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: 48723 RES: 0.00040608
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: 1187 RES: 0.7035
Jacobi stage: ITER: 1795 RES: 0.6089
Jacobi stage: ITER: 2411 RES: 0.53476
Jacobi stage: ITER: 3011 RES: 0.47653
Jacobi stage: ITER: 3535 RES: 0.43361
Jacobi stage: ITER: 3943 RES: 0.40407
Jacobi stage: ITER: 4349 RES: 0.37726
Jacobi stage: ITER: 4753 RES: 0.35297
Jacobi stage: ITER: 5151 RES: 0.33103
Jacobi stage: ITER: 5559 RES: 0.31011
Jacobi stage: ITER: 5967 RES: 0.29069
Jacobi stage: ITER: 6371 RES: 0.2728
Jacobi stage: ITER: 6779 RES: 0.25594
Jacobi stage: ITER: 7171 RES: 0.24078
Jacobi stage: ITER: 7571 RES: 0.22629
Jacobi stage: ITER: 7973 RES: 0.21257
Jacobi stage: ITER: 8303 RES: 0.20206
Jacobi stage: ITER: 8485 RES: 0.1964
Jacobi stage: ITER: 8667 RES: 0.19102
Jacobi stage: ITER: 8839 RES: 0.18602
Jacobi stage: ITER: 9009 RES: 0.18116
Jacobi stage: ITER: 9183 RES: 0.17642
Jacobi stage: ITER: 9363 RES: 0.17159
Jacobi stage: ITER: 9541 RES: 0.1669
Jacobi stage: ITER: 9719 RES: 0.16244
Jacobi stage: ITER: 9893 RES: 0.1581
Jacobi stage: ITER: 10063 RES: 0.15407
Jacobi stage: ITER: 10243 RES: 0.14986
Jacobi stage: ITER: 10419 RES: 0.14586
Jacobi stage: ITER: 10779 RES: 0.138
Jacobi stage: ITER: 11191 RES: 0.12953
Jacobi stage: ITER: 11603 RES: 0.12158
Jacobi stage: ITER: 12015 RES: 0.11412
Jacobi stage: ITER: 12427 RES: 0.10712
Jacobi stage: ITER: 12843 RES: 0.10049
Jacobi stage: ITER: 13259 RES: 0.094269
Jacobi stage: ITER: 13681 RES: 0.088325
Jacobi stage: ITER: 14075 RES: 0.083163
Jacobi stage: ITER: 14467 RES: 0.078303
Jacobi stage: ITER: 14879 RES: 0.073501
Jacobi stage: ITER: 15303 RES: 0.068866
Jacobi stage: ITER: 15717 RES: 0.064603
Jacobi stage: ITER: 16139 RES: 0.060567
Jacobi stage: ITER: 16543 RES: 0.056923
Jacobi stage: ITER: 16947 RES: 0.053498
Jacobi stage: ITER: 17347 RES: 0.05031
Jacobi stage: ITER: 17759 RES: 0.047224
Jacobi stage: ITER: 18171 RES: 0.044329
Jacobi stage: ITER: 18575 RES: 0.041661
Jacobi stage: ITER: 18967 RES: 0.039227
Jacobi stage: ITER: 19359 RES: 0.036935
Jacobi stage: ITER: 19755 RES: 0.034755
Jacobi stage: ITER: 20153 RES: 0.032684
Jacobi stage: ITER: 20557 RES: 0.030717
Jacobi stage: ITER: 20967 RES: 0.028851
Jacobi stage: ITER: 21375 RES: 0.027099
Jacobi stage: ITER: 21787 RES: 0.025437
Jacobi stage: ITER: 22195 RES: 0.023892
Jacobi stage: ITER: 22595 RES: 0.022468
Jacobi stage: ITER: 22995 RES: 0.021129
Jacobi stage: ITER: 23407 RES: 0.019833
Jacobi stage: ITER: 23827 RES: 0.018594
Jacobi stage: ITER: 24231 RES: 0.017476
Jacobi stage: ITER: 24631 RES: 0.016434
Jacobi stage: ITER: 25019 RES: 0.015483
Jacobi stage: ITER: 25427 RES: 0.014543
Jacobi stage: ITER: 25827 RES: 0.013676
Jacobi stage: ITER: 26243 RES: 0.01283
Jacobi stage: ITER: 26659 RES: 0.012035
Jacobi stage: ITER: 27065 RES: 0.011304
Jacobi stage: ITER: 27465 RES: 0.010631
Jacobi stage: ITER: 27867 RES: 0.0099972
Jacobi stage: ITER: 28271 RES: 0.0093957
Jacobi stage: ITER: 28667 RES: 0.0088412
Jacobi stage: ITER: 29075 RES: 0.0083041
Jacobi stage: ITER: 29475 RES: 0.0078093
Jacobi stage: ITER: 29863 RES: 0.0073575
Jacobi stage: ITER: 30247 RES: 0.0069361
Jacobi stage: ITER: 30633 RES: 0.0065348
Jacobi stage: ITER: 31019 RES: 0.0061605
Jacobi stage: ITER: 31403 RES: 0.0058076
Jacobi stage: ITER: 31787 RES: 0.005475
Jacobi stage: ITER: 32173 RES: 0.0051582
Jacobi stage: ITER: 32559 RES: 0.0048628
Jacobi stage: ITER: 32943 RES: 0.0045842
Jacobi stage: ITER: 33327 RES: 0.0043217
Jacobi stage: ITER: 33713 RES: 0.0040716
Jacobi stage: ITER: 34099 RES: 0.0038384
Jacobi stage: ITER: 34483 RES: 0.0036186
Jacobi stage: ITER: 34865 RES: 0.0034113
Jacobi stage: ITER: 35251 RES: 0.0032159
Jacobi stage: ITER: 35635 RES: 0.0030317
Jacobi stage: ITER: 36019 RES: 0.0028581
Jacobi stage: ITER: 36405 RES: 0.0026927
Jacobi stage: ITER: 36791 RES: 0.0025385
Jacobi stage: ITER: 37175 RES: 0.0023931
Jacobi stage: ITER: 37559 RES: 0.002256
Jacobi stage: ITER: 37945 RES: 0.0021255
Jacobi stage: ITER: 38329 RES: 0.0020037
Jacobi stage: ITER: 38715 RES: 0.001889
Jacobi stage: ITER: 39099 RES: 0.0017808
Jacobi stage: ITER: 39483 RES: 0.0016788
Jacobi stage: ITER: 39869 RES: 0.0015817
Jacobi stage: ITER: 40255 RES: 0.0014911
Jacobi stage: ITER: 40639 RES: 0.0014057
Jacobi stage: ITER: 41023 RES: 0.0013251
Jacobi stage: ITER: 41409 RES: 0.0012485
Jacobi stage: ITER: 41795 RES: 0.001177
Jacobi stage: ITER: 42179 RES: 0.0011096
Jacobi stage: ITER: 42563 RES: 0.001046
Jacobi stage: ITER: 42949 RES: 0.00098548
Jacobi stage: ITER: 43333 RES: 0.00092904
Jacobi stage: ITER: 43719 RES: 0.00087583
Jacobi stage: ITER: 44103 RES: 0.00082566
Jacobi stage: ITER: 44489 RES: 0.00077789
Jacobi stage: ITER: 44873 RES: 0.00073334
Jacobi stage: ITER: 45259 RES: 0.00069133
Jacobi stage: ITER: 45643 RES: 0.00065173
Jacobi stage: ITER: 46027 RES: 0.00061441
Jacobi stage: ITER: 46417 RES: 0.0005785
Jacobi stage: ITER: 46805 RES: 0.00054503
Jacobi stage: ITER: 47191 RES: 0.00051381
Jacobi stage: ITER: 47581 RES: 0.00048379
Jacobi stage: ITER: 47969 RES: 0.0004558
Jacobi stage: ITER: 48357 RES: 0.00042943
Jacobi stage: ITER: 48743 RES: 0.00040483
Jacobi stage: ITER: 49133 RES: 0.00038118
Jacobi stage: ITER: 49519 RES: 0.00035934
Jacobi stage: ITER: 49907 RES: 0.00033855
Jacobi stage: ITER: 50293 RES: 0.00031897
Jacobi stage: ITER: 50679 RES: 0.0003007
Jacobi stage: ITER: 51063 RES: 0.00028347
Jacobi stage: ITER: 51451 RES: 0.00026707
Jacobi stage: ITER: 51837 RES: 0.00025162
Jacobi stage: ITER: 52223 RES: 0.00023721
Jacobi stage: ITER: 52609 RES: 0.00022348
Jacobi stage: ITER: 52999 RES: 0.00021055
Jacobi stage: ITER: 53387 RES: 0.00019837
Jacobi stage: ITER: 53771 RES: 0.00018701
Jacobi stage: ITER: 54155 RES: 0.0001763
Jacobi stage: ITER: 54541 RES: 0.0001661
Jacobi stage: ITER: 54927 RES: 0.00015659
Jacobi stage: ITER: 55311 RES: 0.00014762
Jacobi stage: ITER: 55697 RES: 0.00013908
Jacobi stage: ITER: 56083 RES: 0.00013111
Jacobi stage: ITER: 56467 RES: 0.0001236
Jacobi stage: ITER: 56883 RES: 0.00011595
Jacobi stage: ITER: 57267 RES: 0.00010931
Jacobi stage: ITER: 57653 RES: 0.00010298
Jacobi stage: ITER: 58039 RES: 9.7086e-05
Jacobi stage: ITER: 58423 RES: 9.1525e-05
Jacobi stage: ITER: 58809 RES: 8.6229e-05
Jacobi stage: ITER: 59193 RES: 8.129e-05
Jacobi stage: ITER: 59579 RES: 7.6634e-05
Jacobi stage: ITER: 59963 RES: 7.2245e-05
Jacobi stage: ITER: 60349 RES: 6.8065e-05
Jacobi stage: ITER: 60735 RES: 6.4167e-05
Jacobi stage: ITER: 61119 RES: 6.0491e-05
Jacobi stage: ITER: 61503 RES: 5.7026e-05
Jacobi stage: ITER: 61889 RES: 5.3727e-05
Jacobi stage: ITER: 62275 RES: 5.065e-05
Jacobi stage: ITER: 62659 RES: 4.7749e-05
Jacobi stage: ITER: 63045 RES: 4.4986e-05
Jacobi stage: ITER: 63431 RES: 4.2409e-05
Jacobi stage: ITER: 63815 RES: 3.998e-05
Jacobi stage: ITER: 64199 RES: 3.769e-05
Jacobi stage: ITER: 64585 RES: 3.551e-05
Jacobi stage: ITER: 64971 RES: 3.3476e-05
Jacobi stage: ITER: 65355 RES: 3.1558e-05
Jacobi stage: ITER: 65741 RES: 2.9733e-05
Jacobi stage: ITER: 66127 RES: 2.803e-05
Jacobi stage: ITER: 66511 RES: 2.6424e-05
Jacobi stage: ITER: 66895 RES: 2.4911e-05
Jacobi stage: ITER: 67281 RES: 2.3469e-05
Jacobi stage: ITER: 67667 RES: 2.2125e-05
Jacobi stage: ITER: 68051 RES: 2.0858e-05
Jacobi stage: ITER: 68437 RES: 1.9651e-05
Jacobi stage: ITER: 68821 RES: 1.8526e-05
Jacobi stage: ITER: 69207 RES: 1.7464e-05
Jacobi stage: ITER: 69591 RES: 1.6464e-05
Jacobi stage: ITER: 69977 RES: 1.5512e-05
Jacobi stage: ITER: 70363 RES: 1.4623e-05
Jacobi stage: ITER: 70747 RES: 1.3786e-05
Jacobi stage: ITER: 71131 RES: 1.2996e-05
Jacobi stage: ITER: 71517 RES: 1.2244e-05
Jacobi stage: ITER: 71903 RES: 1.1543e-05
Jacobi stage: ITER: 72287 RES: 1.0882e-05
Jacobi stage: ITER: 72673 RES: 1.0252e-05
Jacobi stage: ITER: 73059 RES: 9.6648e-06
Jacobi stage: ITER: 73443 RES: 9.1113e-06
Jacobi stage: ITER: 73827 RES: 8.5894e-06
Jacobi stage: ITER: 74213 RES: 8.0925e-06
Jacobi stage: ITER: 74599 RES: 7.6289e-06
Jacobi stage: ITER: 74983 RES: 7.192e-06
Jacobi stage: ITER: 75367 RES: 6.78e-06
Jacobi stage: ITER: 75753 RES: 6.3878e-06
Jacobi stage: ITER: 76139 RES: 6.0219e-06
Jacobi stage: ITER: 76523 RES: 5.677e-06
Jacobi stage: ITER: 76909 RES: 5.3485e-06
Jacobi stage: ITER: 77293 RES: 5.0422e-06
Jacobi stage: ITER: 77679 RES: 4.7534e-06
Jacobi stage: ITER: 78063 RES: 4.4811e-06
Jacobi stage: ITER: 78449 RES: 4.2219e-06
Jacobi stage: ITER: 78835 RES: 3.98e-06
Jacobi stage: ITER: 79219 RES: 3.7521e-06
Jacobi stage: ITER: 79603 RES: 3.5372e-06
Jacobi stage: ITER: 79989 RES: 3.3325e-06
Jacobi stage: ITER: 80375 RES: 3.1416e-06
Jacobi stage: ITER: 80759 RES: 2.9617e-06
Jacobi stage: ITER: 81145 RES: 2.7903e-06
Jacobi stage: ITER: 81529 RES: 2.6305e-06
Jacobi stage: ITER: 81915 RES: 2.4799e-06
Jacobi stage: ITER: 82299 RES: 2.3378e-06
Jacobi stage: ITER: 82685 RES: 2.2026e-06
Jacobi stage: ITER: 83071 RES: 2.0764e-06
Jacobi stage: ITER: 83455 RES: 1.9575e-06
Jacobi stage: ITER: 83839 RES: 1.8454e-06
Jacobi stage: ITER: 84225 RES: 1.7386e-06
Jacobi stage: ITER: 84611 RES: 1.639e-06
Jacobi stage: ITER: 84995 RES: 1.5451e-06
Jacobi stage: ITER: 85379 RES: 1.4566e-06
Jacobi stage: ITER: 85765 RES: 1.3724e-06
Jacobi stage: ITER: 86151 RES: 1.2937e-06
Jacobi stage: ITER: 86535 RES: 1.2196e-06
Jacobi stage: ITER: 86921 RES: 1.1491e-06
Jacobi stage: ITER: 87305 RES: 1.0833e-06
Jacobi stage: ITER: 87691 RES: 1.0212e-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:2.1019e-
ELA: 0.10014 Jacobi stage: ITER: 51235 RES: 0.00027591
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:1.3746e-
ELA: 0.10012 Jacobi stage: ITER: 585 RES: 0.82916
ELA: 0.20025 Jacobi stage: ITER: 1199 RES: 0.70136
ELA: 0.30038 Jacobi stage: ITER: 1813 RES: 0.6062
ELA: 0.4005 Jacobi stage: ITER: 2415 RES: 0.53433
ELA: 0.50062 Jacobi stage: ITER: 2921 RES: 0.48439
ELA: 0.60077 Jacobi stage: ITER: 3331 RES: 0.44959
ELA: 0.7009 Jacobi stage: ITER: 3737 RES: 0.41847
ELA: 0.80126 Jacobi stage: ITER: 4143 RES: 0.39062
ELA: 0.90139 Jacobi stage: ITER: 4547 RES: 0.36522
ELA: 1.0015 Jacobi stage: ITER: 4955 RES: 0.34167
ELA: 1.1016 Jacobi stage: ITER: 5361 RES: 0.31996
ELA: 1.2017 Jacobi stage: ITER: 5771 RES: 0.29984
ELA: 1.3019 Jacobi stage: ITER: 6179 RES: 0.28114
ELA: 1.402 Jacobi stage: ITER: 6571 RES: 0.26439
ELA: 1.5021 Jacobi stage: ITER: 6971 RES: 0.24839
ELA: 1.6022 Jacobi stage: ITER: 7373 RES: 0.23327
ELA: 1.7022 Jacobi stage: ITER: 7687 RES: 0.22226
ELA: 1.8024 Jacobi stage: ITER: 7867 RES: 0.21615
ELA: 1.9025 Jacobi stage: ITER: 8047 RES: 0.21022
ELA: 2.0026 Jacobi stage: ITER: 8221 RES: 0.20457
ELA: 2.1028 Jacobi stage: ITER: 8395 RES: 0.19921
ELA: 2.2029 Jacobi stage: ITER: 8573 RES: 0.19375
ELA: 2.303 Jacobi stage: ITER: 8755 RES: 0.18845
ELA: 2.4031 Jacobi stage: ITER: 8939 RES: 0.18318
ELA: 2.5033 Jacobi stage: ITER: 9115 RES: 0.17817
ELA: 2.6043 Jacobi stage: ITER: 9295 RES: 0.1734
ELA: 2.7053 Jacobi stage: ITER: 9469 RES: 0.16876
ELA: 2.8054 Jacobi stage: ITER: 9651 RES: 0.16415
ELA: 2.9055 Jacobi stage: ITER: 9831 RES: 0.15967
ELA: 3.0056 Jacobi stage: ITER: 10217 RES: 0.15041
ELA: 3.1057 Jacobi stage: ITER: 10629 RES: 0.14118
ELA: 3.2058 Jacobi stage: ITER: 11043 RES: 0.13251
ELA: 3.3059 Jacobi stage: ITER: 11453 RES: 0.12438
ELA: 3.406 Jacobi stage: ITER: 11859 RES: 0.11689
ELA: 3.5061 Jacobi stage: ITER: 12275 RES: 0.10965
ELA: 3.6062 Jacobi stage: ITER: 12691 RES: 0.10287
ELA: 3.7064 Jacobi stage: ITER: 13107 RES: 0.096497
ELA: 3.8065 Jacobi stage: ITER: 13501 RES: 0.090801
ELA: 3.9066 Jacobi stage: ITER: 13897 RES: 0.085442
ELA: 4.0067 Jacobi stage: ITER: 14307 RES: 0.080251
ELA: 4.1069 Jacobi stage: ITER: 14731 RES: 0.075191
ELA: 4.207 Jacobi stage: ITER: 15147 RES: 0.070536
ELA: 4.3071 Jacobi stage: ITER: 15567 RES: 0.066129
ELA: 4.4073 Jacobi stage: ITER: 15975 RES: 0.062112
ELA: 4.5074 Jacobi stage: ITER: 16377 RES: 0.058375
ELA: 4.6081 Jacobi stage: ITER: 16783 RES: 0.054862
ELA: 4.7082 Jacobi stage: ITER: 17195 RES: 0.051498
ELA: 4.8084 Jacobi stage: ITER: 17609 RES: 0.04831
ELA: 4.9085 Jacobi stage: ITER: 18011 RES: 0.045431
ELA: 5.0086 Jacobi stage: ITER: 18399 RES: 0.042803
ELA: 5.1087 Jacobi stage: ITER: 18803 RES: 0.040228
ELA: 5.2089 Jacobi stage: ITER: 19191 RES: 0.0379
ELA: 5.309 Jacobi stage: ITER: 19597 RES: 0.035598
ELA: 5.4091 Jacobi stage: ITER: 20007 RES: 0.033435
ELA: 5.5093 Jacobi stage: ITER: 20415 RES: 0.031404
ELA: 5.6094 Jacobi stage: ITER: 20827 RES: 0.029478
ELA: 5.7095 Jacobi stage: ITER: 21237 RES: 0.027671
ELA: 5.8103 Jacobi stage: ITER: 21645 RES: 0.02599
ELA: 5.9104 Jacobi stage: ITER: 22051 RES: 0.024426
ELA: 6.0105 Jacobi stage: ITER: 22451 RES: 0.022971
ELA: 6.1106 Jacobi stage: ITER: 22865 RES: 0.021549
ELA: 6.2107 Jacobi stage: ITER: 23285 RES: 0.020202
ELA: 6.3108 Jacobi stage: ITER: 23691 RES: 0.018987
ELA: 6.4109 Jacobi stage: ITER: 24087 RES: 0.017866
ELA: 6.5111 Jacobi stage: ITER: 24483 RES: 0.016812
ELA: 6.6112 Jacobi stage: ITER: 24891 RES: 0.015791
ELA: 6.7113 Jacobi stage: ITER: 25299 RES: 0.014832
ELA: 6.8114 Jacobi stage: ITER: 25713 RES: 0.013913
ELA: 6.9115 Jacobi stage: ITER: 26127 RES: 0.01306
ELA: 7.0117 Jacobi stage: ITER: 26535 RES: 0.012267
ELA: 7.1118 Jacobi stage: ITER: 26939 RES: 0.011529
ELA: 7.2119 Jacobi stage: ITER: 27335 RES: 0.010848
ELA: 7.312 Jacobi stage: ITER: 27743 RES: 0.010189
ELA: 7.4121 Jacobi stage: ITER: 28139 RES: 0.0095881
ELA: 7.5123 Jacobi stage: ITER: 28555 RES: 0.0089946
ELA: 7.6124 Jacobi stage: ITER: 28957 RES: 0.0084534
ELA: 7.7125 Jacobi stage: ITER: 29343 RES: 0.0079692
ELA: 7.8126 Jacobi stage: ITER: 29729 RES: 0.0075082
ELA: 7.9128 Jacobi stage: ITER: 30113 RES: 0.0070781
ELA: 8.0129 Jacobi stage: ITER: 30499 RES: 0.0066727
ELA: 8.113 Jacobi stage: ITER: 30883 RES: 0.0062905
ELA: 8.2131 Jacobi stage: ITER: 31269 RES: 0.0059266
ELA: 8.3133 Jacobi stage: ITER: 31655 RES: 0.0055871
ELA: 8.4134 Jacobi stage: ITER: 32039 RES: 0.0052671
ELA: 8.5135 Jacobi stage: ITER: 32425 RES: 0.0049624
ELA: 8.6136 Jacobi stage: ITER: 32811 RES: 0.0046781
ELA: 8.7138 Jacobi stage: ITER: 33195 RES: 0.0044102
ELA: 8.8139 Jacobi stage: ITER: 33579 RES: 0.0041576
ELA: 8.9143 Jacobi stage: ITER: 33967 RES: 0.003917
ELA: 9.0144 Jacobi stage: ITER: 34337 RES: 0.0036995
ELA: 9.1145 Jacobi stage: ITER: 34723 RES: 0.0034876
ELA: 9.2146 Jacobi stage: ITER: 35107 RES: 0.0032878
ELA: 9.3147 Jacobi stage: ITER: 35493 RES: 0.0030976
ELA: 9.4148 Jacobi stage: ITER: 35877 RES: 0.0029202
ELA: 9.5149 Jacobi stage: ITER: 36263 RES: 0.0027529
ELA: 9.615 Jacobi stage: ITER: 36647 RES: 0.0025953
ELA: 9.7151 Jacobi stage: ITER: 37031 RES: 0.0024466
ELA: 9.8152 Jacobi stage: ITER: 37417 RES: 0.0023051
ELA: 9.9153 Jacobi stage: ITER: 37803 RES: 0.002173
ELA: 10.015 Jacobi stage: ITER: 38187 RES: 0.0020486
ELA: 10.115 Jacobi stage: ITER: 38573 RES: 0.00193
ELA: 10.216 Jacobi stage: ITER: 38957 RES: 0.0018195
ELA: 10.316 Jacobi stage: ITER: 39343 RES: 0.0017153
ELA: 10.416 Jacobi stage: ITER: 39727 RES: 0.001617
ELA: 10.516 Jacobi stage: ITER: 40113 RES: 0.0015235
ELA: 10.616 Jacobi stage: ITER: 40499 RES: 0.0014362
ELA: 10.716 Jacobi stage: ITER: 40883 RES: 0.001354
ELA: 10.816 Jacobi stage: ITER: 41267 RES: 0.0012764
ELA: 10.916 Jacobi stage: ITER: 41653 RES: 0.0012026
ELA: 11.016 Jacobi stage: ITER: 42039 RES: 0.0011337
ELA: 11.116 Jacobi stage: ITER: 42423 RES: 0.0010687
ELA: 11.217 Jacobi stage: ITER: 42807 RES: 0.0010075
ELA: 11.317 Jacobi stage: ITER: 43193 RES: 0.00094923
ELA: 11.417 Jacobi stage: ITER: 43579 RES: 0.00089486
ELA: 11.517 Jacobi stage: ITER: 43963 RES: 0.00084361
ELA: 11.617 Jacobi stage: ITER: 44347 RES: 0.00079529
ELA: 11.717 Jacobi stage: ITER: 44733 RES: 0.00074928
ELA: 11.817 Jacobi stage: ITER: 45119 RES: 0.00070636
ELA: 11.917 Jacobi stage: ITER: 45503 RES: 0.0006659
ELA: 12.017 Jacobi stage: ITER: 45893 RES: 0.00062699
ELA: 12.118 Jacobi stage: ITER: 46281 RES: 0.00059071
ELA: 12.218 Jacobi stage: ITER: 46667 RES: 0.00055688
ELA: 12.318 Jacobi stage: ITER: 47057 RES: 0.00052434
ELA: 12.418 Jacobi stage: ITER: 47443 RES: 0.00049431
ELA: 12.518 Jacobi stage: ITER: 47833 RES: 0.00046542
ELA: 12.618 Jacobi stage: ITER: 48217 RES: 0.00043876
ELA: 12.718 Jacobi stage: ITER: 48609 RES: 0.00041312
ELA: 12.818 Jacobi stage: ITER: 48993 RES: 0.00038946
ELA: 12.919 Jacobi stage: ITER: 49383 RES: 0.00036693
ELA: 13.019 Jacobi stage: ITER: 49769 RES: 0.0003457
ELA: 13.119 Jacobi stage: ITER: 50155 RES: 0.0003259
ELA: 13.219 Jacobi stage: ITER: 50539 RES: 0.00030723
ELA: 13.319 Jacobi stage: ITER: 50927 RES: 0.00028946
ELA: 13.419 Jacobi stage: ITER: 51315 RES: 0.00027271
ELA: 13.519 Jacobi stage: ITER: 51699 RES: 0.00025709
ELA: 13.619 Jacobi stage: ITER: 52087 RES: 0.00024222
ELA: 13.719 Jacobi stage: ITER: 52477 RES: 0.00022806
ELA: 13.82 Jacobi stage: ITER: 52863 RES: 0.000215
ELA: 13.92 Jacobi stage: ITER: 53247 RES: 0.00020268
ELA: 14.02 Jacobi stage: ITER: 53633 RES: 0.00019096
ELA: 14.12 Jacobi stage: ITER: 54017 RES: 0.00018002
ELA: 14.22 Jacobi stage: ITER: 54401 RES: 0.00016971
ELA: 14.32 Jacobi stage: ITER: 54787 RES: 0.00015999
ELA: 14.42 Jacobi stage: ITER: 55171 RES: 0.00015083
ELA: 14.52 Jacobi stage: ITER: 55557 RES: 0.0001421
ELA: 14.62 Jacobi stage: ITER: 55943 RES: 0.00013396
ELA: 14.72 Jacobi stage: ITER: 56327 RES: 0.00012629
ELA: 14.82 Jacobi stage: ITER: 56711 RES: 0.00011905
ELA: 14.92 Jacobi stage: ITER: 57097 RES: 0.00011217
ELA: 15.02 Jacobi stage: ITER: 57481 RES: 0.00010574
ELA: 15.121 Jacobi stage: ITER: 57867 RES: 9.9685e-05
ELA: 15.221 Jacobi stage: ITER: 58251 RES: 9.3975e-05
ELA: 15.321 Jacobi stage: ITER: 58635 RES: 8.8592e-05
ELA: 15.421 Jacobi stage: ITER: 59021 RES: 8.3467e-05
ELA: 15.521 Jacobi stage: ITER: 59407 RES: 7.8686e-05
ELA: 15.621 Jacobi stage: ITER: 59791 RES: 7.4179e-05
ELA: 15.721 Jacobi stage: ITER: 60175 RES: 6.993e-05
ELA: 15.821 Jacobi stage: ITER: 60561 RES: 6.5884e-05
ELA: 15.921 Jacobi stage: ITER: 60947 RES: 6.2111e-05
ELA: 16.021 Jacobi stage: ITER: 61331 RES: 5.8553e-05
ELA: 16.121 Jacobi stage: ITER: 61715 RES: 5.5199e-05
ELA: 16.221 Jacobi stage: ITER: 62101 RES: 5.2006e-05
ELA: 16.321 Jacobi stage: ITER: 62485 RES: 4.9027e-05
ELA: 16.421 Jacobi stage: ITER: 62871 RES: 4.6219e-05
ELA: 16.521 Jacobi stage: ITER: 63255 RES: 4.3572e-05
ELA: 16.621 Jacobi stage: ITER: 63639 RES: 4.1076e-05
ELA: 16.721 Jacobi stage: ITER: 64025 RES: 3.8699e-05
ELA: 16.821 Jacobi stage: ITER: 64411 RES: 3.6483e-05
ELA: 16.922 Jacobi stage: ITER: 64795 RES: 3.4393e-05
ELA: 17.022 Jacobi stage: ITER: 65181 RES: 3.2403e-05
ELA: 17.122 Jacobi stage: ITER: 65565 RES: 3.0547e-05
ELA: 17.222 Jacobi stage: ITER: 65951 RES: 2.8798e-05
ELA: 17.322 Jacobi stage: ITER: 66335 RES: 2.7148e-05
ELA: 17.422 Jacobi stage: ITER: 66719 RES: 2.5593e-05
ELA: 17.522 Jacobi stage: ITER: 67105 RES: 2.4113e-05
ELA: 17.622 Jacobi stage: ITER: 67491 RES: 2.2731e-05
ELA: 17.722 Jacobi stage: ITER: 67875 RES: 2.1429e-05
ELA: 17.822 Jacobi stage: ITER: 68259 RES: 2.0202e-05
ELA: 17.922 Jacobi stage: ITER: 68645 RES: 1.9033e-05
ELA: 18.022 Jacobi stage: ITER: 69031 RES: 1.7943e-05
ELA: 18.122 Jacobi stage: ITER: 69415 RES: 1.6915e-05
ELA: 18.222 Jacobi stage: ITER: 69801 RES: 1.5937e-05
ELA: 18.322 Jacobi stage: ITER: 70185 RES: 1.5024e-05
ELA: 18.423 Jacobi stage: ITER: 70571 RES: 1.4163e-05
ELA: 18.523 Jacobi stage: ITER: 70955 RES: 1.3352e-05
ELA: 18.623 Jacobi stage: ITER: 71341 RES: 1.258e-05
ELA: 18.723 Jacobi stage: ITER: 71725 RES: 1.1859e-05
ELA: 18.823 Jacobi stage: ITER: 72111 RES: 1.118e-05
ELA: 18.923 Jacobi stage: ITER: 72495 RES: 1.0539e-05
ELA: 19.023 Jacobi stage: ITER: 72881 RES: 9.9297e-06
ELA: 19.123 Jacobi stage: ITER: 73267 RES: 9.3609e-06
ELA: 19.223 Jacobi stage: ITER: 73651 RES: 8.8248e-06
ELA: 19.323 Jacobi stage: ITER: 74035 RES: 8.3193e-06
ELA: 19.424 Jacobi stage: ITER: 74421 RES: 7.838e-06
ELA: 19.524 Jacobi stage: ITER: 74807 RES: 7.3891e-06
ELA: 19.624 Jacobi stage: ITER: 75191 RES: 6.9658e-06
ELA: 19.724 Jacobi stage: ITER: 75577 RES: 6.5628e-06
ELA: 19.824 Jacobi stage: ITER: 75961 RES: 6.1869e-06
ELA: 19.924 Jacobi stage: ITER: 76347 RES: 5.8325e-06
ELA: 20.024 Jacobi stage: ITER: 76731 RES: 5.4985e-06
ELA: 20.124 Jacobi stage: ITER: 77117 RES: 5.1804e-06
ELA: 20.224 Jacobi stage: ITER: 77503 RES: 4.8836e-06
ELA: 20.324 Jacobi stage: ITER: 77887 RES: 4.6039e-06
ELA: 20.425 Jacobi stage: ITER: 78273 RES: 4.3375e-06
ELA: 20.525 Jacobi stage: ITER: 78659 RES: 4.0891e-06
ELA: 20.625 Jacobi stage: ITER: 79043 RES: 3.8549e-06
ELA: 20.725 Jacobi stage: ITER: 79427 RES: 3.6341e-06
ELA: 20.825 Jacobi stage: ITER: 79813 RES: 3.4238e-06
ELA: 20.925 Jacobi stage: ITER: 80199 RES: 3.2277e-06
ELA: 21.025 Jacobi stage: ITER: 80583 RES: 3.0429e-06
ELA: 21.125 Jacobi stage: ITER: 80969 RES: 2.8668e-06
ELA: 21.225 Jacobi stage: ITER: 81353 RES: 2.7026e-06
ELA: 21.325 Jacobi stage: ITER: 81739 RES: 2.5478e-06
ELA: 21.426 Jacobi stage: ITER: 82123 RES: 2.4019e-06
ELA: 21.526 Jacobi stage: ITER: 82509 RES: 2.2629e-06
ELA: 21.626 Jacobi stage: ITER: 82895 RES: 2.1333e-06
ELA: 21.726 Jacobi stage: ITER: 83279 RES: 2.0111e-06
ELA: 21.826 Jacobi stage: ITER: 83663 RES: 1.8959e-06
ELA: 21.926 Jacobi stage: ITER: 84049 RES: 1.7862e-06
ELA: 22.026 Jacobi stage: ITER: 84435 RES: 1.6839e-06
ELA: 22.126 Jacobi stage: ITER: 84819 RES: 1.5875e-06
ELA: 22.226 Jacobi stage: ITER: 85205 RES: 1.4956e-06
ELA: 22.327 Jacobi stage: ITER: 85591 RES: 1.41e-06
ELA: 22.427 Jacobi stage: ITER: 85975 RES: 1.3292e-06
ELA: 22.527 Jacobi stage: ITER: 86359 RES: 1.2531e-06
ELA: 22.627 Jacobi stage: ITER: 86745 RES: 1.1806e-06
ELA: 22.727 Jacobi stage: ITER: 87131 RES: 1.1129e-06
ELA: 22.827 Jacobi stage: ITER: 87637 RES: 1.0294e-06
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