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: 22373 RES: 0.02324
Jacobi stage: ITER: 45463 RES: 0.00067001
Jacobi stage: ITER: 67405 RES: 2.3027e-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: 4175 RES: 0.38852
Jacobi stage: ITER: 4553 RES: 0.36474
Jacobi stage: ITER: 4931 RES: 0.343
Jacobi stage: ITER: 5307 RES: 0.32284
Jacobi stage: ITER: 5679 RES: 0.30425
Jacobi stage: ITER: 6063 RES: 0.28632
Jacobi stage: ITER: 6443 RES: 0.26974
Jacobi stage: ITER: 6821 RES: 0.25419
Jacobi stage: ITER: 7191 RES: 0.24003
Jacobi stage: ITER: 7547 RES: 0.22713
Jacobi stage: ITER: 7787 RES: 0.21884
Jacobi stage: ITER: 8065 RES: 0.20957
Jacobi stage: ITER: 8195 RES: 0.20546
Jacobi stage: ITER: 8291 RES: 0.20244
Jacobi stage: ITER: 8359 RES: 0.20032
Jacobi stage: ITER: 8467 RES: 0.19701
Jacobi stage: ITER: 8623 RES: 0.19232
Jacobi stage: ITER: 8847 RES: 0.18579
Jacobi stage: ITER: 9103 RES: 0.17861
Jacobi stage: ITER: 9317 RES: 0.17276
Jacobi stage: ITER: 9561 RES: 0.16639
Jacobi stage: ITER: 9829 RES: 0.15967
Jacobi stage: ITER: 10077 RES: 0.15369
Jacobi stage: ITER: 10329 RES: 0.14784
Jacobi stage: ITER: 10563 RES: 0.14266
Jacobi stage: ITER: 10859 RES: 0.13631
Jacobi stage: ITER: 11115 RES: 0.13105
Jacobi stage: ITER: 11361 RES: 0.12615
Jacobi stage: ITER: 11565 RES: 0.12226
Jacobi stage: ITER: 11823 RES: 0.11754
Jacobi stage: ITER: 12061 RES: 0.11329
Jacobi stage: ITER: 12299 RES: 0.10925
Jacobi stage: ITER: 12551 RES: 0.1051
Jacobi stage: ITER: 12803 RES: 0.10111
Jacobi stage: ITER: 13007 RES: 0.097991
Jacobi stage: ITER: 13251 RES: 0.094385
Jacobi stage: ITER: 13763 RES: 0.087246
Jacobi stage: ITER: 14133 RES: 0.0824
Jacobi stage: ITER: 14299 RES: 0.08035
Jacobi stage: ITER: 14497 RES: 0.077919
Jacobi stage: ITER: 14719 RES: 0.07533
Jacobi stage: ITER: 15049 RES: 0.071584
Jacobi stage: ITER: 15227 RES: 0.069675
Jacobi stage: ITER: 15403 RES: 0.067816
Jacobi stage: ITER: 15655 RES: 0.065242
Jacobi stage: ITER: 15909 RES: 0.062726
Jacobi stage: ITER: 16163 RES: 0.060344
Jacobi stage: ITER: 16419 RES: 0.058017
Jacobi stage: ITER: 16653 RES: 0.055952
Jacobi stage: ITER: 16909 RES: 0.053794
Jacobi stage: ITER: 17143 RES: 0.051911
Jacobi stage: ITER: 17379 RES: 0.050063
Jacobi stage: ITER: 17627 RES: 0.048192
Jacobi stage: ITER: 17879 RES: 0.046362
Jacobi stage: ITER: 18119 RES: 0.044684
Jacobi stage: ITER: 18341 RES: 0.043173
Jacobi stage: ITER: 18569 RES: 0.041687
Jacobi stage: ITER: 18823 RES: 0.040104
Jacobi stage: ITER: 19069 RES: 0.038605
Jacobi stage: ITER: 19309 RES: 0.037208
Jacobi stage: ITER: 19561 RES: 0.035795
Jacobi stage: ITER: 19795 RES: 0.034542
Jacobi stage: ITER: 20037 RES: 0.033271
Jacobi stage: ITER: 20271 RES: 0.032107
Jacobi stage: ITER: 20489 RES: 0.03104
Jacobi stage: ITER: 20743 RES: 0.029861
Jacobi stage: ITER: 20997 RES: 0.02871
Jacobi stage: ITER: 21251 RES: 0.02762
Jacobi stage: ITER: 21489 RES: 0.02662
Jacobi stage: ITER: 21715 RES: 0.02572
Jacobi stage: ITER: 21941 RES: 0.024835
Jacobi stage: ITER: 22175 RES: 0.023965
Jacobi stage: ITER: 22413 RES: 0.023098
Jacobi stage: ITER: 22667 RES: 0.022221
Jacobi stage: ITER: 22921 RES: 0.021364
Jacobi stage: ITER: 23175 RES: 0.020553
Jacobi stage: ITER: 23405 RES: 0.019833
Jacobi stage: ITER: 23639 RES: 0.019139
Jacobi stage: ITER: 23863 RES: 0.018492
Jacobi stage: ITER: 24115 RES: 0.01779
Jacobi stage: ITER: 24333 RES: 0.017199
Jacobi stage: ITER: 24581 RES: 0.016556
Jacobi stage: ITER: 24839 RES: 0.015917
Jacobi stage: ITER: 25091 RES: 0.015313
Jacobi stage: ITER: 25311 RES: 0.014804
Jacobi stage: ITER: 25551 RES: 0.014268
Jacobi stage: ITER: 25803 RES: 0.013727
Jacobi stage: ITER: 25951 RES: 0.013418
Jacobi stage: ITER: 26187 RES: 0.01294
Jacobi stage: ITER: 26461 RES: 0.012403
Jacobi stage: ITER: 26713 RES: 0.011932
Jacobi stage: ITER: 26965 RES: 0.011479
Jacobi stage: ITER: 27217 RES: 0.011043
Jacobi stage: ITER: 27471 RES: 0.010624
Jacobi stage: ITER: 27725 RES: 0.010215
Jacobi stage: ITER: 27967 RES: 0.0098448
Jacobi stage: ITER: 28125 RES: 0.0096058
Jacobi stage: ITER: 28307 RES: 0.0093439
Jacobi stage: ITER: 28553 RES: 0.0089946
Jacobi stage: ITER: 28805 RES: 0.0086531
Jacobi stage: ITER: 29051 RES: 0.0083348
Jacobi stage: ITER: 29325 RES: 0.0079889
Jacobi stage: ITER: 29687 RES: 0.0075591
Jacobi stage: ITER: 29929 RES: 0.007281
Jacobi stage: ITER: 30177 RES: 0.0070089
Jacobi stage: ITER: 30429 RES: 0.0067428
Jacobi stage: ITER: 30639 RES: 0.0065307
Jacobi stage: ITER: 30871 RES: 0.0063021
Jacobi stage: ITER: 31111 RES: 0.006074
Jacobi stage: ITER: 31363 RES: 0.0058434
Jacobi stage: ITER: 31603 RES: 0.0056319
Jacobi stage: ITER: 31857 RES: 0.0054148
Jacobi stage: ITER: 32111 RES: 0.0052092
Jacobi stage: ITER: 32347 RES: 0.0050237
Jacobi stage: ITER: 32569 RES: 0.0048538
Jacobi stage: ITER: 32817 RES: 0.0046724
Jacobi stage: ITER: 33067 RES: 0.0044977
Jacobi stage: ITER: 33295 RES: 0.004343
Jacobi stage: ITER: 33547 RES: 0.0041781
Jacobi stage: ITER: 33795 RES: 0.0040219
Jacobi stage: ITER: 34031 RES: 0.0038787
Jacobi stage: ITER: 34281 RES: 0.0037315
Jacobi stage: ITER: 34523 RES: 0.0035964
Jacobi stage: ITER: 34749 RES: 0.0034726
Jacobi stage: ITER: 34997 RES: 0.0033428
Jacobi stage: ITER: 35225 RES: 0.0032278
Jacobi stage: ITER: 35475 RES: 0.0031071
Jacobi stage: ITER: 35719 RES: 0.0029928
Jacobi stage: ITER: 35947 RES: 0.0028898
Jacobi stage: ITER: 36195 RES: 0.0027818
Jacobi stage: ITER: 36441 RES: 0.0026779
Jacobi stage: ITER: 36671 RES: 0.0025857
Jacobi stage: ITER: 36913 RES: 0.0024906
Jacobi stage: ITER: 37143 RES: 0.0024049
Jacobi stage: ITER: 37397 RES: 0.0023121
Jacobi stage: ITER: 37627 RES: 0.0022326
Jacobi stage: ITER: 37819 RES: 0.0021677
Jacobi stage: ITER: 38063 RES: 0.002088
Jacobi stage: ITER: 38277 RES: 0.0020198
Jacobi stage: ITER: 38523 RES: 0.0019455
Jacobi stage: ITER: 38775 RES: 0.0018716
Jacobi stage: ITER: 39027 RES: 0.0018006
Jacobi stage: ITER: 39263 RES: 0.0017365
Jacobi stage: ITER: 39513 RES: 0.0016706
Jacobi stage: ITER: 39745 RES: 0.0016121
Jacobi stage: ITER: 39981 RES: 0.0015547
Jacobi stage: ITER: 40235 RES: 0.0014956
Jacobi stage: ITER: 40467 RES: 0.0014433
Jacobi stage: ITER: 40721 RES: 0.0013876
Jacobi stage: ITER: 40963 RES: 0.0013374
Jacobi stage: ITER: 41223 RES: 0.0012851
Jacobi stage: ITER: 41435 RES: 0.0012439
Jacobi stage: ITER: 41639 RES: 0.0012055
Jacobi stage: ITER: 41903 RES: 0.0011576
Jacobi stage: ITER: 42163 RES: 0.0011123
Jacobi stage: ITER: 42435 RES: 0.0010668
Jacobi stage: ITER: 42687 RES: 0.0010263
Jacobi stage: ITER: 42939 RES: 0.0009873
Jacobi stage: ITER: 43189 RES: 0.00094982
Jacobi stage: ITER: 43439 RES: 0.00091432
Jacobi stage: ITER: 43691 RES: 0.0008796
Jacobi stage: ITER: 43941 RES: 0.0008462
Jacobi stage: ITER: 44191 RES: 0.00081458
Jacobi stage: ITER: 44443 RES: 0.00078365
Jacobi stage: ITER: 44693 RES: 0.00075389
Jacobi stage: ITER: 44943 RES: 0.00072572
Jacobi stage: ITER: 45195 RES: 0.00069816
Jacobi stage: ITER: 45445 RES: 0.00067165
Jacobi stage: ITER: 45695 RES: 0.00064655
Jacobi stage: ITER: 45945 RES: 0.000622
Jacobi stage: ITER: 46195 RES: 0.00059875
Jacobi stage: ITER: 46447 RES: 0.00057602
Jacobi stage: ITER: 46697 RES: 0.00055415
Jacobi stage: ITER: 46947 RES: 0.00053344
Jacobi stage: ITER: 47199 RES: 0.00051318
Jacobi stage: ITER: 47449 RES: 0.0004937
Jacobi stage: ITER: 47699 RES: 0.00047525
Jacobi stage: ITER: 47951 RES: 0.0004572
Jacobi stage: ITER: 48201 RES: 0.00043984
Jacobi stage: ITER: 48451 RES: 0.0004234
Jacobi stage: ITER: 48703 RES: 0.00040733
Jacobi stage: ITER: 48953 RES: 0.00039186
Jacobi stage: ITER: 49203 RES: 0.00037722
Jacobi stage: ITER: 49453 RES: 0.00036289
Jacobi stage: ITER: 49703 RES: 0.00034933
Jacobi stage: ITER: 49955 RES: 0.00033607
Jacobi stage: ITER: 50205 RES: 0.00032331
Jacobi stage: ITER: 50455 RES: 0.00031122
Jacobi stage: ITER: 50707 RES: 0.00029941
Jacobi stage: ITER: 50957 RES: 0.00028804
Jacobi stage: ITER: 51207 RES: 0.00027727
Jacobi stage: ITER: 51459 RES: 0.00026674
Jacobi stage: ITER: 51709 RES: 0.00025662
Jacobi stage: ITER: 51959 RES: 0.00024703
Jacobi stage: ITER: 52211 RES: 0.00023765
Jacobi stage: ITER: 52461 RES: 0.00022862
Jacobi stage: ITER: 52711 RES: 0.00022008
Jacobi stage: ITER: 52963 RES: 0.00021172
Jacobi stage: ITER: 53213 RES: 0.00020368
Jacobi stage: ITER: 53463 RES: 0.00019607
Jacobi stage: ITER: 53715 RES: 0.00018863
Jacobi stage: ITER: 53965 RES: 0.00018146
Jacobi stage: ITER: 54215 RES: 0.00017468
Jacobi stage: ITER: 54465 RES: 0.00016805
Jacobi stage: ITER: 54715 RES: 0.00016177
Jacobi stage: ITER: 54967 RES: 0.00015563
Jacobi stage: ITER: 55217 RES: 0.00014972
Jacobi stage: ITER: 55467 RES: 0.00014412
Jacobi stage: ITER: 55719 RES: 0.00013865
Jacobi stage: ITER: 55969 RES: 0.00013339
Jacobi stage: ITER: 56219 RES: 0.0001284
Jacobi stage: ITER: 56471 RES: 0.00012352
Jacobi stage: ITER: 56721 RES: 0.00011883
Jacobi stage: ITER: 56971 RES: 0.00011439
Jacobi stage: ITER: 57223 RES: 0.00011005
Jacobi stage: ITER: 57473 RES: 0.00010587
Jacobi stage: ITER: 57723 RES: 0.00010191
Jacobi stage: ITER: 57973 RES: 9.8045e-05
Jacobi stage: ITER: 58223 RES: 9.438e-05
Jacobi stage: ITER: 58475 RES: 9.0797e-05
Jacobi stage: ITER: 58725 RES: 8.7349e-05
Jacobi stage: ITER: 58975 RES: 8.4084e-05
Jacobi stage: ITER: 59227 RES: 8.0892e-05
Jacobi stage: ITER: 59477 RES: 7.7821e-05
Jacobi stage: ITER: 59727 RES: 7.4912e-05
Jacobi stage: ITER: 59977 RES: 7.2068e-05
Jacobi stage: ITER: 60227 RES: 6.9374e-05
Jacobi stage: ITER: 60479 RES: 6.674e-05
Jacobi stage: ITER: 60729 RES: 6.4206e-05
Jacobi stage: ITER: 60979 RES: 6.1806e-05
Jacobi stage: ITER: 61231 RES: 5.946e-05
Jacobi stage: ITER: 61481 RES: 5.7202e-05
Jacobi stage: ITER: 61731 RES: 5.5064e-05
Jacobi stage: ITER: 61981 RES: 5.2973e-05
Jacobi stage: ITER: 62231 RES: 5.0993e-05
Jacobi stage: ITER: 62483 RES: 4.9057e-05
Jacobi stage: ITER: 62733 RES: 4.7195e-05
Jacobi stage: ITER: 62983 RES: 4.5431e-05
Jacobi stage: ITER: 63235 RES: 4.3706e-05
Jacobi stage: ITER: 63485 RES: 4.2046e-05
Jacobi stage: ITER: 63739 RES: 4.045e-05
Jacobi stage: ITER: 63991 RES: 3.8914e-05
Jacobi stage: ITER: 64589 RES: 3.5488e-05
Jacobi stage: ITER: 64839 RES: 3.4162e-05
Jacobi stage: ITER: 65091 RES: 3.2865e-05
Jacobi stage: ITER: 65341 RES: 3.1617e-05
Jacobi stage: ITER: 65591 RES: 3.0435e-05
Jacobi stage: ITER: 65843 RES: 2.9279e-05
Jacobi stage: ITER: 66093 RES: 2.8168e-05
Jacobi stage: ITER: 66343 RES: 2.7115e-05
Jacobi stage: ITER: 66595 RES: 2.6085e-05
Jacobi stage: ITER: 66843 RES: 2.511e-05
Jacobi stage: ITER: 67095 RES: 2.4157e-05
Jacobi stage: ITER: 67345 RES: 2.324e-05
Jacobi stage: ITER: 67595 RES: 2.2371e-05
Jacobi stage: ITER: 67847 RES: 2.1522e-05
Jacobi stage: ITER: 68097 RES: 2.0705e-05
Jacobi stage: ITER: 68347 RES: 1.9931e-05
Jacobi stage: ITER: 68597 RES: 1.9174e-05
Jacobi stage: ITER: 68847 RES: 1.8457e-05
Jacobi stage: ITER: 69099 RES: 1.7757e-05
Jacobi stage: ITER: 69349 RES: 1.7082e-05
Jacobi stage: ITER: 69599 RES: 1.6444e-05
Jacobi stage: ITER: 69851 RES: 1.582e-05
Jacobi stage: ITER: 70101 RES: 1.5219e-05
Jacobi stage: ITER: 70351 RES: 1.465e-05
Jacobi stage: ITER: 70601 RES: 1.4094e-05
Jacobi stage: ITER: 70851 RES: 1.3567e-05
Jacobi stage: ITER: 71103 RES: 1.3052e-05
Jacobi stage: ITER: 71349 RES: 1.2564e-05
Jacobi stage: ITER: 71599 RES: 1.2095e-05
Jacobi stage: ITER: 71851 RES: 1.1635e-05
Jacobi stage: ITER: 72101 RES: 1.1194e-05
Jacobi stage: ITER: 72351 RES: 1.0775e-05
Jacobi stage: ITER: 72603 RES: 1.0366e-05
Jacobi stage: ITER: 72853 RES: 9.9725e-06
Jacobi stage: ITER: 73103 RES: 9.5998e-06
Jacobi stage: ITER: 73355 RES: 9.2353e-06
Jacobi stage: ITER: 73603 RES: 8.8901e-06
Jacobi stage: ITER: 73855 RES: 8.5525e-06
Jacobi stage: ITER: 74105 RES: 8.2278e-06
Jacobi stage: ITER: 74355 RES: 7.9203e-06
Jacobi stage: ITER: 74607 RES: 7.6196e-06
Jacobi stage: ITER: 74857 RES: 7.3303e-06
Jacobi stage: ITER: 75107 RES: 7.0563e-06
Jacobi stage: ITER: 75359 RES: 6.7884e-06
Jacobi stage: ITER: 75607 RES: 6.5346e-06
Jacobi stage: ITER: 75859 RES: 6.2865e-06
Jacobi stage: ITER: 76109 RES: 6.0479e-06
Jacobi stage: ITER: 76359 RES: 5.8218e-06
Jacobi stage: ITER: 76611 RES: 5.6008e-06
Jacobi stage: ITER: 76861 RES: 5.3881e-06
Jacobi stage: ITER: 77111 RES: 5.1867e-06
Jacobi stage: ITER: 77361 RES: 4.9898e-06
Jacobi stage: ITER: 77611 RES: 4.8033e-06
Jacobi stage: ITER: 77863 RES: 4.6209e-06
Jacobi stage: ITER: 78113 RES: 4.4455e-06
Jacobi stage: ITER: 78363 RES: 4.2793e-06
Jacobi stage: ITER: 78615 RES: 4.1168e-06
Jacobi stage: ITER: 78863 RES: 3.963e-06
Jacobi stage: ITER: 79115 RES: 3.8125e-06
Jacobi stage: ITER: 79365 RES: 3.6677e-06
Jacobi stage: ITER: 79615 RES: 3.5307e-06
Jacobi stage: ITER: 79867 RES: 3.3966e-06
Jacobi stage: ITER: 80117 RES: 3.2676e-06
Jacobi stage: ITER: 80367 RES: 3.1455e-06
Jacobi stage: ITER: 80617 RES: 3.0261e-06
Jacobi stage: ITER: 80867 RES: 2.913e-06
Jacobi stage: ITER: 81119 RES: 2.8024e-06
Jacobi stage: ITER: 81369 RES: 2.696e-06
Jacobi stage: ITER: 81619 RES: 2.5952e-06
Jacobi stage: ITER: 81871 RES: 2.4967e-06
Jacobi stage: ITER: 82119 RES: 2.4034e-06
Jacobi stage: ITER: 82371 RES: 2.3121e-06
Jacobi stage: ITER: 82621 RES: 2.2243e-06
Jacobi stage: ITER: 82871 RES: 2.1412e-06
Jacobi stage: ITER: 83123 RES: 2.0599e-06
Jacobi stage: ITER: 83373 RES: 1.9817e-06
Jacobi stage: ITER: 83623 RES: 1.9076e-06
Jacobi stage: ITER: 83875 RES: 1.8352e-06
Jacobi stage: ITER: 84123 RES: 1.7666e-06
Jacobi stage: ITER: 84375 RES: 1.6995e-06
Jacobi stage: ITER: 84625 RES: 1.635e-06
Jacobi stage: ITER: 84875 RES: 1.5739e-06
Jacobi stage: ITER: 85127 RES: 1.5141e-06
Jacobi stage: ITER: 85377 RES: 1.4566e-06
Jacobi stage: ITER: 85627 RES: 1.4022e-06
Jacobi stage: ITER: 85879 RES: 1.3489e-06
Jacobi stage: ITER: 86129 RES: 1.2977e-06
Jacobi stage: ITER: 86379 RES: 1.2492e-06
Jacobi stage: ITER: 86629 RES: 1.2018e-06
Jacobi stage: ITER: 86879 RES: 1.1569e-06
Jacobi stage: ITER: 87131 RES: 1.1129e-06
Jacobi stage: ITER: 87381 RES: 1.0707e-06
Jacobi stage: ITER: 87631 RES: 1.0307e-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:1.4492e-
ELA: 0.10013 Jacobi stage: ITER: 24099 RES: 0.017823
ELA: 0.20026 Jacobi stage: ITER: 48573 RES: 0.00041541
ELA: 0.3004 Jacobi stage: ITER: 70417 RES: 1.4498e-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:2.9514e-
ELA: 0.10016 Jacobi stage: ITER: 377 RES: 0.88333
ELA: 0.20029 Jacobi stage: ITER: 755 RES: 0.78983
ELA: 0.30042 Jacobi stage: ITER: 1141 RES: 0.71145
ELA: 0.40054 Jacobi stage: ITER: 1521 RES: 0.64802
ELA: 0.50367 Jacobi stage: ITER: 2123 RES: 0.56725
ELA: 0.60378 Jacobi stage: ITER: 2505 RES: 0.52465
ELA: 0.7039 Jacobi stage: ITER: 2907 RES: 0.48584
ELA: 0.80402 Jacobi stage: ITER: 3277 RES: 0.4538
ELA: 0.90415 Jacobi stage: ITER: 3649 RES: 0.4249
ELA: 1.0043 Jacobi stage: ITER: 3901 RES: 0.40684
ELA: 1.1044 Jacobi stage: ITER: 4191 RES: 0.38748
ELA: 1.2045 Jacobi stage: ITER: 4503 RES: 0.36788
ELA: 1.3046 Jacobi stage: ITER: 4755 RES: 0.35297
ELA: 1.4047 Jacobi stage: ITER: 5037 RES: 0.33706
ELA: 1.5049 Jacobi stage: ITER: 5257 RES: 0.32533
ELA: 1.605 Jacobi stage: ITER: 5487 RES: 0.31368
ELA: 1.7051 Jacobi stage: ITER: 5711 RES: 0.30271
ELA: 1.8052 Jacobi stage: ITER: 5963 RES: 0.29087
ELA: 1.9053 Jacobi stage: ITER: 6189 RES: 0.28061
ELA: 2.0055 Jacobi stage: ITER: 6399 RES: 0.2716
ELA: 2.1056 Jacobi stage: ITER: 6503 RES: 0.26721
ELA: 2.2057 Jacobi stage: ITER: 6657 RES: 0.26077
ELA: 2.3058 Jacobi stage: ITER: 6823 RES: 0.25419
ELA: 2.4059 Jacobi stage: ITER: 7045 RES: 0.24547
ELA: 2.5087 Jacobi stage: ITER: 7217 RES: 0.23899
ELA: 2.6088 Jacobi stage: ITER: 7481 RES: 0.2294
ELA: 2.7089 Jacobi stage: ITER: 7653 RES: 0.22336
ELA: 2.809 Jacobi stage: ITER: 7843 RES: 0.21695
ELA: 2.9091 Jacobi stage: ITER: 7985 RES: 0.21217
ELA: 3.0092 Jacobi stage: ITER: 8111 RES: 0.20815
ELA: 3.1094 Jacobi stage: ITER: 8307 RES: 0.20194
ELA: 3.2095 Jacobi stage: ITER: 8571 RES: 0.19387
ELA: 3.3096 Jacobi stage: ITER: 8819 RES: 0.1866
ELA: 3.4097 Jacobi stage: ITER: 8927 RES: 0.18352
ELA: 3.5099 Jacobi stage: ITER: 9169 RES: 0.17674
ELA: 3.61 Jacobi stage: ITER: 9413 RES: 0.17023
ELA: 3.7107 Jacobi stage: ITER: 9611 RES: 0.16516
ELA: 3.8117 Jacobi stage: ITER: 9775 RES: 0.16105
ELA: 3.9118 Jacobi stage: ITER: 9967 RES: 0.15636
ELA: 4.0127 Jacobi stage: ITER: 10199 RES: 0.15088
ELA: 4.1128 Jacobi stage: ITER: 10371 RES: 0.14694
ELA: 4.2137 Jacobi stage: ITER: 10645 RES: 0.14083
ELA: 4.3138 Jacobi stage: ITER: 10847 RES: 0.13657
ELA: 4.4139 Jacobi stage: ITER: 11083 RES: 0.1317
ELA: 4.514 Jacobi stage: ITER: 11337 RES: 0.12662
ELA: 4.6141 Jacobi stage: ITER: 11591 RES: 0.12181
ELA: 4.7142 Jacobi stage: ITER: 11843 RES: 0.11718
ELA: 4.8143 Jacobi stage: ITER: 12079 RES: 0.11301
ELA: 4.9145 Jacobi stage: ITER: 12331 RES: 0.10872
ELA: 5.0146 Jacobi stage: ITER: 12567 RES: 0.10484
ELA: 5.1147 Jacobi stage: ITER: 12801 RES: 0.10111
ELA: 5.2148 Jacobi stage: ITER: 13047 RES: 0.09739
ELA: 5.3157 Jacobi stage: ITER: 13299 RES: 0.093692
ELA: 5.4158 Jacobi stage: ITER: 13535 RES: 0.090356
ELA: 5.5159 Jacobi stage: ITER: 13759 RES: 0.0873
ELA: 5.6163 Jacobi stage: ITER: 14005 RES: 0.084036
ELA: 5.7164 Jacobi stage: ITER: 14229 RES: 0.081194
ELA: 5.8165 Jacobi stage: ITER: 14475 RES: 0.078207
ELA: 5.9167 Jacobi stage: ITER: 14715 RES: 0.075376
ELA: 6.0168 Jacobi stage: ITER: 14963 RES: 0.072558
ELA: 6.1169 Jacobi stage: ITER: 15191 RES: 0.070061
ELA: 6.217 Jacobi stage: ITER: 15443 RES: 0.067401
ELA: 6.3177 Jacobi stage: ITER: 15667 RES: 0.065121
ELA: 6.4178 Jacobi stage: ITER: 15883 RES: 0.062996
ELA: 6.5179 Jacobi stage: ITER: 16127 RES: 0.060679
ELA: 6.618 Jacobi stage: ITER: 16381 RES: 0.058339
ELA: 6.7182 Jacobi stage: ITER: 16635 RES: 0.056124
ELA: 6.8183 Jacobi stage: ITER: 16875 RES: 0.054093
ELA: 6.9184 Jacobi stage: ITER: 17101 RES: 0.052231
ELA: 7.0185 Jacobi stage: ITER: 17321 RES: 0.050495
ELA: 7.1197 Jacobi stage: ITER: 17567 RES: 0.048638
ELA: 7.2198 Jacobi stage: ITER: 17791 RES: 0.046993
ELA: 7.3199 Jacobi stage: ITER: 18035 RES: 0.045264
ELA: 7.42 Jacobi stage: ITER: 18287 RES: 0.043546
ELA: 7.5201 Jacobi stage: ITER: 18541 RES: 0.041867
ELA: 7.6203 Jacobi stage: ITER: 18775 RES: 0.040401
ELA: 7.7204 Jacobi stage: ITER: 18999 RES: 0.039034
ELA: 7.8205 Jacobi stage: ITER: 19247 RES: 0.037575
ELA: 7.9206 Jacobi stage: ITER: 19473 RES: 0.036282
ELA: 8.0208 Jacobi stage: ITER: 19691 RES: 0.035098
ELA: 8.1227 Jacobi stage: ITER: 19939 RES: 0.033786
ELA: 8.2228 Jacobi stage: ITER: 20191 RES: 0.032504
ELA: 8.3229 Jacobi stage: ITER: 20443 RES: 0.03127
ELA: 8.423 Jacobi stage: ITER: 20663 RES: 0.030231
ELA: 8.5257 Jacobi stage: ITER: 20907 RES: 0.029118
ELA: 8.6258 Jacobi stage: ITER: 21151 RES: 0.028047
ELA: 8.7259 Jacobi stage: ITER: 21545 RES: 0.026392
ELA: 8.826 Jacobi stage: ITER: 21807 RES: 0.025359
ELA: 8.9261 Jacobi stage: ITER: 22051 RES: 0.024426
ELA: 9.0263 Jacobi stage: ITER: 22299 RES: 0.023513
ELA: 9.1264 Jacobi stage: ITER: 22551 RES: 0.02262
ELA: 9.2265 Jacobi stage: ITER: 22803 RES: 0.021762
ELA: 9.3266 Jacobi stage: ITER: 23055 RES: 0.020935
ELA: 9.4277 Jacobi stage: ITER: 23311 RES: 0.020128
ELA: 9.5278 Jacobi stage: ITER: 23555 RES: 0.019388
ELA: 9.6279 Jacobi stage: ITER: 23729 RES: 0.018871
ELA: 9.728 Jacobi stage: ITER: 23895 RES: 0.018401
ELA: 9.8287 Jacobi stage: ITER: 24135 RES: 0.017735
ELA: 9.9288 Jacobi stage: ITER: 24383 RES: 0.017072
ELA: 10.033 Jacobi stage: ITER: 24635 RES: 0.016424
ELA: 10.133 Jacobi stage: ITER: 24881 RES: 0.01581
ELA: 10.233 Jacobi stage: ITER: 25167 RES: 0.015135
ELA: 10.333 Jacobi stage: ITER: 25409 RES: 0.014579
ELA: 10.433 Jacobi stage: ITER: 25659 RES: 0.014034
ELA: 10.533 Jacobi stage: ITER: 25907 RES: 0.013509
ELA: 10.633 Jacobi stage: ITER: 26119 RES: 0.013076
ELA: 10.737 Jacobi stage: ITER: 26361 RES: 0.012595
ELA: 10.837 Jacobi stage: ITER: 26595 RES: 0.012154
ELA: 10.938 Jacobi stage: ITER: 26847 RES: 0.011693
ELA: 11.038 Jacobi stage: ITER: 27089 RES: 0.011263
ELA: 11.138 Jacobi stage: ITER: 27331 RES: 0.010855
ELA: 11.239 Jacobi stage: ITER: 27581 RES: 0.010443
ELA: 11.339 Jacobi stage: ITER: 27819 RES: 0.010071
ELA: 11.439 Jacobi stage: ITER: 28055 RES: 0.0097126
ELA: 11.539 Jacobi stage: ITER: 28289 RES: 0.0093669
ELA: 11.64 Jacobi stage: ITER: 28529 RES: 0.0090278
ELA: 11.74 Jacobi stage: ITER: 28777 RES: 0.0086904
ELA: 11.844 Jacobi stage: ITER: 29015 RES: 0.008381
ELA: 11.944 Jacobi stage: ITER: 29259 RES: 0.0080727
ELA: 12.044 Jacobi stage: ITER: 29495 RES: 0.0077853
ELA: 12.144 Jacobi stage: ITER: 29743 RES: 0.0074943
ELA: 12.244 Jacobi stage: ITER: 29991 RES: 0.0072142
ELA: 12.344 Jacobi stage: ITER: 30207 RES: 0.0069788
ELA: 12.444 Jacobi stage: ITER: 30455 RES: 0.006718
ELA: 12.544 Jacobi stage: ITER: 30695 RES: 0.0064748
ELA: 12.645 Jacobi stage: ITER: 30927 RES: 0.0062481
ELA: 12.745 Jacobi stage: ITER: 31171 RES: 0.0060183
ELA: 12.845 Jacobi stage: ITER: 31405 RES: 0.005804
ELA: 12.945 Jacobi stage: ITER: 31653 RES: 0.0055871
ELA: 13.045 Jacobi stage: ITER: 31897 RES: 0.0053816
ELA: 13.145 Jacobi stage: ITER: 32127 RES: 0.0051964
ELA: 13.245 Jacobi stage: ITER: 32373 RES: 0.0050022
ELA: 13.345 Jacobi stage: ITER: 32599 RES: 0.004833
ELA: 13.445 Jacobi stage: ITER: 32837 RES: 0.0046581
ELA: 13.546 Jacobi stage: ITER: 33081 RES: 0.0044867
ELA: 13.646 Jacobi stage: ITER: 33419 RES: 0.004261
ELA: 13.746 Jacobi stage: ITER: 33663 RES: 0.0041043
ELA: 13.846 Jacobi stage: ITER: 33877 RES: 0.0039703
ELA: 13.946 Jacobi stage: ITER: 34125 RES: 0.0038219
ELA: 14.046 Jacobi stage: ITER: 34371 RES: 0.0036814
ELA: 14.146 Jacobi stage: ITER: 34623 RES: 0.0035416
ELA: 14.246 Jacobi stage: ITER: 34859 RES: 0.0034155
ELA: 14.346 Jacobi stage: ITER: 35101 RES: 0.0032899
ELA: 14.447 Jacobi stage: ITER: 35339 RES: 0.0031727
ELA: 14.547 Jacobi stage: ITER: 35555 RES: 0.0030692
ELA: 14.647 Jacobi stage: ITER: 35803 RES: 0.0029545
ELA: 14.747 Jacobi stage: ITER: 36079 RES: 0.0028318
ELA: 14.847 Jacobi stage: ITER: 36331 RES: 0.0027243
ELA: 14.947 Jacobi stage: ITER: 36563 RES: 0.002629
ELA: 15.047 Jacobi stage: ITER: 36795 RES: 0.0025369
ELA: 15.147 Jacobi stage: ITER: 37005 RES: 0.0024556
ELA: 15.247 Jacobi stage: ITER: 37253 RES: 0.0023639
ELA: 15.348 Jacobi stage: ITER: 37479 RES: 0.0022839
ELA: 15.448 Jacobi stage: ITER: 37727 RES: 0.0021985
ELA: 15.548 Jacobi stage: ITER: 37995 RES: 0.0021099
ELA: 15.648 Jacobi stage: ITER: 38247 RES: 0.0020298
ELA: 15.748 Jacobi stage: ITER: 38497 RES: 0.0019527
ELA: 15.848 Jacobi stage: ITER: 38747 RES: 0.0018797
ELA: 15.948 Jacobi stage: ITER: 38999 RES: 0.0018083
ELA: 16.048 Jacobi stage: ITER: 39249 RES: 0.0017397
ELA: 16.148 Jacobi stage: ITER: 39499 RES: 0.0016747
ELA: 16.249 Jacobi stage: ITER: 39751 RES: 0.0016111
ELA: 16.349 Jacobi stage: ITER: 40001 RES: 0.0015499
ELA: 16.449 Jacobi stage: ITER: 40251 RES: 0.001492
ELA: 16.549 Jacobi stage: ITER: 40503 RES: 0.0014353
ELA: 16.649 Jacobi stage: ITER: 40753 RES: 0.0013808
ELA: 16.749 Jacobi stage: ITER: 41003 RES: 0.0013292
ELA: 16.849 Jacobi stage: ITER: 41255 RES: 0.0012788
ELA: 16.949 Jacobi stage: ITER: 41503 RES: 0.001231
ELA: 17.05 Jacobi stage: ITER: 41755 RES: 0.0011842
ELA: 17.15 Jacobi stage: ITER: 42005 RES: 0.0011393
ELA: 17.25 Jacobi stage: ITER: 42255 RES: 0.0010967
ELA: 17.35 Jacobi stage: ITER: 42507 RES: 0.001055
ELA: 17.45 Jacobi stage: ITER: 42757 RES: 0.001015
ELA: 17.55 Jacobi stage: ITER: 43007 RES: 0.00097704
ELA: 17.65 Jacobi stage: ITER: 43259 RES: 0.00093995
ELA: 17.75 Jacobi stage: ITER: 43509 RES: 0.00090426
ELA: 17.851 Jacobi stage: ITER: 43759 RES: 0.00087046
ELA: 17.951 Jacobi stage: ITER: 44011 RES: 0.00083741
ELA: 18.051 Jacobi stage: ITER: 44261 RES: 0.00080562
ELA: 18.151 Jacobi stage: ITER: 44511 RES: 0.00077551
ELA: 18.251 Jacobi stage: ITER: 44763 RES: 0.00074606
ELA: 18.351 Jacobi stage: ITER: 45013 RES: 0.00071773
ELA: 18.451 Jacobi stage: ITER: 45263 RES: 0.00069091
ELA: 18.551 Jacobi stage: ITER: 45515 RES: 0.00066468
ELA: 18.652 Jacobi stage: ITER: 45765 RES: 0.00063944
ELA: 18.752 Jacobi stage: ITER: 46015 RES: 0.00061554
ELA: 18.852 Jacobi stage: ITER: 46267 RES: 0.00059217
ELA: 18.952 Jacobi stage: ITER: 46517 RES: 0.00056968
ELA: 19.052 Jacobi stage: ITER: 46767 RES: 0.00054839
ELA: 19.152 Jacobi stage: ITER: 47019 RES: 0.00052757
ELA: 19.252 Jacobi stage: ITER: 47269 RES: 0.00050754
ELA: 19.352 Jacobi stage: ITER: 47519 RES: 0.00048857
ELA: 19.452 Jacobi stage: ITER: 47771 RES: 0.00047002
ELA: 19.553 Jacobi stage: ITER: 48021 RES: 0.00045217
ELA: 19.653 Jacobi stage: ITER: 48271 RES: 0.00043527
ELA: 19.753 Jacobi stage: ITER: 48523 RES: 0.00041875
ELA: 19.853 Jacobi stage: ITER: 48773 RES: 0.00040285
ELA: 19.953 Jacobi stage: ITER: 49023 RES: 0.00038779
ELA: 20.053 Jacobi stage: ITER: 49273 RES: 0.00037307
ELA: 20.153 Jacobi stage: ITER: 49523 RES: 0.00035912
ELA: 20.253 Jacobi stage: ITER: 49775 RES: 0.00034549
ELA: 20.353 Jacobi stage: ITER: 50025 RES: 0.00033237
ELA: 20.454 Jacobi stage: ITER: 50275 RES: 0.00031995
ELA: 20.554 Jacobi stage: ITER: 50527 RES: 0.0003078
ELA: 20.654 Jacobi stage: ITER: 50777 RES: 0.00029611
ELA: 20.754 Jacobi stage: ITER: 51027 RES: 0.00028504
ELA: 20.854 Jacobi stage: ITER: 51279 RES: 0.00027422
ELA: 20.954 Jacobi stage: ITER: 51529 RES: 0.00026381
ELA: 21.054 Jacobi stage: ITER: 51779 RES: 0.00025395
ELA: 21.154 Jacobi stage: ITER: 52031 RES: 0.00024431
ELA: 21.254 Jacobi stage: ITER: 52281 RES: 0.00023503
ELA: 21.354 Jacobi stage: ITER: 52531 RES: 0.00022625
ELA: 21.455 Jacobi stage: ITER: 52781 RES: 0.00021766
ELA: 21.555 Jacobi stage: ITER: 53031 RES: 0.00020952
ELA: 21.655 Jacobi stage: ITER: 53283 RES: 0.00020157
ELA: 21.755 Jacobi stage: ITER: 53533 RES: 0.00019391
ELA: 21.855 Jacobi stage: ITER: 53783 RES: 0.00018667
ELA: 21.955 Jacobi stage: ITER: 54035 RES: 0.00017958
ELA: 22.055 Jacobi stage: ITER: 54285 RES: 0.00017276
ELA: 22.155 Jacobi stage: ITER: 54535 RES: 0.0001663
ELA: 22.255 Jacobi stage: ITER: 54785 RES: 0.00015999
ELA: 22.356 Jacobi stage: ITER: 55035 RES: 0.00015401
ELA: 22.456 Jacobi stage: ITER: 55287 RES: 0.00014816
ELA: 22.556 Jacobi stage: ITER: 55537 RES: 0.00014254
ELA: 22.656 Jacobi stage: ITER: 55787 RES: 0.00013721
ELA: 22.756 Jacobi stage: ITER: 56039 RES: 0.000132
ELA: 22.856 Jacobi stage: ITER: 56289 RES: 0.00012699
ELA: 22.956 Jacobi stage: ITER: 56539 RES: 0.00012224
ELA: 23.056 Jacobi stage: ITER: 56789 RES: 0.0001176
ELA: 23.156 Jacobi stage: ITER: 57039 RES: 0.0001132
ELA: 23.257 Jacobi stage: ITER: 57291 RES: 0.00010891
ELA: 23.357 Jacobi stage: ITER: 57541 RES: 0.00010477
ELA: 23.457 Jacobi stage: ITER: 57791 RES: 0.00010086
ELA: 23.557 Jacobi stage: ITER: 58043 RES: 9.7026e-05
ELA: 23.657 Jacobi stage: ITER: 58291 RES: 9.3399e-05
ELA: 23.757 Jacobi stage: ITER: 58543 RES: 8.9853e-05
ELA: 23.857 Jacobi stage: ITER: 58793 RES: 8.6442e-05
ELA: 23.957 Jacobi stage: ITER: 59043 RES: 8.3211e-05
ELA: 24.058 Jacobi stage: ITER: 59295 RES: 8.0051e-05
ELA: 24.158 Jacobi stage: ITER: 59545 RES: 7.7012e-05
ELA: 24.419 Jacobi stage: ITER: 60199 RES: 6.9673e-05
ELA: 24.519 Jacobi stage: ITER: 60449 RES: 6.7028e-05
ELA: 24.619 Jacobi stage: ITER: 60699 RES: 6.4522e-05
ELA: 24.719 Jacobi stage: ITER: 60949 RES: 6.2073e-05
ELA: 24.819 Jacobi stage: ITER: 61199 RES: 5.9752e-05
ELA: 24.919 Jacobi stage: ITER: 61451 RES: 5.7484e-05
ELA: 25.019 Jacobi stage: ITER: 61701 RES: 5.5301e-05
ELA: 25.119 Jacobi stage: ITER: 61951 RES: 5.3234e-05
ELA: 25.22 Jacobi stage: ITER: 62203 RES: 5.1213e-05
ELA: 25.32 Jacobi stage: ITER: 62453 RES: 4.9269e-05
ELA: 25.42 Jacobi stage: ITER: 62703 RES: 4.7427e-05
ELA: 25.52 Jacobi stage: ITER: 62953 RES: 4.5626e-05
ELA: 25.62 Jacobi stage: ITER: 63203 RES: 4.3921e-05
ELA: 25.72 Jacobi stage: ITER: 63455 RES: 4.2253e-05
ELA: 25.82 Jacobi stage: ITER: 63705 RES: 4.0649e-05
ELA: 25.92 Jacobi stage: ITER: 63955 RES: 3.913e-05
ELA: 26.02 Jacobi stage: ITER: 64207 RES: 3.7644e-05
ELA: 26.121 Jacobi stage: ITER: 64457 RES: 3.6215e-05
ELA: 26.221 Jacobi stage: ITER: 64707 RES: 3.4861e-05
ELA: 26.321 Jacobi stage: ITER: 64957 RES: 3.3538e-05
ELA: 26.421 Jacobi stage: ITER: 65207 RES: 3.2284e-05
ELA: 26.521 Jacobi stage: ITER: 65459 RES: 3.1058e-05
ELA: 26.621 Jacobi stage: ITER: 65709 RES: 2.9879e-05
ELA: 26.721 Jacobi stage: ITER: 65959 RES: 2.8762e-05
ELA: 26.821 Jacobi stage: ITER: 66211 RES: 2.767e-05
ELA: 26.921 Jacobi stage: ITER: 66461 RES: 2.662e-05
ELA: 27.022 Jacobi stage: ITER: 66711 RES: 2.5625e-05
ELA: 27.122 Jacobi stage: ITER: 66963 RES: 2.4652e-05
ELA: 27.222 Jacobi stage: ITER: 67215 RES: 2.3716e-05
ELA: 27.322 Jacobi stage: ITER: 67465 RES: 2.2815e-05
ELA: 27.422 Jacobi stage: ITER: 67715 RES: 2.1963e-05
ELA: 27.522 Jacobi stage: ITER: 67967 RES: 2.1129e-05
ELA: 27.622 Jacobi stage: ITER: 68217 RES: 2.0327e-05
ELA: 27.722 Jacobi stage: ITER: 68467 RES: 1.9567e-05
ELA: 27.822 Jacobi stage: ITER: 68719 RES: 1.8824e-05
ELA: 27.923 Jacobi stage: ITER: 68969 RES: 1.8109e-05
ELA: 28.023 Jacobi stage: ITER: 69219 RES: 1.7432e-05
ELA: 28.123 Jacobi stage: ITER: 69471 RES: 1.677e-05
ELA: 28.223 Jacobi stage: ITER: 69721 RES: 1.6134e-05
ELA: 28.323 Jacobi stage: ITER: 69971 RES: 1.5531e-05
ELA: 28.423 Jacobi stage: ITER: 70223 RES: 1.4941e-05
ELA: 28.523 Jacobi stage: ITER: 70473 RES: 1.4374e-05
ELA: 28.623 Jacobi stage: ITER: 70723 RES: 1.3836e-05
ELA: 28.724 Jacobi stage: ITER: 70973 RES: 1.3311e-05
ELA: 28.824 Jacobi stage: ITER: 71223 RES: 1.2814e-05
ELA: 28.924 Jacobi stage: ITER: 71475 RES: 1.2327e-05
ELA: 29.024 Jacobi stage: ITER: 71725 RES: 1.1859e-05
ELA: 29.124 Jacobi stage: ITER: 71975 RES: 1.1416e-05
ELA: 29.224 Jacobi stage: ITER: 72227 RES: 1.0982e-05
ELA: 29.324 Jacobi stage: ITER: 72477 RES: 1.0565e-05
ELA: 29.424 Jacobi stage: ITER: 72727 RES: 1.017e-05
ELA: 29.524 Jacobi stage: ITER: 72979 RES: 9.7843e-06
ELA: 29.625 Jacobi stage: ITER: 73229 RES: 9.4129e-06
ELA: 29.725 Jacobi stage: ITER: 73479 RES: 9.061e-06
ELA: 29.825 Jacobi stage: ITER: 73729 RES: 8.717e-06
ELA: 29.925 Jacobi stage: ITER: 73979 RES: 8.3912e-06
ELA: 30.025 Jacobi stage: ITER: 74231 RES: 8.0726e-06
ELA: 30.125 Jacobi stage: ITER: 74481 RES: 7.7661e-06
ELA: 30.225 Jacobi stage: ITER: 74731 RES: 7.4758e-06
ELA: 30.325 Jacobi stage: ITER: 74983 RES: 7.192e-06
ELA: 30.425 Jacobi stage: ITER: 75231 RES: 6.9232e-06
ELA: 30.526 Jacobi stage: ITER: 75483 RES: 6.6603e-06
ELA: 30.626 Jacobi stage: ITER: 75733 RES: 6.4074e-06
ELA: 30.726 Jacobi stage: ITER: 75983 RES: 6.1679e-06
ELA: 30.826 Jacobi stage: ITER: 76235 RES: 5.9338e-06
ELA: 30.926 Jacobi stage: ITER: 76483 RES: 5.7085e-06
ELA: 31.026 Jacobi stage: ITER: 76735 RES: 5.4951e-06
ELA: 31.126 Jacobi stage: ITER: 76985 RES: 5.2865e-06
ELA: 31.226 Jacobi stage: ITER: 77235 RES: 5.0889e-06
ELA: 31.326 Jacobi stage: ITER: 77487 RES: 4.8957e-06
ELA: 31.427 Jacobi stage: ITER: 77737 RES: 4.7098e-06
ELA: 31.527 Jacobi stage: ITER: 77987 RES: 4.5337e-06
ELA: 31.627 Jacobi stage: ITER: 78239 RES: 4.3616e-06
ELA: 31.727 Jacobi stage: ITER: 78489 RES: 4.196e-06
ELA: 31.827 Jacobi stage: ITER: 78739 RES: 4.0392e-06
ELA: 31.927 Jacobi stage: ITER: 78991 RES: 3.8858e-06
ELA: 32.027 Jacobi stage: ITER: 79239 RES: 3.7406e-06
ELA: 32.127 Jacobi stage: ITER: 79491 RES: 3.5985e-06
ELA: 32.227 Jacobi stage: ITER: 79741 RES: 3.4619e-06
ELA: 32.328 Jacobi stage: ITER: 79991 RES: 3.3325e-06
ELA: 32.428 Jacobi stage: ITER: 80243 RES: 3.206e-06
ELA: 32.528 Jacobi stage: ITER: 80493 RES: 3.0843e-06
ELA: 32.628 Jacobi stage: ITER: 80743 RES: 2.969e-06
ELA: 32.728 Jacobi stage: ITER: 80995 RES: 2.8563e-06
ELA: 32.828 Jacobi stage: ITER: 81243 RES: 2.7495e-06
ELA: 32.928 Jacobi stage: ITER: 81495 RES: 2.6451e-06
ELA: 33.028 Jacobi stage: ITER: 81745 RES: 2.5447e-06
ELA: 33.128 Jacobi stage: ITER: 81995 RES: 2.4496e-06
ELA: 33.229 Jacobi stage: ITER: 82247 RES: 2.3566e-06
ELA: 33.329 Jacobi stage: ITER: 82497 RES: 2.2671e-06
ELA: 33.429 Jacobi stage: ITER: 82747 RES: 2.1824e-06
ELA: 33.529 Jacobi stage: ITER: 82999 RES: 2.0995e-06
ELA: 33.629 Jacobi stage: ITER: 83249 RES: 2.0198e-06
ELA: 33.729 Jacobi stage: ITER: 83525 RES: 1.9359e-06
ELA: 33.829 Jacobi stage: ITER: 83903 RES: 1.8273e-06
ELA: 33.929 Jacobi stage: ITER: 84279 RES: 1.7248e-06
ELA: 34.03 Jacobi stage: ITER: 84657 RES: 1.627e-06
ELA: 34.13 Jacobi stage: ITER: 85035 RES: 1.5357e-06
ELA: 34.23 Jacobi stage: ITER: 85411 RES: 1.4495e-06
ELA: 34.33 Jacobi stage: ITER: 85789 RES: 1.3673e-06
ELA: 34.43 Jacobi stage: ITER: 86167 RES: 1.2906e-06
ELA: 34.53 Jacobi stage: ITER: 86545 RES: 1.2174e-06
ELA: 34.63 Jacobi stage: ITER: 86923 RES: 1.1491e-06
ELA: 34.73 Jacobi stage: ITER: 87299 RES: 1.0846e-06
ELA: 34.83 Jacobi stage: ITER: 87677 RES: 1.0231e-06
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