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: 31477 RES: 0.0057402
Jacobi stage: ITER: 65419 RES: 3.1231e-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: 4587 RES: 0.36282
Jacobi stage: ITER: 10843 RES: 0.13665
Jacobi stage: ITER: 17215 RES: 0.05134
Jacobi stage: ITER: 23157 RES: 0.020604
Jacobi stage: ITER: 26367 RES: 0.012588
Jacobi stage: ITER: 26745 RES: 0.011874
Jacobi stage: ITER: 27039 RES: 0.011353
Jacobi stage: ITER: 27291 RES: 0.010922
Jacobi stage: ITER: 27543 RES: 0.010507
Jacobi stage: ITER: 27795 RES: 0.010108
Jacobi stage: ITER: 28047 RES: 0.0097246
Jacobi stage: ITER: 28299 RES: 0.0093554
Jacobi stage: ITER: 28551 RES: 0.0090002
Jacobi stage: ITER: 28803 RES: 0.0086584
Jacobi stage: ITER: 29055 RES: 0.0083297
Jacobi stage: ITER: 29307 RES: 0.0080134
Jacobi stage: ITER: 29563 RES: 0.0077044
Jacobi stage: ITER: 29817 RES: 0.0074074
Jacobi stage: ITER: 30019 RES: 0.0071833
Jacobi stage: ITER: 30207 RES: 0.0069788
Jacobi stage: ITER: 30359 RES: 0.0068178
Jacobi stage: ITER: 30509 RES: 0.0066604
Jacobi stage: ITER: 30659 RES: 0.0065107
Jacobi stage: ITER: 30811 RES: 0.0063605
Jacobi stage: ITER: 30943 RES: 0.0062328
Jacobi stage: ITER: 31095 RES: 0.006089
Jacobi stage: ITER: 31247 RES: 0.0059485
Jacobi stage: ITER: 31375 RES: 0.0058326
Jacobi stage: ITER: 31527 RES: 0.005698
Jacobi stage: ITER: 31679 RES: 0.0055666
Jacobi stage: ITER: 31811 RES: 0.0054548
Jacobi stage: ITER: 31963 RES: 0.0053289
Jacobi stage: ITER: 32095 RES: 0.005222
Jacobi stage: ITER: 32245 RES: 0.0051015
Jacobi stage: ITER: 32425 RES: 0.0049624
Jacobi stage: ITER: 32677 RES: 0.004774
Jacobi stage: ITER: 32927 RES: 0.0045955
Jacobi stage: ITER: 33177 RES: 0.004421
Jacobi stage: ITER: 33433 RES: 0.0042506
Jacobi stage: ITER: 33685 RES: 0.0040892
Jacobi stage: ITER: 33883 RES: 0.0039679
Jacobi stage: ITER: 34071 RES: 0.003855
Jacobi stage: ITER: 34325 RES: 0.0037063
Jacobi stage: ITER: 34535 RES: 0.0035898
Jacobi stage: ITER: 34789 RES: 0.0034514
Jacobi stage: ITER: 35043 RES: 0.0033203
Jacobi stage: ITER: 35299 RES: 0.0031923
Jacobi stage: ITER: 35495 RES: 0.0030976
Jacobi stage: ITER: 35747 RES: 0.00298
Jacobi stage: ITER: 35965 RES: 0.002881
Jacobi stage: ITER: 36181 RES: 0.002787
Jacobi stage: ITER: 36427 RES: 0.0026844
Jacobi stage: ITER: 36683 RES: 0.0025809
Jacobi stage: ITER: 36923 RES: 0.0024875
Jacobi stage: ITER: 37127 RES: 0.0024108
Jacobi stage: ITER: 37369 RES: 0.0023221
Jacobi stage: ITER: 37595 RES: 0.0022436
Jacobi stage: ITER: 37811 RES: 0.0021704
Jacobi stage: ITER: 38061 RES: 0.002088
Jacobi stage: ITER: 38317 RES: 0.0020074
Jacobi stage: ITER: 38571 RES: 0.0019312
Jacobi stage: ITER: 38791 RES: 0.0018671
Jacobi stage: ITER: 39009 RES: 0.001805
Jacobi stage: ITER: 39255 RES: 0.0017386
Jacobi stage: ITER: 39511 RES: 0.0016716
Jacobi stage: ITER: 39701 RES: 0.001623
Jacobi stage: ITER: 39907 RES: 0.0015729
Jacobi stage: ITER: 40155 RES: 0.0015141
Jacobi stage: ITER: 40411 RES: 0.0014558
Jacobi stage: ITER: 40665 RES: 0.0013996
Jacobi stage: ITER: 40919 RES: 0.0013465
Jacobi stage: ITER: 41123 RES: 0.0013049
Jacobi stage: ITER: 41375 RES: 0.0012554
Jacobi stage: ITER: 41629 RES: 0.001207
Jacobi stage: ITER: 41883 RES: 0.0011612
Jacobi stage: ITER: 42137 RES: 0.0011164
Jacobi stage: ITER: 42395 RES: 0.0010733
Jacobi stage: ITER: 42619 RES: 0.001037
Jacobi stage: ITER: 42823 RES: 0.0010051
Jacobi stage: ITER: 42955 RES: 0.00098488
Jacobi stage: ITER: 43185 RES: 0.0009504
Jacobi stage: ITER: 43427 RES: 0.000916
Jacobi stage: ITER: 43683 RES: 0.00088068
Jacobi stage: ITER: 43939 RES: 0.00084672
Jacobi stage: ITER: 44191 RES: 0.00081458
Jacobi stage: ITER: 44415 RES: 0.00078703
Jacobi stage: ITER: 44595 RES: 0.00076556
Jacobi stage: ITER: 44815 RES: 0.00074013
Jacobi stage: ITER: 45053 RES: 0.00071334
Jacobi stage: ITER: 45307 RES: 0.00068625
Jacobi stage: ITER: 45563 RES: 0.00065979
Jacobi stage: ITER: 45787 RES: 0.00063748
Jacobi stage: ITER: 45995 RES: 0.00061743
Jacobi stage: ITER: 46217 RES: 0.00059655
Jacobi stage: ITER: 46463 RES: 0.00057461
Jacobi stage: ITER: 46719 RES: 0.00055245
Jacobi stage: ITER: 46949 RES: 0.00053311
Jacobi stage: ITER: 47197 RES: 0.00051318
Jacobi stage: ITER: 47423 RES: 0.00049583
Jacobi stage: ITER: 47633 RES: 0.00047994
Jacobi stage: ITER: 47883 RES: 0.000462
Jacobi stage: ITER: 48137 RES: 0.00044419
Jacobi stage: ITER: 48365 RES: 0.0004289
Jacobi stage: ITER: 48615 RES: 0.00041287
Jacobi stage: ITER: 48847 RES: 0.00039842
Jacobi stage: ITER: 49059 RES: 0.00038565
Jacobi stage: ITER: 49311 RES: 0.00037101
Jacobi stage: ITER: 49565 RES: 0.0003567
Jacobi stage: ITER: 49789 RES: 0.00034464
Jacobi stage: ITER: 50039 RES: 0.00033176
Jacobi stage: ITER: 50237 RES: 0.00032172
Jacobi stage: ITER: 50471 RES: 0.00031046
Jacobi stage: ITER: 50725 RES: 0.00029849
Jacobi stage: ITER: 50979 RES: 0.00028715
Jacobi stage: ITER: 51205 RES: 0.00027727
Jacobi stage: ITER: 51457 RES: 0.00026674
Jacobi stage: ITER: 51643 RES: 0.00025931
Jacobi stage: ITER: 51887 RES: 0.00024977
Jacobi stage: ITER: 52141 RES: 0.00024014
Jacobi stage: ITER: 52371 RES: 0.00023188
Jacobi stage: ITER: 52619 RES: 0.00022321
Jacobi stage: ITER: 52865 RES: 0.00021487
Jacobi stage: ITER: 53041 RES: 0.00020914
Jacobi stage: ITER: 53295 RES: 0.0002012
Jacobi stage: ITER: 53547 RES: 0.00019356
Jacobi stage: ITER: 53799 RES: 0.00018621
Jacobi stage: ITER: 54051 RES: 0.00017914
Jacobi stage: ITER: 54303 RES: 0.00017234
Jacobi stage: ITER: 54555 RES: 0.00016579
Jacobi stage: ITER: 54807 RES: 0.0001595
Jacobi stage: ITER: 55059 RES: 0.00015344
Jacobi stage: ITER: 55311 RES: 0.00014762
Jacobi stage: ITER: 55563 RES: 0.00014201
Jacobi stage: ITER: 55817 RES: 0.00013654
Jacobi stage: ITER: 56069 RES: 0.00013135
Jacobi stage: ITER: 56321 RES: 0.00012636
Jacobi stage: ITER: 56573 RES: 0.00012157
Jacobi stage: ITER: 56825 RES: 0.00011695
Jacobi stage: ITER: 57077 RES: 0.00011251
Jacobi stage: ITER: 57329 RES: 0.00010824
Jacobi stage: ITER: 57581 RES: 0.00010413
Jacobi stage: ITER: 57831 RES: 0.00010024
Jacobi stage: ITER: 58083 RES: 9.6432e-05
Jacobi stage: ITER: 58335 RES: 9.277e-05
Jacobi stage: ITER: 58587 RES: 8.9248e-05
Jacobi stage: ITER: 58839 RES: 8.5859e-05
Jacobi stage: ITER: 59091 RES: 8.2599e-05
Jacobi stage: ITER: 59343 RES: 7.9463e-05
Jacobi stage: ITER: 59595 RES: 7.6446e-05
Jacobi stage: ITER: 59847 RES: 7.3544e-05
Jacobi stage: ITER: 60099 RES: 7.0751e-05
Jacobi stage: ITER: 60351 RES: 6.8065e-05
Jacobi stage: ITER: 60603 RES: 6.5481e-05
Jacobi stage: ITER: 60855 RES: 6.2995e-05
Jacobi stage: ITER: 61107 RES: 6.0603e-05
Jacobi stage: ITER: 61359 RES: 5.8302e-05
Jacobi stage: ITER: 61611 RES: 5.6088e-05
Jacobi stage: ITER: 61863 RES: 5.3959e-05
Jacobi stage: ITER: 62115 RES: 5.191e-05
Jacobi stage: ITER: 62367 RES: 4.9939e-05
Jacobi stage: ITER: 62619 RES: 4.8043e-05
Jacobi stage: ITER: 62871 RES: 4.6219e-05
Jacobi stage: ITER: 63123 RES: 4.4464e-05
Jacobi stage: ITER: 63375 RES: 4.2776e-05
Jacobi stage: ITER: 63627 RES: 4.1152e-05
Jacobi stage: ITER: 63879 RES: 3.9589e-05
Jacobi stage: ITER: 64131 RES: 3.8086e-05
Jacobi stage: ITER: 64383 RES: 3.664e-05
Jacobi stage: ITER: 64635 RES: 3.5249e-05
Jacobi stage: ITER: 64889 RES: 3.389e-05
Jacobi stage: ITER: 65141 RES: 3.2603e-05
Jacobi stage: ITER: 65393 RES: 3.1365e-05
Jacobi stage: ITER: 65645 RES: 3.0174e-05
Jacobi stage: ITER: 65897 RES: 2.9029e-05
Jacobi stage: ITER: 66149 RES: 2.7926e-05
Jacobi stage: ITER: 66401 RES: 2.6866e-05
Jacobi stage: ITER: 66653 RES: 2.5846e-05
Jacobi stage: ITER: 66905 RES: 2.4865e-05
Jacobi stage: ITER: 67157 RES: 2.3921e-05
Jacobi stage: ITER: 67409 RES: 2.3013e-05
Jacobi stage: ITER: 67661 RES: 2.2139e-05
Jacobi stage: ITER: 67913 RES: 2.1298e-05
Jacobi stage: ITER: 68165 RES: 2.049e-05
Jacobi stage: ITER: 68417 RES: 1.9712e-05
Jacobi stage: ITER: 68669 RES: 1.8963e-05
Jacobi stage: ITER: 68921 RES: 1.8243e-05
Jacobi stage: ITER: 69173 RES: 1.7551e-05
Jacobi stage: ITER: 69425 RES: 1.6884e-05
Jacobi stage: ITER: 69677 RES: 1.6243e-05
Jacobi stage: ITER: 69931 RES: 1.5626e-05
Jacobi stage: ITER: 70183 RES: 1.5033e-05
Jacobi stage: ITER: 70435 RES: 1.4462e-05
Jacobi stage: ITER: 70687 RES: 1.3913e-05
Jacobi stage: ITER: 70939 RES: 1.3385e-05
Jacobi stage: ITER: 71191 RES: 1.2877e-05
Jacobi stage: ITER: 71443 RES: 1.2388e-05
Jacobi stage: ITER: 71695 RES: 1.1918e-05
Jacobi stage: ITER: 71947 RES: 1.1465e-05
Jacobi stage: ITER: 72199 RES: 1.103e-05
Jacobi stage: ITER: 72451 RES: 1.0611e-05
Jacobi stage: ITER: 72703 RES: 1.0208e-05
Jacobi stage: ITER: 72955 RES: 9.8205e-06
Jacobi stage: ITER: 73207 RES: 9.4476e-06
Jacobi stage: ITER: 73459 RES: 9.0889e-06
Jacobi stage: ITER: 73711 RES: 8.7438e-06
Jacobi stage: ITER: 73963 RES: 8.4118e-06
Jacobi stage: ITER: 74215 RES: 8.0925e-06
Jacobi stage: ITER: 74467 RES: 7.7852e-06
Jacobi stage: ITER: 74719 RES: 7.4896e-06
Jacobi stage: ITER: 74971 RES: 7.2052e-06
Jacobi stage: ITER: 75223 RES: 6.9317e-06
Jacobi stage: ITER: 75475 RES: 6.6685e-06
Jacobi stage: ITER: 75727 RES: 6.4153e-06
Jacobi stage: ITER: 75979 RES: 6.1717e-06
Jacobi stage: ITER: 76231 RES: 5.9374e-06
Jacobi stage: ITER: 76483 RES: 5.712e-06
Jacobi stage: ITER: 76735 RES: 5.4951e-06
Jacobi stage: ITER: 76989 RES: 5.2832e-06
Jacobi stage: ITER: 77239 RES: 5.0857e-06
Jacobi stage: ITER: 77487 RES: 4.8957e-06
Jacobi stage: ITER: 77739 RES: 4.7098e-06
Jacobi stage: ITER: 77989 RES: 4.531e-06
Jacobi stage: ITER: 78239 RES: 4.3616e-06
Jacobi stage: ITER: 78491 RES: 4.196e-06
Jacobi stage: ITER: 78739 RES: 4.0392e-06
Jacobi stage: ITER: 78991 RES: 3.8858e-06
Jacobi stage: ITER: 79241 RES: 3.7383e-06
Jacobi stage: ITER: 79491 RES: 3.5985e-06
Jacobi stage: ITER: 79743 RES: 3.4619e-06
Jacobi stage: ITER: 79991 RES: 3.3325e-06
Jacobi stage: ITER: 80243 RES: 3.206e-06
Jacobi stage: ITER: 80493 RES: 3.0843e-06
Jacobi stage: ITER: 80743 RES: 2.969e-06
Jacobi stage: ITER: 80995 RES: 2.8563e-06
Jacobi stage: ITER: 81245 RES: 2.7478e-06
Jacobi stage: ITER: 81495 RES: 2.6451e-06
Jacobi stage: ITER: 81745 RES: 2.5447e-06
Jacobi stage: ITER: 81995 RES: 2.4496e-06
Jacobi stage: ITER: 82247 RES: 2.3566e-06
Jacobi stage: ITER: 82495 RES: 2.2685e-06
Jacobi stage: ITER: 82747 RES: 2.1824e-06
Jacobi stage: ITER: 82997 RES: 2.0995e-06
Jacobi stage: ITER: 83247 RES: 2.021e-06
Jacobi stage: ITER: 83499 RES: 1.9443e-06
Jacobi stage: ITER: 83747 RES: 1.8716e-06
Jacobi stage: ITER: 83999 RES: 1.8006e-06
Jacobi stage: ITER: 84249 RES: 1.7322e-06
Jacobi stage: ITER: 84499 RES: 1.6674e-06
Jacobi stage: ITER: 84751 RES: 1.6041e-06
Jacobi stage: ITER: 84999 RES: 1.5442e-06
Jacobi stage: ITER: 85251 RES: 1.4855e-06
Jacobi stage: ITER: 85501 RES: 1.4291e-06
Jacobi stage: ITER: 85751 RES: 1.3757e-06
Jacobi stage: ITER: 86003 RES: 1.3235e-06
Jacobi stage: ITER: 86251 RES: 1.274e-06
Jacobi stage: ITER: 86503 RES: 1.2257e-06
Jacobi stage: ITER: 86753 RES: 1.1791e-06
Jacobi stage: ITER: 87003 RES: 1.135e-06
Jacobi stage: ITER: 87255 RES: 1.092e-06
Jacobi stage: ITER: 87503 RES: 1.0511e-06
Jacobi stage: ITER: 87755 RES: 1.0112e-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:1.5474e-
ELA: 0.10012 Jacobi stage: ITER: 31177 RES: 0.0060109
ELA: 0.20023 Jacobi stage: ITER: 64737 RES: 3.469e-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:1.747e-0
ELA: 0.10012 Jacobi stage: ITER: 375 RES: 0.88443
ELA: 0.20023 Jacobi stage: ITER: 699 RES: 0.80254
ELA: 0.30033 Jacobi stage: ITER: 949 RES: 0.74826
ELA: 0.40044 Jacobi stage: ITER: 1201 RES: 0.70065
ELA: 0.50054 Jacobi stage: ITER: 1453 RES: 0.65856
ELA: 0.6006 Jacobi stage: ITER: 1705 RES: 0.62106
ELA: 0.7007 Jacobi stage: ITER: 1957 RES: 0.5874
ELA: 0.8008 Jacobi stage: ITER: 2209 RES: 0.55696
ELA: 0.90091 Jacobi stage: ITER: 2461 RES: 0.52924
ELA: 1.001 Jacobi stage: ITER: 2713 RES: 0.50385
ELA: 1.1011 Jacobi stage: ITER: 2965 RES: 0.48044
ELA: 1.2012 Jacobi stage: ITER: 3219 RES: 0.45874
ELA: 1.3014 Jacobi stage: ITER: 3475 RES: 0.43822
ELA: 1.4015 Jacobi stage: ITER: 3679 RES: 0.42284
ELA: 1.5016 Jacobi stage: ITER: 3887 RES: 0.40795
ELA: 1.6017 Jacobi stage: ITER: 4039 RES: 0.39753
ELA: 1.7018 Jacobi stage: ITER: 4189 RES: 0.38748
ELA: 1.8019 Jacobi stage: ITER: 4339 RES: 0.37801
ELA: 1.9026 Jacobi stage: ITER: 4491 RES: 0.36861
ELA: 2.0027 Jacobi stage: ITER: 4627 RES: 0.36044
ELA: 2.1036 Jacobi stage: ITER: 4777 RES: 0.35159
ELA: 2.2037 Jacobi stage: ITER: 4927 RES: 0.34323
ELA: 2.3038 Jacobi stage: ITER: 5059 RES: 0.33597
ELA: 2.4039 Jacobi stage: ITER: 5211 RES: 0.32785
ELA: 2.504 Jacobi stage: ITER: 5361 RES: 0.31996
ELA: 2.6042 Jacobi stage: ITER: 5491 RES: 0.31348
ELA: 2.7043 Jacobi stage: ITER: 5643 RES: 0.30599
ELA: 2.8044 Jacobi stage: ITER: 5779 RES: 0.29946
ELA: 2.9045 Jacobi stage: ITER: 5929 RES: 0.29235
ELA: 3.0046 Jacobi stage: ITER: 6091 RES: 0.28506
ELA: 3.1047 Jacobi stage: ITER: 6341 RES: 0.274
ELA: 3.2048 Jacobi stage: ITER: 6593 RES: 0.2634
ELA: 3.305 Jacobi stage: ITER: 6839 RES: 0.25355
ELA: 3.4051 Jacobi stage: ITER: 7095 RES: 0.24364
ELA: 3.5052 Jacobi stage: ITER: 7353 RES: 0.234
ELA: 3.6053 Jacobi stage: ITER: 7553 RES: 0.22685
ELA: 3.7054 Jacobi stage: ITER: 7737 RES: 0.22047
ELA: 3.8055 Jacobi stage: ITER: 7991 RES: 0.21204
ELA: 3.9056 Jacobi stage: ITER: 8207 RES: 0.20508
ELA: 4.0057 Jacobi stage: ITER: 8455 RES: 0.19738
ELA: 4.1058 Jacobi stage: ITER: 8711 RES: 0.18973
ELA: 4.2059 Jacobi stage: ITER: 8967 RES: 0.18239
ELA: 4.306 Jacobi stage: ITER: 9169 RES: 0.17674
ELA: 4.4062 Jacobi stage: ITER: 9417 RES: 0.17012
ELA: 4.5063 Jacobi stage: ITER: 9663 RES: 0.16385
ELA: 4.6064 Jacobi stage: ITER: 9855 RES: 0.15908
ELA: 4.7065 Jacobi stage: ITER: 10103 RES: 0.15312
ELA: 4.8066 Jacobi stage: ITER: 10361 RES: 0.14712
ELA: 4.9067 Jacobi stage: ITER: 10617 RES: 0.14144
ELA: 5.0068 Jacobi stage: ITER: 10811 RES: 0.13732
ELA: 5.1069 Jacobi stage: ITER: 11059 RES: 0.13219
ELA: 5.207 Jacobi stage: ITER: 11275 RES: 0.12787
ELA: 5.3072 Jacobi stage: ITER: 11495 RES: 0.12362
ELA: 5.4073 Jacobi stage: ITER: 11745 RES: 0.11892
ELA: 5.5074 Jacobi stage: ITER: 11999 RES: 0.11441
ELA: 5.6075 Jacobi stage: ITER: 12255 RES: 0.10999
ELA: 5.7076 Jacobi stage: ITER: 12495 RES: 0.10601
ELA: 5.8077 Jacobi stage: ITER: 12693 RES: 0.1028
ELA: 5.9079 Jacobi stage: ITER: 12941 RES: 0.098959
ELA: 6.008 Jacobi stage: ITER: 13195 RES: 0.095201
ELA: 6.1081 Jacobi stage: ITER: 13415 RES: 0.092037
ELA: 6.2082 Jacobi stage: ITER: 13599 RES: 0.089472
ELA: 6.3083 Jacobi stage: ITER: 13843 RES: 0.08618
ELA: 6.4084 Jacobi stage: ITER: 14099 RES: 0.082857
ELA: 6.5085 Jacobi stage: ITER: 14357 RES: 0.079613
ELA: 6.6086 Jacobi stage: ITER: 14611 RES: 0.07659
ELA: 6.7088 Jacobi stage: ITER: 14823 RES: 0.074136
ELA: 6.8089 Jacobi stage: ITER: 15067 RES: 0.071409
ELA: 6.909 Jacobi stage: ITER: 15321 RES: 0.068655
ELA: 7.0091 Jacobi stage: ITER: 15575 RES: 0.066048
ELA: 7.1092 Jacobi stage: ITER: 15827 RES: 0.06354
ELA: 7.2093 Jacobi stage: ITER: 16085 RES: 0.061053
ELA: 7.3094 Jacobi stage: ITER: 16311 RES: 0.058988
ELA: 7.4095 Jacobi stage: ITER: 16561 RES: 0.056748
ELA: 7.5096 Jacobi stage: ITER: 16693 RES: 0.055609
ELA: 7.6097 Jacobi stage: ITER: 16887 RES: 0.053993
ELA: 7.7098 Jacobi stage: ITER: 17129 RES: 0.052007
ELA: 7.81 Jacobi stage: ITER: 17383 RES: 0.050032
ELA: 7.9101 Jacobi stage: ITER: 17639 RES: 0.048103
ELA: 8.0102 Jacobi stage: ITER: 17893 RES: 0.046248
ELA: 8.1103 Jacobi stage: ITER: 18115 RES: 0.044711
ELA: 8.2104 Jacobi stage: ITER: 18317 RES: 0.043332
ELA: 8.3105 Jacobi stage: ITER: 18531 RES: 0.041944
ELA: 8.4106 Jacobi stage: ITER: 18759 RES: 0.0405
ELA: 8.5107 Jacobi stage: ITER: 19013 RES: 0.038939
ELA: 8.6108 Jacobi stage: ITER: 19267 RES: 0.03746
ELA: 8.711 Jacobi stage: ITER: 19493 RES: 0.036171
ELA: 8.8111 Jacobi stage: ITER: 19719 RES: 0.034948
ELA: 8.9112 Jacobi stage: ITER: 19931 RES: 0.033828
ELA: 9.0113 Jacobi stage: ITER: 20175 RES: 0.032584
ELA: 9.1114 Jacobi stage: ITER: 20427 RES: 0.031346
ELA: 9.2115 Jacobi stage: ITER: 20661 RES: 0.030231
ELA: 9.3117 Jacobi stage: ITER: 20909 RES: 0.029101
ELA: 9.4118 Jacobi stage: ITER: 21135 RES: 0.028116
ELA: 9.5119 Jacobi stage: ITER: 21349 RES: 0.027199
ELA: 9.612 Jacobi stage: ITER: 21597 RES: 0.026182
ELA: 9.7121 Jacobi stage: ITER: 21851 RES: 0.025188
ELA: 9.8122 Jacobi stage: ITER: 22081 RES: 0.024306
ELA: 9.9123 Jacobi stage: ITER: 22323 RES: 0.023427
ELA: 10.012 Jacobi stage: ITER: 22555 RES: 0.022606
ELA: 10.113 Jacobi stage: ITER: 22767 RES: 0.021882
ELA: 10.213 Jacobi stage: ITER: 23019 RES: 0.021051
ELA: 10.313 Jacobi stage: ITER: 23273 RES: 0.02024
ELA: 10.413 Jacobi stage: ITER: 23499 RES: 0.019555
ELA: 10.513 Jacobi stage: ITER: 23749 RES: 0.018813
ELA: 10.613 Jacobi stage: ITER: 23955 RES: 0.018232
ELA: 10.713 Jacobi stage: ITER: 24183 RES: 0.017605
ELA: 10.813 Jacobi stage: ITER: 24439 RES: 0.016926
ELA: 10.913 Jacobi stage: ITER: 24693 RES: 0.016273
ELA: 11.013 Jacobi stage: ITER: 24919 RES: 0.015723
ELA: 11.114 Jacobi stage: ITER: 25171 RES: 0.015126
ELA: 11.214 Jacobi stage: ITER: 25363 RES: 0.014686
ELA: 11.314 Jacobi stage: ITER: 25605 RES: 0.014146
ELA: 11.414 Jacobi stage: ITER: 25859 RES: 0.013609
ELA: 11.514 Jacobi stage: ITER: 26091 RES: 0.013133
ELA: 11.614 Jacobi stage: ITER: 26337 RES: 0.012642
ELA: 11.714 Jacobi stage: ITER: 26595 RES: 0.012154
ELA: 11.814 Jacobi stage: ITER: 26763 RES: 0.011845
ELA: 11.914 Jacobi stage: ITER: 27015 RES: 0.011395
ELA: 12.015 Jacobi stage: ITER: 27267 RES: 0.010962
ELA: 12.115 Jacobi stage: ITER: 27519 RES: 0.010546
ELA: 12.215 Jacobi stage: ITER: 27771 RES: 0.010146
ELA: 12.315 Jacobi stage: ITER: 28023 RES: 0.0097605
ELA: 12.415 Jacobi stage: ITER: 28275 RES: 0.0093899
ELA: 12.515 Jacobi stage: ITER: 28527 RES: 0.0090334
ELA: 12.615 Jacobi stage: ITER: 28781 RES: 0.0086851
ELA: 12.715 Jacobi stage: ITER: 29033 RES: 0.0083553
ELA: 12.816 Jacobi stage: ITER: 29285 RES: 0.0080381
ELA: 12.916 Jacobi stage: ITER: 29537 RES: 0.0077329
ELA: 13.016 Jacobi stage: ITER: 29789 RES: 0.0074393
ELA: 13.116 Jacobi stage: ITER: 30041 RES: 0.0071568
ELA: 13.216 Jacobi stage: ITER: 30293 RES: 0.0068851
ELA: 13.316 Jacobi stage: ITER: 30545 RES: 0.0066237
ELA: 13.416 Jacobi stage: ITER: 30797 RES: 0.0063722
ELA: 13.516 Jacobi stage: ITER: 31049 RES: 0.0061303
ELA: 13.616 Jacobi stage: ITER: 31301 RES: 0.0058975
ELA: 13.717 Jacobi stage: ITER: 31553 RES: 0.0056736
ELA: 13.817 Jacobi stage: ITER: 31805 RES: 0.0054582
ELA: 13.917 Jacobi stage: ITER: 32057 RES: 0.0052509
ELA: 14.017 Jacobi stage: ITER: 32307 RES: 0.0050547
ELA: 14.117 Jacobi stage: ITER: 32559 RES: 0.0048628
ELA: 14.217 Jacobi stage: ITER: 32811 RES: 0.0046781
ELA: 14.317 Jacobi stage: ITER: 33063 RES: 0.0045005
ELA: 14.417 Jacobi stage: ITER: 33315 RES: 0.0043296
ELA: 14.518 Jacobi stage: ITER: 33567 RES: 0.0041652
ELA: 14.618 Jacobi stage: ITER: 33821 RES: 0.0040046
ELA: 14.718 Jacobi stage: ITER: 34073 RES: 0.0038526
ELA: 14.818 Jacobi stage: ITER: 34325 RES: 0.0037063
ELA: 14.918 Jacobi stage: ITER: 34577 RES: 0.0035656
ELA: 15.018 Jacobi stage: ITER: 34829 RES: 0.0034302
ELA: 15.118 Jacobi stage: ITER: 35081 RES: 0.0033
ELA: 15.218 Jacobi stage: ITER: 35333 RES: 0.0031747
ELA: 15.319 Jacobi stage: ITER: 35585 RES: 0.0030541
ELA: 15.419 Jacobi stage: ITER: 35837 RES: 0.0029382
ELA: 15.519 Jacobi stage: ITER: 36089 RES: 0.0028266
ELA: 15.619 Jacobi stage: ITER: 36343 RES: 0.0027193
ELA: 15.719 Jacobi stage: ITER: 36595 RES: 0.0026161
ELA: 15.819 Jacobi stage: ITER: 36847 RES: 0.0025167
ELA: 15.92 Jacobi stage: ITER: 37099 RES: 0.0024212
ELA: 16.02 Jacobi stage: ITER: 37351 RES: 0.0023293
ELA: 16.12 Jacobi stage: ITER: 37603 RES: 0.0022408
ELA: 16.22 Jacobi stage: ITER: 37855 RES: 0.0021557
ELA: 16.32 Jacobi stage: ITER: 38107 RES: 0.0020739
ELA: 16.42 Jacobi stage: ITER: 38359 RES: 0.0019951
ELA: 16.521 Jacobi stage: ITER: 38611 RES: 0.0019194
ELA: 16.621 Jacobi stage: ITER: 38863 RES: 0.0018465
ELA: 16.721 Jacobi stage: ITER: 39115 RES: 0.0017764
ELA: 16.821 Jacobi stage: ITER: 39367 RES: 0.001709
ELA: 16.921 Jacobi stage: ITER: 39621 RES: 0.0016431
ELA: 17.021 Jacobi stage: ITER: 39873 RES: 0.0015807
ELA: 17.122 Jacobi stage: ITER: 40125 RES: 0.0015207
ELA: 17.222 Jacobi stage: ITER: 40377 RES: 0.0014629
ELA: 17.322 Jacobi stage: ITER: 40629 RES: 0.0014074
ELA: 17.422 Jacobi stage: ITER: 40881 RES: 0.001354
ELA: 17.522 Jacobi stage: ITER: 41133 RES: 0.0013025
ELA: 17.622 Jacobi stage: ITER: 41387 RES: 0.0012531
ELA: 17.723 Jacobi stage: ITER: 41639 RES: 0.0012055
ELA: 17.823 Jacobi stage: ITER: 41891 RES: 0.0011597
ELA: 17.923 Jacobi stage: ITER: 42143 RES: 0.0011157
ELA: 18.023 Jacobi stage: ITER: 42395 RES: 0.0010733
ELA: 18.123 Jacobi stage: ITER: 42647 RES: 0.0010326
ELA: 18.223 Jacobi stage: ITER: 42899 RES: 0.00099339
ELA: 18.324 Jacobi stage: ITER: 43151 RES: 0.00095567
ELA: 18.424 Jacobi stage: ITER: 43403 RES: 0.00091939
ELA: 18.524 Jacobi stage: ITER: 43655 RES: 0.00088448
ELA: 18.624 Jacobi stage: ITER: 43907 RES: 0.0008509
ELA: 18.724 Jacobi stage: ITER: 44159 RES: 0.00081859
ELA: 18.824 Jacobi stage: ITER: 44411 RES: 0.00078751
ELA: 18.925 Jacobi stage: ITER: 44665 RES: 0.00075714
ELA: 19.025 Jacobi stage: ITER: 44917 RES: 0.0007284
ELA: 19.125 Jacobi stage: ITER: 45169 RES: 0.00070074
ELA: 19.225 Jacobi stage: ITER: 45421 RES: 0.00067413
ELA: 19.325 Jacobi stage: ITER: 45673 RES: 0.00064854
ELA: 19.425 Jacobi stage: ITER: 45925 RES: 0.00062392
ELA: 19.526 Jacobi stage: ITER: 46177 RES: 0.00060023
ELA: 19.626 Jacobi stage: ITER: 46431 RES: 0.00057744
ELA: 19.726 Jacobi stage: ITER: 46683 RES: 0.00055551
ELA: 19.826 Jacobi stage: ITER: 46935 RES: 0.00053442
ELA: 19.926 Jacobi stage: ITER: 47187 RES: 0.00051413
ELA: 20.026 Jacobi stage: ITER: 47439 RES: 0.00049461
ELA: 20.127 Jacobi stage: ITER: 47691 RES: 0.00047583
ELA: 20.227 Jacobi stage: ITER: 47943 RES: 0.00045776
ELA: 20.327 Jacobi stage: ITER: 48195 RES: 0.00044038
ELA: 20.427 Jacobi stage: ITER: 48447 RES: 0.00042366
ELA: 20.527 Jacobi stage: ITER: 48699 RES: 0.00040758
ELA: 20.627 Jacobi stage: ITER: 48951 RES: 0.0003921
ELA: 20.727 Jacobi stage: ITER: 49203 RES: 0.00037722
ELA: 20.828 Jacobi stage: ITER: 49457 RES: 0.00036267
ELA: 20.928 Jacobi stage: ITER: 49709 RES: 0.0003489
ELA: 21.028 Jacobi stage: ITER: 49961 RES: 0.00033565
ELA: 21.128 Jacobi stage: ITER: 50213 RES: 0.00032291
ELA: 21.228 Jacobi stage: ITER: 50465 RES: 0.00031065
ELA: 21.328 Jacobi stage: ITER: 50717 RES: 0.00029885
ELA: 21.428 Jacobi stage: ITER: 50967 RES: 0.00028768
ELA: 21.528 Jacobi stage: ITER: 51217 RES: 0.00027676
ELA: 21.629 Jacobi stage: ITER: 51467 RES: 0.00026642
ELA: 21.729 Jacobi stage: ITER: 51719 RES: 0.0002563
ELA: 21.829 Jacobi stage: ITER: 51967 RES: 0.00024672
ELA: 21.929 Jacobi stage: ITER: 52219 RES: 0.00023735
ELA: 22.029 Jacobi stage: ITER: 52469 RES: 0.00022834
ELA: 22.129 Jacobi stage: ITER: 52719 RES: 0.00021981
ELA: 22.229 Jacobi stage: ITER: 52971 RES: 0.00021146
ELA: 22.33 Jacobi stage: ITER: 53221 RES: 0.00020343
ELA: 22.43 Jacobi stage: ITER: 53471 RES: 0.00019583
ELA: 22.53 Jacobi stage: ITER: 53721 RES: 0.00018839
ELA: 22.63 Jacobi stage: ITER: 53971 RES: 0.00018135
ELA: 22.73 Jacobi stage: ITER: 54223 RES: 0.00017447
ELA: 22.83 Jacobi stage: ITER: 54473 RES: 0.00016784
ELA: 22.93 Jacobi stage: ITER: 54723 RES: 0.00016157
ELA: 23.03 Jacobi stage: ITER: 54975 RES: 0.00015543
ELA: 23.131 Jacobi stage: ITER: 55223 RES: 0.00014963
ELA: 23.231 Jacobi stage: ITER: 55475 RES: 0.00014394
ELA: 23.331 Jacobi stage: ITER: 55725 RES: 0.00013848
ELA: 23.431 Jacobi stage: ITER: 55975 RES: 0.0001333
ELA: 23.531 Jacobi stage: ITER: 56227 RES: 0.00012824
ELA: 23.631 Jacobi stage: ITER: 56475 RES: 0.00012345
ELA: 23.731 Jacobi stage: ITER: 56727 RES: 0.00011876
ELA: 23.831 Jacobi stage: ITER: 56977 RES: 0.00011425
ELA: 23.932 Jacobi stage: ITER: 57227 RES: 0.00010998
ELA: 24.032 Jacobi stage: ITER: 57479 RES: 0.00010581
ELA: 24.132 Jacobi stage: ITER: 57729 RES: 0.00010179
ELA: 24.232 Jacobi stage: ITER: 57979 RES: 9.7984e-05
ELA: 24.332 Jacobi stage: ITER: 58229 RES: 9.4264e-05
ELA: 24.432 Jacobi stage: ITER: 58479 RES: 9.0741e-05
ELA: 24.532 Jacobi stage: ITER: 58731 RES: 8.7296e-05
ELA: 24.633 Jacobi stage: ITER: 58981 RES: 8.3981e-05
ELA: 24.733 Jacobi stage: ITER: 59231 RES: 8.0842e-05
ELA: 24.833 Jacobi stage: ITER: 59481 RES: 7.7773e-05
ELA: 24.933 Jacobi stage: ITER: 59731 RES: 7.4866e-05
ELA: 25.033 Jacobi stage: ITER: 59983 RES: 7.2023e-05
ELA: 25.133 Jacobi stage: ITER: 60233 RES: 6.9289e-05
ELA: 25.233 Jacobi stage: ITER: 60483 RES: 6.6699e-05
ELA: 25.333 Jacobi stage: ITER: 60735 RES: 6.4167e-05
ELA: 25.434 Jacobi stage: ITER: 60983 RES: 6.1768e-05
ELA: 25.534 Jacobi stage: ITER: 61235 RES: 5.9423e-05
ELA: 25.634 Jacobi stage: ITER: 61485 RES: 5.7167e-05
ELA: 25.734 Jacobi stage: ITER: 61803 RES: 5.4458e-05
ELA: 25.834 Jacobi stage: ITER: 62183 RES: 5.1371e-05
ELA: 25.934 Jacobi stage: ITER: 62561 RES: 4.8458e-05
ELA: 26.035 Jacobi stage: ITER: 62939 RES: 4.5739e-05
ELA: 26.135 Jacobi stage: ITER: 63315 RES: 4.3172e-05
ELA: 26.235 Jacobi stage: ITER: 63693 RES: 4.0724e-05
ELA: 26.335 Jacobi stage: ITER: 64071 RES: 3.8439e-05
ELA: 26.435 Jacobi stage: ITER: 64449 RES: 3.6259e-05
ELA: 26.535 Jacobi stage: ITER: 64825 RES: 3.4225e-05
ELA: 26.636 Jacobi stage: ITER: 65213 RES: 3.2244e-05
ELA: 26.736 Jacobi stage: ITER: 65591 RES: 3.0435e-05
ELA: 26.836 Jacobi stage: ITER: 65967 RES: 2.8727e-05
ELA: 26.936 Jacobi stage: ITER: 66345 RES: 2.7098e-05
ELA: 27.036 Jacobi stage: ITER: 66723 RES: 2.5578e-05
ELA: 27.136 Jacobi stage: ITER: 67099 RES: 2.4142e-05
ELA: 27.237 Jacobi stage: ITER: 67477 RES: 2.2773e-05
ELA: 27.337 Jacobi stage: ITER: 67855 RES: 2.1495e-05
ELA: 27.437 Jacobi stage: ITER: 68231 RES: 2.0289e-05
ELA: 27.537 Jacobi stage: ITER: 68609 RES: 1.9139e-05
ELA: 27.637 Jacobi stage: ITER: 68987 RES: 1.8065e-05
ELA: 27.737 Jacobi stage: ITER: 69363 RES: 1.7051e-05
ELA: 27.838 Jacobi stage: ITER: 69741 RES: 1.6084e-05
ELA: 27.938 Jacobi stage: ITER: 70119 RES: 1.5182e-05
ELA: 28.038 Jacobi stage: ITER: 70495 RES: 1.433e-05
ELA: 28.138 Jacobi stage: ITER: 70873 RES: 1.3517e-05
ELA: 28.238 Jacobi stage: ITER: 71251 RES: 1.2759e-05
ELA: 28.338 Jacobi stage: ITER: 71627 RES: 1.2043e-05
ELA: 28.439 Jacobi stage: ITER: 72005 RES: 1.136e-05
ELA: 28.539 Jacobi stage: ITER: 72383 RES: 1.0722e-05
ELA: 28.639 Jacobi stage: ITER: 72759 RES: 1.0121e-05
ELA: 28.739 Jacobi stage: ITER: 73137 RES: 9.5468e-06
ELA: 28.839 Jacobi stage: ITER: 73515 RES: 9.0111e-06
ELA: 28.94 Jacobi stage: ITER: 73891 RES: 8.5054e-06
ELA: 29.04 Jacobi stage: ITER: 74269 RES: 8.0231e-06
ELA: 29.14 Jacobi stage: ITER: 74647 RES: 7.5729e-06
ELA: 29.24 Jacobi stage: ITER: 75023 RES: 7.1479e-06
ELA: 29.34 Jacobi stage: ITER: 75401 RES: 6.7427e-06
ELA: 29.44 Jacobi stage: ITER: 75787 RES: 6.3565e-06
ELA: 29.54 Jacobi stage: ITER: 76165 RES: 5.9961e-06
ELA: 29.641 Jacobi stage: ITER: 76543 RES: 5.6596e-06
ELA: 29.741 Jacobi stage: ITER: 76919 RES: 5.342e-06
ELA: 29.841 Jacobi stage: ITER: 77297 RES: 5.0391e-06
ELA: 29.941 Jacobi stage: ITER: 77675 RES: 4.7563e-06
ELA: 30.041 Jacobi stage: ITER: 78051 RES: 4.4866e-06
ELA: 30.142 Jacobi stage: ITER: 78429 RES: 4.2348e-06
ELA: 30.242 Jacobi stage: ITER: 78807 RES: 3.9972e-06
ELA: 30.342 Jacobi stage: ITER: 79183 RES: 3.7729e-06
ELA: 30.442 Jacobi stage: ITER: 79561 RES: 3.559e-06
ELA: 30.542 Jacobi stage: ITER: 79939 RES: 3.3592e-06
ELA: 30.642 Jacobi stage: ITER: 80315 RES: 3.1707e-06
ELA: 30.743 Jacobi stage: ITER: 80695 RES: 2.991e-06
ELA: 30.843 Jacobi stage: ITER: 81071 RES: 2.8231e-06
ELA: 30.943 Jacobi stage: ITER: 81449 RES: 2.663e-06
ELA: 31.043 Jacobi stage: ITER: 81827 RES: 2.5136e-06
ELA: 31.143 Jacobi stage: ITER: 82203 RES: 2.3725e-06
ELA: 31.243 Jacobi stage: ITER: 82581 RES: 2.238e-06
ELA: 31.344 Jacobi stage: ITER: 82959 RES: 2.1124e-06
ELA: 31.444 Jacobi stage: ITER: 83335 RES: 1.9939e-06
ELA: 31.544 Jacobi stage: ITER: 83713 RES: 1.8808e-06
ELA: 31.644 Jacobi stage: ITER: 84091 RES: 1.7753e-06
ELA: 31.744 Jacobi stage: ITER: 84467 RES: 1.6757e-06
ELA: 31.844 Jacobi stage: ITER: 84845 RES: 1.5807e-06
ELA: 31.945 Jacobi stage: ITER: 85223 RES: 1.492e-06
ELA: 32.045 Jacobi stage: ITER: 85599 RES: 1.4082e-06
ELA: 32.145 Jacobi stage: ITER: 85977 RES: 1.3284e-06
ELA: 32.245 Jacobi stage: ITER: 86365 RES: 1.2515e-06
ELA: 32.345 Jacobi stage: ITER: 86743 RES: 1.1813e-06
ELA: 32.445 Jacobi stage: ITER: 87119 RES: 1.115e-06
ELA: 32.546 Jacobi stage: ITER: 87497 RES: 1.0518e-06
Vector x = [ 0.999999, 0.999999, 0.999998, 0.999999, 0.999999 ]