| for(pk = pk1; pk < pk2; pk++) /* scan 1: find |Le\Lk| */ | |
| { | |
| i = Ci[pk]; | |
| if((eln = elen[i]) <= 0) continue;/* skip if elen[i] empty */ | |
| nvi = -nv[i]; /* nv[i] was negated */ | |
| wnvi = mark - nvi; | |
| for(p = Cp[i]; p <= Cp[i] + eln - 1; p++) /* scan Ei */ | |
| { | |
| e = Ci[p]; | |
| if(w[e] >= mark) | |
| { | |
| w[e] -= nvi; /* decrement |Le\Lk| */ | |
| } | |
| else if(w[e] != 0) /* ensure e is a live element */ | |
| { | |
| w[e] = degree[e] + wnvi; /* 1st time e seen in scan 1 */ | |
| } | |
| } | |
| } | |
| /* --- Degree update ------------------------------------------------ */ | |
| for(pk = pk1; pk < pk2; pk++) /* scan2: degree update */ | |
| { | |
| i = Ci[pk]; /* consider node i in Lk */ | |
| p1 = Cp[i]; | |
| p2 = p1 + elen[i] - 1; | |
| pn = p1; | |
| for(h = 0, d = 0, p = p1; p <= p2; p++) /* scan Ei */ | |
| { | |
| e = Ci[p]; | |
| if(w[e] != 0) /* e is an unabsorbed element */ | |
| { | |
| dext = w[e] - mark; /* dext = |Le\Lk| */ | |
| if(dext > 0) | |
| { | |
| d += dext; /* sum up the set differences */ | |
| Ci[pn++] = e; /* keep e in Ei */ | |
| h += e; /* compute the hash of node i */ | |
| } | |
| else | |
| { | |
| Cp[e] = amd_flip (k); /* aggressive absorb. e->k */ | |
| w[e] = 0; /* e is a dead element */ | |
| } | |
| } | |
| } | |
| elen[i] = pn - p1 + 1; /* elen[i] = |Ei| */ | |
| p3 = pn; | |
| p4 = p1 + len[i]; | |
| for(p = p2 + 1; p < p4; p++) /* prune edges in Ai */ | |
| { | |
| j = Ci[p]; | |
| if((nvj = nv[j]) <= 0) continue; /* node j dead or in Lk */ | |
| d += nvj; /* degree(i) += |j| */ | |
| Ci[pn++] = j; /* place j in node list of i */ | |
| h += j; /* compute hash for node i */ | |
| } | |
| if(d == 0) /* check for mass elimination */ | |
| { | |
| Cp[i] = amd_flip (k); /* absorb i into k */ | |
| nvi = -nv[i]; | |
| dk -= nvi; /* |Lk| -= |i| */ | |
| nvk += nvi; /* |k| += nv[i] */ | |
| nel += nvi; | |
| nv[i] = 0; | |
| elen[i] = -1; /* node i is dead */ | |
| } | |
| else | |
| { | |
| degree[i] = std::min<StorageIndex> (degree[i], d); /* update degree(i) */ | |
| Ci[pn] = Ci[p3]; /* move first node to end */ | |
| Ci[p3] = Ci[p1]; /* move 1st el. to end of Ei */ | |
| Ci[p1] = k; /* add k as 1st element in of Ei */ | |
| len[i] = pn - p1 + 1; /* new len of adj. list of node i */ | |
| h %= n; /* finalize hash of i */ | |
| next[i] = hhead[h]; /* place i in hash bucket */ | |
| hhead[h] = i; | |
| last[i] = h; /* save hash of i in last[i] */ | |
| } | |
| } /* scan2 is done */ | |
| degree[k] = dk; /* finalize |Lk| */ | |
| lemax = std::max<StorageIndex>(lemax, dk); | |
| mark = internal::cs_wclear<StorageIndex>(mark+lemax, lemax, w, n); /* clear w */ | |
| /* --- Supernode detection ------------------------------------------ */ | |
| for(pk = pk1; pk < pk2; pk++) | |
| { | |
| i = Ci[pk]; | |
| if(nv[i] >= 0) continue; /* skip if i is dead */ | |
| h = last[i]; /* scan hash bucket of node i */ | |
| i = hhead[h]; | |
| hhead[h] = -1; /* hash bucket will be empty */ | |
| for(; i != -1 && next[i] != -1; i = next[i], mark++) | |
| { | |
| ln = len[i]; | |
| eln = elen[i]; | |
| for(p = Cp[i]+1; p <= Cp[i] + ln-1; p++) w[Ci[p]] = mark; | |
| jlast = i; | |
| for(j = next[i]; j != -1; ) /* compare i with all j */ | |
| { | |
| ok = (len[j] == ln) && (elen[j] == eln); | |
| for(p = Cp[j] + 1; ok && p <= Cp[j] + ln - 1; p++) | |
| { | |
| if(w[Ci[p]] != mark) ok = 0; /* compare i and j*/ | |
| } | |
| if(ok) /* i and j are identical */ | |
| { | |
| Cp[j] = amd_flip (i); /* absorb j into i */ | |
| nv[i] += nv[j]; | |
| nv[j] = 0; | |
| elen[j] = -1; /* node j is dead */ | |
| j = next[j]; /* delete j from hash bucket */ | |
| next[jlast] = j; | |
| } | |
| else | |
| { | |
| jlast = j; /* j and i are different */ | |
| j = next[j]; | |
| } | |
| } | |
| } | |
| } | |
| /* --- Finalize new element------------------------------------------ */ | |
| for(p = pk1, pk = pk1; pk < pk2; pk++) /* finalize Lk */ | |
| { | |
| i = Ci[pk]; | |
| if((nvi = -nv[i]) <= 0) continue;/* skip if i is dead */ | |
| nv[i] = nvi; /* restore nv[i] */ | |
| d = degree[i] + dk - nvi; /* compute external degree(i) */ | |
| d = std::min<StorageIndex> (d, n - nel - nvi); | |
| if(head[d] != -1) last[head[d]] = i; | |
| next[i] = head[d]; /* put i back in degree list */ | |
| last[i] = -1; | |
| head[d] = i; | |
| mindeg = std::min<StorageIndex> (mindeg, d); /* find new minimum degree */ | |
| degree[i] = d; | |
| Ci[p++] = i; /* place i in Lk */ | |
| } | |
| nv[k] = nvk; /* # nodes absorbed into k */ | |
| if((len[k] = p-pk1) == 0) /* length of adj list of element k*/ | |
| { | |
| Cp[k] = -1; /* k is a root of the tree */ | |
| w[k] = 0; /* k is now a dead element */ | |
| } | |
| if(elenk != 0) cnz = p; /* free unused space in Lk */ | |
| } | |
| /* --- Postordering ----------------------------------------------------- */ | |
| for(i = 0; i < n; i++) Cp[i] = amd_flip (Cp[i]);/* fix assembly tree */ | |
| for(j = 0; j <= n; j++) head[j] = -1; | |
| for(j = n; j >= 0; j--) /* place unordered nodes in lists */ | |
| { | |
| if(nv[j] > 0) continue; /* skip if j is an element */ | |
| next[j] = head[Cp[j]]; /* place j in list of its parent */ | |
| head[Cp[j]] = j; | |
| } | |
| for(e = n; e >= 0; e--) /* place elements in lists */ | |
| { | |
| if(nv[e] <= 0) continue; /* skip unless e is an element */ | |
| if(Cp[e] != -1) | |
| { | |
| next[e] = head[Cp[e]]; /* place e in list of its parent */ | |
| head[Cp[e]] = e; | |
| } | |
| } | |
| for(k = 0, i = 0; i <= n; i++) /* postorder the assembly tree */ | |
| { | |
| if(Cp[i] == -1) k = internal::cs_tdfs<StorageIndex>(i, k, head, next, perm.indices().data(), w); | |
| } | |
| perm.indices().conservativeResize(n); | |
| } | |
| } // namespace internal | |
| } // end namespace Eigen | |