COMBINATORIAL_BLAS 1.6
 
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ThreadedFriends.h
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1/****************************************************************/
2/* Parallel Combinatorial BLAS Library (for Graph Computations) */
3/* version 1.6 -------------------------------------------------*/
4/* date: 6/15/2017 ---------------------------------------------*/
5/* authors: Ariful Azad, Aydin Buluc --------------------------*/
6/****************************************************************/
7/*
8 Copyright (c) 2010-2017, The Regents of the University of California
9
10 Permission is hereby granted, free of charge, to any person obtaining a copy
11 of this software and associated documentation files (the "Software"), to deal
12 in the Software without restriction, including without limitation the rights
13 to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
14 copies of the Software, and to permit persons to whom the Software is
15 furnished to do so, subject to the following conditions:
16
17 The above copyright notice and this permission notice shall be included in
18 all copies or substantial portions of the Software.
19
20 THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
21 IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
22 FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
23 AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
24 LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
25 OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
26 THE SOFTWARE.
27 */
28
29
30#ifndef _THREADED_FRIENDS_H_
31#define _THREADED_FRIENDS_H_
32
33#include <iostream>
34#include "SpMat.h" // Best to include the base class first
35#include "SpHelper.h"
36#include "StackEntry.h"
37#include "Isect.h"
38#include "Deleter.h"
39#include "SpImpl.h"
40#include "SpParHelper.h"
41#include "Compare.h"
42#include "CombBLAS.h"
43#include "PreAllocatedSPA.h"
44
45namespace combblas {
46
47template <class IU, class NU>
48class SpTuples;
49
50template <class IU, class NU>
51class SpDCCols;
52
53template <class IU, class NU>
54class Dcsc;
55
56
57// multithreaded HeapSpGEMM
58template <typename SR, typename NTO, typename IT, typename NT1, typename NT2>
59SpTuples<IT, NTO> * LocalSpGEMM
60(const SpDCCols<IT, NT1> & A,
61 const SpDCCols<IT, NT2> & B,
62 bool clearA, bool clearB)
63{
64 IT mdim = A.getnrow();
65 IT ndim = B.getncol();
66 IT nnzA = A.getnnz();
67 if(A.isZero() || B.isZero())
68 {
69 return new SpTuples<IT, NTO>(0, mdim, ndim);
70 }
71
72 Dcsc<IT,NT1>* Adcsc = A.GetDCSC();
73 Dcsc<IT,NT2>* Bdcsc = B.GetDCSC();
74 IT nA = A.getncol();
75 IT cnzmax = Adcsc->nz + Bdcsc->nz; // estimate on the size of resulting matrix C
76 float cf = static_cast<float>(nA+1) / static_cast<float>(Adcsc->nzc);
77 IT csize = static_cast<IT>(ceil(cf)); // chunk size
78 IT * aux;
79 Adcsc->ConstructAux(nA, aux);
80
81 int numThreads = 1; // default case
82#ifdef THREADED
83#pragma omp parallel
84 {
85 numThreads = omp_get_num_threads();
86 }
87#endif
88
89 IT* colnnzC = estimateNNZ(A, B);
90 IT* colptrC = prefixsum<IT>(colnnzC, Bdcsc->nzc, numThreads);
91 delete [] colnnzC;
92 IT nnzc = colptrC[Bdcsc->nzc];
93 std::tuple<IT,IT,NTO> * tuplesC = static_cast<std::tuple<IT,IT,NTO> *> (::operator new (sizeof(std::tuple<IT,IT,NTO>[nnzc])));
94
95 // thread private space for heap and colinds
96 std::vector<std::vector< std::pair<IT,IT>>> colindsVec(numThreads);
97 std::vector<std::vector<HeapEntry<IT,NT1>>> globalheapVec(numThreads);
98
99 for(int i=0; i<numThreads; i++) //inital allocation per thread, may be an overestimate, but does not require more memoty than inputs
100 {
101 colindsVec[i].resize(nnzA/numThreads);
102 globalheapVec[i].resize(nnzA/numThreads);
103 }
104
105
106#pragma omp parallel for
107 for(int i=0; i < Bdcsc->nzc; ++i)
108 {
109 IT nnzcolB = Bdcsc->cp[i+1] - Bdcsc->cp[i]; //nnz in the current column of B
110 int myThread = omp_get_thread_num();
111 if(colindsVec[myThread].size() < nnzcolB) //resize thread private vectors if needed
112 {
113 colindsVec[myThread].resize(nnzcolB);
114 globalheapVec[myThread].resize(nnzcolB);
115 }
116
117
118 // colinds.first vector keeps indices to A.cp, i.e. it dereferences "colnums" vector (above),
119 // colinds.second vector keeps the end indices (i.e. it gives the index to the last valid element of A.cpnack)
120 Adcsc->FillColInds(Bdcsc->ir + Bdcsc->cp[i], nnzcolB, colindsVec[myThread], aux, csize);
121 std::pair<IT,IT> * colinds = colindsVec[myThread].data();
122 HeapEntry<IT,NT1> * wset = globalheapVec[myThread].data();
123 IT hsize = 0;
124
125
126 for(IT j = 0; (unsigned)j < nnzcolB; ++j) // create the initial heap
127 {
128 if(colinds[j].first != colinds[j].second) // current != end
129 {
130 wset[hsize++] = HeapEntry< IT,NT1 > (Adcsc->ir[colinds[j].first], j, Adcsc->numx[colinds[j].first]);
131 }
132 }
133 std:make_heap(wset, wset+hsize);
134
135 IT curptr = colptrC[i];
136 while(hsize > 0)
137 {
138 std::pop_heap(wset, wset + hsize); // result is stored in wset[hsize-1]
139 IT locb = wset[hsize-1].runr; // relative location of the nonzero in B's current column
140
141 NTO mrhs = SR::multiply(wset[hsize-1].num, Bdcsc->numx[Bdcsc->cp[i]+locb]);
142 if (!SR::returnedSAID())
143 {
144 if( (curptr > colptrC[i]) && std::get<0>(tuplesC[curptr-1]) == wset[hsize-1].key)
145 {
146 std::get<2>(tuplesC[curptr-1]) = SR::add(std::get<2>(tuplesC[curptr-1]), mrhs);
147 }
148 else
149 {
150 tuplesC[curptr++]= std::make_tuple(wset[hsize-1].key, Bdcsc->jc[i], mrhs) ;
151 }
152
153 }
154
155 if( (++(colinds[locb].first)) != colinds[locb].second) // current != end
156 {
157 // runr stays the same !
158 wset[hsize-1].key = Adcsc->ir[colinds[locb].first];
159 wset[hsize-1].num = Adcsc->numx[colinds[locb].first];
160 std::push_heap(wset, wset+hsize);
161 }
162 else
163 {
164 --hsize;
165 }
166 }
167 }
168
169 if(clearA)
170 delete const_cast<SpDCCols<IT, NT1> *>(&A);
171 if(clearB)
172 delete const_cast<SpDCCols<IT, NT2> *>(&B);
173
174 delete [] colptrC;
175 delete [] aux;
176
177 SpTuples<IT, NTO>* spTuplesC = new SpTuples<IT, NTO> (nnzc, mdim, ndim, tuplesC, true);
178 return spTuplesC;
179
180}
181
182}
183
184#endif
Definition test.cpp:53
int size
Definition common.h:20
SpTuples< IT, NTO > * LocalSpGEMM(const SpDCCols< IT, NT1 > &A, const SpDCCols< IT, NT2 > &B, bool clearA, bool clearB)
Definition mtSpGEMM.h:76
IT * estimateNNZ(const SpDCCols< IT, NT1 > &A, const SpDCCols< IT, NT2 > &B, IT *aux=nullptr, bool freeaux=true)
Definition mtSpGEMM.h:693
double A