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2 | // g++ -I.. sparse_lu.cpp -O3 -g0 -I /usr/include/superlu/ -lsuperlu -lgfortran -DSIZE=1000 -DDENSITY=.05 && ./a.out
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3 |
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4 | #define EIGEN_SUPERLU_SUPPORT
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5 | #define EIGEN_UMFPACK_SUPPORT
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6 | #include <Eigen/Sparse>
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7 |
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8 | #define NOGMM
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9 | #define NOMTL
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10 |
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11 | #ifndef SIZE
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12 | #define SIZE 10
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13 | #endif
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14 |
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15 | #ifndef DENSITY
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16 | #define DENSITY 0.01
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17 | #endif
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18 |
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19 | #ifndef REPEAT
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20 | #define REPEAT 1
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21 | #endif
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22 |
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23 | #include "BenchSparseUtil.h"
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24 |
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25 | #ifndef MINDENSITY
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26 | #define MINDENSITY 0.0004
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27 | #endif
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28 |
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29 | #ifndef NBTRIES
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30 | #define NBTRIES 10
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31 | #endif
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32 |
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33 | #define BENCH(X) \
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34 | timer.reset(); \
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35 | for (int _j=0; _j<NBTRIES; ++_j) { \
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36 | timer.start(); \
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37 | for (int _k=0; _k<REPEAT; ++_k) { \
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38 | X \
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39 | } timer.stop(); }
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40 |
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41 | typedef Matrix<Scalar,Dynamic,1> VectorX;
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42 |
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43 | #include <Eigen/LU>
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44 |
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45 | template<int Backend>
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46 | void doEigen(const char* name, const EigenSparseMatrix& sm1, const VectorX& b, VectorX& x, int flags = 0)
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47 | {
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48 | std::cout << name << "..." << std::flush;
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49 | BenchTimer timer; timer.start();
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50 | SparseLU<EigenSparseMatrix,Backend> lu(sm1, flags);
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51 | timer.stop();
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52 | if (lu.succeeded())
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53 | std::cout << ":\t" << timer.value() << endl;
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54 | else
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55 | {
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56 | std::cout << ":\t FAILED" << endl;
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57 | return;
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58 | }
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59 |
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60 | bool ok;
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61 | timer.reset(); timer.start();
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62 | ok = lu.solve(b,&x);
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63 | timer.stop();
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64 | if (ok)
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65 | std::cout << " solve:\t" << timer.value() << endl;
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66 | else
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67 | std::cout << " solve:\t" << " FAILED" << endl;
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68 |
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69 | //std::cout << x.transpose() << "\n";
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70 | }
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71 |
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72 | int main(int argc, char *argv[])
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73 | {
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74 | int rows = SIZE;
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75 | int cols = SIZE;
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76 | float density = DENSITY;
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77 | BenchTimer timer;
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78 |
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79 | VectorX b = VectorX::Random(cols);
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80 | VectorX x = VectorX::Random(cols);
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81 |
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82 | bool densedone = false;
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83 |
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84 | //for (float density = DENSITY; density>=MINDENSITY; density*=0.5)
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85 | // float density = 0.5;
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86 | {
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87 | EigenSparseMatrix sm1(rows, cols);
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88 | fillMatrix(density, rows, cols, sm1);
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89 |
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90 | // dense matrices
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91 | #ifdef DENSEMATRIX
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92 | if (!densedone)
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93 | {
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94 | densedone = true;
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95 | std::cout << "Eigen Dense\t" << density*100 << "%\n";
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96 | DenseMatrix m1(rows,cols);
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97 | eiToDense(sm1, m1);
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98 |
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99 | BenchTimer timer;
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100 | timer.start();
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101 | FullPivLU<DenseMatrix> lu(m1);
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102 | timer.stop();
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103 | std::cout << "Eigen/dense:\t" << timer.value() << endl;
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104 |
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105 | timer.reset();
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106 | timer.start();
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107 | lu.solve(b,&x);
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108 | timer.stop();
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109 | std::cout << " solve:\t" << timer.value() << endl;
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110 | // std::cout << b.transpose() << "\n";
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111 | // std::cout << x.transpose() << "\n";
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112 | }
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113 | #endif
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114 |
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115 | #ifdef EIGEN_UMFPACK_SUPPORT
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116 | x.setZero();
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117 | doEigen<Eigen::UmfPack>("Eigen/UmfPack (auto)", sm1, b, x, 0);
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118 | #endif
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119 |
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120 | #ifdef EIGEN_SUPERLU_SUPPORT
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121 | x.setZero();
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122 | doEigen<Eigen::SuperLU>("Eigen/SuperLU (nat)", sm1, b, x, Eigen::NaturalOrdering);
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123 | // doEigen<Eigen::SuperLU>("Eigen/SuperLU (MD AT+A)", sm1, b, x, Eigen::MinimumDegree_AT_PLUS_A);
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124 | // doEigen<Eigen::SuperLU>("Eigen/SuperLU (MD ATA)", sm1, b, x, Eigen::MinimumDegree_ATA);
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125 | doEigen<Eigen::SuperLU>("Eigen/SuperLU (COLAMD)", sm1, b, x, Eigen::ColApproxMinimumDegree);
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126 | #endif
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127 |
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128 | }
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129 |
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130 | return 0;
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131 | }
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132 |
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