//------------------------------------------------------------------------------ // GB_msort_2: sort a 2-by-n list of integers, using A[0:1][ ] as the key //------------------------------------------------------------------------------ // SuiteSparse:GraphBLAS, Timothy A. Davis, (c) 2017-2023, All Rights Reserved. // SPDX-License-Identifier: Apache-2.0 //------------------------------------------------------------------------------ // JIT: not needed. Only one variant possible. // A parallel mergesort of an array of 2-by-n integers. Each key // consists of two integers. #include "GB_msort_2.h" //------------------------------------------------------------------------------ // GB_msort_2_binary_search: binary search for the pivot //------------------------------------------------------------------------------ // The Pivot value is Z [pivot], and a binary search for the Pivot is made in // the array X [p_pstart...p_end-1], which is sorted in non-decreasing order on // input. The return value is pleft, where // // X [p_start ... pleft-1] <= Pivot and // X [pleft ... p_end-1] >= Pivot holds. // // pleft is returned in the range p_start to p_end. If pleft is p_start, then // the Pivot is smaller than all entries in X [p_start...p_end-1], and the left // list X [p_start...pleft-1] is empty. If pleft is p_end, then the Pivot is // larger than all entries in X [p_start...p_end-1], and the right list X // [pleft...p_end-1] is empty. static int64_t GB_msort_2_binary_search // return pleft ( const int64_t *restrict Z_0, // Pivot is Z [pivot] const int64_t *restrict Z_1, const int64_t pivot, const int64_t *restrict X_0, // search in X [p_start..p_end_-1] const int64_t *restrict X_1, const int64_t p_start, const int64_t p_end ) { //-------------------------------------------------------------------------- // find where the Pivot appears in X //-------------------------------------------------------------------------- // binary search of X [p_start...p_end-1] for the Pivot int64_t pleft = p_start ; int64_t pright = p_end - 1 ; while (pleft < pright) { int64_t pmiddle = (pleft + pright) >> 1 ; // less = (X [pmiddle] < Pivot) bool less = GB_lt_2 (X_0, X_1, pmiddle, Z_0, Z_1, pivot) ; pleft = less ? (pmiddle+1) : pleft ; pright = less ? pright : pmiddle ; } // binary search is narrowed down to a single item // or it has found the list is empty: ASSERT (pleft == pright || pleft == pright + 1) ; // If found is true then X [pleft == pright] == Pivot. If duplicates // appear then X [pleft] is any one of the entries equal to the Pivot // in the list. If found is false then // X [p_start ... pleft-1] < Pivot and // X [pleft+1 ... p_end-1] > Pivot holds. // The value X [pleft] may be either < or > Pivot. bool found = (pleft == pright) && GB_eq_2 (X_0, X_1, pleft, Z_0, Z_1, pivot) ; // Modify pleft and pright: if (!found && (pleft == pright)) { if (GB_lt_2 (X_0, X_1, pleft, Z_0, Z_1, pivot)) { pleft++ ; } else { // pright++ ; // (not needed) } } //-------------------------------------------------------------------------- // return result //-------------------------------------------------------------------------- // If found is false then // X [p_start ... pleft-1] < Pivot and // X [pleft ... p_end-1] > Pivot holds, // and pleft-1 == pright // If X has no duplicates, then whether or not Pivot is found, // X [p_start ... pleft-1] < Pivot and // X [pleft ... p_end-1] >= Pivot holds. // If X has duplicates, then whether or not Pivot is found, // X [p_start ... pleft-1] <= Pivot and // X [pleft ... p_end-1] >= Pivot holds. return (pleft) ; } //------------------------------------------------------------------------------ // GB_msort_2_create_merge_tasks //------------------------------------------------------------------------------ // Recursively constructs ntasks tasks to merge two arrays, Left and Right, // into Sresult, where Left is L [pL_start...pL_end-1], Right is R // [pR_start...pR_end-1], and Sresult is S [pS_start...pS_start+total_work-1], // and where total_work is the total size of Left and Right. // // Task tid will merge L [L_task [tid] ... L_task [tid] + L_len [tid] - 1] and // R [R_task [tid] ... R_task [tid] + R_len [tid] -1] into the merged output // array S [S_task [tid] ... ]. The task tids created are t0 to // t0+ntasks-1. void GB_msort_2_create_merge_tasks ( // output: int64_t *restrict L_task, // L_task [t0...t0+ntasks-1] computed int64_t *restrict L_len, // L_len [t0...t0+ntasks-1] computed int64_t *restrict R_task, // R_task [t0...t0+ntasks-1] computed int64_t *restrict R_len, // R_len [t0...t0+ntasks-1] computed int64_t *restrict S_task, // S_task [t0...t0+ntasks-1] computed // input: const int t0, // first task tid to create const int ntasks, // # of tasks to create const int64_t pS_start, // merge into S [pS_start...] const int64_t *restrict L_0, // Left = L [pL_start...pL_end-1] const int64_t *restrict L_1, const int64_t pL_start, const int64_t pL_end, const int64_t *restrict R_0, // Right = R [pR_start...pR_end-1] const int64_t *restrict R_1, const int64_t pR_start, const int64_t pR_end ) { //-------------------------------------------------------------------------- // get problem size //-------------------------------------------------------------------------- int64_t nleft = pL_end - pL_start ; // size of Left array int64_t nright = pR_end - pR_start ; // size of Right array int64_t total_work = nleft + nright ; // total work to do ASSERT (ntasks >= 1) ; ASSERT (total_work > 0) ; //-------------------------------------------------------------------------- // create the tasks //-------------------------------------------------------------------------- if (ntasks == 1) { //---------------------------------------------------------------------- // a single task will merge all of Left and Right into Sresult //---------------------------------------------------------------------- L_task [t0] = pL_start ; L_len [t0] = nleft ; R_task [t0] = pR_start ; R_len [t0] = nright ; S_task [t0] = pS_start ; } else { //---------------------------------------------------------------------- // partition the Left and Right arrays for multiple merge tasks //---------------------------------------------------------------------- int64_t pleft, pright ; if (nleft >= nright) { // split Left in half, and search for its pivot in Right pleft = (pL_end + pL_start) >> 1 ; pright = GB_msort_2_binary_search ( L_0, L_1, pleft, R_0, R_1, pR_start, pR_end) ; } else { // split Right in half, and search for its pivot in Left pright = (pR_end + pR_start) >> 1 ; pleft = GB_msort_2_binary_search ( R_0, R_1, pright, L_0, L_1, pL_start, pL_end) ; } //---------------------------------------------------------------------- // partition the tasks according to the work of each partition //---------------------------------------------------------------------- // work0 is the total work in the first partition int64_t work0 = (pleft - pL_start) + (pright - pR_start) ; int ntasks0 = (int) round ((double) ntasks * (((double) work0) / ((double) total_work))) ; // ensure at least one task is assigned to each partition ntasks0 = GB_IMAX (ntasks0, 1) ; ntasks0 = GB_IMIN (ntasks0, ntasks-1) ; int ntasks1 = ntasks - ntasks0 ; //---------------------------------------------------------------------- // assign ntasks0 to the first half //---------------------------------------------------------------------- // ntasks0 tasks merge L [pL_start...pleft-1] and R [pR_start..pright-1] // into the result S [pS_start...work0-1]. GB_msort_2_create_merge_tasks ( L_task, L_len, R_task, R_len, S_task, t0, ntasks0, pS_start, L_0, L_1, pL_start, pleft, R_0, R_1, pR_start, pright) ; //---------------------------------------------------------------------- // assign ntasks1 to the second half //---------------------------------------------------------------------- // ntasks1 tasks merge L [pleft...pL_end-1] and R [pright...pR_end-1] // into the result S [pS_start+work0...pS_start+total_work]. int t1 = t0 + ntasks0 ; // first task id of the second set of tasks int64_t pS_start1 = pS_start + work0 ; // 2nd set starts here in S GB_msort_2_create_merge_tasks ( L_task, L_len, R_task, R_len, S_task, t1, ntasks1, pS_start1, L_0, L_1, pleft, pL_end, R_0, R_1, pright, pR_end) ; } } //------------------------------------------------------------------------------ // GB_msort_2_merge: merge two sorted lists via a single thread //------------------------------------------------------------------------------ // merge Left [0..nleft-1] and Right [0..nright-1] into S [0..nleft+nright-1] */ static void GB_msort_2_merge ( int64_t *restrict S_0, // output of length nleft + nright int64_t *restrict S_1, const int64_t *restrict Left_0, // left input of length nleft const int64_t *restrict Left_1, const int64_t nleft, const int64_t *restrict Right_0, // right input of length nright const int64_t *restrict Right_1, const int64_t nright ) { int64_t p, pleft, pright ; // merge the two inputs, Left and Right, while both inputs exist for (p = 0, pleft = 0, pright = 0 ; pleft < nleft && pright < nright ; p++) { if (GB_lt_2 (Left_0, Left_1, pleft, Right_0, Right_1, pright)) { // S [p] = Left [pleft++] S_0 [p] = Left_0 [pleft] ; S_1 [p] = Left_1 [pleft] ; pleft++ ; } else { // S [p] = Right [pright++] S_0 [p] = Right_0 [pright] ; S_1 [p] = Right_1 [pright] ; pright++ ; } } // either input is exhausted; copy the remaining list into S if (pleft < nleft) { int64_t nremaining = (nleft - pleft) ; memcpy (S_0 + p, Left_0 + pleft, nremaining * sizeof (int64_t)) ; memcpy (S_1 + p, Left_1 + pleft, nremaining * sizeof (int64_t)) ; } else if (pright < nright) { int64_t nremaining = (nright - pright) ; memcpy (S_0 + p, Right_0 + pright, nremaining * sizeof (int64_t)) ; memcpy (S_1 + p, Right_1 + pright, nremaining * sizeof (int64_t)) ; } } //------------------------------------------------------------------------------ // GB_msort_2: parallel mergesort //------------------------------------------------------------------------------ GrB_Info GB_msort_2 // sort array A of size 2-by-n, using 2 keys (A [0:1][]) ( int64_t *restrict A_0, // size n array int64_t *restrict A_1, // size n array const int64_t n, int nthreads // # of threads to use ) { //-------------------------------------------------------------------------- // handle small problems with a single thread //-------------------------------------------------------------------------- if (nthreads <= 1 || n <= GB_BASECASE) { // sequential quicksort GB_qsort_2 (A_0, A_1, n) ; return (GrB_SUCCESS) ; } //-------------------------------------------------------------------------- // determine # of tasks //-------------------------------------------------------------------------- // determine the number of levels to create, which must always be an // even number. The # of levels is chosen to ensure that the # of leaves // of the task tree is between 4*nthreads and 16*nthreads. // 2 to 4 threads: 4 levels, 16 qsort leaves // 5 to 16 threads: 6 levels, 64 qsort leaves // 17 to 64 threads: 8 levels, 256 qsort leaves // 65 to 256 threads: 10 levels, 1024 qsort leaves // 256 to 1024 threads: 12 levels, 4096 qsort leaves // ... int k = (int) (2 + 2 * ceil (log2 ((double) nthreads) / 2)) ; int ntasks = 1 << k ; //-------------------------------------------------------------------------- // allocate workspace //-------------------------------------------------------------------------- int64_t *restrict W = NULL ; size_t W_size = 0 ; W = GB_MALLOC_WORK (2*n + 6*ntasks + 1, int64_t, &W_size) ; if (W == NULL) { // out of memory return (GrB_OUT_OF_MEMORY) ; } int64_t *T = W ; int64_t *restrict W_0 = T ; T += n ; int64_t *restrict W_1 = T ; T += n ; int64_t *restrict L_task = T ; T += ntasks ; int64_t *restrict L_len = T ; T += ntasks ; int64_t *restrict R_task = T ; T += ntasks ; int64_t *restrict R_len = T ; T += ntasks ; int64_t *restrict S_task = T ; T += ntasks ; int64_t *restrict Slice = T ; T += (ntasks+1) ; //-------------------------------------------------------------------------- // partition and sort the leaves //-------------------------------------------------------------------------- GB_eslice (Slice, n, ntasks) ; int tid ; #pragma omp parallel for num_threads(nthreads) schedule(dynamic,1) for (tid = 0 ; tid < ntasks ; tid++) { int64_t leaf = Slice [tid] ; int64_t leafsize = Slice [tid+1] - leaf ; GB_qsort_2 (A_0 + leaf, A_1 + leaf, leafsize) ; } //-------------------------------------------------------------------------- // merge each level //-------------------------------------------------------------------------- int nt = 1 ; for ( ; k >= 2 ; k -= 2) { //---------------------------------------------------------------------- // merge level k into level k-1, from A into W //---------------------------------------------------------------------- // TODO: skip k and k-1 for each group of 4 sublists of A if they are // already sorted with respect to each other. // this could be done in parallel if ntasks was large for (int tid = 0 ; tid < ntasks ; tid += 2*nt) { // create 2*nt tasks to merge two A sublists into one W sublist GB_msort_2_create_merge_tasks ( L_task, L_len, R_task, R_len, S_task, tid, 2*nt, Slice [tid], A_0, A_1, Slice [tid], Slice [tid+nt], A_0, A_1, Slice [tid+nt], Slice [tid+2*nt]) ; } #pragma omp parallel for num_threads(nthreads) schedule(dynamic,1) for (tid = 0 ; tid < ntasks ; tid++) { // merge A [pL...pL+nL-1] and A [pR...pR+nR-1] into W [pS..] int64_t pL = L_task [tid], nL = L_len [tid] ; int64_t pR = R_task [tid], nR = R_len [tid] ; int64_t pS = S_task [tid] ; GB_msort_2_merge ( W_0 + pS, W_1 + pS, A_0 + pL, A_1 + pL, nL, A_0 + pR, A_1 + pR, nR) ; } nt = 2*nt ; //---------------------------------------------------------------------- // merge level k-1 into level k-2, from W into A //---------------------------------------------------------------------- // this could be done in parallel if ntasks was large for (int tid = 0 ; tid < ntasks ; tid += 2*nt) { // create 2*nt tasks to merge two W sublists into one A sublist GB_msort_2_create_merge_tasks ( L_task, L_len, R_task, R_len, S_task, tid, 2*nt, Slice [tid], W_0, W_1, Slice [tid], Slice [tid+nt], W_0, W_1, Slice [tid+nt], Slice [tid+2*nt]) ; } #pragma omp parallel for num_threads(nthreads) schedule(dynamic,1) for (tid = 0 ; tid < ntasks ; tid++) { // merge A [pL...pL+nL-1] and A [pR...pR+nR-1] into W [pS..] int64_t pL = L_task [tid], nL = L_len [tid] ; int64_t pR = R_task [tid], nR = R_len [tid] ; int64_t pS = S_task [tid] ; GB_msort_2_merge ( A_0 + pS, A_1 + pS, W_0 + pL, W_1 + pL, nL, W_0 + pR, W_1 + pR, nR) ; } nt = 2*nt ; } //-------------------------------------------------------------------------- // free workspace and return result //-------------------------------------------------------------------------- GB_FREE_WORK (&W, W_size) ; return (GrB_SUCCESS) ; }