template<typename Real = double>
class TNL::Solvers::IterativeSolverMonitor< Real >
Object for monitoring convergence of iterative solvers.
- Template Parameters
-
| Real | is a type of the floating-point arithmetics. |
| Index | is an indexing type. |
The following example shows how to use the iterative solver monitor for monitoring convergence of linear iterative solver:
1#include <iostream>
2#include <memory>
3#include <TNL/Matrices/SparseMatrix.h>
4#include <TNL/Devices/Sequential.h>
5#include <TNL/Devices/Cuda.h>
6#include <TNL/Solvers/Linear/Jacobi.h>
7
8template< typename Device >
9void
10iterativeLinearSolverExample()
11{
12
13
14
15
16
17
18
19
20
23 const int size( 5 );
25 matrix_ptr->setDimensions( size, size );
26 matrix_ptr->setRowCapacities( Vector( { 2, 3, 3, 3, 2 } ) );
27
29 {
30 const int rowIdx = row.getRowIndex();
31 if( rowIdx == 0 ) {
32 row.setElement( 0, rowIdx, 2.5 );
33 row.setElement( 1, rowIdx + 1, -1 );
34 }
35 else if( rowIdx == size - 1 ) {
36 row.setElement( 0, rowIdx - 1, -1.0 );
37 row.setElement( 1, rowIdx, 2.5 );
38 }
39 else {
40 row.setElement( 0, rowIdx - 1, -1.0 );
41 row.setElement( 1, rowIdx, 2.5 );
42 row.setElement( 2, rowIdx + 1, -1.0 );
43 }
44 };
45
46
47
48
49 matrix_ptr->forAllRows( f );
51
52
53
54
55 Vector x( size, 1.0 );
56 Vector b( size );
57 matrix_ptr->vectorProduct( x, b );
58 x = 0.0;
60
61
62
63
65 LinearSolver solver;
67 solver.setOmega( 0.0005 );
68
69
70
71
73 IterativeSolverMonitorType monitor;
75 monitor.setRefreshRate( 10 );
76 monitor.setVerbose( 1 );
77 monitor.setStage( "Jacobi stage:" );
78 solver.setSolverMonitor( monitor );
79 solver.setConvergenceResidue( 1.0e-6 );
80 solver.solve( b, x );
81 monitor.stopMainLoop();
83}
84
85int
86main( int argc, char* argv[] )
87{
88 std::cout <<
"Solving linear system on host:\n";
89 iterativeLinearSolverExample< TNL::Devices::Sequential >();
90
91#ifdef __CUDACC__
92 std::cout <<
"Solving linear system on CUDA device:\n";
93 iterativeLinearSolverExample< TNL::Devices::Cuda >();
94#endif
95}
#define __cuda_callable__
Definition Macros.h:49
Vector extends Array with algebraic operations.
Definition Vector.h:37
Implementation of sparse matrix, i.e. matrix storing only non-zero elements.
Definition SparseMatrix.h:57
Iterative solver of linear systems based on the Jacobi method.
Definition Jacobi.h:21
virtual void setMatrix(const MatrixPointer &matrix)
Set the matrix of the linear system.
Definition LinearSolver.h:120
A RAII wrapper for launching the SolverMonitor's main loop in a separate thread.
Definition SolverMonitor.h:142
The result looks as follows:
Solving linear system on host:
Row: 0 -> 0:2.5 1:-1
Row: 1 -> 0:-1 1:2.5 2:-1
Row: 2 -> 1:-1 2:2.5 3:-1
Row: 3 -> 2:-1 3:2.5 4:-1
Row: 4 -> 3:-1 4:2.5
Vector b = [ 1.5, 0.5, 0.5, 0.5, 1.5 ]
Jacobi stage: ITER: 33763 RES: 0.0040392
Jacobi stage: ITER: 62999 RES: 4.5319e-05
Vector x = [ 0.999999, 0.999999, 0.999998, 0.999999, 0.999999 ]
Solving linear system on CUDA device:
Row: 0 -> 0:2.5 1:-1
Row: 1 -> 0:-1 1:2.5 2:-1
Row: 2 -> 1:-1 2:2.5 3:-1
Row: 3 -> 2:-1 3:2.5 4:-1
Row: 4 -> 3:-1 4:2.5
Vector b = [ 1.5, 0.5, 0.5, 0.5, 1.5 ]
Jacobi stage: ITER: 1015 RES: 0.73559
Jacobi stage: ITER: 1391 RES: 0.66878
Jacobi stage: ITER: 1773 RES: 0.61163
Jacobi stage: ITER: 2037 RES: 0.57741
Jacobi stage: ITER: 2289 RES: 0.54788
Jacobi stage: ITER: 2541 RES: 0.52095
Jacobi stage: ITER: 2793 RES: 0.49621
Jacobi stage: ITER: 3045 RES: 0.47337
Jacobi stage: ITER: 3297 RES: 0.45217
Jacobi stage: ITER: 3551 RES: 0.4324
Jacobi stage: ITER: 3803 RES: 0.41387
Jacobi stage: ITER: 4059 RES: 0.39619
Jacobi stage: ITER: 4279 RES: 0.38181
Jacobi stage: ITER: 4515 RES: 0.36715
Jacobi stage: ITER: 4665 RES: 0.35809
Jacobi stage: ITER: 4817 RES: 0.3493
Jacobi stage: ITER: 4967 RES: 0.34101
Jacobi stage: ITER: 5107 RES: 0.33338
Jacobi stage: ITER: 5251 RES: 0.32575
Jacobi stage: ITER: 5403 RES: 0.31792
Jacobi stage: ITER: 5535 RES: 0.31129
Jacobi stage: ITER: 5687 RES: 0.30386
Jacobi stage: ITER: 5841 RES: 0.29644
Jacobi stage: ITER: 5973 RES: 0.29032
Jacobi stage: ITER: 6125 RES: 0.28345
Jacobi stage: ITER: 6259 RES: 0.27763
Jacobi stage: ITER: 6409 RES: 0.27109
Jacobi stage: ITER: 6563 RES: 0.26472
Jacobi stage: ITER: 6691 RES: 0.25947
Jacobi stage: ITER: 6935 RES: 0.24979
Jacobi stage: ITER: 7187 RES: 0.24018
Jacobi stage: ITER: 7441 RES: 0.23082
Jacobi stage: ITER: 7695 RES: 0.22198
Jacobi stage: ITER: 7951 RES: 0.21336
Jacobi stage: ITER: 8175 RES: 0.2061
Jacobi stage: ITER: 8359 RES: 0.20032
Jacobi stage: ITER: 8555 RES: 0.19435
Jacobi stage: ITER: 8785 RES: 0.18752
Jacobi stage: ITER: 9037 RES: 0.18038
Jacobi stage: ITER: 9291 RES: 0.17351
Jacobi stage: ITER: 9547 RES: 0.1668
Jacobi stage: ITER: 9731 RES: 0.16214
Jacobi stage: ITER: 9975 RES: 0.15617
Jacobi stage: ITER: 10139 RES: 0.15228
Jacobi stage: ITER: 10379 RES: 0.14676
Jacobi stage: ITER: 10633 RES: 0.14109
Jacobi stage: ITER: 10889 RES: 0.13565
Jacobi stage: ITER: 11123 RES: 0.13089
Jacobi stage: ITER: 11345 RES: 0.12646
Jacobi stage: ITER: 11595 RES: 0.12173
Jacobi stage: ITER: 11851 RES: 0.11704
Jacobi stage: ITER: 12027 RES: 0.11391
Jacobi stage: ITER: 12277 RES: 0.10959
Jacobi stage: ITER: 12533 RES: 0.10536
Jacobi stage: ITER: 12763 RES: 0.10173
Jacobi stage: ITER: 12987 RES: 0.098292
Jacobi stage: ITER: 13235 RES: 0.094618
Jacobi stage: ITER: 13491 RES: 0.090969
Jacobi stage: ITER: 13675 RES: 0.088433
Jacobi stage: ITER: 13913 RES: 0.085232
Jacobi stage: ITER: 14169 RES: 0.081945
Jacobi stage: ITER: 14423 RES: 0.078834
Jacobi stage: ITER: 14659 RES: 0.076027
Jacobi stage: ITER: 14883 RES: 0.073456
Jacobi stage: ITER: 15131 RES: 0.07071
Jacobi stage: ITER: 15355 RES: 0.068318
Jacobi stage: ITER: 15603 RES: 0.065765
Jacobi stage: ITER: 15855 RES: 0.063268
Jacobi stage: ITER: 16113 RES: 0.060791
Jacobi stage: ITER: 16369 RES: 0.058447
Jacobi stage: ITER: 16573 RES: 0.056644
Jacobi stage: ITER: 16787 RES: 0.054829
Jacobi stage: ITER: 17039 RES: 0.052747
Jacobi stage: ITER: 17293 RES: 0.050713
Jacobi stage: ITER: 17515 RES: 0.049028
Jacobi stage: ITER: 17733 RES: 0.047399
Jacobi stage: ITER: 18001 RES: 0.045487
Jacobi stage: ITER: 18229 RES: 0.043922
Jacobi stage: ITER: 18425 RES: 0.042619
Jacobi stage: ITER: 18659 RES: 0.041127
Jacobi stage: ITER: 18911 RES: 0.039566
Jacobi stage: ITER: 19167 RES: 0.03804
Jacobi stage: ITER: 19423 RES: 0.036573
Jacobi stage: ITER: 19617 RES: 0.035489
Jacobi stage: ITER: 19803 RES: 0.0345
Jacobi stage: ITER: 20051 RES: 0.03321
Jacobi stage: ITER: 20307 RES: 0.03193
Jacobi stage: ITER: 20559 RES: 0.030717
Jacobi stage: ITER: 20811 RES: 0.029551
Jacobi stage: ITER: 21067 RES: 0.028412
Jacobi stage: ITER: 21319 RES: 0.027333
Jacobi stage: ITER: 21513 RES: 0.026522
Jacobi stage: ITER: 21727 RES: 0.025672
Jacobi stage: ITER: 21971 RES: 0.024728
Jacobi stage: ITER: 22227 RES: 0.023775
Jacobi stage: ITER: 22479 RES: 0.022872
Jacobi stage: ITER: 22735 RES: 0.02199
Jacobi stage: ITER: 22989 RES: 0.021142
Jacobi stage: ITER: 23207 RES: 0.020452
Jacobi stage: ITER: 23407 RES: 0.019833
Jacobi stage: ITER: 23647 RES: 0.019116
Jacobi stage: ITER: 23889 RES: 0.018412
Jacobi stage: ITER: 24143 RES: 0.017713
Jacobi stage: ITER: 24381 RES: 0.017072
Jacobi stage: ITER: 24635 RES: 0.016424
Jacobi stage: ITER: 24871 RES: 0.015839
Jacobi stage: ITER: 25083 RES: 0.015332
Jacobi stage: ITER: 25297 RES: 0.014832
Jacobi stage: ITER: 25539 RES: 0.014295
Jacobi stage: ITER: 25747 RES: 0.013845
Jacobi stage: ITER: 26003 RES: 0.013311
Jacobi stage: ITER: 26257 RES: 0.012798
Jacobi stage: ITER: 26487 RES: 0.012358
Jacobi stage: ITER: 26735 RES: 0.011896
Jacobi stage: ITER: 26955 RES: 0.0115
Jacobi stage: ITER: 27175 RES: 0.011118
Jacobi stage: ITER: 27421 RES: 0.010703
Jacobi stage: ITER: 27685 RES: 0.010277
Jacobi stage: ITER: 27943 RES: 0.0098812
Jacobi stage: ITER: 28177 RES: 0.0095294
Jacobi stage: ITER: 28427 RES: 0.0091732
Jacobi stage: ITER: 28643 RES: 0.0088739
Jacobi stage: ITER: 28881 RES: 0.0085527
Jacobi stage: ITER: 29129 RES: 0.008233
Jacobi stage: ITER: 29381 RES: 0.0079204
Jacobi stage: ITER: 29593 RES: 0.0076667
Jacobi stage: ITER: 29947 RES: 0.0072632
Jacobi stage: ITER: 30197 RES: 0.0069874
Jacobi stage: ITER: 30445 RES: 0.0067262
Jacobi stage: ITER: 30697 RES: 0.0064708
Jacobi stage: ITER: 30951 RES: 0.0062252
Jacobi stage: ITER: 31203 RES: 0.0059888
Jacobi stage: ITER: 31455 RES: 0.0057614
Jacobi stage: ITER: 31707 RES: 0.0055427
Jacobi stage: ITER: 31959 RES: 0.0053322
Jacobi stage: ITER: 32211 RES: 0.0051298
Jacobi stage: ITER: 32463 RES: 0.004935
Jacobi stage: ITER: 32715 RES: 0.0047476
Jacobi stage: ITER: 32967 RES: 0.0045674
Jacobi stage: ITER: 33219 RES: 0.004394
Jacobi stage: ITER: 33471 RES: 0.0042271
Jacobi stage: ITER: 33723 RES: 0.0040666
Jacobi stage: ITER: 33975 RES: 0.0039122
Jacobi stage: ITER: 34227 RES: 0.0037637
Jacobi stage: ITER: 34479 RES: 0.0036208
Jacobi stage: ITER: 34731 RES: 0.0034833
Jacobi stage: ITER: 34983 RES: 0.0033511
Jacobi stage: ITER: 35235 RES: 0.0032238
Jacobi stage: ITER: 35487 RES: 0.0031014
Jacobi stage: ITER: 35739 RES: 0.0029837
Jacobi stage: ITER: 35991 RES: 0.0028704
Jacobi stage: ITER: 36243 RES: 0.0027614
Jacobi stage: ITER: 36495 RES: 0.0026566
Jacobi stage: ITER: 36749 RES: 0.0025541
Jacobi stage: ITER: 37001 RES: 0.0024571
Jacobi stage: ITER: 37253 RES: 0.0023639
Jacobi stage: ITER: 37505 RES: 0.0022741
Jacobi stage: ITER: 37757 RES: 0.0021878
Jacobi stage: ITER: 38009 RES: 0.0021047
Jacobi stage: ITER: 38261 RES: 0.0020248
Jacobi stage: ITER: 38513 RES: 0.0019479
Jacobi stage: ITER: 38767 RES: 0.0018739
Jacobi stage: ITER: 39019 RES: 0.0018028
Jacobi stage: ITER: 39271 RES: 0.0017343
Jacobi stage: ITER: 39523 RES: 0.0016685
Jacobi stage: ITER: 39775 RES: 0.0016051
Jacobi stage: ITER: 40027 RES: 0.0015442
Jacobi stage: ITER: 40279 RES: 0.0014856
Jacobi stage: ITER: 40531 RES: 0.0014292
Jacobi stage: ITER: 40783 RES: 0.0013749
Jacobi stage: ITER: 41035 RES: 0.0013227
Jacobi stage: ITER: 41287 RES: 0.0012725
Jacobi stage: ITER: 41539 RES: 0.0012242
Jacobi stage: ITER: 41791 RES: 0.0011777
Jacobi stage: ITER: 42043 RES: 0.001133
Jacobi stage: ITER: 42295 RES: 0.00109
Jacobi stage: ITER: 42547 RES: 0.0010486
Jacobi stage: ITER: 42799 RES: 0.0010088
Jacobi stage: ITER: 43053 RES: 0.00096987
Jacobi stage: ITER: 43305 RES: 0.00093304
Jacobi stage: ITER: 43557 RES: 0.00089762
Jacobi stage: ITER: 43809 RES: 0.00086354
Jacobi stage: ITER: 44061 RES: 0.00083075
Jacobi stage: ITER: 44313 RES: 0.00079921
Jacobi stage: ITER: 44567 RES: 0.00076886
Jacobi stage: ITER: 44819 RES: 0.00073967
Jacobi stage: ITER: 45071 RES: 0.00071159
Jacobi stage: ITER: 45323 RES: 0.00068457
Jacobi stage: ITER: 45575 RES: 0.00065858
Jacobi stage: ITER: 45827 RES: 0.00063357
Jacobi stage: ITER: 46079 RES: 0.00060952
Jacobi stage: ITER: 46331 RES: 0.00058638
Jacobi stage: ITER: 46583 RES: 0.00056411
Jacobi stage: ITER: 46835 RES: 0.00054269
Jacobi stage: ITER: 47087 RES: 0.00052209
Jacobi stage: ITER: 47339 RES: 0.00050227
Jacobi stage: ITER: 47591 RES: 0.0004832
Jacobi stage: ITER: 47843 RES: 0.00046485
Jacobi stage: ITER: 48095 RES: 0.0004472
Jacobi stage: ITER: 48349 RES: 0.00042996
Jacobi stage: ITER: 48601 RES: 0.00041363
Jacobi stage: ITER: 48853 RES: 0.00039793
Jacobi stage: ITER: 49105 RES: 0.00038282
Jacobi stage: ITER: 49357 RES: 0.00036828
Jacobi stage: ITER: 49609 RES: 0.0003543
Jacobi stage: ITER: 49861 RES: 0.00034085
Jacobi stage: ITER: 50113 RES: 0.00032791
Jacobi stage: ITER: 50367 RES: 0.00031546
Jacobi stage: ITER: 50619 RES: 0.00030348
Jacobi stage: ITER: 50871 RES: 0.00029196
Jacobi stage: ITER: 51123 RES: 0.00028087
Jacobi stage: ITER: 51375 RES: 0.00027021
Jacobi stage: ITER: 51627 RES: 0.00025995
Jacobi stage: ITER: 51879 RES: 0.00025008
Jacobi stage: ITER: 52131 RES: 0.00024058
Jacobi stage: ITER: 52383 RES: 0.00023145
Jacobi stage: ITER: 52635 RES: 0.00022266
Jacobi stage: ITER: 52887 RES: 0.00021421
Jacobi stage: ITER: 53139 RES: 0.00020607
Jacobi stage: ITER: 53391 RES: 0.00019825
Jacobi stage: ITER: 53643 RES: 0.00019072
Jacobi stage: ITER: 53897 RES: 0.00018337
Jacobi stage: ITER: 54149 RES: 0.00017641
Jacobi stage: ITER: 54401 RES: 0.00016971
Jacobi stage: ITER: 54653 RES: 0.00016327
Jacobi stage: ITER: 54905 RES: 0.00015707
Jacobi stage: ITER: 55159 RES: 0.0001511
Jacobi stage: ITER: 55411 RES: 0.00014537
Jacobi stage: ITER: 55663 RES: 0.00013985
Jacobi stage: ITER: 55915 RES: 0.00013454
Jacobi stage: ITER: 56167 RES: 0.00012943
Jacobi stage: ITER: 56419 RES: 0.00012452
Jacobi stage: ITER: 56671 RES: 0.00011979
Jacobi stage: ITER: 56923 RES: 0.00011524
Jacobi stage: ITER: 57175 RES: 0.00011086
Jacobi stage: ITER: 57427 RES: 0.00010665
Jacobi stage: ITER: 57679 RES: 0.00010261
Jacobi stage: ITER: 57931 RES: 9.8709e-05
Jacobi stage: ITER: 58185 RES: 9.4903e-05
Jacobi stage: ITER: 58437 RES: 9.13e-05
Jacobi stage: ITER: 58689 RES: 8.7834e-05
Jacobi stage: ITER: 58941 RES: 8.4499e-05
Jacobi stage: ITER: 59193 RES: 8.129e-05
Jacobi stage: ITER: 59447 RES: 7.8204e-05
Jacobi stage: ITER: 59699 RES: 7.5235e-05
Jacobi stage: ITER: 59951 RES: 7.2378e-05
Jacobi stage: ITER: 60203 RES: 6.963e-05
Jacobi stage: ITER: 60455 RES: 6.6986e-05
Jacobi stage: ITER: 60707 RES: 6.4443e-05
Jacobi stage: ITER: 60959 RES: 6.1996e-05
Jacobi stage: ITER: 61211 RES: 5.9642e-05
Jacobi stage: ITER: 61463 RES: 5.7378e-05
Jacobi stage: ITER: 61715 RES: 5.5199e-05
Jacobi stage: ITER: 61967 RES: 5.3104e-05
Jacobi stage: ITER: 62217 RES: 5.1087e-05
Jacobi stage: ITER: 62467 RES: 4.9178e-05
Jacobi stage: ITER: 62719 RES: 4.7311e-05
Jacobi stage: ITER: 62969 RES: 4.5514e-05
Jacobi stage: ITER: 63219 RES: 4.3813e-05
Jacobi stage: ITER: 63471 RES: 4.215e-05
Jacobi stage: ITER: 63719 RES: 4.0574e-05
Jacobi stage: ITER: 63971 RES: 3.9034e-05
Jacobi stage: ITER: 64221 RES: 3.7552e-05
Jacobi stage: ITER: 64471 RES: 3.6148e-05
Jacobi stage: ITER: 64723 RES: 3.4776e-05
Jacobi stage: ITER: 64971 RES: 3.3476e-05
Jacobi stage: ITER: 65223 RES: 3.2205e-05
Jacobi stage: ITER: 65473 RES: 3.0982e-05
Jacobi stage: ITER: 65723 RES: 2.9824e-05
Jacobi stage: ITER: 65975 RES: 2.8692e-05
Jacobi stage: ITER: 66225 RES: 2.7602e-05
Jacobi stage: ITER: 66475 RES: 2.6571e-05
Jacobi stage: ITER: 66725 RES: 2.5562e-05
Jacobi stage: ITER: 66975 RES: 2.4606e-05
Jacobi stage: ITER: 67227 RES: 2.3672e-05
Jacobi stage: ITER: 67477 RES: 2.2773e-05
Jacobi stage: ITER: 67727 RES: 2.1922e-05
Jacobi stage: ITER: 67977 RES: 2.109e-05
Jacobi stage: ITER: 68227 RES: 2.0302e-05
Jacobi stage: ITER: 68479 RES: 1.9531e-05
Jacobi stage: ITER: 68729 RES: 1.8789e-05
Jacobi stage: ITER: 68991 RES: 1.8054e-05
Jacobi stage: ITER: 69247 RES: 1.7358e-05
Jacobi stage: ITER: 69415 RES: 1.6915e-05
Jacobi stage: ITER: 69659 RES: 1.6293e-05
Jacobi stage: ITER: 69911 RES: 1.5674e-05
Jacobi stage: ITER: 70161 RES: 1.5079e-05
Jacobi stage: ITER: 70411 RES: 1.4516e-05
Jacobi stage: ITER: 70663 RES: 1.3965e-05
Jacobi stage: ITER: 70913 RES: 1.3434e-05
Jacobi stage: ITER: 71163 RES: 1.2932e-05
Jacobi stage: ITER: 71415 RES: 1.2441e-05
Jacobi stage: ITER: 71663 RES: 1.1976e-05
Jacobi stage: ITER: 71915 RES: 1.1522e-05
Jacobi stage: ITER: 72165 RES: 1.1084e-05
Jacobi stage: ITER: 72415 RES: 1.067e-05
Jacobi stage: ITER: 72667 RES: 1.0265e-05
Jacobi stage: ITER: 72917 RES: 9.8749e-06
Jacobi stage: ITER: 73167 RES: 9.5058e-06
Jacobi stage: ITER: 73417 RES: 9.1449e-06
Jacobi stage: ITER: 73667 RES: 8.8031e-06
Jacobi stage: ITER: 73919 RES: 8.4689e-06
Jacobi stage: ITER: 74169 RES: 8.1473e-06
Jacobi stage: ITER: 74419 RES: 7.8428e-06
Jacobi stage: ITER: 74671 RES: 7.545e-06
Jacobi stage: ITER: 74921 RES: 7.2586e-06
Jacobi stage: ITER: 75171 RES: 6.9873e-06
Jacobi stage: ITER: 75421 RES: 6.722e-06
Jacobi stage: ITER: 75671 RES: 6.4707e-06
Jacobi stage: ITER: 75923 RES: 6.225e-06
Jacobi stage: ITER: 76173 RES: 5.9887e-06
Jacobi stage: ITER: 76423 RES: 5.7649e-06
Jacobi stage: ITER: 76675 RES: 5.546e-06
Jacobi stage: ITER: 76925 RES: 5.3354e-06
Jacobi stage: ITER: 77175 RES: 5.136e-06
Jacobi stage: ITER: 77425 RES: 4.941e-06
Jacobi stage: ITER: 77675 RES: 4.7563e-06
Jacobi stage: ITER: 77927 RES: 4.5757e-06
Jacobi stage: ITER: 78177 RES: 4.402e-06
Jacobi stage: ITER: 78427 RES: 4.2375e-06
Jacobi stage: ITER: 78679 RES: 4.0766e-06
Jacobi stage: ITER: 78929 RES: 3.9218e-06
Jacobi stage: ITER: 79179 RES: 3.7752e-06
Jacobi stage: ITER: 79431 RES: 3.6319e-06
Jacobi stage: ITER: 79681 RES: 3.494e-06
Jacobi stage: ITER: 79931 RES: 3.3634e-06
Jacobi stage: ITER: 80181 RES: 3.2357e-06
Jacobi stage: ITER: 80431 RES: 3.1147e-06
Jacobi stage: ITER: 80683 RES: 2.9965e-06
Jacobi stage: ITER: 80933 RES: 2.8827e-06
Jacobi stage: ITER: 81183 RES: 2.775e-06
Jacobi stage: ITER: 81435 RES: 2.6696e-06
Jacobi stage: ITER: 81685 RES: 2.5682e-06
Jacobi stage: ITER: 81935 RES: 2.4722e-06
Jacobi stage: ITER: 82187 RES: 2.3784e-06
Jacobi stage: ITER: 82437 RES: 2.2881e-06
Jacobi stage: ITER: 82687 RES: 2.2026e-06
Jacobi stage: ITER: 82937 RES: 2.1189e-06
Jacobi stage: ITER: 83187 RES: 2.0397e-06
Jacobi stage: ITER: 83439 RES: 1.9623e-06
Jacobi stage: ITER: 83689 RES: 1.8878e-06
Jacobi stage: ITER: 83939 RES: 1.8172e-06
Jacobi stage: ITER: 84191 RES: 1.7482e-06
Jacobi stage: ITER: 84441 RES: 1.6819e-06
Jacobi stage: ITER: 84691 RES: 1.619e-06
Jacobi stage: ITER: 84941 RES: 1.5575e-06
Jacobi stage: ITER: 85191 RES: 1.4993e-06
Jacobi stage: ITER: 85443 RES: 1.4424e-06
Jacobi stage: ITER: 85693 RES: 1.3876e-06
Jacobi stage: ITER: 85943 RES: 1.3357e-06
Jacobi stage: ITER: 86195 RES: 1.285e-06
Jacobi stage: ITER: 86445 RES: 1.2362e-06
Jacobi stage: ITER: 86695 RES: 1.19e-06
Jacobi stage: ITER: 86945 RES: 1.1449e-06
Jacobi stage: ITER: 87195 RES: 1.1021e-06
Jacobi stage: ITER: 87447 RES: 1.0602e-06
Jacobi stage: ITER: 87783 RES: 1.0069e-06
Vector x = [ 0.999999, 0.999999, 0.999998, 0.999999, 0.999999 ]
The following example shows how to employ timer (TNL::Timer) to the monitor of iterative solvers:
1#include <iostream>
2#include <memory>
3#include <TNL/Timer.h>
4#include <TNL/Matrices/SparseMatrix.h>
5#include <TNL/Devices/Sequential.h>
6#include <TNL/Devices/Cuda.h>
7#include <TNL/Solvers/Linear/Jacobi.h>
8
9template< typename Device >
10void
11iterativeLinearSolverExample()
12{
13
14
15
16
17
18
19
20
21
24 const int size( 5 );
26 matrix_ptr->setDimensions( size, size );
27 matrix_ptr->setRowCapacities( Vector( { 2, 3, 3, 3, 2 } ) );
28
30 {
31 const int rowIdx = row.getRowIndex();
32 if( rowIdx == 0 ) {
33 row.setElement( 0, rowIdx, 2.5 );
34 row.setElement( 1, rowIdx + 1, -1 );
35 }
36 else if( rowIdx == size - 1 ) {
37 row.setElement( 0, rowIdx - 1, -1.0 );
38 row.setElement( 1, rowIdx, 2.5 );
39 }
40 else {
41 row.setElement( 0, rowIdx - 1, -1.0 );
42 row.setElement( 1, rowIdx, 2.5 );
43 row.setElement( 2, rowIdx + 1, -1.0 );
44 }
45 };
46
47
48
49
50 matrix_ptr->forAllRows( f );
52
53
54
55
56 Vector x( size, 1.0 );
57 Vector b( size );
58 matrix_ptr->vectorProduct( x, b );
59 x = 0.0;
61
62
63
64
66 LinearSolver solver;
68 solver.setOmega( 0.0005 );
69
70
71
72
74 IterativeSolverMonitorType monitor;
76 monitor.setRefreshRate( 10 );
77 monitor.setVerbose( 1 );
78 monitor.setStage( "Jacobi stage:" );
80 monitor.setTimer( timer );
82 solver.setSolverMonitor( monitor );
83 solver.setConvergenceResidue( 1.0e-6 );
84 solver.solve( b, x );
85 monitor.stopMainLoop();
87}
88
89int
90main( int argc, char* argv[] )
91{
92 std::cout <<
"Solving linear system on host:\n";
93 iterativeLinearSolverExample< TNL::Devices::Sequential >();
94
95#ifdef __CUDACC__
96 std::cout <<
"Solving linear system on CUDA device:\n";
97 iterativeLinearSolverExample< TNL::Devices::Cuda >();
98#endif
99}
Class for real time, CPU time and CPU cycles measuring.
Definition Timer.h:25
void start()
Starts timer.
The result looks as follows:
Solving linear system on host:
Row: 0 -> 0:2.5 1:-1
Row: 1 -> 0:-1 1:2.5 2:-1
Row: 2 -> 1:-1 2:2.5 3:-1
Row: 3 -> 2:-1 3:2.5 4:-1
Row: 4 -> 3:-1 4:2.5
Vector b = [ 1.5, 0.5, 0.5, 0.5, 1.5 ]
ELA:1.1737e-
ELA: 0.10011 Jacobi stage: ITER: 33759 RES: 0.0040442
ELA: 0.20021 Jacobi stage: ITER: 65673 RES: 3.0045e-05
Vector x = [ 0.999999, 0.999999, 0.999998, 0.999999, 0.999999 ]
Solving linear system on CUDA device:
Row: 0 -> 0:2.5 1:-1
Row: 1 -> 0:-1 1:2.5 2:-1
Row: 2 -> 1:-1 2:2.5 3:-1
Row: 3 -> 2:-1 3:2.5 4:-1
Row: 4 -> 3:-1 4:2.5
Vector b = [ 1.5, 0.5, 0.5, 0.5, 1.5 ]
ELA:1.5794e-
ELA: 0.10011 Jacobi stage: ITER: 427 RES: 0.87024
ELA: 0.2002 Jacobi stage: ITER: 807 RES: 0.77838
ELA: 0.30031 Jacobi stage: ITER: 1137 RES: 0.71218
ELA: 0.40041 Jacobi stage: ITER: 1389 RES: 0.66878
ELA: 0.50051 Jacobi stage: ITER: 1641 RES: 0.63019
ELA: 0.60062 Jacobi stage: ITER: 1893 RES: 0.59562
ELA: 0.70073 Jacobi stage: ITER: 2147 RES: 0.56441
ELA: 0.80079 Jacobi stage: ITER: 2399 RES: 0.53605
ELA: 0.90089 Jacobi stage: ITER: 2651 RES: 0.5101
ELA: 1.0011 Jacobi stage: ITER: 2903 RES: 0.48621
ELA: 1.1012 Jacobi stage: ITER: 3157 RES: 0.46376
ELA: 1.2013 Jacobi stage: ITER: 3411 RES: 0.44322
ELA: 1.3014 Jacobi stage: ITER: 3619 RES: 0.42728
ELA: 1.4015 Jacobi stage: ITER: 3815 RES: 0.41302
ELA: 1.5016 Jacobi stage: ITER: 3967 RES: 0.40242
ELA: 1.6017 Jacobi stage: ITER: 4117 RES: 0.3922
ELA: 1.7018 Jacobi stage: ITER: 4271 RES: 0.38232
ELA: 1.8019 Jacobi stage: ITER: 4399 RES: 0.37426
ELA: 1.902 Jacobi stage: ITER: 4551 RES: 0.36498
ELA: 2.0021 Jacobi stage: ITER: 4703 RES: 0.35598
ELA: 2.1022 Jacobi stage: ITER: 4833 RES: 0.3484
ELA: 2.2038 Jacobi stage: ITER: 4987 RES: 0.33991
ELA: 2.3039 Jacobi stage: ITER: 5119 RES: 0.33274
ELA: 2.404 Jacobi stage: ITER: 5265 RES: 0.32491
ELA: 2.5043 Jacobi stage: ITER: 5417 RES: 0.31711
ELA: 2.605 Jacobi stage: ITER: 5543 RES: 0.3109
ELA: 2.7051 Jacobi stage: ITER: 5695 RES: 0.30348
ELA: 2.8052 Jacobi stage: ITER: 5829 RES: 0.29701
ELA: 2.9053 Jacobi stage: ITER: 6011 RES: 0.28868
ELA: 3.0054 Jacobi stage: ITER: 6261 RES: 0.27746
ELA: 3.1055 Jacobi stage: ITER: 6515 RES: 0.26671
ELA: 3.2056 Jacobi stage: ITER: 6771 RES: 0.25625
ELA: 3.3057 Jacobi stage: ITER: 7025 RES: 0.24623
ELA: 3.4058 Jacobi stage: ITER: 7281 RES: 0.23663
ELA: 3.506 Jacobi stage: ITER: 7471 RES: 0.22982
ELA: 3.6061 Jacobi stage: ITER: 7657 RES: 0.22322
ELA: 3.7062 Jacobi stage: ITER: 7865 RES: 0.21615
ELA: 3.8063 Jacobi stage: ITER: 8107 RES: 0.20827
ELA: 3.9064 Jacobi stage: ITER: 8359 RES: 0.20032
ELA: 4.0065 Jacobi stage: ITER: 8615 RES: 0.19256
ELA: 4.1066 Jacobi stage: ITER: 8839 RES: 0.18602
ELA: 4.2067 Jacobi stage: ITER: 9047 RES: 0.18015
ELA: 4.3068 Jacobi stage: ITER: 9295 RES: 0.1734
ELA: 4.4069 Jacobi stage: ITER: 9455 RES: 0.16918
ELA: 4.507 Jacobi stage: ITER: 9687 RES: 0.16324
ELA: 4.6071 Jacobi stage: ITER: 9943 RES: 0.15694
ELA: 4.7072 Jacobi stage: ITER: 10197 RES: 0.15088
ELA: 4.8072 Jacobi stage: ITER: 10401 RES: 0.14622
ELA: 4.9073 Jacobi stage: ITER: 10643 RES: 0.14092
ELA: 5.0074 Jacobi stage: ITER: 10897 RES: 0.13548
ELA: 5.1075 Jacobi stage: ITER: 11083 RES: 0.1317
ELA: 5.2076 Jacobi stage: ITER: 11317 RES: 0.12701
ELA: 5.3077 Jacobi stage: ITER: 11571 RES: 0.12218
ELA: 5.4078 Jacobi stage: ITER: 11827 RES: 0.11747
ELA: 5.5079 Jacobi stage: ITER: 12053 RES: 0.11343
ELA: 5.608 Jacobi stage: ITER: 12273 RES: 0.10965
ELA: 5.7081 Jacobi stage: ITER: 12525 RES: 0.10549
ELA: 5.8082 Jacobi stage: ITER: 12735 RES: 0.10217
ELA: 5.9083 Jacobi stage: ITER: 12945 RES: 0.098898
ELA: 6.0084 Jacobi stage: ITER: 13195 RES: 0.095201
ELA: 6.1085 Jacobi stage: ITER: 13449 RES: 0.091529
ELA: 6.2086 Jacobi stage: ITER: 13703 RES: 0.088054
ELA: 6.3087 Jacobi stage: ITER: 13915 RES: 0.085232
ELA: 6.4088 Jacobi stage: ITER: 14155 RES: 0.082147
ELA: 6.5089 Jacobi stage: ITER: 14379 RES: 0.079369
ELA: 6.609 Jacobi stage: ITER: 14631 RES: 0.076355
ELA: 6.7091 Jacobi stage: ITER: 14877 RES: 0.073501
ELA: 6.8092 Jacobi stage: ITER: 15131 RES: 0.07071
ELA: 6.9093 Jacobi stage: ITER: 15387 RES: 0.067983
ELA: 7.0094 Jacobi stage: ITER: 15639 RES: 0.065402
ELA: 7.1095 Jacobi stage: ITER: 15823 RES: 0.063579
ELA: 7.2096 Jacobi stage: ITER: 16053 RES: 0.061354
ELA: 7.3097 Jacobi stage: ITER: 16307 RES: 0.059024
ELA: 7.412 Jacobi stage: ITER: 16553 RES: 0.056818
ELA: 7.5121 Jacobi stage: ITER: 16785 RES: 0.054829
ELA: 7.6122 Jacobi stage: ITER: 16967 RES: 0.053334
ELA: 7.7124 Jacobi stage: ITER: 17195 RES: 0.051498
ELA: 7.815 Jacobi stage: ITER: 17545 RES: 0.048788
ELA: 7.9151 Jacobi stage: ITER: 17877 RES: 0.046362
ELA: 8.016 Jacobi stage: ITER: 18131 RES: 0.044602
ELA: 8.117 Jacobi stage: ITER: 18387 RES: 0.042882
ELA: 8.22 Jacobi stage: ITER: 18647 RES: 0.041203
ELA: 8.3201 Jacobi stage: ITER: 18871 RES: 0.03981
ELA: 8.424 Jacobi stage: ITER: 19061 RES: 0.038653
ELA: 8.5241 Jacobi stage: ITER: 19279 RES: 0.037391
ELA: 8.6242 Jacobi stage: ITER: 19531 RES: 0.035972
ELA: 8.7243 Jacobi stage: ITER: 19783 RES: 0.034606
ELA: 8.8244 Jacobi stage: ITER: 20037 RES: 0.033271
ELA: 8.9246 Jacobi stage: ITER: 20291 RES: 0.032008
ELA: 9.0247 Jacobi stage: ITER: 20547 RES: 0.030774
ELA: 9.1248 Jacobi stage: ITER: 20783 RES: 0.029678
ELA: 9.2249 Jacobi stage: ITER: 20963 RES: 0.028869
ELA: 9.325 Jacobi stage: ITER: 21209 RES: 0.02779
ELA: 9.4251 Jacobi stage: ITER: 21459 RES: 0.026751
ELA: 9.528 Jacobi stage: ITER: 21719 RES: 0.025704
ELA: 9.6281 Jacobi stage: ITER: 21973 RES: 0.024713
ELA: 9.7282 Jacobi stage: ITER: 22227 RES: 0.023775
ELA: 9.8283 Jacobi stage: ITER: 22463 RES: 0.022928
ELA: 9.929 Jacobi stage: ITER: 22687 RES: 0.022153
ELA: 10.029 Jacobi stage: ITER: 22909 RES: 0.021404
ELA: 10.129 Jacobi stage: ITER: 23135 RES: 0.02068
ELA: 10.229 Jacobi stage: ITER: 23387 RES: 0.019894
ELA: 10.329 Jacobi stage: ITER: 23651 RES: 0.019104
ELA: 10.43 Jacobi stage: ITER: 23903 RES: 0.018379
ELA: 10.53 Jacobi stage: ITER: 24139 RES: 0.017724
ELA: 10.63 Jacobi stage: ITER: 24391 RES: 0.017051
ELA: 10.73 Jacobi stage: ITER: 24563 RES: 0.016607
ELA: 10.83 Jacobi stage: ITER: 24791 RES: 0.016035
ELA: 10.93 Jacobi stage: ITER: 25059 RES: 0.015388
ELA: 11.031 Jacobi stage: ITER: 25311 RES: 0.014804
ELA: 11.131 Jacobi stage: ITER: 25559 RES: 0.014251
ELA: 11.231 Jacobi stage: ITER: 25813 RES: 0.013701
ELA: 11.333 Jacobi stage: ITER: 26043 RES: 0.01323
ELA: 11.434 Jacobi stage: ITER: 26267 RES: 0.012782
ELA: 11.534 Jacobi stage: ITER: 26489 RES: 0.01235
ELA: 11.634 Jacobi stage: ITER: 26723 RES: 0.011918
ELA: 11.734 Jacobi stage: ITER: 26975 RES: 0.011465
ELA: 11.835 Jacobi stage: ITER: 27229 RES: 0.011023
ELA: 11.935 Jacobi stage: ITER: 27465 RES: 0.010631
ELA: 12.035 Jacobi stage: ITER: 27713 RES: 0.010233
ELA: 12.135 Jacobi stage: ITER: 27927 RES: 0.0099055
ELA: 12.235 Jacobi stage: ITER: 28169 RES: 0.0095411
ELA: 12.336 Jacobi stage: ITER: 28363 RES: 0.0092582
ELA: 12.436 Jacobi stage: ITER: 28613 RES: 0.0089121
ELA: 12.536 Jacobi stage: ITER: 28867 RES: 0.0085737
ELA: 12.636 Jacobi stage: ITER: 29417 RES: 0.0078768
ELA: 12.736 Jacobi stage: ITER: 30191 RES: 0.006996
ELA: 12.84 Jacobi stage: ITER: 30479 RES: 0.0066932
ELA: 12.942 Jacobi stage: ITER: 30735 RES: 0.0064352
ELA: 13.042 Jacobi stage: ITER: 30987 RES: 0.0061908
ELA: 13.142 Jacobi stage: ITER: 31239 RES: 0.0059558
ELA: 13.242 Jacobi stage: ITER: 31491 RES: 0.0057296
ELA: 13.342 Jacobi stage: ITER: 31743 RES: 0.0055121
ELA: 13.443 Jacobi stage: ITER: 31995 RES: 0.0053028
ELA: 13.543 Jacobi stage: ITER: 32247 RES: 0.0051015
ELA: 13.643 Jacobi stage: ITER: 32499 RES: 0.0049078
ELA: 13.743 Jacobi stage: ITER: 32751 RES: 0.0047214
ELA: 13.843 Jacobi stage: ITER: 33003 RES: 0.0045422
ELA: 13.943 Jacobi stage: ITER: 33255 RES: 0.0043697
ELA: 14.043 Jacobi stage: ITER: 33507 RES: 0.0042038
ELA: 14.144 Jacobi stage: ITER: 33759 RES: 0.0040442
ELA: 14.244 Jacobi stage: ITER: 34011 RES: 0.0038907
ELA: 14.344 Jacobi stage: ITER: 34265 RES: 0.0037406
ELA: 14.444 Jacobi stage: ITER: 34517 RES: 0.0035986
ELA: 14.544 Jacobi stage: ITER: 34769 RES: 0.003462
ELA: 14.644 Jacobi stage: ITER: 35021 RES: 0.0033305
ELA: 14.744 Jacobi stage: ITER: 35273 RES: 0.0032041
ELA: 14.844 Jacobi stage: ITER: 35525 RES: 0.0030824
ELA: 14.945 Jacobi stage: ITER: 35777 RES: 0.0029654
ELA: 15.045 Jacobi stage: ITER: 36031 RES: 0.0028528
ELA: 15.145 Jacobi stage: ITER: 36283 RES: 0.0027445
ELA: 15.245 Jacobi stage: ITER: 36535 RES: 0.0026403
ELA: 15.345 Jacobi stage: ITER: 36787 RES: 0.00254
ELA: 15.445 Jacobi stage: ITER: 37039 RES: 0.0024436
ELA: 15.545 Jacobi stage: ITER: 37291 RES: 0.0023508
ELA: 15.646 Jacobi stage: ITER: 37543 RES: 0.0022616
ELA: 15.746 Jacobi stage: ITER: 37795 RES: 0.0021757
ELA: 15.846 Jacobi stage: ITER: 38047 RES: 0.0020931
ELA: 15.946 Jacobi stage: ITER: 38299 RES: 0.0020136
ELA: 16.046 Jacobi stage: ITER: 38551 RES: 0.0019372
ELA: 16.146 Jacobi stage: ITER: 38803 RES: 0.0018636
ELA: 16.246 Jacobi stage: ITER: 39055 RES: 0.0017929
ELA: 16.346 Jacobi stage: ITER: 39307 RES: 0.0017248
ELA: 16.447 Jacobi stage: ITER: 39559 RES: 0.0016593
ELA: 16.547 Jacobi stage: ITER: 39811 RES: 0.0015963
ELA: 16.647 Jacobi stage: ITER: 40063 RES: 0.0015357
ELA: 16.747 Jacobi stage: ITER: 40317 RES: 0.0014765
ELA: 16.847 Jacobi stage: ITER: 40569 RES: 0.0014204
ELA: 16.947 Jacobi stage: ITER: 40821 RES: 0.0013665
ELA: 17.047 Jacobi stage: ITER: 41073 RES: 0.0013146
ELA: 17.147 Jacobi stage: ITER: 41325 RES: 0.0012647
ELA: 17.248 Jacobi stage: ITER: 41577 RES: 0.0012167
ELA: 17.348 Jacobi stage: ITER: 41829 RES: 0.0011705
ELA: 17.448 Jacobi stage: ITER: 42081 RES: 0.001126
ELA: 17.548 Jacobi stage: ITER: 42335 RES: 0.0010833
ELA: 17.648 Jacobi stage: ITER: 42587 RES: 0.0010422
ELA: 17.748 Jacobi stage: ITER: 42839 RES: 0.0010026
ELA: 17.848 Jacobi stage: ITER: 43091 RES: 0.00096452
ELA: 17.949 Jacobi stage: ITER: 43343 RES: 0.0009279
ELA: 18.049 Jacobi stage: ITER: 43595 RES: 0.00089267
ELA: 18.149 Jacobi stage: ITER: 43847 RES: 0.00085877
ELA: 18.249 Jacobi stage: ITER: 44099 RES: 0.00082617
ELA: 18.349 Jacobi stage: ITER: 44351 RES: 0.0007948
ELA: 18.449 Jacobi stage: ITER: 44603 RES: 0.00076462
ELA: 18.549 Jacobi stage: ITER: 44855 RES: 0.00073559
ELA: 18.649 Jacobi stage: ITER: 45107 RES: 0.00070766
ELA: 18.75 Jacobi stage: ITER: 45359 RES: 0.00068079
ELA: 18.85 Jacobi stage: ITER: 45611 RES: 0.00065495
ELA: 18.95 Jacobi stage: ITER: 45865 RES: 0.00062969
ELA: 19.05 Jacobi stage: ITER: 46117 RES: 0.00060578
ELA: 19.15 Jacobi stage: ITER: 46369 RES: 0.00058278
ELA: 19.25 Jacobi stage: ITER: 46621 RES: 0.00056066
ELA: 19.35 Jacobi stage: ITER: 46873 RES: 0.00053937
ELA: 19.451 Jacobi stage: ITER: 47125 RES: 0.00051889
ELA: 19.551 Jacobi stage: ITER: 47379 RES: 0.00049919
ELA: 19.651 Jacobi stage: ITER: 47631 RES: 0.00048024
ELA: 19.751 Jacobi stage: ITER: 47883 RES: 0.000462
ELA: 19.851 Jacobi stage: ITER: 48135 RES: 0.00044446
ELA: 19.951 Jacobi stage: ITER: 48387 RES: 0.00042759
ELA: 20.051 Jacobi stage: ITER: 48639 RES: 0.00041135
ELA: 20.152 Jacobi stage: ITER: 48891 RES: 0.00039573
ELA: 20.252 Jacobi stage: ITER: 49143 RES: 0.00038071
ELA: 20.352 Jacobi stage: ITER: 49395 RES: 0.00036625
ELA: 20.452 Jacobi stage: ITER: 49647 RES: 0.00035235
ELA: 20.552 Jacobi stage: ITER: 49899 RES: 0.00033897
ELA: 20.652 Jacobi stage: ITER: 50151 RES: 0.0003261
ELA: 20.752 Jacobi stage: ITER: 50403 RES: 0.00031372
ELA: 20.852 Jacobi stage: ITER: 50655 RES: 0.00030181
ELA: 20.953 Jacobi stage: ITER: 50907 RES: 0.00029035
ELA: 21.053 Jacobi stage: ITER: 51159 RES: 0.00027932
ELA: 21.153 Jacobi stage: ITER: 51411 RES: 0.00026872
ELA: 21.253 Jacobi stage: ITER: 51663 RES: 0.00025852
ELA: 21.353 Jacobi stage: ITER: 51915 RES: 0.0002487
ELA: 21.453 Jacobi stage: ITER: 52169 RES: 0.00023911
ELA: 21.553 Jacobi stage: ITER: 52421 RES: 0.00023003
ELA: 21.654 Jacobi stage: ITER: 52673 RES: 0.0002213
ELA: 21.754 Jacobi stage: ITER: 52925 RES: 0.0002129
ELA: 21.854 Jacobi stage: ITER: 53177 RES: 0.00020481
ELA: 21.954 Jacobi stage: ITER: 53429 RES: 0.00019704
ELA: 22.054 Jacobi stage: ITER: 53681 RES: 0.00018956
ELA: 22.154 Jacobi stage: ITER: 53933 RES: 0.00018236
ELA: 22.254 Jacobi stage: ITER: 54185 RES: 0.00017543
ELA: 22.354 Jacobi stage: ITER: 54439 RES: 0.00016877
ELA: 22.455 Jacobi stage: ITER: 54691 RES: 0.00016237
ELA: 22.555 Jacobi stage: ITER: 54943 RES: 0.0001562
ELA: 22.655 Jacobi stage: ITER: 55195 RES: 0.00015027
ELA: 22.755 Jacobi stage: ITER: 55447 RES: 0.00014456
ELA: 22.855 Jacobi stage: ITER: 55699 RES: 0.00013908
ELA: 22.955 Jacobi stage: ITER: 55951 RES: 0.0001338
ELA: 23.055 Jacobi stage: ITER: 56203 RES: 0.00012872
ELA: 23.155 Jacobi stage: ITER: 56455 RES: 0.00012383
ELA: 23.256 Jacobi stage: ITER: 56707 RES: 0.00011913
ELA: 23.356 Jacobi stage: ITER: 56961 RES: 0.00011453
ELA: 23.456 Jacobi stage: ITER: 57213 RES: 0.00011018
ELA: 23.556 Jacobi stage: ITER: 57465 RES: 0.000106
ELA: 23.656 Jacobi stage: ITER: 57717 RES: 0.00010198
ELA: 23.756 Jacobi stage: ITER: 57969 RES: 9.8105e-05
ELA: 23.856 Jacobi stage: ITER: 58221 RES: 9.438e-05
ELA: 23.956 Jacobi stage: ITER: 58475 RES: 9.0797e-05
ELA: 24.057 Jacobi stage: ITER: 58725 RES: 8.7349e-05
ELA: 24.157 Jacobi stage: ITER: 58979 RES: 8.4033e-05
ELA: 24.257 Jacobi stage: ITER: 59231 RES: 8.0842e-05
ELA: 24.357 Jacobi stage: ITER: 59483 RES: 7.7773e-05
ELA: 24.457 Jacobi stage: ITER: 59735 RES: 7.482e-05
ELA: 24.557 Jacobi stage: ITER: 59987 RES: 7.1979e-05
ELA: 24.657 Jacobi stage: ITER: 60239 RES: 6.9246e-05
ELA: 24.757 Jacobi stage: ITER: 60491 RES: 6.6617e-05
ELA: 24.858 Jacobi stage: ITER: 60743 RES: 6.4088e-05
ELA: 24.958 Jacobi stage: ITER: 60995 RES: 6.1654e-05
ELA: 25.058 Jacobi stage: ITER: 61247 RES: 5.9314e-05
ELA: 25.158 Jacobi stage: ITER: 61499 RES: 5.7062e-05
ELA: 25.258 Jacobi stage: ITER: 61751 RES: 5.4895e-05
ELA: 25.358 Jacobi stage: ITER: 62003 RES: 5.2811e-05
ELA: 25.458 Jacobi stage: ITER: 62255 RES: 5.0806e-05
ELA: 25.558 Jacobi stage: ITER: 62505 RES: 4.8877e-05
ELA: 25.659 Jacobi stage: ITER: 62755 RES: 4.705e-05
ELA: 25.759 Jacobi stage: ITER: 63005 RES: 4.5263e-05
ELA: 25.859 Jacobi stage: ITER: 63255 RES: 4.3572e-05
ELA: 25.959 Jacobi stage: ITER: 63507 RES: 4.1917e-05
ELA: 26.059 Jacobi stage: ITER: 63757 RES: 4.0326e-05
ELA: 26.159 Jacobi stage: ITER: 64007 RES: 3.8819e-05
ELA: 26.259 Jacobi stage: ITER: 64259 RES: 3.7345e-05
ELA: 26.36 Jacobi stage: ITER: 64507 RES: 3.5949e-05
ELA: 26.46 Jacobi stage: ITER: 64759 RES: 3.4584e-05
ELA: 26.56 Jacobi stage: ITER: 65009 RES: 3.3271e-05
ELA: 26.66 Jacobi stage: ITER: 65259 RES: 3.2027e-05
ELA: 26.76 Jacobi stage: ITER: 65511 RES: 3.0811e-05
ELA: 26.86 Jacobi stage: ITER: 65761 RES: 2.9641e-05
ELA: 26.96 Jacobi stage: ITER: 66011 RES: 2.8534e-05
ELA: 27.06 Jacobi stage: ITER: 66261 RES: 2.745e-05
ELA: 27.16 Jacobi stage: ITER: 66511 RES: 2.6424e-05
ELA: 27.261 Jacobi stage: ITER: 66763 RES: 2.5421e-05
ELA: 27.361 Jacobi stage: ITER: 67013 RES: 2.4456e-05
ELA: 27.461 Jacobi stage: ITER: 67263 RES: 2.3542e-05
ELA: 27.561 Jacobi stage: ITER: 67515 RES: 2.2648e-05
ELA: 27.661 Jacobi stage: ITER: 67765 RES: 2.1788e-05
ELA: 27.761 Jacobi stage: ITER: 68015 RES: 2.0974e-05
ELA: 27.861 Jacobi stage: ITER: 68265 RES: 2.0177e-05
ELA: 27.962 Jacobi stage: ITER: 68515 RES: 1.9423e-05
ELA: 28.062 Jacobi stage: ITER: 68767 RES: 1.8686e-05
ELA: 28.162 Jacobi stage: ITER: 69017 RES: 1.7976e-05
ELA: 28.262 Jacobi stage: ITER: 69285 RES: 1.7251e-05
ELA: 28.371 Jacobi stage: ITER: 69581 RES: 1.6484e-05
ELA: 28.472 Jacobi stage: ITER: 69881 RES: 1.5742e-05
ELA: 28.573 Jacobi stage: ITER: 70135 RES: 1.5144e-05
ELA: 28.673 Jacobi stage: ITER: 70387 RES: 1.4569e-05
ELA: 28.774 Jacobi stage: ITER: 70637 RES: 1.4016e-05
ELA: 28.874 Jacobi stage: ITER: 70887 RES: 1.3492e-05
ELA: 28.974 Jacobi stage: ITER: 71139 RES: 1.298e-05
ELA: 29.074 Jacobi stage: ITER: 71387 RES: 1.2495e-05
ELA: 29.174 Jacobi stage: ITER: 71639 RES: 1.202e-05
ELA: 29.274 Jacobi stage: ITER: 71889 RES: 1.1564e-05
ELA: 29.374 Jacobi stage: ITER: 72139 RES: 1.1132e-05
ELA: 29.474 Jacobi stage: ITER: 72391 RES: 1.0709e-05
ELA: 29.574 Jacobi stage: ITER: 72641 RES: 1.0303e-05
ELA: 29.675 Jacobi stage: ITER: 72891 RES: 9.9175e-06
ELA: 29.775 Jacobi stage: ITER: 73141 RES: 9.5409e-06
ELA: 29.875 Jacobi stage: ITER: 73391 RES: 9.1843e-06
ELA: 29.975 Jacobi stage: ITER: 73643 RES: 8.8356e-06
ELA: 30.075 Jacobi stage: ITER: 73893 RES: 8.5002e-06
ELA: 30.175 Jacobi stage: ITER: 74143 RES: 8.1824e-06
ELA: 30.275 Jacobi stage: ITER: 74395 RES: 7.8718e-06
ELA: 30.375 Jacobi stage: ITER: 74645 RES: 7.5729e-06
ELA: 30.476 Jacobi stage: ITER: 74895 RES: 7.2898e-06
ELA: 30.576 Jacobi stage: ITER: 75145 RES: 7.0131e-06
ELA: 30.676 Jacobi stage: ITER: 75395 RES: 6.7509e-06
ELA: 30.776 Jacobi stage: ITER: 75647 RES: 6.4946e-06
ELA: 30.876 Jacobi stage: ITER: 75897 RES: 6.248e-06
ELA: 30.976 Jacobi stage: ITER: 76147 RES: 6.0145e-06
ELA: 31.076 Jacobi stage: ITER: 76399 RES: 5.7861e-06
ELA: 31.176 Jacobi stage: ITER: 76649 RES: 5.5665e-06
ELA: 31.277 Jacobi stage: ITER: 76899 RES: 5.3584e-06
ELA: 31.377 Jacobi stage: ITER: 77151 RES: 5.155e-06
ELA: 31.477 Jacobi stage: ITER: 77401 RES: 4.9592e-06
ELA: 31.577 Jacobi stage: ITER: 77651 RES: 4.7739e-06
ELA: 31.677 Jacobi stage: ITER: 77903 RES: 4.5926e-06
ELA: 31.777 Jacobi stage: ITER: 78151 RES: 4.421e-06
ELA: 31.877 Jacobi stage: ITER: 78403 RES: 4.2531e-06
ELA: 31.977 Jacobi stage: ITER: 78653 RES: 4.0916e-06
ELA: 32.078 Jacobi stage: ITER: 78903 RES: 3.9387e-06
ELA: 32.178 Jacobi stage: ITER: 79155 RES: 3.7891e-06
ELA: 32.278 Jacobi stage: ITER: 79405 RES: 3.6453e-06
ELA: 32.378 Jacobi stage: ITER: 79655 RES: 3.509e-06
ELA: 32.478 Jacobi stage: ITER: 79907 RES: 3.3758e-06
ELA: 32.578 Jacobi stage: ITER: 80157 RES: 3.2476e-06
ELA: 32.678 Jacobi stage: ITER: 80407 RES: 3.1262e-06
ELA: 32.778 Jacobi stage: ITER: 80659 RES: 3.0075e-06
ELA: 32.879 Jacobi stage: ITER: 80909 RES: 2.8934e-06
ELA: 32.979 Jacobi stage: ITER: 81159 RES: 2.7852e-06
ELA: 33.079 Jacobi stage: ITER: 81411 RES: 2.6795e-06
ELA: 33.179 Jacobi stage: ITER: 81661 RES: 2.5777e-06
ELA: 33.279 Jacobi stage: ITER: 81911 RES: 2.4814e-06
ELA: 33.379 Jacobi stage: ITER: 82161 RES: 2.3872e-06
ELA: 33.479 Jacobi stage: ITER: 82411 RES: 2.2979e-06
ELA: 33.579 Jacobi stage: ITER: 82663 RES: 2.2107e-06
ELA: 33.679 Jacobi stage: ITER: 82913 RES: 2.1268e-06
ELA: 33.78 Jacobi stage: ITER: 83163 RES: 2.0473e-06
ELA: 33.88 Jacobi stage: ITER: 83415 RES: 1.9695e-06
ELA: 33.98 Jacobi stage: ITER: 83665 RES: 1.8948e-06
ELA: 34.08 Jacobi stage: ITER: 83915 RES: 1.8239e-06
ELA: 34.18 Jacobi stage: ITER: 84167 RES: 1.7547e-06
ELA: 34.28 Jacobi stage: ITER: 84417 RES: 1.6881e-06
ELA: 34.38 Jacobi stage: ITER: 84667 RES: 1.625e-06
ELA: 34.48 Jacobi stage: ITER: 84919 RES: 1.5633e-06
ELA: 34.581 Jacobi stage: ITER: 85167 RES: 1.5048e-06
ELA: 34.681 Jacobi stage: ITER: 85419 RES: 1.4477e-06
ELA: 34.781 Jacobi stage: ITER: 85669 RES: 1.3927e-06
ELA: 34.881 Jacobi stage: ITER: 85919 RES: 1.3407e-06
ELA: 34.981 Jacobi stage: ITER: 86171 RES: 1.2898e-06
ELA: 35.081 Jacobi stage: ITER: 86421 RES: 1.2408e-06
ELA: 35.181 Jacobi stage: ITER: 86671 RES: 1.1944e-06
ELA: 35.281 Jacobi stage: ITER: 86923 RES: 1.1491e-06
ELA: 35.382 Jacobi stage: ITER: 87173 RES: 1.1055e-06
ELA: 35.482 Jacobi stage: ITER: 87423 RES: 1.0641e-06
ELA: 35.582 Jacobi stage: ITER: 87675 RES: 1.0237e-06
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